id	sid	tid	token	lemma	pos
fbem-28654	1	1	frontiers	frontier	NOUN
fbem-28654	1	2	in	in	ADP
fbem-28654	1	3	business	business	NOUN
fbem-28654	1	4	,	,	PUNCT
fbem-28654	1	5	economics	economic	NOUN
fbem-28654	1	6	and	and	CCONJ
fbem-28654	1	7	management	management	NOUN
fbem-28654	1	8	issn	issn	PROPN
fbem-28654	1	9	:	:	PUNCT
fbem-28654	1	10	2766	2766	NUM
fbem-28654	1	11	-	-	PUNCT
fbem-28654	1	12	824x	824x	NUM
fbem-28654	1	13	|	|	ADJ
fbem-28654	1	14	vol	vol	NOUN
fbem-28654	1	15	.	.	PROPN
fbem-28654	1	16	17	17	NUM
fbem-28654	1	17	,	,	PUNCT
fbem-28654	1	18	no	no	INTJ
fbem-28654	1	19	.	.	NOUN
fbem-28654	1	20	3	3	NUM
fbem-28654	1	21	,	,	PUNCT
fbem-28654	1	22	2024	2024	NUM
fbem-28654	1	23	444	444	NUM
fbem-28654	1	24	ai	ai	NOUN
fbem-28654	1	25	and	and	CCONJ
fbem-28654	1	26	machine	machine	NOUN
fbem-28654	1	27	learning	learning	NOUN
fbem-28654	1	28	-	-	PUNCT
fbem-28654	1	29	driven	drive	VERB
fbem-28654	1	30	innovations	innovation	NOUN
fbem-28654	1	31	in	in	ADP
fbem-28654	1	32	macroeconomics	macroeconomic	NOUN
fbem-28654	1	33	hong	hong	PROPN
fbem-28654	1	34	tao	tao	PROPN
fbem-28654	1	35	1	1	NUM
fbem-28654	1	36	,	,	PUNCT
fbem-28654	1	37	liqian	liqian	PROPN
fbem-28654	1	38	huang	huang	PROPN
fbem-28654	1	39	2	2	PROPN
fbem-28654	1	40	and	and	CCONJ
fbem-28654	1	41	yiheng	yiheng	PRON
fbem-28654	1	42	zhao	zhao	NOUN
fbem-28654	1	43	2	2	NUM
fbem-28654	1	44	1	1	NUM
fbem-28654	1	45	school	school	NOUN
fbem-28654	1	46	of	of	ADP
fbem-28654	1	47	business	business	NOUN
fbem-28654	1	48	,	,	PUNCT
fbem-28654	1	49	xianda	xianda	PROPN
fbem-28654	1	50	college	college	PROPN
fbem-28654	1	51	of	of	ADP
fbem-28654	1	52	economics	economic	NOUN
fbem-28654	1	53	and	and	CCONJ
fbem-28654	1	54	humanities	humanity	NOUN
fbem-28654	1	55	,	,	PUNCT
fbem-28654	1	56	shanghai	shanghai	PROPN
fbem-28654	1	57	international	international	PROPN
fbem-28654	1	58	studies	studies	PROPN
fbem-28654	1	59	university	university	PROPN
fbem-28654	1	60	,	,	PUNCT
fbem-28654	1	61	shanghai	shanghai	PROPN
fbem-28654	1	62	200083	200083	NUM
fbem-28654	1	63	,	,	PUNCT
fbem-28654	1	64	china	china	PROPN
fbem-28654	1	65	2	2	NUM
fbem-28654	1	66	school	school	NOUN
fbem-28654	1	67	of	of	ADP
fbem-28654	1	68	data	datum	NOUN
fbem-28654	1	69	science	science	NOUN
fbem-28654	1	70	,	,	PUNCT
fbem-28654	1	71	xianda	xianda	PROPN
fbem-28654	1	72	college	college	PROPN
fbem-28654	1	73	of	of	ADP
fbem-28654	1	74	economics	economic	NOUN
fbem-28654	1	75	and	and	CCONJ
fbem-28654	1	76	humanities	humanity	NOUN
fbem-28654	1	77	,	,	PUNCT
fbem-28654	1	78	shanghai	shanghai	PROPN
fbem-28654	1	79	international	international	PROPN
fbem-28654	1	80	studies	studies	PROPN
fbem-28654	1	81	university	university	PROPN
fbem-28654	1	82	,	,	PUNCT
fbem-28654	1	83	shanghai	shanghai	PROPN
fbem-28654	1	84	200083	200083	NUM
fbem-28654	1	85	,	,	PUNCT
fbem-28654	1	86	china	china	PROPN
fbem-28654	1	87	abstract	abstract	PROPN
fbem-28654	1	88	:	:	PUNCT
fbem-28654	1	89	with	with	ADP
fbem-28654	1	90	the	the	DET
fbem-28654	1	91	rapid	rapid	ADJ
fbem-28654	1	92	development	development	NOUN
fbem-28654	1	93	of	of	ADP
fbem-28654	1	94	artificial	artificial	ADJ
fbem-28654	1	95	intelligence	intelligence	NOUN
fbem-28654	1	96	(	(	PUNCT
fbem-28654	1	97	ai	ai	NOUN
fbem-28654	1	98	)	)	PUNCT
fbem-28654	1	99	and	and	CCONJ
fbem-28654	1	100	machine	machine	NOUN
fbem-28654	1	101	learning	learning	NOUN
fbem-28654	1	102	(	(	PUNCT
fbem-28654	1	103	ml	ml	NOUN
fbem-28654	1	104	)	)	PUNCT
fbem-28654	1	105	technologies	technology	NOUN
fbem-28654	1	106	,	,	PUNCT
fbem-28654	1	107	the	the	DET
fbem-28654	1	108	research	research	NOUN
fbem-28654	1	109	methods	method	NOUN
fbem-28654	1	110	and	and	CCONJ
fbem-28654	1	111	practices	practice	NOUN
fbem-28654	1	112	in	in	ADP
fbem-28654	1	113	macroeconomics	macroeconomic	NOUN
fbem-28654	1	114	are	be	AUX
fbem-28654	1	115	undergoing	undergo	VERB
fbem-28654	1	116	profound	profound	ADJ
fbem-28654	1	117	transformations	transformation	NOUN
fbem-28654	1	118	.	.	PUNCT
fbem-28654	2	1	traditional	traditional	ADJ
fbem-28654	2	2	economic	economic	ADJ
fbem-28654	2	3	analysis	analysis	NOUN
fbem-28654	2	4	methods	method	NOUN
fbem-28654	2	5	often	often	ADV
fbem-28654	2	6	rely	rely	VERB
fbem-28654	2	7	on	on	ADP
fbem-28654	2	8	historical	historical	ADJ
fbem-28654	2	9	data	datum	NOUN
fbem-28654	2	10	and	and	CCONJ
fbem-28654	2	11	empirical	empirical	ADJ
fbem-28654	2	12	models	model	NOUN
fbem-28654	2	13	,	,	PUNCT
fbem-28654	2	14	facing	face	VERB
fbem-28654	2	15	challenges	challenge	NOUN
fbem-28654	2	16	such	such	ADJ
fbem-28654	2	17	as	as	ADP
fbem-28654	2	18	data	datum	NOUN
fbem-28654	2	19	lag	lag	NOUN
fbem-28654	2	20	,	,	PUNCT
fbem-28654	2	21	information	information	NOUN
fbem-28654	2	22	asymmetry	asymmetry	NOUN
fbem-28654	2	23	,	,	PUNCT
fbem-28654	2	24	and	and	CCONJ
fbem-28654	2	25	insufficient	insufficient	ADJ
fbem-28654	2	26	predictive	predictive	ADJ
fbem-28654	2	27	accuracy	accuracy	NOUN
fbem-28654	2	28	.	.	PUNCT
fbem-28654	3	1	the	the	DET
fbem-28654	3	2	introduction	introduction	NOUN
fbem-28654	3	3	of	of	ADP
fbem-28654	3	4	ai	ai	NOUN
fbem-28654	3	5	and	and	CCONJ
fbem-28654	3	6	ml	ml	PROPN
fbem-28654	3	7	has	have	AUX
fbem-28654	3	8	provided	provide	VERB
fbem-28654	3	9	new	new	ADJ
fbem-28654	3	10	approaches	approach	NOUN
fbem-28654	3	11	and	and	CCONJ
fbem-28654	3	12	tools	tool	NOUN
fbem-28654	3	13	for	for	ADP
fbem-28654	3	14	economic	economic	ADJ
fbem-28654	3	15	research	research	NOUN
fbem-28654	3	16	,	,	PUNCT
fbem-28654	3	17	demonstrating	demonstrate	VERB
fbem-28654	3	18	wide	wide	ADJ
fbem-28654	3	19	application	application	NOUN
fbem-28654	3	20	prospects	prospect	NOUN
fbem-28654	3	21	,	,	PUNCT
fbem-28654	3	22	particularly	particularly	ADV
fbem-28654	3	23	in	in	ADP
fbem-28654	3	24	the	the	DET
fbem-28654	3	25	construction	construction	NOUN
fbem-28654	3	26	of	of	ADP
fbem-28654	3	27	novel	novel	ADJ
fbem-28654	3	28	economic	economic	ADJ
fbem-28654	3	29	indicators	indicator	NOUN
fbem-28654	3	30	,	,	PUNCT
fbem-28654	3	31	economic	economic	ADJ
fbem-28654	3	32	forecasting	forecasting	NOUN
fbem-28654	3	33	,	,	PUNCT
fbem-28654	3	34	policy	policy	NOUN
fbem-28654	3	35	analysis	analysis	NOUN
fbem-28654	3	36	,	,	PUNCT
fbem-28654	3	37	and	and	CCONJ
fbem-28654	3	38	financial	financial	ADJ
fbem-28654	3	39	market	market	NOUN
fbem-28654	3	40	analysis	analysis	NOUN
fbem-28654	3	41	.	.	PUNCT
fbem-28654	4	1	this	this	DET
fbem-28654	4	2	paper	paper	NOUN
fbem-28654	4	3	reviews	review	VERB
fbem-28654	4	4	the	the	DET
fbem-28654	4	5	current	current	ADJ
fbem-28654	4	6	status	status	NOUN
fbem-28654	4	7	and	and	CCONJ
fbem-28654	4	8	future	future	ADJ
fbem-28654	4	9	trends	trend	NOUN
fbem-28654	4	10	of	of	ADP
fbem-28654	4	11	ai	ai	NOUN
fbem-28654	4	12	and	and	CCONJ
fbem-28654	4	13	ml	ml	ADP
fbem-28654	4	14	applications	application	NOUN
fbem-28654	4	15	in	in	ADP
fbem-28654	4	16	macroeconomics	macroeconomic	NOUN
fbem-28654	4	17	,	,	PUNCT
fbem-28654	4	18	with	with	ADP
fbem-28654	4	19	a	a	DET
fbem-28654	4	20	focus	focus	NOUN
fbem-28654	4	21	on	on	ADP
fbem-28654	4	22	the	the	DET
fbem-28654	4	23	use	use	NOUN
fbem-28654	4	24	of	of	ADP
fbem-28654	4	25	alternative	alternative	ADJ
fbem-28654	4	26	data	datum	NOUN
fbem-28654	4	27	in	in	ADP
fbem-28654	4	28	constructing	construct	VERB
fbem-28654	4	29	economic	economic	ADJ
fbem-28654	4	30	indicators	indicator	NOUN
fbem-28654	4	31	,	,	PUNCT
fbem-28654	4	32	the	the	DET
fbem-28654	4	33	integration	integration	NOUN
fbem-28654	4	34	of	of	ADP
fbem-28654	4	35	machine	machine	NOUN
fbem-28654	4	36	learning	learn	VERB
fbem-28654	4	37	with	with	ADP
fbem-28654	4	38	traditional	traditional	ADJ
fbem-28654	4	39	economic	economic	ADJ
fbem-28654	4	40	forecasting	forecasting	NOUN
fbem-28654	4	41	models	model	NOUN
fbem-28654	4	42	,	,	PUNCT
fbem-28654	4	43	the	the	DET
fbem-28654	4	44	potential	potential	NOUN
fbem-28654	4	45	and	and	CCONJ
fbem-28654	4	46	challenges	challenge	NOUN
fbem-28654	4	47	of	of	ADP
fbem-28654	4	48	large	large	ADJ
fbem-28654	4	49	language	language	NOUN
fbem-28654	4	50	models	model	NOUN
fbem-28654	4	51	in	in	ADP
fbem-28654	4	52	economic	economic	ADJ
fbem-28654	4	53	policy	policy	NOUN
fbem-28654	4	54	analysis	analysis	NOUN
fbem-28654	4	55	,	,	PUNCT
fbem-28654	4	56	and	and	CCONJ
fbem-28654	4	57	the	the	DET
fbem-28654	4	58	application	application	NOUN
fbem-28654	4	59	of	of	ADP
fbem-28654	4	60	machine	machine	NOUN
fbem-28654	4	61	learning	learning	NOUN
fbem-28654	4	62	in	in	ADP
fbem-28654	4	63	financial	financial	ADJ
fbem-28654	4	64	market	market	NOUN
fbem-28654	4	65	analysis	analysis	NOUN
fbem-28654	4	66	.	.	PUNCT
fbem-28654	5	1	keywords	keyword	NOUN
fbem-28654	5	2	:	:	PUNCT
fbem-28654	5	3	artificial	artificial	ADJ
fbem-28654	5	4	intelligence	intelligence	NOUN
fbem-28654	5	5	(	(	PUNCT
fbem-28654	5	6	ai	ai	NOUN
fbem-28654	5	7	)	)	PUNCT
fbem-28654	5	8	,	,	PUNCT
fbem-28654	5	9	machine	machine	NOUN
fbem-28654	5	10	learning	learning	NOUN
fbem-28654	5	11	(	(	PUNCT
fbem-28654	5	12	ml	ml	NOUN
fbem-28654	5	13	)	)	PUNCT
fbem-28654	5	14	,	,	PUNCT
fbem-28654	5	15	macroeconomics	macroeconomic	NOUN
fbem-28654	5	16	,	,	PUNCT
fbem-28654	5	17	economic	economic	ADJ
fbem-28654	5	18	forecasting	forecasting	NOUN
fbem-28654	5	19	,	,	PUNCT
fbem-28654	5	20	novel	novel	ADJ
fbem-28654	5	21	economic	economic	ADJ
fbem-28654	5	22	indicators	indicator	NOUN
fbem-28654	5	23	,	,	PUNCT
fbem-28654	5	24	economic	economic	ADJ
fbem-28654	5	25	policy	policy	NOUN
fbem-28654	5	26	analysis	analysis	NOUN
fbem-28654	5	27	,	,	PUNCT
fbem-28654	5	28	financial	financial	ADJ
fbem-28654	5	29	market	market	NOUN
fbem-28654	5	30	analysis	analysis	NOUN
fbem-28654	5	31	.	.	PUNCT
fbem-28654	6	1	1	1	X
fbem-28654	6	2	.	.	X
fbem-28654	6	3	introduction	introduction	NOUN
fbem-28654	6	4	in	in	ADP
fbem-28654	6	5	recent	recent	ADJ
fbem-28654	6	6	years	year	NOUN
fbem-28654	6	7	,	,	PUNCT
fbem-28654	6	8	with	with	ADP
fbem-28654	6	9	the	the	DET
fbem-28654	6	10	rapid	rapid	ADJ
fbem-28654	6	11	development	development	NOUN
fbem-28654	6	12	of	of	ADP
fbem-28654	6	13	artificial	artificial	ADJ
fbem-28654	6	14	intelligence	intelligence	NOUN
fbem-28654	6	15	(	(	PUNCT
fbem-28654	6	16	ai	ai	NOUN
fbem-28654	6	17	)	)	PUNCT
fbem-28654	6	18	and	and	CCONJ
fbem-28654	6	19	machine	machine	NOUN
fbem-28654	6	20	learning	learning	NOUN
fbem-28654	6	21	(	(	PUNCT
fbem-28654	6	22	ml	ml	NOUN
fbem-28654	6	23	)	)	PUNCT
fbem-28654	6	24	technologies	technology	NOUN
fbem-28654	6	25	,	,	PUNCT
fbem-28654	6	26	traditional	traditional	ADJ
fbem-28654	6	27	research	research	NOUN
fbem-28654	6	28	methods	method	NOUN
fbem-28654	6	29	in	in	ADP
fbem-28654	6	30	macroeconomics	macroeconomic	NOUN
fbem-28654	6	31	are	be	AUX
fbem-28654	6	32	undergoing	undergo	VERB
fbem-28654	6	33	unprecedented	unprecedented	ADJ
fbem-28654	6	34	transformations	transformation	NOUN
fbem-28654	6	35	.	.	PUNCT
fbem-28654	7	1	economics	economic	NOUN
fbem-28654	7	2	,	,	PUNCT
fbem-28654	7	3	as	as	ADP
fbem-28654	7	4	a	a	DET
fbem-28654	7	5	discipline	discipline	NOUN
fbem-28654	7	6	that	that	PRON
fbem-28654	7	7	studies	study	VERB
fbem-28654	7	8	the	the	DET
fbem-28654	7	9	allocation	allocation	NOUN
fbem-28654	7	10	and	and	CCONJ
fbem-28654	7	11	optimization	optimization	NOUN
fbem-28654	7	12	of	of	ADP
fbem-28654	7	13	societal	societal	ADJ
fbem-28654	7	14	resources	resource	NOUN
fbem-28654	7	15	,	,	PUNCT
fbem-28654	7	16	has	have	AUX
fbem-28654	7	17	traditionally	traditionally	ADV
fbem-28654	7	18	relied	rely	VERB
fbem-28654	7	19	on	on	ADP
fbem-28654	7	20	data	datum	NOUN
fbem-28654	7	21	analysis	analysis	NOUN
fbem-28654	7	22	and	and	CCONJ
fbem-28654	7	23	model	model	NOUN
fbem-28654	7	24	construction	construction	NOUN
fbem-28654	7	25	to	to	PART
fbem-28654	7	26	guide	guide	VERB
fbem-28654	7	27	decision	decision	NOUN
fbem-28654	7	28	-	-	PUNCT
fbem-28654	7	29	making	making	NOUN
fbem-28654	7	30	and	and	CCONJ
fbem-28654	7	31	forecasting	forecasting	NOUN
fbem-28654	7	32	.	.	PUNCT
fbem-28654	8	1	however	however	ADV
fbem-28654	8	2	,	,	PUNCT
fbem-28654	8	3	conventional	conventional	ADJ
fbem-28654	8	4	economic	economic	ADJ
fbem-28654	8	5	models	model	NOUN
fbem-28654	8	6	,	,	PUNCT
fbem-28654	8	7	when	when	SCONJ
fbem-28654	8	8	dealing	deal	VERB
fbem-28654	8	9	with	with	ADP
fbem-28654	8	10	complex	complex	ADJ
fbem-28654	8	11	economic	economic	ADJ
fbem-28654	8	12	phenomena	phenomenon	NOUN
fbem-28654	8	13	,	,	PUNCT
fbem-28654	8	14	often	often	ADV
fbem-28654	8	15	face	face	VERB
fbem-28654	8	16	limitations	limitation	NOUN
fbem-28654	8	17	such	such	ADJ
fbem-28654	8	18	as	as	ADP
fbem-28654	8	19	data	data	NOUN
fbem-28654	8	20	acquisition	acquisition	NOUN
fbem-28654	8	21	delays	delay	NOUN
fbem-28654	8	22	,	,	PUNCT
fbem-28654	8	23	information	information	NOUN
fbem-28654	8	24	asymmetry	asymmetry	NOUN
fbem-28654	8	25	,	,	PUNCT
fbem-28654	8	26	and	and	CCONJ
fbem-28654	8	27	overly	overly	ADV
fbem-28654	8	28	simplified	simplified	ADJ
fbem-28654	8	29	model	model	NOUN
fbem-28654	8	30	assumptions	assumption	NOUN
fbem-28654	8	31	,	,	PUNCT
fbem-28654	8	32	resulting	result	VERB
fbem-28654	8	33	in	in	ADP
fbem-28654	8	34	suboptimal	suboptimal	ADJ
fbem-28654	8	35	performance	performance	NOUN
fbem-28654	8	36	in	in	ADP
fbem-28654	8	37	addressing	address	VERB
fbem-28654	8	38	complex	complex	ADJ
fbem-28654	8	39	economic	economic	ADJ
fbem-28654	8	40	systems	system	NOUN
fbem-28654	8	41	,	,	PUNCT
fbem-28654	8	42	forecasting	forecasting	NOUN
fbem-28654	8	43	accuracy	accuracy	NOUN
fbem-28654	8	44	,	,	PUNCT
fbem-28654	8	45	and	and	CCONJ
fbem-28654	8	46	real	real	ADJ
fbem-28654	8	47	-	-	PUNCT
fbem-28654	8	48	time	time	NOUN
fbem-28654	8	49	decision	decision	NOUN
fbem-28654	8	50	support	support	NOUN
fbem-28654	8	51	[	[	X
fbem-28654	8	52	1	1	NUM
fbem-28654	8	53	]	]	PUNCT
fbem-28654	8	54	.	.	PUNCT
fbem-28654	9	1	the	the	DET
fbem-28654	9	2	introduction	introduction	NOUN
fbem-28654	9	3	of	of	ADP
fbem-28654	9	4	ai	ai	NOUN
fbem-28654	9	5	and	and	CCONJ
fbem-28654	9	6	ml	ml	AUX
fbem-28654	9	7	not	not	PART
fbem-28654	9	8	only	only	ADV
fbem-28654	9	9	provides	provide	VERB
fbem-28654	9	10	new	new	ADJ
fbem-28654	9	11	possibilities	possibility	NOUN
fbem-28654	9	12	for	for	ADP
fbem-28654	9	13	addressing	address	VERB
fbem-28654	9	14	these	these	DET
fbem-28654	9	15	traditional	traditional	ADJ
fbem-28654	9	16	issues	issue	NOUN
fbem-28654	9	17	but	but	CCONJ
fbem-28654	9	18	also	also	ADV
fbem-28654	9	19	opens	open	VERB
fbem-28654	9	20	new	new	ADJ
fbem-28654	9	21	avenues	avenue	NOUN
fbem-28654	9	22	for	for	ADP
fbem-28654	9	23	macroeconomic	macroeconomic	ADJ
fbem-28654	9	24	research	research	NOUN
fbem-28654	9	25	through	through	ADP
fbem-28654	9	26	their	their	PRON
fbem-28654	9	27	powerful	powerful	ADJ
fbem-28654	9	28	data	datum	NOUN
fbem-28654	9	29	processing	processing	NOUN
fbem-28654	9	30	and	and	CCONJ
fbem-28654	9	31	pattern	pattern	NOUN
fbem-28654	9	32	recognition	recognition	NOUN
fbem-28654	9	33	capabilities	capability	NOUN
fbem-28654	10	1	[	[	X
fbem-28654	10	2	2	2	NUM
fbem-28654	10	3	]	]	PUNCT
fbem-28654	10	4	.	.	PUNCT
fbem-28654	11	1	the	the	DET
fbem-28654	11	2	application	application	NOUN
fbem-28654	11	3	of	of	ADP
fbem-28654	11	4	ai	ai	NOUN
fbem-28654	11	5	and	and	CCONJ
fbem-28654	11	6	ml	ml	X
fbem-28654	11	7	in	in	ADP
fbem-28654	11	8	macroeconomics	macroeconomic	NOUN
fbem-28654	11	9	is	be	AUX
fbem-28654	11	10	not	not	PART
fbem-28654	11	11	merely	merely	ADV
fbem-28654	11	12	to	to	PART
fbem-28654	11	13	replace	replace	VERB
fbem-28654	11	14	traditional	traditional	ADJ
fbem-28654	11	15	quantitative	quantitative	ADJ
fbem-28654	11	16	analysis	analysis	NOUN
fbem-28654	11	17	methods	method	NOUN
fbem-28654	11	18	,	,	PUNCT
fbem-28654	11	19	but	but	CCONJ
fbem-28654	11	20	rather	rather	ADV
fbem-28654	11	21	to	to	PART
fbem-28654	11	22	complement	complement	VERB
fbem-28654	11	23	them	they	PRON
fbem-28654	11	24	,	,	PUNCT
fbem-28654	11	25	forming	form	VERB
fbem-28654	11	26	a	a	DET
fbem-28654	11	27	new	new	ADJ
fbem-28654	11	28	framework	framework	NOUN
fbem-28654	11	29	for	for	ADP
fbem-28654	11	30	economic	economic	ADJ
fbem-28654	11	31	analysis	analysis	NOUN
fbem-28654	11	32	.	.	PUNCT
fbem-28654	12	1	ai	ai	PROPN
fbem-28654	12	2	technologies	technology	NOUN
fbem-28654	12	3	,	,	PUNCT
fbem-28654	12	4	particularly	particularly	ADV
fbem-28654	12	5	deep	deep	ADJ
fbem-28654	12	6	learning	learning	NOUN
fbem-28654	12	7	,	,	PUNCT
fbem-28654	12	8	big	big	ADJ
fbem-28654	12	9	data	datum	NOUN
fbem-28654	12	10	analytics	analytic	NOUN
fbem-28654	12	11	,	,	PUNCT
fbem-28654	12	12	and	and	CCONJ
fbem-28654	12	13	natural	natural	ADJ
fbem-28654	12	14	language	language	NOUN
fbem-28654	12	15	processing	processing	NOUN
fbem-28654	12	16	,	,	PUNCT
fbem-28654	12	17	can	can	AUX
fbem-28654	12	18	reveal	reveal	VERB
fbem-28654	12	19	complex	complex	ADJ
fbem-28654	12	20	relationships	relationship	NOUN
fbem-28654	12	21	and	and	CCONJ
fbem-28654	12	22	patterns	pattern	NOUN
fbem-28654	12	23	hidden	hide	VERB
fbem-28654	12	24	within	within	ADP
fbem-28654	12	25	traditional	traditional	ADJ
fbem-28654	12	26	economic	economic	ADJ
fbem-28654	12	27	data	datum	NOUN
fbem-28654	12	28	through	through	ADP
fbem-28654	12	29	large	large	ADJ
fbem-28654	12	30	-	-	PUNCT
fbem-28654	12	31	scale	scale	NOUN
fbem-28654	12	32	data	datum	NOUN
fbem-28654	12	33	analysis	analysis	NOUN
fbem-28654	12	34	and	and	CCONJ
fbem-28654	12	35	mining	mining	NOUN
fbem-28654	12	36	[	[	X
fbem-28654	12	37	3	3	NUM
fbem-28654	12	38	]	]	PUNCT
fbem-28654	12	39	.	.	PUNCT
fbem-28654	13	1	machine	machine	NOUN
fbem-28654	13	2	learning	learning	NOUN
fbem-28654	13	3	models	model	NOUN
fbem-28654	13	4	can	can	AUX
fbem-28654	13	5	self	self	NOUN
fbem-28654	13	6	-	-	PUNCT
fbem-28654	13	7	learn	learn	VERB
fbem-28654	13	8	and	and	CCONJ
fbem-28654	13	9	adjust	adjust	VERB
fbem-28654	13	10	parameters	parameter	NOUN
fbem-28654	13	11	,	,	PUNCT
fbem-28654	13	12	thereby	thereby	ADV
fbem-28654	13	13	continuously	continuously	ADV
fbem-28654	13	14	improving	improve	VERB
fbem-28654	13	15	the	the	DET
fbem-28654	13	16	prediction	prediction	NOUN
fbem-28654	13	17	accuracy	accuracy	NOUN
fbem-28654	13	18	and	and	CCONJ
fbem-28654	13	19	the	the	DET
fbem-28654	13	20	generalization	generalization	NOUN
fbem-28654	13	21	ability	ability	NOUN
fbem-28654	13	22	of	of	ADP
fbem-28654	13	23	models	model	NOUN
fbem-28654	13	24	.	.	PUNCT
fbem-28654	14	1	these	these	DET
fbem-28654	14	2	advantages	advantage	NOUN
fbem-28654	14	3	make	make	VERB
fbem-28654	14	4	ai	ai	NOUN
fbem-28654	14	5	and	and	CCONJ
fbem-28654	14	6	ml	ml	VERB
fbem-28654	14	7	indispensable	indispensable	ADJ
fbem-28654	14	8	tools	tool	NOUN
fbem-28654	14	9	in	in	ADP
fbem-28654	14	10	economic	economic	ADJ
fbem-28654	14	11	research	research	NOUN
fbem-28654	14	12	,	,	PUNCT
fbem-28654	14	13	especially	especially	ADV
fbem-28654	14	14	in	in	ADP
fbem-28654	14	15	a	a	DET
fbem-28654	14	16	rapidly	rapidly	ADV
fbem-28654	14	17	changing	change	VERB
fbem-28654	14	18	and	and	CCONJ
fbem-28654	14	19	information	information	NOUN
fbem-28654	14	20	-	-	PUNCT
fbem-28654	14	21	overloaded	overload	VERB
fbem-28654	14	22	economic	economic	ADJ
fbem-28654	14	23	environment	environment	NOUN
fbem-28654	14	24	,	,	PUNCT
fbem-28654	14	25	where	where	SCONJ
fbem-28654	14	26	the	the	DET
fbem-28654	14	27	benefits	benefit	NOUN
fbem-28654	14	28	of	of	ADP
fbem-28654	14	29	ai	ai	PROPN
fbem-28654	14	30	technologies	technology	NOUN
fbem-28654	14	31	become	become	VERB
fbem-28654	14	32	even	even	ADV
fbem-28654	14	33	more	more	ADV
fbem-28654	14	34	pronounced	pronounced	ADJ
fbem-28654	14	35	.	.	PUNCT
fbem-28654	15	1	traditional	traditional	ADJ
fbem-28654	15	2	economic	economic	ADJ
fbem-28654	15	3	analysis	analysis	NOUN
fbem-28654	15	4	typically	typically	ADV
fbem-28654	15	5	relies	rely	VERB
fbem-28654	15	6	on	on	ADP
fbem-28654	15	7	historical	historical	ADJ
fbem-28654	15	8	statistical	statistical	ADJ
fbem-28654	15	9	data	datum	NOUN
fbem-28654	15	10	and	and	CCONJ
fbem-28654	15	11	conventional	conventional	ADJ
fbem-28654	15	12	econometric	econometric	ADJ
fbem-28654	15	13	models	model	NOUN
fbem-28654	15	14	,	,	PUNCT
fbem-28654	15	15	using	use	VERB
fbem-28654	15	16	these	these	DET
fbem-28654	15	17	models	model	NOUN
fbem-28654	15	18	to	to	PART
fbem-28654	15	19	predict	predict	VERB
fbem-28654	15	20	macroeconomic	macroeconomic	ADJ
fbem-28654	15	21	trends	trend	NOUN
fbem-28654	15	22	such	such	ADJ
fbem-28654	15	23	as	as	ADP
fbem-28654	15	24	gdp	gdp	NOUN
fbem-28654	15	25	growth	growth	NOUN
fbem-28654	15	26	forecasts	forecast	NOUN
fbem-28654	15	27	and	and	CCONJ
fbem-28654	15	28	inflation	inflation	NOUN
fbem-28654	15	29	rate	rate	NOUN
fbem-28654	15	30	predictions	prediction	NOUN
fbem-28654	15	31	.	.	PUNCT
fbem-28654	16	1	however	however	ADV
fbem-28654	16	2	,	,	PUNCT
fbem-28654	16	3	these	these	DET
fbem-28654	16	4	models	model	NOUN
fbem-28654	16	5	often	often	ADV
fbem-28654	16	6	suffer	suffer	VERB
fbem-28654	16	7	from	from	ADP
fbem-28654	16	8	delays	delay	NOUN
fbem-28654	16	9	,	,	PUNCT
fbem-28654	16	10	static	static	ADJ
fbem-28654	16	11	assumptions	assumption	NOUN
fbem-28654	16	12	,	,	PUNCT
fbem-28654	16	13	and	and	CCONJ
fbem-28654	16	14	insufficient	insufficient	ADJ
fbem-28654	16	15	accuracy	accuracy	NOUN
fbem-28654	16	16	when	when	SCONJ
fbem-28654	16	17	dealing	deal	VERB
fbem-28654	16	18	with	with	ADP
fbem-28654	16	19	dynamic	dynamic	ADJ
fbem-28654	16	20	and	and	CCONJ
fbem-28654	16	21	complex	complex	ADJ
fbem-28654	16	22	economic	economic	ADJ
fbem-28654	16	23	systems	system	NOUN
fbem-28654	16	24	.	.	PUNCT
fbem-28654	17	1	with	with	ADP
fbem-28654	17	2	the	the	DET
fbem-28654	17	3	advancement	advancement	NOUN
fbem-28654	17	4	of	of	ADP
fbem-28654	17	5	technologies	technology	NOUN
fbem-28654	17	6	such	such	ADJ
fbem-28654	17	7	as	as	ADP
fbem-28654	17	8	the	the	DET
fbem-28654	17	9	internet	internet	NOUN
fbem-28654	17	10	,	,	PUNCT
fbem-28654	17	11	big	big	ADJ
fbem-28654	17	12	data	datum	NOUN
fbem-28654	17	13	,	,	PUNCT
fbem-28654	17	14	and	and	CCONJ
fbem-28654	17	15	the	the	DET
fbem-28654	17	16	internet	internet	NOUN
fbem-28654	17	17	of	of	ADP
fbem-28654	17	18	things	thing	NOUN
fbem-28654	17	19	,	,	PUNCT
fbem-28654	17	20	traditional	traditional	ADJ
fbem-28654	17	21	economic	economic	ADJ
fbem-28654	17	22	research	research	NOUN
fbem-28654	17	23	faces	face	VERB
fbem-28654	17	24	new	new	ADJ
fbem-28654	17	25	challenges	challenge	NOUN
fbem-28654	17	26	and	and	CCONJ
fbem-28654	17	27	opportunities	opportunity	NOUN
fbem-28654	17	28	.	.	PUNCT
fbem-28654	18	1	in	in	ADP
fbem-28654	18	2	particular	particular	ADJ
fbem-28654	18	3	,	,	PUNCT
fbem-28654	18	4	alternative	alternative	ADJ
fbem-28654	18	5	data	datum	NOUN
fbem-28654	18	6	sources	source	NOUN
fbem-28654	18	7	(	(	PUNCT
fbem-28654	18	8	such	such	ADJ
fbem-28654	18	9	as	as	ADP
fbem-28654	18	10	social	social	ADJ
fbem-28654	18	11	media	medium	NOUN
fbem-28654	18	12	data	datum	NOUN
fbem-28654	18	13	,	,	PUNCT
fbem-28654	18	14	news	news	NOUN
fbem-28654	18	15	texts	text	NOUN
fbem-28654	18	16	,	,	PUNCT
fbem-28654	18	17	online	online	ADJ
fbem-28654	18	18	transaction	transaction	NOUN
fbem-28654	18	19	data	datum	NOUN
fbem-28654	18	20	,	,	PUNCT
fbem-28654	18	21	and	and	CCONJ
fbem-28654	18	22	nighttime	nighttime	ADJ
fbem-28654	18	23	light	light	ADJ
fbem-28654	18	24	data	datum	NOUN
fbem-28654	18	25	)	)	PUNCT
fbem-28654	18	26	have	have	AUX
fbem-28654	18	27	provided	provide	VERB
fbem-28654	18	28	rich	rich	ADJ
fbem-28654	18	29	,	,	PUNCT
fbem-28654	18	30	non	non	ADJ
fbem-28654	18	31	-	-	ADJ
fbem-28654	18	32	traditional	traditional	ADJ
fbem-28654	18	33	data	datum	NOUN
fbem-28654	18	34	for	for	ADP
fbem-28654	18	35	economic	economic	ADJ
fbem-28654	18	36	analysis	analysis	NOUN
fbem-28654	18	37	.	.	PUNCT
fbem-28654	19	1	ai	ai	AUX
fbem-28654	19	2	and	and	CCONJ
fbem-28654	19	3	ml	ml	PROPN
fbem-28654	19	4	technologies	technology	NOUN
fbem-28654	19	5	can	can	AUX
fbem-28654	19	6	effectively	effectively	ADV
fbem-28654	19	7	leverage	leverage	VERB
fbem-28654	19	8	these	these	DET
fbem-28654	19	9	data	datum	NOUN
fbem-28654	19	10	sources	source	NOUN
fbem-28654	19	11	to	to	PART
fbem-28654	19	12	construct	construct	VERB
fbem-28654	19	13	more	more	ADV
fbem-28654	19	14	realtime	realtime	ADJ
fbem-28654	19	15	and	and	CCONJ
fbem-28654	19	16	accurate	accurate	ADJ
fbem-28654	19	17	new	new	ADJ
fbem-28654	19	18	economic	economic	ADJ
fbem-28654	19	19	indicators	indicator	NOUN
fbem-28654	19	20	.	.	PUNCT
fbem-28654	20	1	in	in	ADP
fbem-28654	20	2	this	this	DET
fbem-28654	20	3	context	context	NOUN
fbem-28654	20	4	,	,	PUNCT
fbem-28654	20	5	the	the	DET
fbem-28654	20	6	integration	integration	NOUN
fbem-28654	20	7	of	of	ADP
fbem-28654	20	8	traditional	traditional	ADJ
fbem-28654	20	9	economic	economic	ADJ
fbem-28654	20	10	analysis	analysis	NOUN
fbem-28654	20	11	methods	method	NOUN
fbem-28654	20	12	with	with	ADP
fbem-28654	20	13	ai	ai	VERB
fbem-28654	20	14	/	/	SYM
fbem-28654	20	15	ml	ml	NOUN
fbem-28654	20	16	technologies	technology	NOUN
fbem-28654	20	17	has	have	AUX
fbem-28654	20	18	become	become	VERB
fbem-28654	20	19	a	a	DET
fbem-28654	20	20	research	research	NOUN
fbem-28654	20	21	hotspot	hotspot	NOUN
fbem-28654	20	22	in	in	ADP
fbem-28654	20	23	both	both	CCONJ
fbem-28654	20	24	academia	academia	NOUN
fbem-28654	20	25	and	and	CCONJ
fbem-28654	20	26	practice	practice	NOUN
fbem-28654	20	27	in	in	ADP
fbem-28654	20	28	recent	recent	ADJ
fbem-28654	20	29	years	year	NOUN
fbem-28654	20	30	.	.	PUNCT
fbem-28654	21	1	in	in	ADP
fbem-28654	21	2	the	the	DET
fbem-28654	21	3	early	early	ADJ
fbem-28654	21	4	stages	stage	NOUN
fbem-28654	21	5	,	,	PUNCT
fbem-28654	21	6	the	the	DET
fbem-28654	21	7	application	application	NOUN
fbem-28654	21	8	of	of	ADP
fbem-28654	21	9	ai	ai	NOUN
fbem-28654	21	10	and	and	CCONJ
fbem-28654	21	11	machine	machine	NOUN
fbem-28654	21	12	learning	learning	NOUN
fbem-28654	21	13	in	in	ADP
fbem-28654	21	14	macroeconomics	macroeconomic	NOUN
fbem-28654	21	15	primarily	primarily	ADV
fbem-28654	21	16	focused	focus	VERB
fbem-28654	21	17	on	on	ADP
fbem-28654	21	18	forecasting	forecasting	NOUN
fbem-28654	21	19	and	and	CCONJ
fbem-28654	21	20	modeling	modeling	NOUN
fbem-28654	21	21	.	.	PUNCT
fbem-28654	22	1	as	as	SCONJ
fbem-28654	22	2	research	research	NOUN
fbem-28654	22	3	has	have	AUX
fbem-28654	22	4	progressed	progress	VERB
fbem-28654	22	5	,	,	PUNCT
fbem-28654	22	6	more	more	ADJ
fbem-28654	22	7	scholars	scholar	NOUN
fbem-28654	22	8	are	be	AUX
fbem-28654	22	9	focusing	focus	VERB
fbem-28654	22	10	on	on	ADP
fbem-28654	22	11	how	how	SCONJ
fbem-28654	22	12	ai	ai	VERB
fbem-28654	22	13	technologies	technology	NOUN
fbem-28654	22	14	can	can	AUX
fbem-28654	22	15	enhance	enhance	VERB
fbem-28654	22	16	the	the	DET
fbem-28654	22	17	accuracy	accuracy	NOUN
fbem-28654	22	18	and	and	CCONJ
fbem-28654	22	19	real	real	ADJ
fbem-28654	22	20	-	-	PUNCT
fbem-28654	22	21	time	time	NOUN
fbem-28654	22	22	capabilities	capability	NOUN
fbem-28654	22	23	of	of	ADP
fbem-28654	22	24	economic	economic	ADJ
fbem-28654	22	25	models	model	NOUN
fbem-28654	22	26	.	.	PUNCT
fbem-28654	23	1	specifically	specifically	ADV
fbem-28654	23	2	,	,	PUNCT
fbem-28654	23	3	machine	machine	NOUN
fbem-28654	23	4	learning	learning	NOUN
fbem-28654	23	5	in	in	ADP
fbem-28654	23	6	economic	economic	ADJ
fbem-28654	23	7	forecasting	forecasting	NOUN
fbem-28654	23	8	includes	include	VERB
fbem-28654	23	9	not	not	PART
fbem-28654	23	10	only	only	ADV
fbem-28654	23	11	parameter	parameter	NOUN
fbem-28654	23	12	optimization	optimization	NOUN
fbem-28654	23	13	of	of	ADP
fbem-28654	23	14	traditional	traditional	ADJ
fbem-28654	23	15	economic	economic	ADJ
fbem-28654	23	16	models	model	NOUN
fbem-28654	23	17	but	but	CCONJ
fbem-28654	23	18	also	also	ADV
fbem-28654	23	19	the	the	DET
fbem-28654	23	20	exploration	exploration	NOUN
fbem-28654	23	21	of	of	ADP
fbem-28654	23	22	nonlinear	nonlinear	ADJ
fbem-28654	23	23	relationships	relationship	NOUN
fbem-28654	23	24	through	through	ADP
fbem-28654	23	25	big	big	ADJ
fbem-28654	23	26	data	datum	NOUN
fbem-28654	23	27	and	and	CCONJ
fbem-28654	23	28	deep	deep	ADJ
fbem-28654	23	29	learning	learning	NOUN
fbem-28654	23	30	models	model	NOUN
fbem-28654	23	31	[	[	X
fbem-28654	23	32	4	4	NUM
fbem-28654	23	33	]	]	PUNCT
fbem-28654	23	34	.	.	PUNCT
fbem-28654	24	1	additionally	additionally	ADV
fbem-28654	24	2	,	,	PUNCT
fbem-28654	24	3	with	with	ADP
fbem-28654	24	4	the	the	DET
fbem-28654	24	5	development	development	NOUN
fbem-28654	24	6	of	of	ADP
fbem-28654	24	7	natural	natural	ADJ
fbem-28654	24	8	language	language	NOUN
fbem-28654	24	9	processing	processing	NOUN
fbem-28654	24	10	technologies	technology	NOUN
fbem-28654	24	11	,	,	PUNCT
fbem-28654	24	12	the	the	DET
fbem-28654	24	13	emergence	emergence	NOUN
fbem-28654	24	14	of	of	ADP
fbem-28654	24	15	large	large	ADJ
fbem-28654	24	16	language	language	NOUN
fbem-28654	24	17	models	model	NOUN
fbem-28654	24	18	(	(	PUNCT
fbem-28654	24	19	such	such	ADJ
fbem-28654	24	20	as	as	ADP
fbem-28654	24	21	gpt-2	gpt-2	NOUN
fbem-28654	24	22	,	,	PUNCT
fbem-28654	24	23	bert	bert	PROPN
fbem-28654	24	24	,	,	PUNCT
fbem-28654	24	25	etc	etc	X
fbem-28654	24	26	.	.	X
fbem-28654	24	27	)	)	PUNCT
fbem-28654	24	28	has	have	AUX
fbem-28654	24	29	made	make	VERB
fbem-28654	24	30	text	text	NOUN
fbem-28654	24	31	analysis	analysis	NOUN
fbem-28654	24	32	an	an	DET
fbem-28654	24	33	emerging	emerge	VERB
fbem-28654	24	34	field	field	NOUN
fbem-28654	24	35	in	in	ADP
fbem-28654	24	36	economic	economic	ADJ
fbem-28654	24	37	research	research	NOUN
fbem-28654	24	38	[	[	X
fbem-28654	24	39	5	5	NUM
fbem-28654	24	40	]	]	PUNCT
fbem-28654	24	41	.	.	PUNCT
fbem-28654	25	1	by	by	ADP
fbem-28654	25	2	analyzing	analyze	VERB
fbem-28654	25	3	text	text	NOUN
fbem-28654	25	4	data	datum	NOUN
fbem-28654	25	5	from	from	ADP
fbem-28654	25	6	sources	source	NOUN
fbem-28654	25	7	like	like	ADP
fbem-28654	25	8	news	news	NOUN
fbem-28654	25	9	,	,	PUNCT
fbem-28654	25	10	financial	financial	ADJ
fbem-28654	25	11	reports	report	NOUN
fbem-28654	25	12	,	,	PUNCT
fbem-28654	25	13	and	and	CCONJ
fbem-28654	25	14	policy	policy	NOUN
fbem-28654	25	15	documents	document	NOUN
fbem-28654	25	16	,	,	PUNCT
fbem-28654	25	17	ai	ai	VERB
fbem-28654	25	18	can	can	AUX
fbem-28654	25	19	assist	assist	VERB
fbem-28654	25	20	economists	economist	NOUN
fbem-28654	25	21	in	in	ADP
fbem-28654	25	22	capturing	capture	VERB
fbem-28654	25	23	policy	policy	NOUN
fbem-28654	25	24	changes	change	NOUN
fbem-28654	25	25	,	,	PUNCT
fbem-28654	25	26	market	market	NOUN
fbem-28654	25	27	sentiment	sentiment	NOUN
fbem-28654	25	28	,	,	PUNCT
fbem-28654	25	29	and	and	CCONJ
fbem-28654	25	30	other	other	ADJ
fbem-28654	25	31	unstructured	unstructured	ADJ
fbem-28654	25	32	information	information	NOUN
fbem-28654	25	33	,	,	PUNCT
fbem-28654	25	34	thereby	thereby	ADV
fbem-28654	25	35	enhancing	enhance	VERB
fbem-28654	25	36	the	the	DET
fbem-28654	25	37	comprehensiveness	comprehensiveness	NOUN
fbem-28654	25	38	and	and	CCONJ
fbem-28654	25	39	precision	precision	NOUN
fbem-28654	25	40	of	of	ADP
fbem-28654	25	41	forecasts	forecast	NOUN
fbem-28654	25	42	[	[	X
fbem-28654	25	43	6	6	NUM
fbem-28654	25	44	]	]	PUNCT
fbem-28654	25	45	.	.	PUNCT
fbem-28654	26	1	in	in	ADP
fbem-28654	26	2	recent	recent	ADJ
fbem-28654	26	3	years	year	NOUN
fbem-28654	26	4	,	,	PUNCT
fbem-28654	26	5	financial	financial	ADJ
fbem-28654	26	6	market	market	NOUN
fbem-28654	26	7	analysis	analysis	NOUN
fbem-28654	26	8	has	have	AUX
fbem-28654	26	9	become	become	VERB
fbem-28654	26	10	an	an	DET
fbem-28654	26	11	increasingly	increasingly	ADV
fbem-28654	26	12	important	important	ADJ
fbem-28654	26	13	area	area	NOUN
fbem-28654	26	14	of	of	ADP
fbem-28654	26	15	macroeconomic	macroeconomic	ADJ
fbem-28654	26	16	research	research	NOUN
fbem-28654	26	17	,	,	PUNCT
fbem-28654	26	18	integrating	integrate	VERB
fbem-28654	26	19	ai	ai	INTJ
fbem-28654	26	20	and	and	CCONJ
fbem-28654	26	21	machine	machine	NOUN
fbem-28654	26	22	learning	learning	NOUN
fbem-28654	26	23	technologies	technology	NOUN
fbem-28654	26	24	.	.	PUNCT
fbem-28654	27	1	issues	issue	NOUN
fbem-28654	27	2	such	such	ADJ
fbem-28654	27	3	as	as	ADP
fbem-28654	27	4	volatility	volatility	NOUN
fbem-28654	27	5	forecasting	forecasting	NOUN
fbem-28654	27	6	,	,	PUNCT
fbem-28654	27	7	risk	risk	NOUN
fbem-28654	27	8	management	management	NOUN
fbem-28654	27	9	,	,	PUNCT
fbem-28654	27	10	and	and	CCONJ
fbem-28654	27	11	highfrequency	highfrequency	NOUN
fbem-28654	27	12	trading	trading	NOUN
fbem-28654	27	13	strategy	strategy	NOUN
fbem-28654	27	14	optimization	optimization	NOUN
fbem-28654	27	15	in	in	ADP
fbem-28654	27	16	financial	financial	ADJ
fbem-28654	27	17	markets	market	NOUN
fbem-28654	27	18	have	have	AUX
fbem-28654	27	19	greatly	greatly	ADV
fbem-28654	27	20	benefited	benefit	VERB
fbem-28654	27	21	from	from	ADP
fbem-28654	27	22	the	the	DET
fbem-28654	27	23	widespread	widespread	ADJ
fbem-28654	27	24	application	application	NOUN
fbem-28654	27	25	of	of	ADP
fbem-28654	27	26	ai	ai	NOUN
fbem-28654	27	27	and	and	CCONJ
fbem-28654	27	28	machine	machine	NOUN
fbem-28654	27	29	learning	learning	NOUN
fbem-28654	27	30	.	.	PUNCT
fbem-28654	28	1	through	through	ADP
fbem-28654	28	2	deep	deep	ADJ
fbem-28654	28	3	learning	learning	NOUN
fbem-28654	28	4	of	of	ADP
fbem-28654	28	5	large	large	ADJ
fbem-28654	28	6	-	-	PUNCT
fbem-28654	28	7	scale	scale	NOUN
fbem-28654	28	8	financial	financial	ADJ
fbem-28654	28	9	data	datum	NOUN
fbem-28654	28	10	,	,	PUNCT
fbem-28654	28	11	ai	ai	VERB
fbem-28654	28	12	technologies	technology	NOUN
fbem-28654	28	13	can	can	AUX
fbem-28654	28	14	identify	identify	VERB
fbem-28654	28	15	market	market	NOUN
fbem-28654	28	16	patterns	pattern	NOUN
fbem-28654	28	17	445	445	NUM
fbem-28654	28	18	that	that	SCONJ
fbem-28654	28	19	traditional	traditional	ADJ
fbem-28654	28	20	analytical	analytical	ADJ
fbem-28654	28	21	methods	method	NOUN
fbem-28654	28	22	fail	fail	VERB
fbem-28654	28	23	to	to	PART
fbem-28654	28	24	capture	capture	VERB
fbem-28654	28	25	,	,	PUNCT
fbem-28654	28	26	providing	provide	VERB
fbem-28654	28	27	more	more	ADV
fbem-28654	28	28	accurate	accurate	ADJ
fbem-28654	28	29	market	market	NOUN
fbem-28654	28	30	predictions	prediction	NOUN
fbem-28654	28	31	.	.	PUNCT
fbem-28654	29	1	in	in	ADP
fbem-28654	29	2	high	high	ADJ
fbem-28654	29	3	-	-	PUNCT
fbem-28654	29	4	frequency	frequency	NOUN
fbem-28654	29	5	trading	trading	NOUN
fbem-28654	29	6	,	,	PUNCT
fbem-28654	29	7	reinforcement	reinforcement	NOUN
fbem-28654	29	8	learning	learning	NOUN
fbem-28654	29	9	models	model	NOUN
fbem-28654	29	10	have	have	AUX
fbem-28654	29	11	been	be	AUX
fbem-28654	29	12	employed	employ	VERB
fbem-28654	29	13	for	for	ADP
fbem-28654	29	14	strategy	strategy	NOUN
fbem-28654	29	15	optimization	optimization	NOUN
fbem-28654	29	16	,	,	PUNCT
fbem-28654	29	17	enabling	enable	VERB
fbem-28654	29	18	responses	response	NOUN
fbem-28654	29	19	to	to	ADP
fbem-28654	29	20	the	the	DET
fbem-28654	29	21	rapid	rapid	ADJ
fbem-28654	29	22	changes	change	NOUN
fbem-28654	29	23	and	and	CCONJ
fbem-28654	29	24	complexities	complexity	NOUN
fbem-28654	29	25	of	of	ADP
fbem-28654	29	26	financial	financial	ADJ
fbem-28654	29	27	markets	market	NOUN
fbem-28654	29	28	.	.	PUNCT
fbem-28654	30	1	ai	ai	VERB
fbem-28654	30	2	and	and	CCONJ
fbem-28654	30	3	machine	machine	NOUN
fbem-28654	30	4	learning	learning	NOUN
fbem-28654	30	5	also	also	ADV
fbem-28654	30	6	provide	provide	VERB
fbem-28654	30	7	more	more	ADV
fbem-28654	30	8	dynamic	dynamic	ADJ
fbem-28654	30	9	and	and	CCONJ
fbem-28654	30	10	refined	refined	ADJ
fbem-28654	30	11	perspectives	perspective	NOUN
fbem-28654	30	12	for	for	ADP
fbem-28654	30	13	financial	financial	ADJ
fbem-28654	30	14	risk	risk	NOUN
fbem-28654	30	15	analysis	analysis	NOUN
fbem-28654	30	16	,	,	PUNCT
fbem-28654	30	17	helping	help	VERB
fbem-28654	30	18	to	to	PART
fbem-28654	30	19	achieve	achieve	VERB
fbem-28654	30	20	early	early	ADJ
fbem-28654	30	21	warnings	warning	NOUN
fbem-28654	30	22	of	of	ADP
fbem-28654	30	23	market	market	NOUN
fbem-28654	30	24	fluctuations	fluctuation	NOUN
fbem-28654	30	25	and	and	CCONJ
fbem-28654	30	26	risks	risk	NOUN
fbem-28654	30	27	.	.	PUNCT
fbem-28654	31	1	2	2	X
fbem-28654	31	2	.	.	X
fbem-28654	31	3	construction	construction	NOUN
fbem-28654	31	4	and	and	CCONJ
fbem-28654	31	5	application	application	NOUN
fbem-28654	31	6	of	of	ADP
fbem-28654	31	7	new	new	ADJ
fbem-28654	31	8	economic	economic	ADJ
fbem-28654	31	9	indicators	indicator	NOUN
fbem-28654	31	10	with	with	ADP
fbem-28654	31	11	the	the	DET
fbem-28654	31	12	rapid	rapid	ADJ
fbem-28654	31	13	advancement	advancement	NOUN
fbem-28654	31	14	of	of	ADP
fbem-28654	31	15	information	information	NOUN
fbem-28654	31	16	technology	technology	NOUN
fbem-28654	31	17	,	,	PUNCT
fbem-28654	31	18	traditional	traditional	ADJ
fbem-28654	31	19	macroeconomic	macroeconomic	ADJ
fbem-28654	31	20	indicators	indicator	NOUN
fbem-28654	31	21	are	be	AUX
fbem-28654	31	22	gradually	gradually	ADV
fbem-28654	31	23	revealing	reveal	VERB
fbem-28654	31	24	certain	certain	ADJ
fbem-28654	31	25	limitations	limitation	NOUN
fbem-28654	31	26	when	when	SCONJ
fbem-28654	31	27	analyzing	analyze	VERB
fbem-28654	31	28	and	and	CCONJ
fbem-28654	31	29	forecasting	forecast	VERB
fbem-28654	31	30	economic	economic	ADJ
fbem-28654	31	31	phenomena	phenomenon	NOUN
fbem-28654	31	32	.	.	PUNCT
fbem-28654	32	1	traditional	traditional	ADJ
fbem-28654	32	2	economic	economic	ADJ
fbem-28654	32	3	analysis	analysis	NOUN
fbem-28654	32	4	relies	rely	VERB
fbem-28654	32	5	on	on	ADP
fbem-28654	32	6	government	government	NOUN
fbem-28654	32	7	-	-	PUNCT
fbem-28654	32	8	published	publish	VERB
fbem-28654	32	9	statistical	statistical	ADJ
fbem-28654	32	10	data	datum	NOUN
fbem-28654	32	11	,	,	PUNCT
fbem-28654	32	12	such	such	ADJ
fbem-28654	32	13	as	as	ADP
fbem-28654	32	14	gdp	gdp	PROPN
fbem-28654	32	15	,	,	PUNCT
fbem-28654	32	16	cpi	cpi	PROPN
fbem-28654	32	17	,	,	PUNCT
fbem-28654	32	18	and	and	CCONJ
fbem-28654	32	19	others	other	NOUN
fbem-28654	32	20	,	,	PUNCT
fbem-28654	32	21	which	which	PRON
fbem-28654	32	22	,	,	PUNCT
fbem-28654	32	23	while	while	SCONJ
fbem-28654	32	24	providing	provide	VERB
fbem-28654	32	25	a	a	DET
fbem-28654	32	26	foundation	foundation	NOUN
fbem-28654	32	27	for	for	ADP
fbem-28654	32	28	economic	economic	ADJ
fbem-28654	32	29	decision	decision	NOUN
fbem-28654	32	30	-	-	PUNCT
fbem-28654	32	31	making	making	NOUN
fbem-28654	32	32	,	,	PUNCT
fbem-28654	32	33	are	be	AUX
fbem-28654	32	34	typically	typically	ADV
fbem-28654	32	35	delayed	delay	VERB
fbem-28654	32	36	and	and	CCONJ
fbem-28654	32	37	fail	fail	VERB
fbem-28654	32	38	to	to	PART
fbem-28654	32	39	reflect	reflect	VERB
fbem-28654	32	40	the	the	DET
fbem-28654	32	41	real	real	ADJ
fbem-28654	32	42	-	-	PUNCT
fbem-28654	32	43	time	time	NOUN
fbem-28654	32	44	fluctuations	fluctuation	NOUN
fbem-28654	32	45	of	of	ADP
fbem-28654	32	46	the	the	DET
fbem-28654	32	47	economy	economy	NOUN
fbem-28654	32	48	.	.	PUNCT
fbem-28654	33	1	to	to	PART
fbem-28654	33	2	address	address	VERB
fbem-28654	33	3	this	this	DET
fbem-28654	33	4	issue	issue	NOUN
fbem-28654	33	5	,	,	PUNCT
fbem-28654	33	6	both	both	CCONJ
fbem-28654	33	7	academia	academia	NOUN
fbem-28654	33	8	and	and	CCONJ
fbem-28654	33	9	industry	industry	NOUN
fbem-28654	33	10	have	have	AUX
fbem-28654	33	11	gradually	gradually	ADV
fbem-28654	33	12	expanded	expand	VERB
fbem-28654	33	13	their	their	PRON
fbem-28654	33	14	focus	focus	NOUN
fbem-28654	33	15	to	to	ADP
fbem-28654	33	16	non	non	ADJ
fbem-28654	33	17	-	-	ADJ
fbem-28654	33	18	traditional	traditional	ADJ
fbem-28654	33	19	data	datum	NOUN
fbem-28654	33	20	sources	source	NOUN
fbem-28654	33	21	,	,	PUNCT
fbem-28654	33	22	using	use	VERB
fbem-28654	33	23	the	the	DET
fbem-28654	33	24	powerful	powerful	ADJ
fbem-28654	33	25	analytical	analytical	ADJ
fbem-28654	33	26	capabilities	capability	NOUN
fbem-28654	33	27	of	of	ADP
fbem-28654	33	28	ai	ai	NOUN
fbem-28654	33	29	and	and	CCONJ
fbem-28654	33	30	machine	machine	NOUN
fbem-28654	33	31	learning	learn	VERB
fbem-28654	33	32	to	to	PART
fbem-28654	33	33	construct	construct	VERB
fbem-28654	33	34	new	new	ADJ
fbem-28654	33	35	economic	economic	ADJ
fbem-28654	33	36	indicators	indicator	NOUN
fbem-28654	33	37	.	.	PUNCT
fbem-28654	34	1	these	these	DET
fbem-28654	34	2	new	new	ADJ
fbem-28654	34	3	indicators	indicator	NOUN
fbem-28654	34	4	not	not	PART
fbem-28654	34	5	only	only	ADV
fbem-28654	34	6	compensate	compensate	VERB
fbem-28654	34	7	for	for	ADP
fbem-28654	34	8	the	the	DET
fbem-28654	34	9	shortcomings	shortcoming	NOUN
fbem-28654	34	10	of	of	ADP
fbem-28654	34	11	traditional	traditional	ADJ
fbem-28654	34	12	economic	economic	ADJ
fbem-28654	34	13	metrics	metric	NOUN
fbem-28654	34	14	but	but	CCONJ
fbem-28654	34	15	also	also	ADV
fbem-28654	34	16	offer	offer	VERB
fbem-28654	34	17	more	more	ADV
fbem-28654	34	18	comprehensive	comprehensive	ADJ
fbem-28654	34	19	,	,	PUNCT
fbem-28654	34	20	immediate	immediate	ADJ
fbem-28654	34	21	,	,	PUNCT
fbem-28654	34	22	and	and	CCONJ
fbem-28654	34	23	sensitive	sensitive	ADJ
fbem-28654	34	24	economic	economic	ADJ
fbem-28654	34	25	insights	insight	NOUN
fbem-28654	34	26	.	.	PUNCT
fbem-28654	35	1	2.1	2.1	NUM
fbem-28654	35	2	.	.	PUNCT
fbem-28654	36	1	the	the	DET
fbem-28654	36	2	rise	rise	NOUN
fbem-28654	36	3	of	of	ADP
fbem-28654	36	4	alternative	alternative	ADJ
fbem-28654	36	5	data	datum	NOUN
fbem-28654	36	6	in	in	ADP
fbem-28654	36	7	constructing	construct	VERB
fbem-28654	36	8	economic	economic	ADJ
fbem-28654	36	9	indicators	indicator	NOUN
fbem-28654	36	10	alternative	alternative	ADJ
fbem-28654	36	11	data	datum	NOUN
fbem-28654	36	12	refers	refer	VERB
fbem-28654	36	13	to	to	ADP
fbem-28654	36	14	non	non	ADJ
fbem-28654	36	15	-	-	ADJ
fbem-28654	36	16	governmental	governmental	ADJ
fbem-28654	36	17	statistical	statistical	ADJ
fbem-28654	36	18	data	datum	NOUN
fbem-28654	36	19	,	,	PUNCT
fbem-28654	36	20	usually	usually	ADV
fbem-28654	36	21	sourced	source	VERB
fbem-28654	36	22	from	from	ADP
fbem-28654	36	23	the	the	DET
fbem-28654	36	24	internet	internet	NOUN
fbem-28654	36	25	,	,	PUNCT
fbem-28654	36	26	social	social	ADJ
fbem-28654	36	27	media	medium	NOUN
fbem-28654	36	28	,	,	PUNCT
fbem-28654	36	29	sensor	sensor	NOUN
fbem-28654	36	30	networks	network	NOUN
fbem-28654	36	31	,	,	PUNCT
fbem-28654	36	32	and	and	CCONJ
fbem-28654	36	33	other	other	ADJ
fbem-28654	36	34	channels	channel	NOUN
fbem-28654	36	35	.	.	PUNCT
fbem-28654	37	1	these	these	DET
fbem-28654	37	2	data	datum	NOUN
fbem-28654	37	3	include	include	VERB
fbem-28654	37	4	news	news	NOUN
fbem-28654	37	5	texts	text	NOUN
fbem-28654	37	6	,	,	PUNCT
fbem-28654	37	7	online	online	ADJ
fbem-28654	37	8	prices	price	NOUN
fbem-28654	37	9	,	,	PUNCT
fbem-28654	37	10	nightlight	nightlight	PROPN
fbem-28654	37	11	data	data	PROPN
fbem-28654	37	12	,	,	PUNCT
fbem-28654	37	13	shipping	shipping	NOUN
fbem-28654	37	14	data	datum	NOUN
fbem-28654	37	15	,	,	PUNCT
fbem-28654	37	16	and	and	CCONJ
fbem-28654	37	17	more	more	ADJ
fbem-28654	37	18	.	.	PUNCT
fbem-28654	38	1	they	they	PRON
fbem-28654	38	2	are	be	AUX
fbem-28654	38	3	characterized	characterize	VERB
fbem-28654	38	4	by	by	ADP
fbem-28654	38	5	high	high	ADJ
fbem-28654	38	6	frequency	frequency	NOUN
fbem-28654	38	7	,	,	PUNCT
fbem-28654	38	8	large	large	ADJ
fbem-28654	38	9	volumes	volume	NOUN
fbem-28654	38	10	,	,	PUNCT
fbem-28654	38	11	and	and	CCONJ
fbem-28654	38	12	diversity	diversity	NOUN
fbem-28654	38	13	,	,	PUNCT
fbem-28654	38	14	offering	offer	VERB
fbem-28654	38	15	superior	superior	ADJ
fbem-28654	38	16	real	real	ADJ
fbem-28654	38	17	-	-	PUNCT
fbem-28654	38	18	time	time	NOUN
fbem-28654	38	19	capabilities	capability	NOUN
fbem-28654	38	20	compared	compare	VERB
fbem-28654	38	21	to	to	ADP
fbem-28654	38	22	traditional	traditional	ADJ
fbem-28654	38	23	economic	economic	ADJ
fbem-28654	38	24	data	datum	NOUN
fbem-28654	38	25	.	.	PUNCT
fbem-28654	39	1	with	with	ADP
fbem-28654	39	2	the	the	DET
fbem-28654	39	3	advancement	advancement	NOUN
fbem-28654	39	4	of	of	ADP
fbem-28654	39	5	computational	computational	ADJ
fbem-28654	39	6	power	power	NOUN
fbem-28654	39	7	and	and	CCONJ
fbem-28654	39	8	big	big	ADJ
fbem-28654	39	9	data	datum	NOUN
fbem-28654	39	10	technologies	technology	NOUN
fbem-28654	39	11	,	,	PUNCT
fbem-28654	39	12	alternative	alternative	ADJ
fbem-28654	39	13	data	datum	NOUN
fbem-28654	39	14	has	have	AUX
fbem-28654	39	15	gradually	gradually	ADV
fbem-28654	39	16	become	become	VERB
fbem-28654	39	17	an	an	DET
fbem-28654	39	18	important	important	ADJ
fbem-28654	39	19	supplement	supplement	NOUN
fbem-28654	39	20	to	to	ADP
fbem-28654	39	21	macroeconomic	macroeconomic	ADJ
fbem-28654	39	22	analysis	analysis	NOUN
fbem-28654	39	23	.	.	PUNCT
fbem-28654	40	1	news	news	NOUN
fbem-28654	40	2	texts	text	NOUN
fbem-28654	40	3	,	,	PUNCT
fbem-28654	40	4	social	social	ADJ
fbem-28654	40	5	media	medium	NOUN
fbem-28654	40	6	information	information	NOUN
fbem-28654	40	7	,	,	PUNCT
fbem-28654	40	8	and	and	CCONJ
fbem-28654	40	9	other	other	ADJ
fbem-28654	40	10	online	online	ADJ
fbem-28654	40	11	data	datum	NOUN
fbem-28654	40	12	can	can	AUX
fbem-28654	40	13	reflect	reflect	VERB
fbem-28654	40	14	real	real	ADJ
fbem-28654	40	15	-	-	PUNCT
fbem-28654	40	16	time	time	NOUN
fbem-28654	40	17	market	market	NOUN
fbem-28654	40	18	sentiment	sentiment	NOUN
fbem-28654	40	19	and	and	CCONJ
fbem-28654	40	20	changes	change	NOUN
fbem-28654	40	21	in	in	ADP
fbem-28654	40	22	expectations	expectation	NOUN
fbem-28654	40	23	,	,	PUNCT
fbem-28654	40	24	which	which	PRON
fbem-28654	40	25	often	often	ADV
fbem-28654	40	26	occur	occur	VERB
fbem-28654	40	27	before	before	SCONJ
fbem-28654	40	28	official	official	ADJ
fbem-28654	40	29	economic	economic	ADJ
fbem-28654	40	30	data	datum	NOUN
fbem-28654	40	31	is	be	AUX
fbem-28654	40	32	released	release	VERB
fbem-28654	40	33	.	.	PUNCT
fbem-28654	41	1	through	through	ADP
fbem-28654	41	2	natural	natural	ADJ
fbem-28654	41	3	language	language	NOUN
fbem-28654	41	4	processing	processing	NOUN
fbem-28654	41	5	(	(	PUNCT
fbem-28654	41	6	nlp	nlp	ADJ
fbem-28654	41	7	)	)	PUNCT
fbem-28654	41	8	technologies	technology	NOUN
fbem-28654	41	9	,	,	PUNCT
fbem-28654	41	10	researchers	researcher	NOUN
fbem-28654	41	11	can	can	AUX
fbem-28654	41	12	extract	extract	VERB
fbem-28654	41	13	valuable	valuable	ADJ
fbem-28654	41	14	information	information	NOUN
fbem-28654	41	15	about	about	ADP
fbem-28654	41	16	market	market	NOUN
fbem-28654	41	17	dynamics	dynamic	NOUN
fbem-28654	41	18	,	,	PUNCT
fbem-28654	41	19	consumer	consumer	NOUN
fbem-28654	41	20	behavior	behavior	NOUN
fbem-28654	41	21	,	,	PUNCT
fbem-28654	41	22	and	and	CCONJ
fbem-28654	41	23	government	government	NOUN
fbem-28654	41	24	policies	policy	NOUN
fbem-28654	41	25	from	from	ADP
fbem-28654	41	26	vast	vast	ADJ
fbem-28654	41	27	amounts	amount	NOUN
fbem-28654	41	28	of	of	ADP
fbem-28654	41	29	news	news	NOUN
fbem-28654	41	30	reports	report	NOUN
fbem-28654	41	31	and	and	CCONJ
fbem-28654	41	32	social	social	ADJ
fbem-28654	41	33	media	medium	NOUN
fbem-28654	41	34	content	content	NOUN
fbem-28654	41	35	to	to	PART
fbem-28654	41	36	construct	construct	VERB
fbem-28654	41	37	economically	economically	ADV
fbem-28654	41	38	predictive	predictive	ADJ
fbem-28654	41	39	indicators	indicator	NOUN
fbem-28654	41	40	.	.	PUNCT
fbem-28654	42	1	for	for	ADP
fbem-28654	42	2	instance	instance	NOUN
fbem-28654	42	3	,	,	PUNCT
fbem-28654	42	4	researchers	researcher	NOUN
fbem-28654	42	5	have	have	AUX
fbem-28654	42	6	successfully	successfully	ADV
fbem-28654	42	7	predicted	predict	VERB
fbem-28654	42	8	retail	retail	ADJ
fbem-28654	42	9	sales	sale	NOUN
fbem-28654	42	10	trends	trend	NOUN
fbem-28654	42	11	by	by	ADP
fbem-28654	42	12	analyzing	analyze	VERB
fbem-28654	42	13	sentiment	sentiment	NOUN
fbem-28654	42	14	and	and	CCONJ
fbem-28654	42	15	discussion	discussion	NOUN
fbem-28654	42	16	frequency	frequency	NOUN
fbem-28654	42	17	on	on	ADP
fbem-28654	42	18	social	social	ADJ
fbem-28654	42	19	media	medium	NOUN
fbem-28654	42	20	.	.	PUNCT
fbem-28654	43	1	nightlight	nightlight	PROPN
fbem-28654	43	2	data	data	PROPN
fbem-28654	43	3	,	,	PUNCT
fbem-28654	43	4	as	as	ADP
fbem-28654	43	5	an	an	DET
fbem-28654	43	6	alternative	alternative	ADJ
fbem-28654	43	7	data	datum	NOUN
fbem-28654	43	8	source	source	NOUN
fbem-28654	43	9	,	,	PUNCT
fbem-28654	43	10	collects	collect	VERB
fbem-28654	43	11	changes	change	NOUN
fbem-28654	43	12	in	in	ADP
fbem-28654	43	13	the	the	DET
fbem-28654	43	14	intensity	intensity	NOUN
fbem-28654	43	15	of	of	ADP
fbem-28654	43	16	nighttime	nighttime	ADJ
fbem-28654	43	17	light	light	NOUN
fbem-28654	43	18	on	on	ADP
fbem-28654	43	19	earth	earth	NOUN
fbem-28654	43	20	's	's	PART
fbem-28654	43	21	surface	surface	NOUN
fbem-28654	43	22	via	via	ADP
fbem-28654	43	23	satellite	satellite	NOUN
fbem-28654	43	24	imagery	imagery	NOUN
fbem-28654	43	25	.	.	PUNCT
fbem-28654	44	1	this	this	DET
fbem-28654	44	2	data	datum	NOUN
fbem-28654	44	3	can	can	AUX
fbem-28654	44	4	effectively	effectively	ADV
fbem-28654	44	5	reflect	reflect	VERB
fbem-28654	44	6	the	the	DET
fbem-28654	44	7	strength	strength	NOUN
fbem-28654	44	8	of	of	ADP
fbem-28654	44	9	regional	regional	ADJ
fbem-28654	44	10	economic	economic	ADJ
fbem-28654	44	11	activity	activity	NOUN
fbem-28654	44	12	,	,	PUNCT
fbem-28654	44	13	particularly	particularly	ADV
fbem-28654	44	14	in	in	ADP
fbem-28654	44	15	developing	develop	VERB
fbem-28654	44	16	countries	country	NOUN
fbem-28654	44	17	lacking	lack	VERB
fbem-28654	44	18	comprehensive	comprehensive	ADJ
fbem-28654	44	19	economic	economic	ADJ
fbem-28654	44	20	statistics	statistic	NOUN
fbem-28654	44	21	.	.	PUNCT
fbem-28654	45	1	in	in	ADP
fbem-28654	45	2	addition	addition	NOUN
fbem-28654	45	3	,	,	PUNCT
fbem-28654	45	4	online	online	ADJ
fbem-28654	45	5	prices	price	NOUN
fbem-28654	45	6	,	,	PUNCT
fbem-28654	45	7	commodity	commodity	NOUN
fbem-28654	45	8	inventories	inventory	NOUN
fbem-28654	45	9	,	,	PUNCT
fbem-28654	45	10	and	and	CCONJ
fbem-28654	45	11	transaction	transaction	NOUN
fbem-28654	45	12	data	datum	NOUN
fbem-28654	45	13	can	can	AUX
fbem-28654	45	14	provide	provide	VERB
fbem-28654	45	15	real	real	ADJ
fbem-28654	45	16	-	-	PUNCT
fbem-28654	45	17	time	time	NOUN
fbem-28654	45	18	indications	indication	NOUN
fbem-28654	45	19	of	of	ADP
fbem-28654	45	20	supplydemand	supplydemand	NOUN
fbem-28654	45	21	changes	change	NOUN
fbem-28654	45	22	in	in	ADP
fbem-28654	45	23	commodity	commodity	NOUN
fbem-28654	45	24	markets	market	NOUN
fbem-28654	45	25	.	.	PUNCT
fbem-28654	46	1	these	these	DET
fbem-28654	46	2	data	datum	NOUN
fbem-28654	46	3	not	not	PART
fbem-28654	46	4	only	only	ADV
fbem-28654	46	5	fill	fill	VERB
fbem-28654	46	6	the	the	DET
fbem-28654	46	7	lag	lag	NOUN
fbem-28654	46	8	in	in	ADP
fbem-28654	46	9	traditional	traditional	ADJ
fbem-28654	46	10	macroeconomic	macroeconomic	ADJ
fbem-28654	46	11	indicators	indicator	NOUN
fbem-28654	46	12	but	but	CCONJ
fbem-28654	46	13	also	also	ADV
fbem-28654	46	14	offer	offer	VERB
fbem-28654	46	15	multi	multi	ADJ
fbem-28654	46	16	-	-	ADJ
fbem-28654	46	17	dimensional	dimensional	ADJ
fbem-28654	46	18	economic	economic	ADJ
fbem-28654	46	19	signals	signal	NOUN
fbem-28654	46	20	.	.	PUNCT
fbem-28654	47	1	through	through	ADP
fbem-28654	47	2	machine	machine	NOUN
fbem-28654	47	3	learning	learning	NOUN
fbem-28654	47	4	algorithms	algorithm	NOUN
fbem-28654	47	5	,	,	PUNCT
fbem-28654	47	6	scholars	scholar	NOUN
fbem-28654	47	7	can	can	AUX
fbem-28654	47	8	integrate	integrate	VERB
fbem-28654	47	9	these	these	DET
fbem-28654	47	10	heterogeneous	heterogeneous	ADJ
fbem-28654	47	11	data	datum	NOUN
fbem-28654	47	12	sources	source	NOUN
fbem-28654	47	13	to	to	PART
fbem-28654	47	14	generate	generate	VERB
fbem-28654	47	15	new	new	ADJ
fbem-28654	47	16	economic	economic	ADJ
fbem-28654	47	17	indices	index	NOUN
fbem-28654	47	18	,	,	PUNCT
fbem-28654	47	19	which	which	PRON
fbem-28654	47	20	can	can	AUX
fbem-28654	47	21	be	be	AUX
fbem-28654	47	22	used	use	VERB
fbem-28654	47	23	for	for	ADP
fbem-28654	47	24	economic	economic	ADJ
fbem-28654	47	25	forecasting	forecasting	NOUN
fbem-28654	47	26	and	and	CCONJ
fbem-28654	47	27	policy	policy	NOUN
fbem-28654	47	28	analysis	analysis	NOUN
fbem-28654	47	29	.	.	PUNCT
fbem-28654	48	1	therefore	therefore	ADV
fbem-28654	48	2	,	,	PUNCT
fbem-28654	48	3	the	the	DET
fbem-28654	48	4	application	application	NOUN
fbem-28654	48	5	of	of	ADP
fbem-28654	48	6	alternative	alternative	ADJ
fbem-28654	48	7	data	datum	NOUN
fbem-28654	48	8	provides	provide	VERB
fbem-28654	48	9	a	a	DET
fbem-28654	48	10	fresh	fresh	ADJ
fbem-28654	48	11	perspective	perspective	NOUN
fbem-28654	48	12	for	for	ADP
fbem-28654	48	13	constructing	construct	VERB
fbem-28654	48	14	new	new	ADJ
fbem-28654	48	15	economic	economic	ADJ
fbem-28654	48	16	indicators	indicator	NOUN
fbem-28654	48	17	and	and	CCONJ
fbem-28654	48	18	accelerates	accelerate	VERB
fbem-28654	48	19	the	the	DET
fbem-28654	48	20	digital	digital	ADJ
fbem-28654	48	21	transformation	transformation	NOUN
fbem-28654	48	22	of	of	ADP
fbem-28654	48	23	macroeconomics	macroeconomic	NOUN
fbem-28654	48	24	.	.	PUNCT
fbem-28654	49	1	2.2	2.2	NUM
fbem-28654	49	2	.	.	PUNCT
fbem-28654	50	1	deep	deep	ADJ
fbem-28654	50	2	learning	learning	NOUN
fbem-28654	50	3	and	and	CCONJ
fbem-28654	50	4	the	the	DET
fbem-28654	50	5	construction	construction	NOUN
fbem-28654	50	6	of	of	ADP
fbem-28654	50	7	new	new	ADJ
fbem-28654	50	8	indicators	indicator	NOUN
fbem-28654	50	9	deep	deep	ADJ
fbem-28654	50	10	learning	learning	NOUN
fbem-28654	50	11	,	,	PUNCT
fbem-28654	50	12	as	as	ADP
fbem-28654	50	13	a	a	DET
fbem-28654	50	14	powerful	powerful	ADJ
fbem-28654	50	15	data	data	NOUN
fbem-28654	50	16	processing	processing	NOUN
fbem-28654	50	17	tool	tool	NOUN
fbem-28654	50	18	,	,	PUNCT
fbem-28654	50	19	has	have	AUX
fbem-28654	50	20	shown	show	VERB
fbem-28654	50	21	tremendous	tremendous	ADJ
fbem-28654	50	22	potential	potential	NOUN
fbem-28654	50	23	in	in	ADP
fbem-28654	50	24	constructing	construct	VERB
fbem-28654	50	25	new	new	ADJ
fbem-28654	50	26	economic	economic	ADJ
fbem-28654	50	27	indicators	indicator	NOUN
fbem-28654	50	28	due	due	ADP
fbem-28654	50	29	to	to	ADP
fbem-28654	50	30	its	its	PRON
fbem-28654	50	31	automatic	automatic	ADJ
fbem-28654	50	32	feature	feature	NOUN
fbem-28654	50	33	extraction	extraction	NOUN
fbem-28654	50	34	and	and	CCONJ
fbem-28654	50	35	efficient	efficient	ADJ
fbem-28654	50	36	pattern	pattern	NOUN
fbem-28654	50	37	recognition	recognition	NOUN
fbem-28654	50	38	capabilities	capability	NOUN
fbem-28654	50	39	.	.	PUNCT
fbem-28654	51	1	by	by	ADP
fbem-28654	51	2	combining	combine	VERB
fbem-28654	51	3	big	big	ADJ
fbem-28654	51	4	data	datum	NOUN
fbem-28654	51	5	analysis	analysis	NOUN
fbem-28654	51	6	,	,	PUNCT
fbem-28654	51	7	deep	deep	ADJ
fbem-28654	51	8	learning	learning	NOUN
fbem-28654	51	9	can	can	AUX
fbem-28654	51	10	process	process	VERB
fbem-28654	51	11	vast	vast	ADJ
fbem-28654	51	12	amounts	amount	NOUN
fbem-28654	51	13	of	of	ADP
fbem-28654	51	14	complex	complex	ADJ
fbem-28654	51	15	unstructured	unstructured	ADJ
fbem-28654	51	16	data	datum	NOUN
fbem-28654	51	17	,	,	PUNCT
fbem-28654	51	18	such	such	ADJ
fbem-28654	51	19	as	as	ADP
fbem-28654	51	20	satellite	satellite	NOUN
fbem-28654	51	21	images	image	NOUN
fbem-28654	51	22	,	,	PUNCT
fbem-28654	51	23	automatic	automatic	ADJ
fbem-28654	51	24	identification	identification	NOUN
fbem-28654	51	25	system	system	NOUN
fbem-28654	51	26	(	(	PUNCT
fbem-28654	51	27	ais	ais	NOUN
fbem-28654	51	28	)	)	PUNCT
fbem-28654	51	29	data	datum	NOUN
fbem-28654	51	30	for	for	ADP
fbem-28654	51	31	ships	ship	NOUN
fbem-28654	51	32	,	,	PUNCT
fbem-28654	51	33	climate	climate	NOUN
fbem-28654	51	34	data	datum	NOUN
fbem-28654	51	35	,	,	PUNCT
fbem-28654	51	36	and	and	CCONJ
fbem-28654	51	37	others	other	NOUN
fbem-28654	51	38	.	.	PUNCT
fbem-28654	52	1	these	these	DET
fbem-28654	52	2	data	datum	NOUN
fbem-28654	52	3	typically	typically	ADV
fbem-28654	52	4	contain	contain	VERB
fbem-28654	52	5	useful	useful	ADJ
fbem-28654	52	6	economic	economic	ADJ
fbem-28654	52	7	signals	signal	NOUN
fbem-28654	52	8	but	but	CCONJ
fbem-28654	52	9	are	be	AUX
fbem-28654	52	10	large	large	ADJ
fbem-28654	52	11	in	in	ADP
fbem-28654	52	12	volume	volume	NOUN
fbem-28654	52	13	and	and	CCONJ
fbem-28654	52	14	structurally	structurally	ADV
fbem-28654	52	15	complex	complex	ADJ
fbem-28654	52	16	,	,	PUNCT
fbem-28654	52	17	making	make	VERB
fbem-28654	52	18	it	it	PRON
fbem-28654	52	19	difficult	difficult	ADJ
fbem-28654	52	20	for	for	SCONJ
fbem-28654	52	21	traditional	traditional	ADJ
fbem-28654	52	22	methods	method	NOUN
fbem-28654	52	23	to	to	PART
fbem-28654	52	24	efficiently	efficiently	ADV
fbem-28654	52	25	extract	extract	VERB
fbem-28654	52	26	valuable	valuable	ADJ
fbem-28654	52	27	economic	economic	ADJ
fbem-28654	52	28	insights	insight	NOUN
fbem-28654	52	29	.	.	PUNCT
fbem-28654	53	1	satellite	satellite	NOUN
fbem-28654	53	2	imagery	imagery	NOUN
fbem-28654	53	3	,	,	PUNCT
fbem-28654	53	4	as	as	ADP
fbem-28654	53	5	a	a	DET
fbem-28654	53	6	crucial	crucial	ADJ
fbem-28654	53	7	non	non	ADJ
fbem-28654	53	8	-	-	ADJ
fbem-28654	53	9	traditional	traditional	ADJ
fbem-28654	53	10	data	datum	NOUN
fbem-28654	53	11	source	source	NOUN
fbem-28654	53	12	,	,	PUNCT
fbem-28654	53	13	can	can	AUX
fbem-28654	53	14	provide	provide	VERB
fbem-28654	53	15	detailed	detailed	ADJ
fbem-28654	53	16	information	information	NOUN
fbem-28654	53	17	about	about	ADP
fbem-28654	53	18	the	the	DET
fbem-28654	53	19	earth	earth	NOUN
fbem-28654	53	20	's	's	PART
fbem-28654	53	21	surface	surface	NOUN
fbem-28654	53	22	on	on	ADP
fbem-28654	53	23	a	a	DET
fbem-28654	53	24	global	global	ADJ
fbem-28654	53	25	scale	scale	NOUN
fbem-28654	53	26	.	.	PUNCT
fbem-28654	54	1	by	by	ADP
fbem-28654	54	2	using	use	VERB
fbem-28654	54	3	deep	deep	ADJ
fbem-28654	54	4	convolutional	convolutional	ADJ
fbem-28654	54	5	neural	neural	ADJ
fbem-28654	54	6	networks	network	NOUN
fbem-28654	54	7	(	(	PUNCT
fbem-28654	54	8	cnns	cnns	PROPN
fbem-28654	54	9	)	)	PUNCT
fbem-28654	54	10	and	and	CCONJ
fbem-28654	54	11	other	other	ADJ
fbem-28654	54	12	deep	deep	ADJ
fbem-28654	54	13	learning	learning	NOUN
fbem-28654	54	14	models	model	NOUN
fbem-28654	54	15	,	,	PUNCT
fbem-28654	54	16	researchers	researcher	NOUN
fbem-28654	54	17	can	can	AUX
fbem-28654	54	18	analyze	analyze	VERB
fbem-28654	54	19	land	land	NOUN
fbem-28654	54	20	use	use	NOUN
fbem-28654	54	21	changes	change	NOUN
fbem-28654	54	22	,	,	PUNCT
fbem-28654	54	23	urbanization	urbanization	NOUN
fbem-28654	54	24	processes	process	NOUN
fbem-28654	54	25	,	,	PUNCT
fbem-28654	54	26	agricultural	agricultural	ADJ
fbem-28654	54	27	production	production	NOUN
fbem-28654	54	28	,	,	PUNCT
fbem-28654	54	29	and	and	CCONJ
fbem-28654	54	30	other	other	ADJ
fbem-28654	54	31	factors	factor	NOUN
fbem-28654	54	32	,	,	PUNCT
fbem-28654	54	33	constructing	construct	VERB
fbem-28654	54	34	indicators	indicator	NOUN
fbem-28654	54	35	closely	closely	ADV
fbem-28654	54	36	related	relate	VERB
fbem-28654	54	37	to	to	ADP
fbem-28654	54	38	economic	economic	ADJ
fbem-28654	54	39	activities	activity	NOUN
fbem-28654	54	40	.	.	PUNCT
fbem-28654	55	1	for	for	ADP
fbem-28654	55	2	example	example	NOUN
fbem-28654	55	3	,	,	PUNCT
fbem-28654	55	4	satellite	satellite	NOUN
fbem-28654	55	5	images	image	NOUN
fbem-28654	55	6	reflecting	reflect	VERB
fbem-28654	55	7	changes	change	NOUN
fbem-28654	55	8	in	in	ADP
fbem-28654	55	9	farmland	farmland	NOUN
fbem-28654	55	10	,	,	PUNCT
fbem-28654	55	11	urban	urban	ADJ
fbem-28654	55	12	expansion	expansion	NOUN
fbem-28654	55	13	,	,	PUNCT
fbem-28654	55	14	and	and	CCONJ
fbem-28654	55	15	nighttime	nighttime	ADJ
fbem-28654	55	16	light	light	ADJ
fbem-28654	55	17	intensity	intensity	NOUN
fbem-28654	55	18	have	have	AUX
fbem-28654	55	19	been	be	AUX
fbem-28654	55	20	used	use	VERB
fbem-28654	55	21	to	to	PART
fbem-28654	55	22	predict	predict	VERB
fbem-28654	55	23	economic	economic	ADJ
fbem-28654	55	24	growth	growth	NOUN
fbem-28654	55	25	,	,	PUNCT
fbem-28654	55	26	consumption	consumption	NOUN
fbem-28654	55	27	trends	trend	NOUN
fbem-28654	55	28	,	,	PUNCT
fbem-28654	55	29	and	and	CCONJ
fbem-28654	55	30	regional	regional	ADJ
fbem-28654	55	31	development	development	NOUN
fbem-28654	55	32	levels	level	NOUN
fbem-28654	55	33	.	.	PUNCT
fbem-28654	56	1	the	the	DET
fbem-28654	56	2	real	real	ADJ
fbem-28654	56	3	-	-	PUNCT
fbem-28654	56	4	time	time	NOUN
fbem-28654	56	5	nature	nature	NOUN
fbem-28654	56	6	and	and	CCONJ
fbem-28654	56	7	high	high	ADJ
fbem-28654	56	8	spatial	spatial	ADJ
fbem-28654	56	9	resolution	resolution	NOUN
fbem-28654	56	10	of	of	ADP
fbem-28654	56	11	these	these	DET
fbem-28654	56	12	indicators	indicator	NOUN
fbem-28654	56	13	make	make	VERB
fbem-28654	56	14	them	they	PRON
fbem-28654	56	15	a	a	DET
fbem-28654	56	16	powerful	powerful	ADJ
fbem-28654	56	17	supplement	supplement	NOUN
fbem-28654	56	18	to	to	ADP
fbem-28654	56	19	traditional	traditional	ADJ
fbem-28654	56	20	macroeconomic	macroeconomic	ADJ
fbem-28654	56	21	metrics	metric	NOUN
fbem-28654	56	22	.	.	PUNCT
fbem-28654	57	1	ais	ais	PROPN
fbem-28654	57	2	data	data	PROPN
fbem-28654	57	3	for	for	ADP
fbem-28654	57	4	ships	ship	NOUN
fbem-28654	57	5	is	be	AUX
fbem-28654	57	6	another	another	DET
fbem-28654	57	7	important	important	ADJ
fbem-28654	57	8	alternative	alternative	ADJ
fbem-28654	57	9	data	datum	NOUN
fbem-28654	57	10	source	source	NOUN
fbem-28654	57	11	,	,	PUNCT
fbem-28654	57	12	especially	especially	ADV
fbem-28654	57	13	valuable	valuable	ADJ
fbem-28654	57	14	in	in	ADP
fbem-28654	57	15	global	global	ADJ
fbem-28654	57	16	trade	trade	NOUN
fbem-28654	57	17	and	and	CCONJ
fbem-28654	57	18	international	international	ADJ
fbem-28654	57	19	economic	economic	ADJ
fbem-28654	57	20	research	research	NOUN
fbem-28654	57	21	.	.	PUNCT
fbem-28654	58	1	the	the	DET
fbem-28654	58	2	ais	ais	PROPN
fbem-28654	58	3	system	system	NOUN
fbem-28654	58	4	provides	provide	VERB
fbem-28654	58	5	real	real	ADJ
fbem-28654	58	6	-	-	PUNCT
fbem-28654	58	7	time	time	NOUN
fbem-28654	58	8	shipping	shipping	NOUN
fbem-28654	58	9	activity	activity	NOUN
fbem-28654	58	10	data	datum	NOUN
fbem-28654	58	11	globally	globally	ADV
fbem-28654	58	12	,	,	PUNCT
fbem-28654	58	13	including	include	VERB
fbem-28654	58	14	ship	ship	NOUN
fbem-28654	58	15	positions	position	NOUN
fbem-28654	58	16	,	,	PUNCT
fbem-28654	58	17	course	course	NOUN
fbem-28654	58	18	,	,	PUNCT
fbem-28654	58	19	speed	speed	NOUN
fbem-28654	58	20	,	,	PUNCT
fbem-28654	58	21	and	and	CCONJ
fbem-28654	58	22	more	more	ADJ
fbem-28654	58	23	.	.	PUNCT
fbem-28654	59	1	by	by	ADP
fbem-28654	59	2	applying	apply	VERB
fbem-28654	59	3	deep	deep	ADJ
fbem-28654	59	4	learning	learning	NOUN
fbem-28654	59	5	algorithms	algorithm	NOUN
fbem-28654	59	6	,	,	PUNCT
fbem-28654	59	7	researchers	researcher	NOUN
fbem-28654	59	8	can	can	AUX
fbem-28654	59	9	convert	convert	VERB
fbem-28654	59	10	this	this	DET
fbem-28654	59	11	shipping	shipping	NOUN
fbem-28654	59	12	data	datum	NOUN
fbem-28654	59	13	into	into	ADP
fbem-28654	59	14	economic	economic	ADJ
fbem-28654	59	15	indicators	indicator	NOUN
fbem-28654	59	16	reflecting	reflect	VERB
fbem-28654	59	17	international	international	ADJ
fbem-28654	59	18	trade	trade	NOUN
fbem-28654	59	19	activities	activity	NOUN
fbem-28654	59	20	.	.	PUNCT
fbem-28654	60	1	studies	study	NOUN
fbem-28654	60	2	have	have	AUX
fbem-28654	60	3	found	find	VERB
fbem-28654	60	4	that	that	SCONJ
fbem-28654	60	5	ais	ais	PROPN
fbem-28654	60	6	data	datum	NOUN
fbem-28654	60	7	is	be	AUX
fbem-28654	60	8	closely	closely	ADV
fbem-28654	60	9	related	relate	VERB
fbem-28654	60	10	to	to	ADP
fbem-28654	60	11	global	global	ADJ
fbem-28654	60	12	economic	economic	ADJ
fbem-28654	60	13	trade	trade	NOUN
fbem-28654	60	14	activities	activity	NOUN
fbem-28654	60	15	,	,	PUNCT
fbem-28654	60	16	production	production	NOUN
fbem-28654	60	17	,	,	PUNCT
fbem-28654	60	18	and	and	CCONJ
fbem-28654	60	19	consumption	consumption	NOUN
fbem-28654	60	20	patterns	pattern	NOUN
fbem-28654	60	21	.	.	PUNCT
fbem-28654	61	1	real	real	ADJ
fbem-28654	61	2	-	-	PUNCT
fbem-28654	61	3	time	time	NOUN
fbem-28654	61	4	analysis	analysis	NOUN
fbem-28654	61	5	of	of	ADP
fbem-28654	61	6	this	this	DET
fbem-28654	61	7	data	datum	NOUN
fbem-28654	61	8	through	through	ADP
fbem-28654	61	9	deep	deep	ADJ
fbem-28654	61	10	learning	learning	NOUN
fbem-28654	61	11	models	model	NOUN
fbem-28654	61	12	can	can	AUX
fbem-28654	61	13	provide	provide	VERB
fbem-28654	61	14	strong	strong	ADJ
fbem-28654	61	15	support	support	NOUN
fbem-28654	61	16	for	for	ADP
fbem-28654	61	17	short	short	ADJ
fbem-28654	61	18	-	-	PUNCT
fbem-28654	61	19	term	term	NOUN
fbem-28654	61	20	global	global	ADJ
fbem-28654	61	21	economic	economic	ADJ
fbem-28654	61	22	forecasts	forecast	NOUN
fbem-28654	61	23	and	and	CCONJ
fbem-28654	61	24	changes	change	NOUN
fbem-28654	61	25	in	in	ADP
fbem-28654	61	26	trade	trade	NOUN
fbem-28654	61	27	patterns	pattern	NOUN
fbem-28654	61	28	.	.	PUNCT
fbem-28654	62	1	3	3	X
fbem-28654	62	2	.	.	X
fbem-28654	62	3	applications	application	NOUN
fbem-28654	62	4	of	of	ADP
fbem-28654	62	5	machine	machine	NOUN
fbem-28654	62	6	learning	learning	NOUN
fbem-28654	62	7	in	in	ADP
fbem-28654	62	8	economic	economic	ADJ
fbem-28654	62	9	forecasting	forecasting	NOUN
fbem-28654	62	10	with	with	ADP
fbem-28654	62	11	advancements	advancement	NOUN
fbem-28654	62	12	in	in	ADP
fbem-28654	62	13	data	datum	NOUN
fbem-28654	62	14	acquisition	acquisition	NOUN
fbem-28654	62	15	technology	technology	NOUN
fbem-28654	62	16	and	and	CCONJ
fbem-28654	62	17	computational	computational	ADJ
fbem-28654	62	18	power	power	NOUN
fbem-28654	62	19	,	,	PUNCT
fbem-28654	62	20	machine	machine	NOUN
fbem-28654	62	21	learning	learning	NOUN
fbem-28654	62	22	has	have	AUX
fbem-28654	62	23	gradually	gradually	ADV
fbem-28654	62	24	become	become	VERB
fbem-28654	62	25	one	one	NUM
fbem-28654	62	26	of	of	ADP
fbem-28654	62	27	the	the	DET
fbem-28654	62	28	key	key	ADJ
fbem-28654	62	29	tools	tool	NOUN
fbem-28654	62	30	in	in	ADP
fbem-28654	62	31	economics	economic	NOUN
fbem-28654	62	32	,	,	PUNCT
fbem-28654	62	33	especially	especially	ADV
fbem-28654	62	34	in	in	ADP
fbem-28654	62	35	economic	economic	ADJ
fbem-28654	62	36	forecasting	forecasting	NOUN
fbem-28654	62	37	.	.	PUNCT
fbem-28654	63	1	traditional	traditional	ADJ
fbem-28654	63	2	economic	economic	ADJ
fbem-28654	63	3	forecasting	forecasting	NOUN
fbem-28654	63	4	models	model	NOUN
fbem-28654	63	5	,	,	PUNCT
fbem-28654	63	6	such	such	ADJ
fbem-28654	63	7	as	as	ADP
fbem-28654	63	8	linear	linear	PROPN
fbem-28654	63	9	regression	regression	NOUN
fbem-28654	63	10	and	and	CCONJ
fbem-28654	63	11	time	time	NOUN
fbem-28654	63	12	series	series	PROPN
fbem-28654	63	13	analysis	analysis	NOUN
fbem-28654	63	14	,	,	PUNCT
fbem-28654	63	15	often	often	ADV
fbem-28654	63	16	face	face	VERB
fbem-28654	63	17	limitations	limitation	NOUN
fbem-28654	63	18	when	when	SCONJ
fbem-28654	63	19	dealing	deal	VERB
fbem-28654	63	20	with	with	ADP
fbem-28654	63	21	complex	complex	ADJ
fbem-28654	63	22	,	,	PUNCT
fbem-28654	63	23	nonlinear	nonlinear	ADJ
fbem-28654	63	24	,	,	PUNCT
fbem-28654	63	25	and	and	CCONJ
fbem-28654	63	26	highdimensional	highdimensional	ADJ
fbem-28654	63	27	data	datum	NOUN
fbem-28654	63	28	.	.	PUNCT
fbem-28654	64	1	in	in	ADP
fbem-28654	64	2	contrast	contrast	NOUN
fbem-28654	64	3	,	,	PUNCT
fbem-28654	64	4	machine	machine	NOUN
fbem-28654	64	5	learning	learning	NOUN
fbem-28654	64	6	algorithms	algorithm	NOUN
fbem-28654	64	7	,	,	PUNCT
fbem-28654	64	8	particularly	particularly	ADV
fbem-28654	64	9	deep	deep	ADJ
fbem-28654	64	10	learning	learning	NOUN
fbem-28654	64	11	techniques	technique	NOUN
fbem-28654	64	12	,	,	PUNCT
fbem-28654	64	13	can	can	AUX
fbem-28654	64	14	effectively	effectively	ADV
fbem-28654	64	15	handle	handle	VERB
fbem-28654	64	16	large	large	ADJ
fbem-28654	64	17	-	-	PUNCT
fbem-28654	64	18	scale	scale	NOUN
fbem-28654	64	19	,	,	PUNCT
fbem-28654	64	20	nonlinear	nonlinear	ADJ
fbem-28654	64	21	,	,	PUNCT
fbem-28654	64	22	and	and	CCONJ
fbem-28654	64	23	highly	highly	ADV
fbem-28654	64	24	complex	complex	ADJ
fbem-28654	64	25	economic	economic	ADJ
fbem-28654	64	26	data	datum	NOUN
fbem-28654	64	27	,	,	PUNCT
fbem-28654	64	28	offering	offer	VERB
fbem-28654	64	29	significant	significant	ADJ
fbem-28654	64	30	improvements	improvement	NOUN
fbem-28654	64	31	in	in	ADP
fbem-28654	64	32	prediction	prediction	NOUN
fbem-28654	64	33	accuracy	accuracy	NOUN
fbem-28654	64	34	.	.	PUNCT
fbem-28654	65	1	3.1	3.1	NUM
fbem-28654	65	2	.	.	PUNCT
fbem-28654	65	3	complementarity	complementarity	NOUN
fbem-28654	65	4	between	between	ADP
fbem-28654	65	5	machine	machine	NOUN
fbem-28654	65	6	learning	learning	NOUN
fbem-28654	65	7	and	and	CCONJ
fbem-28654	65	8	traditional	traditional	ADJ
fbem-28654	65	9	econometric	econometric	ADJ
fbem-28654	65	10	models	model	NOUN
fbem-28654	65	11	in	in	ADP
fbem-28654	65	12	economic	economic	ADJ
fbem-28654	65	13	forecasting	forecasting	NOUN
fbem-28654	65	14	research	research	NOUN
fbem-28654	65	15	,	,	PUNCT
fbem-28654	65	16	traditional	traditional	ADJ
fbem-28654	65	17	econometric	econometric	ADJ
fbem-28654	65	18	models	model	NOUN
fbem-28654	65	19	are	be	AUX
fbem-28654	65	20	often	often	ADV
fbem-28654	65	21	used	use	VERB
fbem-28654	65	22	to	to	PART
fbem-28654	65	23	establish	establish	VERB
fbem-28654	65	24	theoretical	theoretical	ADJ
fbem-28654	65	25	frameworks	framework	NOUN
fbem-28654	65	26	for	for	ADP
fbem-28654	65	27	economic	economic	ADJ
fbem-28654	65	28	relationships	relationship	NOUN
fbem-28654	65	29	,	,	PUNCT
fbem-28654	65	30	from	from	ADP
fbem-28654	65	31	which	which	PRON
fbem-28654	65	32	data	datum	NOUN
fbem-28654	65	33	analysis	analysis	NOUN
fbem-28654	65	34	and	and	CCONJ
fbem-28654	65	35	446	446	NUM
fbem-28654	65	36	predictions	prediction	NOUN
fbem-28654	65	37	are	be	AUX
fbem-28654	65	38	derived	derive	VERB
fbem-28654	65	39	.	.	PUNCT
fbem-28654	66	1	however	however	ADV
fbem-28654	66	2	,	,	PUNCT
fbem-28654	66	3	these	these	DET
fbem-28654	66	4	models	model	NOUN
fbem-28654	66	5	typically	typically	ADV
fbem-28654	66	6	assume	assume	VERB
fbem-28654	66	7	linear	linear	ADJ
fbem-28654	66	8	or	or	CCONJ
fbem-28654	66	9	predetermined	predetermine	VERB
fbem-28654	66	10	relationships	relationship	NOUN
fbem-28654	66	11	between	between	ADP
fbem-28654	66	12	economic	economic	ADJ
fbem-28654	66	13	variables	variable	NOUN
fbem-28654	66	14	,	,	PUNCT
fbem-28654	66	15	which	which	PRON
fbem-28654	66	16	can	can	AUX
fbem-28654	66	17	lead	lead	VERB
fbem-28654	66	18	to	to	ADP
fbem-28654	66	19	overly	overly	ADV
fbem-28654	66	20	simplified	simplified	ADJ
fbem-28654	66	21	assumptions	assumption	NOUN
fbem-28654	66	22	and	and	CCONJ
fbem-28654	66	23	insufficient	insufficient	ADJ
fbem-28654	66	24	forecasting	forecasting	NOUN
fbem-28654	66	25	accuracy	accuracy	NOUN
fbem-28654	66	26	when	when	SCONJ
fbem-28654	66	27	faced	face	VERB
fbem-28654	66	28	with	with	ADP
fbem-28654	66	29	complex	complex	ADJ
fbem-28654	66	30	economic	economic	ADJ
fbem-28654	66	31	phenomena	phenomenon	NOUN
fbem-28654	66	32	.	.	PUNCT
fbem-28654	67	1	the	the	DET
fbem-28654	67	2	introduction	introduction	NOUN
fbem-28654	67	3	of	of	ADP
fbem-28654	67	4	machine	machine	NOUN
fbem-28654	67	5	learning	learning	NOUN
fbem-28654	67	6	provides	provide	VERB
fbem-28654	67	7	an	an	DET
fbem-28654	67	8	effective	effective	ADJ
fbem-28654	67	9	supplement	supplement	NOUN
fbem-28654	67	10	to	to	ADP
fbem-28654	67	11	the	the	DET
fbem-28654	67	12	limitations	limitation	NOUN
fbem-28654	67	13	of	of	ADP
fbem-28654	67	14	traditional	traditional	ADJ
fbem-28654	67	15	economic	economic	ADJ
fbem-28654	67	16	models	model	NOUN
fbem-28654	67	17	.	.	PUNCT
fbem-28654	68	1	machine	machine	NOUN
fbem-28654	68	2	learning	learning	NOUN
fbem-28654	68	3	methods	method	NOUN
fbem-28654	68	4	,	,	PUNCT
fbem-28654	68	5	with	with	ADP
fbem-28654	68	6	their	their	PRON
fbem-28654	68	7	adaptive	adaptive	ADJ
fbem-28654	68	8	learning	learning	NOUN
fbem-28654	68	9	and	and	CCONJ
fbem-28654	68	10	automatic	automatic	ADJ
fbem-28654	68	11	feature	feature	NOUN
fbem-28654	68	12	extraction	extraction	NOUN
fbem-28654	68	13	capabilities	capability	NOUN
fbem-28654	68	14	,	,	PUNCT
fbem-28654	68	15	can	can	AUX
fbem-28654	68	16	identify	identify	VERB
fbem-28654	68	17	complex	complex	ADJ
fbem-28654	68	18	nonlinear	nonlinear	ADJ
fbem-28654	68	19	relationships	relationship	NOUN
fbem-28654	68	20	from	from	ADP
fbem-28654	68	21	large	large	ADJ
fbem-28654	68	22	amounts	amount	NOUN
fbem-28654	68	23	of	of	ADP
fbem-28654	68	24	historical	historical	ADJ
fbem-28654	68	25	data	datum	NOUN
fbem-28654	68	26	,	,	PUNCT
fbem-28654	68	27	thereby	thereby	ADV
fbem-28654	68	28	improving	improve	VERB
fbem-28654	68	29	prediction	prediction	NOUN
fbem-28654	68	30	accuracy	accuracy	NOUN
fbem-28654	68	31	.	.	PUNCT
fbem-28654	69	1	for	for	ADP
fbem-28654	69	2	example	example	NOUN
fbem-28654	69	3	,	,	PUNCT
fbem-28654	69	4	machine	machine	NOUN
fbem-28654	69	5	learning	learn	VERB
fbem-28654	69	6	algorithms	algorithm	NOUN
fbem-28654	69	7	like	like	ADP
fbem-28654	69	8	support	support	NOUN
fbem-28654	69	9	vector	vector	NOUN
fbem-28654	69	10	machines	machine	NOUN
fbem-28654	69	11	(	(	PUNCT
fbem-28654	69	12	svm	svm	PROPN
fbem-28654	69	13	)	)	PUNCT
fbem-28654	69	14	,	,	PUNCT
fbem-28654	69	15	random	random	ADJ
fbem-28654	69	16	forests	forest	NOUN
fbem-28654	69	17	,	,	PUNCT
fbem-28654	69	18	and	and	CCONJ
fbem-28654	69	19	xgboost	xgboost	ADV
fbem-28654	69	20	can	can	AUX
fbem-28654	69	21	discover	discover	VERB
fbem-28654	69	22	latent	latent	ADJ
fbem-28654	69	23	relationships	relationship	NOUN
fbem-28654	69	24	between	between	ADP
fbem-28654	69	25	variables	variable	NOUN
fbem-28654	69	26	without	without	ADP
fbem-28654	69	27	predefined	predefine	VERB
fbem-28654	69	28	assumptions	assumption	NOUN
fbem-28654	69	29	.	.	PUNCT
fbem-28654	70	1	these	these	DET
fbem-28654	70	2	methods	method	NOUN
fbem-28654	70	3	not	not	PART
fbem-28654	70	4	only	only	ADV
fbem-28654	70	5	handle	handle	VERB
fbem-28654	70	6	large	large	ADJ
fbem-28654	70	7	datasets	dataset	NOUN
fbem-28654	70	8	but	but	CCONJ
fbem-28654	70	9	also	also	ADV
fbem-28654	70	10	identify	identify	VERB
fbem-28654	70	11	deeper	deep	ADJ
fbem-28654	70	12	patterns	pattern	NOUN
fbem-28654	70	13	that	that	SCONJ
fbem-28654	70	14	traditional	traditional	ADJ
fbem-28654	70	15	models	model	NOUN
fbem-28654	70	16	may	may	AUX
fbem-28654	70	17	miss	miss	VERB
fbem-28654	70	18	.	.	PUNCT
fbem-28654	71	1	thus	thus	ADV
fbem-28654	71	2	,	,	PUNCT
fbem-28654	71	3	the	the	DET
fbem-28654	71	4	integration	integration	NOUN
fbem-28654	71	5	of	of	ADP
fbem-28654	71	6	machine	machine	NOUN
fbem-28654	71	7	learning	learn	VERB
fbem-28654	71	8	with	with	ADP
fbem-28654	71	9	traditional	traditional	ADJ
fbem-28654	71	10	econometric	econometric	ADJ
fbem-28654	71	11	models	model	NOUN
fbem-28654	71	12	not	not	PART
fbem-28654	71	13	only	only	ADV
fbem-28654	71	14	enhances	enhance	VERB
fbem-28654	71	15	flexibility	flexibility	NOUN
fbem-28654	71	16	but	but	CCONJ
fbem-28654	71	17	also	also	ADV
fbem-28654	71	18	significantly	significantly	ADV
fbem-28654	71	19	improves	improve	VERB
fbem-28654	71	20	the	the	DET
fbem-28654	71	21	accuracy	accuracy	NOUN
fbem-28654	71	22	of	of	ADP
fbem-28654	71	23	predictions	prediction	NOUN
fbem-28654	71	24	.	.	PUNCT
fbem-28654	72	1	in	in	ADP
fbem-28654	72	2	practice	practice	NOUN
fbem-28654	72	3	,	,	PUNCT
fbem-28654	72	4	the	the	DET
fbem-28654	72	5	complementarity	complementarity	NOUN
fbem-28654	72	6	between	between	ADP
fbem-28654	72	7	machine	machine	NOUN
fbem-28654	72	8	learning	learning	NOUN
fbem-28654	72	9	and	and	CCONJ
fbem-28654	72	10	traditional	traditional	ADJ
fbem-28654	72	11	models	model	NOUN
fbem-28654	72	12	has	have	AUX
fbem-28654	72	13	become	become	VERB
fbem-28654	72	14	a	a	DET
fbem-28654	72	15	key	key	ADJ
fbem-28654	72	16	approach	approach	NOUN
fbem-28654	72	17	to	to	ADP
fbem-28654	72	18	improving	improve	VERB
fbem-28654	72	19	economic	economic	ADJ
fbem-28654	72	20	forecasting	forecasting	NOUN
fbem-28654	72	21	performance	performance	NOUN
fbem-28654	72	22	.	.	PUNCT
fbem-28654	73	1	by	by	ADP
fbem-28654	73	2	combining	combine	VERB
fbem-28654	73	3	traditional	traditional	ADJ
fbem-28654	73	4	econometric	econometric	ADJ
fbem-28654	73	5	methods	method	NOUN
fbem-28654	73	6	with	with	ADP
fbem-28654	73	7	machine	machine	NOUN
fbem-28654	73	8	learning	learning	NOUN
fbem-28654	73	9	models	model	NOUN
fbem-28654	73	10	,	,	PUNCT
fbem-28654	73	11	researchers	researcher	NOUN
fbem-28654	73	12	can	can	AUX
fbem-28654	73	13	fully	fully	ADV
fbem-28654	73	14	leverage	leverage	VERB
fbem-28654	73	15	the	the	DET
fbem-28654	73	16	strengths	strength	NOUN
fbem-28654	73	17	of	of	ADP
fbem-28654	73	18	both	both	PRON
fbem-28654	73	19	.	.	PUNCT
fbem-28654	74	1	on	on	ADP
fbem-28654	74	2	one	one	NUM
fbem-28654	74	3	hand	hand	NOUN
fbem-28654	74	4	,	,	PUNCT
fbem-28654	74	5	traditional	traditional	ADJ
fbem-28654	74	6	models	model	NOUN
fbem-28654	74	7	provide	provide	VERB
fbem-28654	74	8	a	a	DET
fbem-28654	74	9	clear	clear	ADJ
fbem-28654	74	10	economic	economic	ADJ
fbem-28654	74	11	theoretical	theoretical	ADJ
fbem-28654	74	12	framework	framework	NOUN
fbem-28654	74	13	that	that	PRON
fbem-28654	74	14	helps	help	VERB
fbem-28654	74	15	us	we	PRON
fbem-28654	74	16	understand	understand	VERB
fbem-28654	74	17	relationships	relationship	NOUN
fbem-28654	74	18	between	between	ADP
fbem-28654	74	19	variables	variable	NOUN
fbem-28654	74	20	;	;	PUNCT
fbem-28654	74	21	on	on	ADP
fbem-28654	74	22	the	the	DET
fbem-28654	74	23	other	other	ADJ
fbem-28654	74	24	hand	hand	NOUN
fbem-28654	74	25	,	,	PUNCT
fbem-28654	74	26	machine	machine	NOUN
fbem-28654	74	27	learning	learning	NOUN
fbem-28654	74	28	algorithms	algorithm	NOUN
fbem-28654	74	29	,	,	PUNCT
fbem-28654	74	30	through	through	ADP
fbem-28654	74	31	a	a	DET
fbem-28654	74	32	data	data	NOUN
fbem-28654	74	33	-	-	PUNCT
fbem-28654	74	34	driven	drive	VERB
fbem-28654	74	35	approach	approach	NOUN
fbem-28654	74	36	,	,	PUNCT
fbem-28654	74	37	reveal	reveal	VERB
fbem-28654	74	38	more	more	ADJ
fbem-28654	74	39	complex	complex	ADJ
fbem-28654	74	40	interactions	interaction	NOUN
fbem-28654	74	41	and	and	CCONJ
fbem-28654	74	42	hidden	hidden	ADJ
fbem-28654	74	43	patterns	pattern	NOUN
fbem-28654	74	44	.	.	PUNCT
fbem-28654	75	1	this	this	DET
fbem-28654	75	2	diversified	diversified	ADJ
fbem-28654	75	3	model	model	NOUN
fbem-28654	75	4	combination	combination	NOUN
fbem-28654	75	5	allows	allow	VERB
fbem-28654	75	6	economic	economic	ADJ
fbem-28654	75	7	forecasting	forecasting	NOUN
fbem-28654	75	8	to	to	PART
fbem-28654	75	9	maintain	maintain	VERB
fbem-28654	75	10	theoretical	theoretical	ADJ
fbem-28654	75	11	rigor	rigor	NOUN
fbem-28654	75	12	while	while	SCONJ
fbem-28654	75	13	adapting	adapt	VERB
fbem-28654	75	14	better	well	ADV
fbem-28654	75	15	to	to	ADP
fbem-28654	75	16	the	the	DET
fbem-28654	75	17	evolving	evolve	VERB
fbem-28654	75	18	complexities	complexity	NOUN
fbem-28654	75	19	of	of	ADP
fbem-28654	75	20	economic	economic	ADJ
fbem-28654	75	21	phenomena	phenomenon	NOUN
fbem-28654	75	22	.	.	PUNCT
fbem-28654	76	1	3.2	3.2	NUM
fbem-28654	76	2	.	.	PUNCT
fbem-28654	76	3	potential	potential	ADJ
fbem-28654	76	4	applications	application	NOUN
fbem-28654	76	5	of	of	ADP
fbem-28654	76	6	deep	deep	ADJ
fbem-28654	76	7	learning	learning	NOUN
fbem-28654	76	8	and	and	CCONJ
fbem-28654	76	9	large	large	ADJ
fbem-28654	76	10	language	language	NOUN
fbem-28654	76	11	models	model	NOUN
fbem-28654	76	12	in	in	ADP
fbem-28654	76	13	economic	economic	ADJ
fbem-28654	76	14	forecasting	forecasting	NOUN
fbem-28654	76	15	with	with	ADP
fbem-28654	76	16	the	the	DET
fbem-28654	76	17	continued	continue	VERB
fbem-28654	76	18	development	development	NOUN
fbem-28654	76	19	of	of	ADP
fbem-28654	76	20	deep	deep	ADJ
fbem-28654	76	21	learning	learning	NOUN
fbem-28654	76	22	technologies	technology	NOUN
fbem-28654	76	23	,	,	PUNCT
fbem-28654	76	24	particularly	particularly	ADV
fbem-28654	76	25	the	the	DET
fbem-28654	76	26	emergence	emergence	NOUN
fbem-28654	76	27	of	of	ADP
fbem-28654	76	28	advanced	advanced	ADJ
fbem-28654	76	29	models	model	NOUN
fbem-28654	76	30	such	such	ADJ
fbem-28654	76	31	as	as	ADP
fbem-28654	76	32	large	large	ADJ
fbem-28654	76	33	language	language	NOUN
fbem-28654	76	34	models	model	NOUN
fbem-28654	76	35	(	(	PUNCT
fbem-28654	76	36	e.g.	e.g.	ADV
fbem-28654	76	37	,	,	PUNCT
fbem-28654	76	38	gpt	gpt	NOUN
fbem-28654	76	39	series	series	NOUN
fbem-28654	76	40	)	)	PUNCT
fbem-28654	76	41	,	,	PUNCT
fbem-28654	76	42	a	a	DET
fbem-28654	76	43	new	new	ADJ
fbem-28654	76	44	technological	technological	ADJ
fbem-28654	76	45	revolution	revolution	NOUN
fbem-28654	76	46	is	be	AUX
fbem-28654	76	47	unfolding	unfold	VERB
fbem-28654	76	48	in	in	ADP
fbem-28654	76	49	economic	economic	ADJ
fbem-28654	76	50	forecasting	forecasting	NOUN
fbem-28654	76	51	.	.	PUNCT
fbem-28654	77	1	deep	deep	ADJ
fbem-28654	77	2	learning	learning	NOUN
fbem-28654	77	3	,	,	PUNCT
fbem-28654	77	4	especially	especially	ADV
fbem-28654	77	5	neural	neural	ADJ
fbem-28654	77	6	network	network	NOUN
fbem-28654	77	7	-	-	PUNCT
fbem-28654	77	8	based	base	VERB
fbem-28654	77	9	models	model	NOUN
fbem-28654	77	10	,	,	PUNCT
fbem-28654	77	11	has	have	VERB
fbem-28654	77	12	strong	strong	ADJ
fbem-28654	77	13	data	datum	NOUN
fbem-28654	77	14	learning	learn	VERB
fbem-28654	77	15	capabilities	capability	NOUN
fbem-28654	77	16	,	,	PUNCT
fbem-28654	77	17	enabling	enable	VERB
fbem-28654	77	18	it	it	PRON
fbem-28654	77	19	to	to	PART
fbem-28654	77	20	handle	handle	VERB
fbem-28654	77	21	large	large	ADJ
fbem-28654	77	22	amounts	amount	NOUN
fbem-28654	77	23	of	of	ADP
fbem-28654	77	24	data	datum	NOUN
fbem-28654	77	25	and	and	CCONJ
fbem-28654	77	26	complex	complex	ADJ
fbem-28654	77	27	patterns	pattern	NOUN
fbem-28654	77	28	that	that	PRON
fbem-28654	77	29	traditional	traditional	ADJ
fbem-28654	77	30	methods	method	NOUN
fbem-28654	77	31	can	can	AUX
fbem-28654	77	32	not	not	PART
fbem-28654	77	33	manage	manage	VERB
fbem-28654	77	34	.	.	PUNCT
fbem-28654	78	1	its	its	PRON
fbem-28654	78	2	wide	wide	ADJ
fbem-28654	78	3	application	application	NOUN
fbem-28654	78	4	across	across	ADP
fbem-28654	78	5	image	image	NOUN
fbem-28654	78	6	,	,	PUNCT
fbem-28654	78	7	text	text	NOUN
fbem-28654	78	8	,	,	PUNCT
fbem-28654	78	9	and	and	CCONJ
fbem-28654	78	10	time	time	NOUN
fbem-28654	78	11	-	-	PUNCT
fbem-28654	78	12	series	series	NOUN
fbem-28654	78	13	data	datum	NOUN
fbem-28654	78	14	provides	provide	VERB
fbem-28654	78	15	new	new	ADJ
fbem-28654	78	16	perspectives	perspective	NOUN
fbem-28654	78	17	and	and	CCONJ
fbem-28654	78	18	methods	method	NOUN
fbem-28654	78	19	for	for	ADP
fbem-28654	78	20	economic	economic	ADJ
fbem-28654	78	21	forecasting	forecasting	NOUN
fbem-28654	78	22	.	.	PUNCT
fbem-28654	79	1	large	large	ADJ
fbem-28654	79	2	language	language	NOUN
fbem-28654	79	3	models	model	NOUN
fbem-28654	79	4	(	(	PUNCT
fbem-28654	79	5	e.g.	e.g.	ADV
fbem-28654	79	6	,	,	PUNCT
fbem-28654	79	7	gpt-2	gpt-2	NOUN
fbem-28654	79	8	,	,	PUNCT
fbem-28654	79	9	gpt-3	gpt-3	PRON
fbem-28654	79	10	)	)	PUNCT
fbem-28654	79	11	are	be	AUX
fbem-28654	79	12	deep	deep	ADJ
fbem-28654	79	13	neural	neural	ADJ
fbem-28654	79	14	network	network	NOUN
fbem-28654	79	15	models	model	NOUN
fbem-28654	79	16	trained	train	VERB
fbem-28654	79	17	on	on	ADP
fbem-28654	79	18	vast	vast	ADJ
fbem-28654	79	19	amounts	amount	NOUN
fbem-28654	79	20	of	of	ADP
fbem-28654	79	21	text	text	NOUN
fbem-28654	79	22	data	datum	NOUN
fbem-28654	79	23	.	.	PUNCT
fbem-28654	80	1	these	these	DET
fbem-28654	80	2	models	model	NOUN
fbem-28654	80	3	use	use	VERB
fbem-28654	80	4	natural	natural	ADJ
fbem-28654	80	5	language	language	NOUN
fbem-28654	80	6	understanding	understanding	NOUN
fbem-28654	80	7	and	and	CCONJ
fbem-28654	80	8	generation	generation	NOUN
fbem-28654	80	9	techniques	technique	NOUN
fbem-28654	80	10	to	to	PART
fbem-28654	80	11	capture	capture	VERB
fbem-28654	80	12	economic	economic	ADJ
fbem-28654	80	13	trends	trend	NOUN
fbem-28654	80	14	and	and	CCONJ
fbem-28654	80	15	signals	signal	NOUN
fbem-28654	80	16	hidden	hide	VERB
fbem-28654	80	17	in	in	ADP
fbem-28654	80	18	economic	economic	ADJ
fbem-28654	80	19	news	news	NOUN
fbem-28654	80	20	,	,	PUNCT
fbem-28654	80	21	policy	policy	NOUN
fbem-28654	80	22	interpretations	interpretation	NOUN
fbem-28654	80	23	,	,	PUNCT
fbem-28654	80	24	corporate	corporate	ADJ
fbem-28654	80	25	reports	report	NOUN
fbem-28654	80	26	,	,	PUNCT
fbem-28654	80	27	social	social	ADJ
fbem-28654	80	28	media	medium	NOUN
fbem-28654	80	29	discussions	discussion	NOUN
fbem-28654	80	30	,	,	PUNCT
fbem-28654	80	31	and	and	CCONJ
fbem-28654	80	32	more	more	ADJ
fbem-28654	80	33	.	.	PUNCT
fbem-28654	81	1	in	in	ADP
fbem-28654	81	2	economic	economic	ADJ
fbem-28654	81	3	forecasting	forecasting	NOUN
fbem-28654	81	4	,	,	PUNCT
fbem-28654	81	5	traditional	traditional	ADJ
fbem-28654	81	6	macroeconomic	macroeconomic	ADJ
fbem-28654	81	7	indicators	indicator	NOUN
fbem-28654	81	8	are	be	AUX
fbem-28654	81	9	often	often	ADV
fbem-28654	81	10	lagging	lag	VERB
fbem-28654	81	11	and	and	CCONJ
fbem-28654	81	12	narrow	narrow	ADJ
fbem-28654	81	13	,	,	PUNCT
fbem-28654	81	14	whereas	whereas	SCONJ
fbem-28654	81	15	large	large	ADJ
fbem-28654	81	16	language	language	NOUN
fbem-28654	81	17	models	model	NOUN
fbem-28654	81	18	can	can	AUX
fbem-28654	81	19	analyze	analyze	VERB
fbem-28654	81	20	real	real	ADJ
fbem-28654	81	21	-	-	PUNCT
fbem-28654	81	22	time	time	NOUN
fbem-28654	81	23	news	news	NOUN
fbem-28654	81	24	,	,	PUNCT
fbem-28654	81	25	policy	policy	NOUN
fbem-28654	81	26	changes	change	NOUN
fbem-28654	81	27	,	,	PUNCT
fbem-28654	81	28	and	and	CCONJ
fbem-28654	81	29	public	public	ADJ
fbem-28654	81	30	opinion	opinion	NOUN
fbem-28654	81	31	dynamics	dynamic	NOUN
fbem-28654	81	32	to	to	PART
fbem-28654	81	33	provide	provide	VERB
fbem-28654	81	34	a	a	DET
fbem-28654	81	35	timely	timely	ADJ
fbem-28654	81	36	and	and	CCONJ
fbem-28654	81	37	precise	precise	ADJ
fbem-28654	81	38	supplement	supplement	NOUN
fbem-28654	81	39	to	to	ADP
fbem-28654	81	40	predictions	prediction	NOUN
fbem-28654	81	41	.	.	PUNCT
fbem-28654	82	1	for	for	ADP
fbem-28654	82	2	instance	instance	NOUN
fbem-28654	82	3	,	,	PUNCT
fbem-28654	82	4	research	research	NOUN
fbem-28654	82	5	has	have	AUX
fbem-28654	82	6	shown	show	VERB
fbem-28654	82	7	that	that	PRON
fbem-28654	82	8	sentiment	sentiment	NOUN
fbem-28654	82	9	analysis	analysis	NOUN
fbem-28654	82	10	of	of	ADP
fbem-28654	82	11	financial	financial	ADJ
fbem-28654	82	12	market	market	NOUN
fbem-28654	82	13	news	news	NOUN
fbem-28654	82	14	using	use	VERB
fbem-28654	82	15	large	large	ADJ
fbem-28654	82	16	language	language	NOUN
fbem-28654	82	17	models	model	NOUN
fbem-28654	82	18	can	can	AUX
fbem-28654	82	19	improve	improve	VERB
fbem-28654	82	20	short	short	ADJ
fbem-28654	82	21	-	-	PUNCT
fbem-28654	82	22	term	term	NOUN
fbem-28654	82	23	stock	stock	NOUN
fbem-28654	82	24	market	market	NOUN
fbem-28654	82	25	,	,	PUNCT
fbem-28654	82	26	foreign	foreign	ADJ
fbem-28654	82	27	exchange	exchange	NOUN
fbem-28654	82	28	,	,	PUNCT
fbem-28654	82	29	and	and	CCONJ
fbem-28654	82	30	commodity	commodity	NOUN
fbem-28654	82	31	price	price	NOUN
fbem-28654	82	32	forecasts	forecast	NOUN
fbem-28654	82	33	.	.	PUNCT
fbem-28654	83	1	moreover	moreover	ADV
fbem-28654	83	2	,	,	PUNCT
fbem-28654	83	3	large	large	ADJ
fbem-28654	83	4	language	language	NOUN
fbem-28654	83	5	models	model	NOUN
fbem-28654	83	6	can	can	AUX
fbem-28654	83	7	interpret	interpret	VERB
fbem-28654	83	8	company	company	NOUN
fbem-28654	83	9	earnings	earning	NOUN
fbem-28654	83	10	reports	report	NOUN
fbem-28654	83	11	and	and	CCONJ
fbem-28654	83	12	market	market	NOUN
fbem-28654	83	13	analysis	analysis	NOUN
fbem-28654	83	14	,	,	PUNCT
fbem-28654	83	15	extracting	extract	VERB
fbem-28654	83	16	valuable	valuable	ADJ
fbem-28654	83	17	information	information	NOUN
fbem-28654	83	18	about	about	ADP
fbem-28654	83	19	industry	industry	NOUN
fbem-28654	83	20	trends	trend	NOUN
fbem-28654	83	21	and	and	CCONJ
fbem-28654	83	22	economic	economic	ADJ
fbem-28654	83	23	growth	growth	NOUN
fbem-28654	83	24	potential	potential	NOUN
fbem-28654	83	25	,	,	PUNCT
fbem-28654	83	26	thus	thus	ADV
fbem-28654	83	27	supporting	support	VERB
fbem-28654	83	28	economic	economic	ADJ
fbem-28654	83	29	policy	policy	NOUN
fbem-28654	83	30	formulation	formulation	NOUN
fbem-28654	83	31	.	.	PUNCT
fbem-28654	84	1	another	another	DET
fbem-28654	84	2	promising	promising	ADJ
fbem-28654	84	3	application	application	NOUN
fbem-28654	84	4	of	of	ADP
fbem-28654	84	5	deep	deep	ADJ
fbem-28654	84	6	learning	learning	NOUN
fbem-28654	84	7	lies	lie	VERB
fbem-28654	84	8	in	in	ADP
fbem-28654	84	9	time	time	NOUN
fbem-28654	84	10	series	series	PROPN
fbem-28654	84	11	forecasting	forecasting	PROPN
fbem-28654	84	12	.	.	PUNCT
fbem-28654	85	1	time	time	PROPN
fbem-28654	85	2	series	series	PROPN
fbem-28654	85	3	data	data	PROPN
fbem-28654	85	4	,	,	PUNCT
fbem-28654	85	5	which	which	PRON
fbem-28654	85	6	is	be	AUX
fbem-28654	85	7	common	common	ADJ
fbem-28654	85	8	in	in	ADP
fbem-28654	85	9	economics	economic	NOUN
fbem-28654	85	10	,	,	PUNCT
fbem-28654	85	11	includes	include	VERB
fbem-28654	85	12	stock	stock	NOUN
fbem-28654	85	13	market	market	NOUN
fbem-28654	85	14	indices	index	NOUN
fbem-28654	85	15	,	,	PUNCT
fbem-28654	85	16	commodity	commodity	NOUN
fbem-28654	85	17	prices	price	NOUN
fbem-28654	85	18	,	,	PUNCT
fbem-28654	85	19	gdp	gdp	NOUN
fbem-28654	85	20	growth	growth	NOUN
fbem-28654	85	21	rates	rate	NOUN
fbem-28654	85	22	,	,	PUNCT
fbem-28654	85	23	and	and	CCONJ
fbem-28654	85	24	more	more	ADJ
fbem-28654	85	25	.	.	PUNCT
fbem-28654	86	1	while	while	SCONJ
fbem-28654	86	2	traditional	traditional	ADJ
fbem-28654	86	3	time	time	NOUN
fbem-28654	86	4	series	series	NOUN
fbem-28654	86	5	methods	method	NOUN
fbem-28654	86	6	(	(	PUNCT
fbem-28654	86	7	such	such	ADJ
fbem-28654	86	8	as	as	ADP
fbem-28654	86	9	arima	arima	PROPN
fbem-28654	86	10	models	model	NOUN
fbem-28654	86	11	)	)	PUNCT
fbem-28654	86	12	are	be	AUX
fbem-28654	86	13	effective	effective	ADJ
fbem-28654	86	14	for	for	ADP
fbem-28654	86	15	simple	simple	ADJ
fbem-28654	86	16	linear	linear	ADJ
fbem-28654	86	17	relationships	relationship	NOUN
fbem-28654	86	18	,	,	PUNCT
fbem-28654	86	19	they	they	PRON
fbem-28654	86	20	often	often	ADV
fbem-28654	86	21	fall	fall	VERB
fbem-28654	86	22	short	short	ADJ
fbem-28654	86	23	when	when	SCONJ
fbem-28654	86	24	dealing	deal	VERB
fbem-28654	86	25	with	with	ADP
fbem-28654	86	26	complex	complex	ADJ
fbem-28654	86	27	nonlinear	nonlinear	ADJ
fbem-28654	86	28	dynamics	dynamic	NOUN
fbem-28654	86	29	.	.	PUNCT
fbem-28654	87	1	recurrent	recurrent	ADJ
fbem-28654	87	2	neural	neural	ADJ
fbem-28654	87	3	networks	network	NOUN
fbem-28654	87	4	(	(	PUNCT
fbem-28654	87	5	rnns	rnns	PROPN
fbem-28654	87	6	)	)	PUNCT
fbem-28654	87	7	and	and	CCONJ
fbem-28654	87	8	long	long	ADJ
fbem-28654	87	9	short	short	ADJ
fbem-28654	87	10	-	-	PUNCT
fbem-28654	87	11	term	term	NOUN
fbem-28654	87	12	memory	memory	NOUN
fbem-28654	87	13	(	(	PUNCT
fbem-28654	87	14	lstm	lstm	NOUN
fbem-28654	87	15	)	)	PUNCT
fbem-28654	87	16	networks	network	NOUN
fbem-28654	87	17	in	in	ADP
fbem-28654	87	18	deep	deep	ADJ
fbem-28654	87	19	learning	learning	NOUN
fbem-28654	87	20	are	be	AUX
fbem-28654	87	21	highly	highly	ADV
fbem-28654	87	22	effective	effective	ADJ
fbem-28654	87	23	at	at	ADP
fbem-28654	87	24	capturing	capture	VERB
fbem-28654	87	25	longand	longand	PROPN
fbem-28654	87	26	short	short	ADJ
fbem-28654	87	27	-	-	PUNCT
fbem-28654	87	28	term	term	NOUN
fbem-28654	87	29	dependencies	dependency	NOUN
fbem-28654	87	30	in	in	ADP
fbem-28654	87	31	time	time	NOUN
fbem-28654	87	32	series	series	PROPN
fbem-28654	87	33	data	data	PROPN
fbem-28654	87	34	,	,	PUNCT
fbem-28654	87	35	offering	offer	VERB
fbem-28654	87	36	a	a	DET
fbem-28654	87	37	significant	significant	ADJ
fbem-28654	87	38	advantage	advantage	NOUN
fbem-28654	87	39	in	in	ADP
fbem-28654	87	40	economic	economic	ADJ
fbem-28654	87	41	forecasting	forecasting	NOUN
fbem-28654	87	42	.	.	PUNCT
fbem-28654	88	1	by	by	ADP
fbem-28654	88	2	training	training	NOUN
fbem-28654	88	3	on	on	ADP
fbem-28654	88	4	vast	vast	ADJ
fbem-28654	88	5	amounts	amount	NOUN
fbem-28654	88	6	of	of	ADP
fbem-28654	88	7	historical	historical	ADJ
fbem-28654	88	8	data	datum	NOUN
fbem-28654	88	9	,	,	PUNCT
fbem-28654	88	10	deep	deep	ADJ
fbem-28654	88	11	learning	learning	NOUN
fbem-28654	88	12	models	model	NOUN
fbem-28654	88	13	can	can	AUX
fbem-28654	88	14	identify	identify	VERB
fbem-28654	88	15	complex	complex	ADJ
fbem-28654	88	16	nonlinear	nonlinear	ADJ
fbem-28654	88	17	patterns	pattern	NOUN
fbem-28654	88	18	,	,	PUNCT
fbem-28654	88	19	thus	thus	ADV
fbem-28654	88	20	improving	improve	VERB
fbem-28654	88	21	prediction	prediction	NOUN
fbem-28654	88	22	accuracy	accuracy	NOUN
fbem-28654	88	23	.	.	PUNCT
fbem-28654	89	1	additionally	additionally	ADV
fbem-28654	89	2	,	,	PUNCT
fbem-28654	89	3	ensemble	ensemble	ADJ
fbem-28654	89	4	learning	learning	NOUN
fbem-28654	89	5	methods	method	NOUN
fbem-28654	89	6	(	(	PUNCT
fbem-28654	89	7	such	such	ADJ
fbem-28654	89	8	as	as	ADP
fbem-28654	89	9	deep	deep	ADJ
fbem-28654	89	10	ensemble	ensemble	ADJ
fbem-28654	89	11	neural	neural	ADJ
fbem-28654	89	12	networks	network	NOUN
fbem-28654	89	13	)	)	PUNCT
fbem-28654	89	14	have	have	AUX
fbem-28654	89	15	found	find	VERB
fbem-28654	89	16	wide	wide	ADJ
fbem-28654	89	17	applications	application	NOUN
fbem-28654	89	18	in	in	ADP
fbem-28654	89	19	economic	economic	ADJ
fbem-28654	89	20	forecasting	forecasting	NOUN
fbem-28654	89	21	.	.	PUNCT
fbem-28654	90	1	ensemble	ensemble	ADJ
fbem-28654	90	2	learning	learning	NOUN
fbem-28654	90	3	combines	combine	VERB
fbem-28654	90	4	the	the	DET
fbem-28654	90	5	predictions	prediction	NOUN
fbem-28654	90	6	of	of	ADP
fbem-28654	90	7	multiple	multiple	ADJ
fbem-28654	90	8	models	model	NOUN
fbem-28654	90	9	,	,	PUNCT
fbem-28654	90	10	improving	improve	VERB
fbem-28654	90	11	the	the	DET
fbem-28654	90	12	stability	stability	NOUN
fbem-28654	90	13	and	and	CCONJ
fbem-28654	90	14	accuracy	accuracy	NOUN
fbem-28654	90	15	of	of	ADP
fbem-28654	90	16	overall	overall	ADJ
fbem-28654	90	17	predictions	prediction	NOUN
fbem-28654	90	18	.	.	PUNCT
fbem-28654	91	1	especially	especially	ADV
fbem-28654	91	2	in	in	ADP
fbem-28654	91	3	large	large	ADJ
fbem-28654	91	4	-	-	PUNCT
fbem-28654	91	5	scale	scale	NOUN
fbem-28654	91	6	data	datum	NOUN
fbem-28654	91	7	environments	environment	NOUN
fbem-28654	91	8	,	,	PUNCT
fbem-28654	91	9	ensemble	ensemble	ADJ
fbem-28654	91	10	learning	learning	NOUN
fbem-28654	91	11	mitigates	mitigate	VERB
fbem-28654	91	12	the	the	DET
fbem-28654	91	13	shortcomings	shortcoming	NOUN
fbem-28654	91	14	of	of	ADP
fbem-28654	91	15	individual	individual	ADJ
fbem-28654	91	16	models	model	NOUN
fbem-28654	91	17	,	,	PUNCT
fbem-28654	91	18	reduces	reduce	VERB
fbem-28654	91	19	overfitting	overfitte	VERB
fbem-28654	91	20	risks	risk	NOUN
fbem-28654	91	21	,	,	PUNCT
fbem-28654	91	22	and	and	CCONJ
fbem-28654	91	23	enhances	enhance	VERB
fbem-28654	91	24	the	the	DET
fbem-28654	91	25	generalization	generalization	NOUN
fbem-28654	91	26	ability	ability	NOUN
fbem-28654	91	27	of	of	ADP
fbem-28654	91	28	prediction	prediction	NOUN
fbem-28654	91	29	results	result	NOUN
fbem-28654	91	30	.	.	PUNCT
fbem-28654	92	1	4	4	X
fbem-28654	92	2	.	.	X
fbem-28654	92	3	the	the	DET
fbem-28654	92	4	role	role	NOUN
fbem-28654	92	5	of	of	ADP
fbem-28654	92	6	machine	machine	NOUN
fbem-28654	92	7	learning	learning	NOUN
fbem-28654	92	8	in	in	ADP
fbem-28654	92	9	economic	economic	ADJ
fbem-28654	92	10	policy	policy	NOUN
fbem-28654	92	11	impact	impact	NOUN
fbem-28654	92	12	analysis	analysis	NOUN
fbem-28654	92	13	in	in	ADP
fbem-28654	92	14	macroeconomics	macroeconomic	NOUN
fbem-28654	92	15	,	,	PUNCT
fbem-28654	92	16	the	the	DET
fbem-28654	92	17	implementation	implementation	NOUN
fbem-28654	92	18	of	of	ADP
fbem-28654	92	19	economic	economic	ADJ
fbem-28654	92	20	policies	policy	NOUN
fbem-28654	92	21	plays	play	VERB
fbem-28654	92	22	a	a	DET
fbem-28654	92	23	crucial	crucial	ADJ
fbem-28654	92	24	role	role	NOUN
fbem-28654	92	25	in	in	ADP
fbem-28654	92	26	influencing	influence	VERB
fbem-28654	92	27	markets	market	NOUN
fbem-28654	92	28	,	,	PUNCT
fbem-28654	92	29	industries	industry	NOUN
fbem-28654	92	30	,	,	PUNCT
fbem-28654	92	31	and	and	CCONJ
fbem-28654	92	32	the	the	DET
fbem-28654	92	33	overall	overall	ADJ
fbem-28654	92	34	economic	economic	ADJ
fbem-28654	92	35	system	system	NOUN
fbem-28654	92	36	.	.	PUNCT
fbem-28654	93	1	traditional	traditional	ADJ
fbem-28654	93	2	economic	economic	ADJ
fbem-28654	93	3	analysis	analysis	NOUN
fbem-28654	93	4	methods	method	NOUN
fbem-28654	93	5	often	often	ADV
fbem-28654	93	6	rely	rely	VERB
fbem-28654	93	7	on	on	ADP
fbem-28654	93	8	theoretical	theoretical	ADJ
fbem-28654	93	9	models	model	NOUN
fbem-28654	93	10	and	and	CCONJ
fbem-28654	93	11	regression	regression	VERB
fbem-28654	93	12	analysis	analysis	NOUN
fbem-28654	93	13	,	,	PUNCT
fbem-28654	93	14	assuming	assume	VERB
fbem-28654	93	15	specific	specific	ADJ
fbem-28654	93	16	relationships	relationship	NOUN
fbem-28654	93	17	between	between	ADP
fbem-28654	93	18	economic	economic	ADJ
fbem-28654	93	19	variables	variable	NOUN
fbem-28654	93	20	to	to	PART
fbem-28654	93	21	predict	predict	VERB
fbem-28654	93	22	policy	policy	NOUN
fbem-28654	93	23	effects	effect	NOUN
fbem-28654	93	24	.	.	PUNCT
fbem-28654	94	1	however	however	ADV
fbem-28654	94	2	,	,	PUNCT
fbem-28654	94	3	these	these	DET
fbem-28654	94	4	traditional	traditional	ADJ
fbem-28654	94	5	methods	method	NOUN
fbem-28654	94	6	often	often	ADV
fbem-28654	94	7	fall	fall	VERB
fbem-28654	94	8	short	short	ADJ
fbem-28654	94	9	when	when	SCONJ
fbem-28654	94	10	dealing	deal	VERB
fbem-28654	94	11	with	with	ADP
fbem-28654	94	12	complex	complex	ADJ
fbem-28654	94	13	economic	economic	ADJ
fbem-28654	94	14	environments	environment	NOUN
fbem-28654	94	15	,	,	PUNCT
fbem-28654	94	16	dynamic	dynamic	ADJ
fbem-28654	94	17	policy	policy	NOUN
fbem-28654	94	18	impacts	impact	NOUN
fbem-28654	94	19	,	,	PUNCT
fbem-28654	94	20	and	and	CCONJ
fbem-28654	94	21	diverse	diverse	ADJ
fbem-28654	94	22	data	datum	NOUN
fbem-28654	94	23	.	.	PUNCT
fbem-28654	95	1	in	in	ADP
fbem-28654	95	2	this	this	DET
fbem-28654	95	3	context	context	NOUN
fbem-28654	95	4	,	,	PUNCT
fbem-28654	95	5	machine	machine	NOUN
fbem-28654	95	6	learning	learning	NOUN
fbem-28654	95	7	techniques	technique	NOUN
fbem-28654	95	8	have	have	AUX
fbem-28654	95	9	shown	show	VERB
fbem-28654	95	10	tremendous	tremendous	ADJ
fbem-28654	95	11	potential	potential	NOUN
fbem-28654	95	12	,	,	PUNCT
fbem-28654	95	13	enabling	enable	VERB
fbem-28654	95	14	automated	automate	VERB
fbem-28654	95	15	analysis	analysis	NOUN
fbem-28654	95	16	of	of	ADP
fbem-28654	95	17	vast	vast	ADJ
fbem-28654	95	18	amounts	amount	NOUN
fbem-28654	95	19	of	of	ADP
fbem-28654	95	20	data	datum	NOUN
fbem-28654	95	21	,	,	PUNCT
fbem-28654	95	22	revealing	reveal	VERB
fbem-28654	95	23	the	the	DET
fbem-28654	95	24	real	real	ADJ
fbem-28654	95	25	impact	impact	NOUN
fbem-28654	95	26	of	of	ADP
fbem-28654	95	27	economic	economic	ADJ
fbem-28654	95	28	policies	policy	NOUN
fbem-28654	95	29	,	,	PUNCT
fbem-28654	95	30	and	and	CCONJ
fbem-28654	95	31	helping	help	VERB
fbem-28654	95	32	policymakers	policymaker	NOUN
fbem-28654	95	33	make	make	VERB
fbem-28654	95	34	more	more	ADV
fbem-28654	95	35	precise	precise	ADJ
fbem-28654	95	36	decisions	decision	NOUN
fbem-28654	95	37	.	.	PUNCT
fbem-28654	96	1	4.1	4.1	NUM
fbem-28654	96	2	.	.	PUNCT
fbem-28654	96	3	model	model	NOUN
fbem-28654	96	4	explanation	explanation	NOUN
fbem-28654	96	5	and	and	CCONJ
fbem-28654	96	6	policy	policy	NOUN
fbem-28654	96	7	variable	variable	ADJ
fbem-28654	96	8	analysis	analysis	NOUN
fbem-28654	96	9	one	one	NUM
fbem-28654	96	10	of	of	ADP
fbem-28654	96	11	the	the	DET
fbem-28654	96	12	key	key	ADJ
fbem-28654	96	13	advantages	advantage	NOUN
fbem-28654	96	14	of	of	ADP
fbem-28654	96	15	machine	machine	NOUN
fbem-28654	96	16	learning	learning	NOUN
fbem-28654	96	17	lies	lie	VERB
fbem-28654	96	18	in	in	ADP
fbem-28654	96	19	its	its	PRON
fbem-28654	96	20	ability	ability	NOUN
fbem-28654	96	21	to	to	PART
fbem-28654	96	22	handle	handle	VERB
fbem-28654	96	23	complex	complex	ADJ
fbem-28654	96	24	datasets	dataset	NOUN
fbem-28654	96	25	,	,	PUNCT
fbem-28654	96	26	especially	especially	ADV
fbem-28654	96	27	in	in	ADP
fbem-28654	96	28	terms	term	NOUN
fbem-28654	96	29	of	of	ADP
fbem-28654	96	30	model	model	NOUN
fbem-28654	96	31	interpretability	interpretability	NOUN
fbem-28654	96	32	.	.	PUNCT
fbem-28654	97	1	traditional	traditional	ADJ
fbem-28654	97	2	economic	economic	ADJ
fbem-28654	97	3	methods	method	NOUN
fbem-28654	97	4	often	often	ADV
fbem-28654	97	5	rely	rely	VERB
fbem-28654	97	6	on	on	ADP
fbem-28654	97	7	structured	structured	ADJ
fbem-28654	97	8	equations	equation	NOUN
fbem-28654	97	9	and	and	CCONJ
fbem-28654	97	10	fixed	fix	VERB
fbem-28654	97	11	assumptions	assumption	NOUN
fbem-28654	97	12	,	,	PUNCT
fbem-28654	97	13	which	which	PRON
fbem-28654	97	14	make	make	VERB
fbem-28654	97	15	it	it	PRON
fbem-28654	97	16	difficult	difficult	ADJ
fbem-28654	97	17	to	to	PART
fbem-28654	97	18	capture	capture	VERB
fbem-28654	97	19	nonlinear	nonlinear	ADJ
fbem-28654	97	20	relationships	relationship	NOUN
fbem-28654	97	21	and	and	CCONJ
fbem-28654	97	22	interactions	interaction	NOUN
fbem-28654	97	23	among	among	ADP
fbem-28654	97	24	multiple	multiple	ADJ
fbem-28654	97	25	variables	variable	NOUN
fbem-28654	97	26	comprehensively	comprehensively	ADV
fbem-28654	97	27	.	.	PUNCT
fbem-28654	98	1	in	in	ADP
fbem-28654	98	2	contrast	contrast	NOUN
fbem-28654	98	3	,	,	PUNCT
fbem-28654	98	4	machine	machine	NOUN
fbem-28654	98	5	learning	learning	NOUN
fbem-28654	98	6	algorithms	algorithm	NOUN
fbem-28654	98	7	,	,	PUNCT
fbem-28654	98	8	such	such	ADJ
fbem-28654	98	9	as	as	ADP
fbem-28654	98	10	decision	decision	NOUN
fbem-28654	98	11	trees	tree	NOUN
fbem-28654	98	12	,	,	PUNCT
fbem-28654	98	13	random	random	ADJ
fbem-28654	98	14	forests	forest	NOUN
fbem-28654	98	15	,	,	PUNCT
fbem-28654	98	16	and	and	CCONJ
fbem-28654	98	17	support	support	VERB
fbem-28654	98	18	vector	vector	NOUN
fbem-28654	98	19	machines	machine	NOUN
fbem-28654	98	20	,	,	PUNCT
fbem-28654	98	21	can	can	AUX
fbem-28654	98	22	automatically	automatically	ADV
fbem-28654	98	23	identify	identify	VERB
fbem-28654	98	24	key	key	ADJ
fbem-28654	98	25	features	feature	NOUN
fbem-28654	98	26	in	in	ADP
fbem-28654	98	27	the	the	DET
fbem-28654	98	28	data	datum	NOUN
fbem-28654	98	29	and	and	CCONJ
fbem-28654	98	30	provide	provide	VERB
fbem-28654	98	31	model	model	NOUN
fbem-28654	98	32	interpretability	interpretability	NOUN
fbem-28654	98	33	.	.	PUNCT
fbem-28654	99	1	this	this	DET
fbem-28654	99	2	characteristic	characteristic	NOUN
fbem-28654	99	3	offers	offer	VERB
fbem-28654	99	4	new	new	ADJ
fbem-28654	99	5	insights	insight	NOUN
fbem-28654	99	6	for	for	ADP
fbem-28654	99	7	economic	economic	ADJ
fbem-28654	99	8	policy	policy	NOUN
fbem-28654	99	9	analysis	analysis	NOUN
fbem-28654	99	10	,	,	PUNCT
fbem-28654	99	11	helping	help	VERB
fbem-28654	99	12	researchers	researcher	NOUN
fbem-28654	99	13	better	well	ADV
fbem-28654	99	14	understand	understand	VERB
fbem-28654	99	15	how	how	SCONJ
fbem-28654	99	16	policy	policy	NOUN
fbem-28654	99	17	variables	variable	NOUN
fbem-28654	99	18	affect	affect	VERB
fbem-28654	99	19	different	different	ADJ
fbem-28654	99	20	aspects	aspect	NOUN
fbem-28654	99	21	of	of	ADP
fbem-28654	99	22	the	the	DET
fbem-28654	99	23	economic	economic	ADJ
fbem-28654	99	24	system	system	NOUN
fbem-28654	99	25	.	.	PUNCT
fbem-28654	100	1	for	for	ADP
fbem-28654	100	2	example	example	NOUN
fbem-28654	100	3	,	,	PUNCT
fbem-28654	100	4	by	by	ADP
fbem-28654	100	5	using	use	VERB
fbem-28654	100	6	shap	shap	PROPN
fbem-28654	100	7	values	value	NOUN
fbem-28654	100	8	(	(	PUNCT
fbem-28654	100	9	shapley	shapley	ADJ
fbem-28654	100	10	additive	additive	ADJ
fbem-28654	100	11	explanations	explanation	NOUN
fbem-28654	100	12	)	)	PUNCT
fbem-28654	100	13	,	,	PUNCT
fbem-28654	100	14	researchers	researcher	NOUN
fbem-28654	100	15	can	can	AUX
fbem-28654	100	16	interpret	interpret	VERB
fbem-28654	100	17	the	the	DET
fbem-28654	100	18	contribution	contribution	NOUN
fbem-28654	100	19	of	of	ADP
fbem-28654	100	20	each	each	DET
fbem-28654	100	21	feature	feature	NOUN
fbem-28654	100	22	to	to	ADP
fbem-28654	100	23	the	the	DET
fbem-28654	100	24	predictions	prediction	NOUN
fbem-28654	100	25	made	make	VERB
fbem-28654	100	26	by	by	ADP
fbem-28654	100	27	machine	machine	NOUN
fbem-28654	100	28	learning	learning	NOUN
fbem-28654	100	29	models	model	NOUN
fbem-28654	100	30	.	.	PUNCT
fbem-28654	101	1	in	in	ADP
fbem-28654	101	2	economic	economic	ADJ
fbem-28654	101	3	policy	policy	NOUN
fbem-28654	101	4	analysis	analysis	NOUN
fbem-28654	101	5	,	,	PUNCT
fbem-28654	101	6	shap	shap	NOUN
fbem-28654	101	7	values	value	NOUN
fbem-28654	101	8	can	can	AUX
fbem-28654	101	9	help	help	AUX
fbem-28654	101	10	reveal	reveal	VERB
fbem-28654	101	11	which	which	PRON
fbem-28654	101	12	economic	economic	ADJ
fbem-28654	101	13	variables	variable	NOUN
fbem-28654	101	14	have	have	VERB
fbem-28654	101	15	the	the	DET
fbem-28654	101	16	greatest	great	ADJ
fbem-28654	101	17	impact	impact	NOUN
fbem-28654	101	18	on	on	ADP
fbem-28654	101	19	policy	policy	NOUN
fbem-28654	101	20	implementation	implementation	NOUN
fbem-28654	101	21	outcomes	outcome	NOUN
fbem-28654	101	22	,	,	PUNCT
fbem-28654	101	23	thus	thus	ADV
fbem-28654	101	24	providing	provide	VERB
fbem-28654	101	25	a	a	DET
fbem-28654	101	26	basis	basis	NOUN
fbem-28654	101	27	for	for	ADP
fbem-28654	101	28	policy	policy	NOUN
fbem-28654	101	29	adjustments	adjustment	NOUN
fbem-28654	101	30	.	.	PUNCT
fbem-28654	102	1	for	for	ADP
fbem-28654	102	2	instance	instance	NOUN
fbem-28654	102	3	,	,	PUNCT
fbem-28654	102	4	when	when	SCONJ
fbem-28654	102	5	evaluating	evaluate	VERB
fbem-28654	102	6	the	the	DET
fbem-28654	102	7	impact	impact	NOUN
fbem-28654	102	8	of	of	ADP
fbem-28654	102	9	tax	tax	NOUN
fbem-28654	102	10	policies	policy	NOUN
fbem-28654	102	11	on	on	ADP
fbem-28654	102	12	the	the	DET
fbem-28654	102	13	consumer	consumer	NOUN
fbem-28654	102	14	market	market	NOUN
fbem-28654	102	15	,	,	PUNCT
fbem-28654	102	16	shap	shap	NOUN
fbem-28654	102	17	values	value	NOUN
fbem-28654	102	18	can	can	AUX
fbem-28654	102	19	indicate	indicate	VERB
fbem-28654	102	20	how	how	SCONJ
fbem-28654	102	21	factors	factor	NOUN
fbem-28654	102	22	such	such	ADJ
fbem-28654	102	23	as	as	ADP
fbem-28654	102	24	consumption	consumption	NOUN
fbem-28654	102	25	propensity	propensity	NOUN
fbem-28654	102	26	,	,	PUNCT
fbem-28654	102	27	income	income	NOUN
fbem-28654	102	28	447	447	NUM
fbem-28654	102	29	levels	level	NOUN
fbem-28654	102	30	,	,	PUNCT
fbem-28654	102	31	and	and	CCONJ
fbem-28654	102	32	consumer	consumer	NOUN
fbem-28654	102	33	confidence	confidence	NOUN
fbem-28654	102	34	contribute	contribute	VERB
fbem-28654	102	35	to	to	ADP
fbem-28654	102	36	the	the	DET
fbem-28654	102	37	policy	policy	NOUN
fbem-28654	102	38	's	's	PART
fbem-28654	102	39	effect	effect	NOUN
fbem-28654	102	40	.	.	PUNCT
fbem-28654	103	1	this	this	DET
fbem-28654	103	2	method	method	NOUN
fbem-28654	103	3	is	be	AUX
fbem-28654	103	4	more	more	ADV
fbem-28654	103	5	intuitive	intuitive	ADJ
fbem-28654	103	6	than	than	ADP
fbem-28654	103	7	traditional	traditional	ADJ
fbem-28654	103	8	regression	regression	NOUN
fbem-28654	103	9	analysis	analysis	NOUN
fbem-28654	103	10	and	and	CCONJ
fbem-28654	103	11	can	can	AUX
fbem-28654	103	12	handle	handle	VERB
fbem-28654	103	13	more	more	ADJ
fbem-28654	103	14	complex	complex	ADJ
fbem-28654	103	15	multivariable	multivariable	ADJ
fbem-28654	103	16	interactions	interaction	NOUN
fbem-28654	103	17	.	.	PUNCT
fbem-28654	104	1	furthermore	furthermore	ADV
fbem-28654	104	2	,	,	PUNCT
fbem-28654	104	3	machine	machine	NOUN
fbem-28654	104	4	learning	learning	NOUN
fbem-28654	104	5	models	model	NOUN
fbem-28654	104	6	can	can	AUX
fbem-28654	104	7	identify	identify	VERB
fbem-28654	104	8	latent	latent	ADJ
fbem-28654	104	9	factors	factor	NOUN
fbem-28654	104	10	that	that	PRON
fbem-28654	104	11	traditional	traditional	ADJ
fbem-28654	104	12	economic	economic	ADJ
fbem-28654	104	13	analysis	analysis	NOUN
fbem-28654	104	14	methods	method	NOUN
fbem-28654	104	15	might	might	AUX
fbem-28654	104	16	overlook	overlook	VERB
fbem-28654	104	17	.	.	PUNCT
fbem-28654	105	1	for	for	ADP
fbem-28654	105	2	instance	instance	NOUN
fbem-28654	105	3	,	,	PUNCT
fbem-28654	105	4	hidden	hide	VERB
fbem-28654	105	5	social	social	ADJ
fbem-28654	105	6	behavior	behavior	NOUN
fbem-28654	105	7	patterns	pattern	NOUN
fbem-28654	105	8	,	,	PUNCT
fbem-28654	105	9	psychological	psychological	ADJ
fbem-28654	105	10	expectations	expectation	NOUN
fbem-28654	105	11	,	,	PUNCT
fbem-28654	105	12	or	or	CCONJ
fbem-28654	105	13	market	market	NOUN
fbem-28654	105	14	sentiment	sentiment	NOUN
fbem-28654	105	15	may	may	AUX
fbem-28654	105	16	be	be	AUX
fbem-28654	105	17	ignored	ignore	VERB
fbem-28654	105	18	in	in	ADP
fbem-28654	105	19	conventional	conventional	ADJ
fbem-28654	105	20	analysis	analysis	NOUN
fbem-28654	105	21	frameworks	framework	NOUN
fbem-28654	105	22	,	,	PUNCT
fbem-28654	105	23	but	but	CCONJ
fbem-28654	105	24	machine	machine	NOUN
fbem-28654	105	25	learning	learning	NOUN
fbem-28654	105	26	can	can	AUX
fbem-28654	105	27	capture	capture	VERB
fbem-28654	105	28	these	these	DET
fbem-28654	105	29	micro	micro	ADJ
fbem-28654	105	30	-	-	NOUN
fbem-28654	105	31	level	level	ADJ
fbem-28654	105	32	insights	insight	NOUN
fbem-28654	105	33	effectively	effectively	ADV
fbem-28654	105	34	through	through	ADP
fbem-28654	105	35	big	big	ADJ
fbem-28654	105	36	data	datum	NOUN
fbem-28654	105	37	processing	processing	NOUN
fbem-28654	105	38	.	.	PUNCT
fbem-28654	106	1	thus	thus	ADV
fbem-28654	106	2	,	,	PUNCT
fbem-28654	106	3	machine	machine	NOUN
fbem-28654	106	4	learning	learn	VERB
fbem-28654	106	5	not	not	PART
fbem-28654	106	6	only	only	ADV
fbem-28654	106	7	provides	provide	VERB
fbem-28654	106	8	a	a	DET
fbem-28654	106	9	tool	tool	NOUN
fbem-28654	106	10	for	for	ADP
fbem-28654	106	11	model	model	NOUN
fbem-28654	106	12	interpretation	interpretation	NOUN
fbem-28654	106	13	but	but	CCONJ
fbem-28654	106	14	also	also	ADV
fbem-28654	106	15	offers	offer	VERB
fbem-28654	106	16	policymakers	policymaker	NOUN
fbem-28654	106	17	a	a	DET
fbem-28654	106	18	more	more	ADV
fbem-28654	106	19	comprehensive	comprehensive	ADJ
fbem-28654	106	20	and	and	CCONJ
fbem-28654	106	21	in	in	ADP
fbem-28654	106	22	-	-	PUNCT
fbem-28654	106	23	depth	depth	NOUN
fbem-28654	106	24	understanding	understanding	NOUN
fbem-28654	106	25	of	of	ADP
fbem-28654	106	26	economic	economic	ADJ
fbem-28654	106	27	dynamics	dynamic	NOUN
fbem-28654	106	28	.	.	PUNCT
fbem-28654	107	1	4.2	4.2	NUM
fbem-28654	107	2	.	.	PUNCT
fbem-28654	107	3	causal	causal	ADJ
fbem-28654	107	4	inference	inference	NOUN
fbem-28654	107	5	and	and	CCONJ
fbem-28654	107	6	machine	machine	NOUN
fbem-28654	107	7	learning	learn	VERB
fbem-28654	107	8	causal	causal	ADJ
fbem-28654	107	9	inference	inference	NOUN
fbem-28654	107	10	has	have	AUX
fbem-28654	107	11	always	always	ADV
fbem-28654	107	12	been	be	AUX
fbem-28654	107	13	a	a	DET
fbem-28654	107	14	central	central	ADJ
fbem-28654	107	15	issue	issue	NOUN
fbem-28654	107	16	in	in	ADP
fbem-28654	107	17	economic	economic	ADJ
fbem-28654	107	18	policy	policy	NOUN
fbem-28654	107	19	analysis	analysis	NOUN
fbem-28654	107	20	.	.	PUNCT
fbem-28654	108	1	traditional	traditional	ADJ
fbem-28654	108	2	econometrics	econometrics	NOUN
fbem-28654	108	3	methods	method	NOUN
fbem-28654	108	4	analyze	analyze	VERB
fbem-28654	108	5	causal	causal	ADJ
fbem-28654	108	6	relationships	relationship	NOUN
fbem-28654	108	7	through	through	ADP
fbem-28654	108	8	assumptions	assumption	NOUN
fbem-28654	108	9	and	and	CCONJ
fbem-28654	108	10	model	model	NOUN
fbem-28654	108	11	tests	test	NOUN
fbem-28654	108	12	;	;	PUNCT
fbem-28654	108	13	however	however	ADV
fbem-28654	108	14	,	,	PUNCT
fbem-28654	108	15	these	these	DET
fbem-28654	108	16	methods	method	NOUN
fbem-28654	108	17	often	often	ADV
fbem-28654	108	18	rely	rely	VERB
fbem-28654	108	19	on	on	ADP
fbem-28654	108	20	strong	strong	ADJ
fbem-28654	108	21	assumptions	assumption	NOUN
fbem-28654	108	22	and	and	CCONJ
fbem-28654	108	23	are	be	AUX
fbem-28654	108	24	susceptible	susceptible	ADJ
fbem-28654	108	25	to	to	ADP
fbem-28654	108	26	biases	bias	NOUN
fbem-28654	108	27	when	when	SCONJ
fbem-28654	108	28	dealing	deal	VERB
fbem-28654	108	29	with	with	ADP
fbem-28654	108	30	complex	complex	ADJ
fbem-28654	108	31	data	datum	NOUN
fbem-28654	108	32	.	.	PUNCT
fbem-28654	109	1	machine	machine	NOUN
fbem-28654	109	2	learning	learning	PROPN
fbem-28654	109	3	,	,	PUNCT
fbem-28654	109	4	particularly	particularly	ADV
fbem-28654	109	5	when	when	SCONJ
fbem-28654	109	6	integrated	integrate	VERB
fbem-28654	109	7	with	with	ADP
fbem-28654	109	8	causal	causal	ADJ
fbem-28654	109	9	inference	inference	NOUN
fbem-28654	109	10	theory	theory	NOUN
fbem-28654	109	11	,	,	PUNCT
fbem-28654	109	12	has	have	AUX
fbem-28654	109	13	shown	show	VERB
fbem-28654	109	14	broad	broad	ADJ
fbem-28654	109	15	application	application	NOUN
fbem-28654	109	16	potential	potential	NOUN
fbem-28654	109	17	.	.	PUNCT
fbem-28654	110	1	as	as	SCONJ
fbem-28654	110	2	the	the	DET
fbem-28654	110	3	field	field	NOUN
fbem-28654	110	4	of	of	ADP
fbem-28654	110	5	causal	causal	ADJ
fbem-28654	110	6	inference	inference	NOUN
fbem-28654	110	7	continues	continue	VERB
fbem-28654	110	8	to	to	PART
fbem-28654	110	9	develop	develop	VERB
fbem-28654	110	10	,	,	PUNCT
fbem-28654	110	11	techniques	technique	NOUN
fbem-28654	110	12	such	such	ADJ
fbem-28654	110	13	as	as	ADP
fbem-28654	110	14	random	random	ADJ
fbem-28654	110	15	forest	forest	NOUN
fbem-28654	110	16	regression	regression	NOUN
fbem-28654	110	17	,	,	PUNCT
fbem-28654	110	18	difference	difference	NOUN
fbem-28654	110	19	-	-	PUNCT
fbem-28654	110	20	indifferences	indifference	NOUN
fbem-28654	110	21	,	,	PUNCT
fbem-28654	110	22	and	and	CCONJ
fbem-28654	110	23	regression	regression	VERB
fbem-28654	110	24	discontinuity	discontinuity	NOUN
fbem-28654	110	25	design	design	NOUN
fbem-28654	110	26	have	have	AUX
fbem-28654	110	27	been	be	AUX
fbem-28654	110	28	increasingly	increasingly	ADV
fbem-28654	110	29	incorporated	incorporate	VERB
fbem-28654	110	30	into	into	ADP
fbem-28654	110	31	machine	machine	NOUN
fbem-28654	110	32	learning	learning	NOUN
fbem-28654	110	33	models	model	NOUN
fbem-28654	110	34	,	,	PUNCT
fbem-28654	110	35	driving	drive	VERB
fbem-28654	110	36	innovation	innovation	NOUN
fbem-28654	110	37	in	in	ADP
fbem-28654	110	38	causal	causal	ADJ
fbem-28654	110	39	inference	inference	NOUN
fbem-28654	110	40	analysis	analysis	NOUN
fbem-28654	110	41	.	.	PUNCT
fbem-28654	111	1	through	through	ADP
fbem-28654	111	2	causal	causal	ADJ
fbem-28654	111	3	inference	inference	NOUN
fbem-28654	111	4	frameworks	framework	NOUN
fbem-28654	111	5	,	,	PUNCT
fbem-28654	111	6	machine	machine	NOUN
fbem-28654	111	7	learning	learning	NOUN
fbem-28654	111	8	can	can	AUX
fbem-28654	111	9	help	help	VERB
fbem-28654	111	10	researchers	researcher	NOUN
fbem-28654	111	11	uncover	uncover	VERB
fbem-28654	111	12	the	the	DET
fbem-28654	111	13	causal	causal	ADJ
fbem-28654	111	14	effects	effect	NOUN
fbem-28654	111	15	of	of	ADP
fbem-28654	111	16	policy	policy	NOUN
fbem-28654	111	17	interventions	intervention	NOUN
fbem-28654	111	18	from	from	ADP
fbem-28654	111	19	large	large	ADJ
fbem-28654	111	20	datasets	dataset	NOUN
fbem-28654	111	21	.	.	PUNCT
fbem-28654	112	1	for	for	ADP
fbem-28654	112	2	example	example	NOUN
fbem-28654	112	3	,	,	PUNCT
fbem-28654	112	4	comparing	compare	VERB
fbem-28654	112	5	preand	preand	NOUN
fbem-28654	112	6	post	post	ADJ
fbem-28654	112	7	-	-	ADJ
fbem-28654	112	8	policy	policy	ADJ
fbem-28654	112	9	implementation	implementation	NOUN
fbem-28654	112	10	data	datum	NOUN
fbem-28654	112	11	,	,	PUNCT
fbem-28654	112	12	or	or	CCONJ
fbem-28654	112	13	analyzing	analyze	VERB
fbem-28654	112	14	differences	difference	NOUN
fbem-28654	112	15	between	between	ADP
fbem-28654	112	16	treatment	treatment	NOUN
fbem-28654	112	17	and	and	CCONJ
fbem-28654	112	18	control	control	NOUN
fbem-28654	112	19	groups	group	NOUN
fbem-28654	112	20	,	,	PUNCT
fbem-28654	112	21	are	be	AUX
fbem-28654	112	22	common	common	ADJ
fbem-28654	112	23	methods	method	NOUN
fbem-28654	112	24	in	in	ADP
fbem-28654	112	25	causal	causal	ADJ
fbem-28654	112	26	inference	inference	NOUN
fbem-28654	112	27	.	.	PUNCT
fbem-28654	113	1	machine	machine	NOUN
fbem-28654	113	2	learning	learning	NOUN
fbem-28654	113	3	models	model	NOUN
fbem-28654	113	4	can	can	AUX
fbem-28654	113	5	leverage	leverage	VERB
fbem-28654	113	6	these	these	DET
fbem-28654	113	7	methods	method	NOUN
fbem-28654	113	8	to	to	PART
fbem-28654	113	9	accurately	accurately	ADV
fbem-28654	113	10	quantify	quantify	VERB
fbem-28654	113	11	the	the	DET
fbem-28654	113	12	specific	specific	ADJ
fbem-28654	113	13	impact	impact	NOUN
fbem-28654	113	14	of	of	ADP
fbem-28654	113	15	policy	policy	NOUN
fbem-28654	113	16	changes	change	NOUN
fbem-28654	113	17	on	on	ADP
fbem-28654	113	18	markets	market	NOUN
fbem-28654	113	19	or	or	CCONJ
fbem-28654	113	20	society	society	NOUN
fbem-28654	113	21	.	.	PUNCT
fbem-28654	114	1	more	more	ADV
fbem-28654	114	2	importantly	importantly	ADV
fbem-28654	114	3	,	,	PUNCT
fbem-28654	114	4	machine	machine	NOUN
fbem-28654	114	5	learning	learning	NOUN
fbem-28654	114	6	can	can	AUX
fbem-28654	114	7	handle	handle	VERB
fbem-28654	114	8	the	the	DET
fbem-28654	114	9	effects	effect	NOUN
fbem-28654	114	10	of	of	ADP
fbem-28654	114	11	multiple	multiple	ADJ
fbem-28654	114	12	variables	variable	NOUN
fbem-28654	114	13	,	,	PUNCT
fbem-28654	114	14	nonlinear	nonlinear	ADJ
fbem-28654	114	15	relationships	relationship	NOUN
fbem-28654	114	16	,	,	PUNCT
fbem-28654	114	17	and	and	CCONJ
fbem-28654	114	18	dynamic	dynamic	ADJ
fbem-28654	114	19	changes	change	NOUN
fbem-28654	114	20	,	,	PUNCT
fbem-28654	114	21	overcoming	overcome	VERB
fbem-28654	114	22	the	the	DET
fbem-28654	114	23	limitations	limitation	NOUN
fbem-28654	114	24	of	of	ADP
fbem-28654	114	25	traditional	traditional	ADJ
fbem-28654	114	26	causal	causal	NOUN
fbem-28654	114	27	inference	inference	NOUN
fbem-28654	114	28	models	model	NOUN
fbem-28654	114	29	in	in	ADP
fbem-28654	114	30	complex	complex	ADJ
fbem-28654	114	31	situations	situation	NOUN
fbem-28654	114	32	.	.	PUNCT
fbem-28654	115	1	additionally	additionally	ADV
fbem-28654	115	2	,	,	PUNCT
fbem-28654	115	3	machine	machine	NOUN
fbem-28654	115	4	learning	learning	NOUN
fbem-28654	115	5	can	can	AUX
fbem-28654	115	6	identify	identify	VERB
fbem-28654	115	7	the	the	DET
fbem-28654	115	8	heterogeneity	heterogeneity	NOUN
fbem-28654	115	9	of	of	ADP
fbem-28654	115	10	policy	policy	NOUN
fbem-28654	115	11	effects	effect	NOUN
fbem-28654	115	12	—	—	PUNCT
fbem-28654	115	13	i.e.	i.e.	X
fbem-28654	115	14	,	,	PUNCT
fbem-28654	115	15	how	how	SCONJ
fbem-28654	115	16	different	different	ADJ
fbem-28654	115	17	regions	region	NOUN
fbem-28654	115	18	,	,	PUNCT
fbem-28654	115	19	groups	group	NOUN
fbem-28654	115	20	,	,	PUNCT
fbem-28654	115	21	or	or	CCONJ
fbem-28654	115	22	economic	economic	ADJ
fbem-28654	115	23	entities	entity	NOUN
fbem-28654	115	24	respond	respond	VERB
fbem-28654	115	25	differently	differently	ADV
fbem-28654	115	26	to	to	ADP
fbem-28654	115	27	the	the	DET
fbem-28654	115	28	same	same	ADJ
fbem-28654	115	29	policy	policy	NOUN
fbem-28654	115	30	.	.	PUNCT
fbem-28654	116	1	this	this	DET
fbem-28654	116	2	capability	capability	NOUN
fbem-28654	116	3	is	be	AUX
fbem-28654	116	4	difficult	difficult	ADJ
fbem-28654	116	5	to	to	PART
fbem-28654	116	6	achieve	achieve	VERB
fbem-28654	116	7	with	with	ADP
fbem-28654	116	8	traditional	traditional	ADJ
fbem-28654	116	9	econometrics	econometric	NOUN
fbem-28654	116	10	,	,	PUNCT
fbem-28654	116	11	as	as	SCONJ
fbem-28654	116	12	these	these	DET
fbem-28654	116	13	methods	method	NOUN
fbem-28654	116	14	often	often	ADV
fbem-28654	116	15	assume	assume	VERB
fbem-28654	116	16	that	that	SCONJ
fbem-28654	116	17	effects	effect	NOUN
fbem-28654	116	18	are	be	AUX
fbem-28654	116	19	uniform	uniform	ADJ
fbem-28654	116	20	across	across	ADP
fbem-28654	116	21	all	all	DET
fbem-28654	116	22	units	unit	NOUN
fbem-28654	116	23	.	.	PUNCT
fbem-28654	117	1	machine	machine	NOUN
fbem-28654	117	2	learning	learning	NOUN
fbem-28654	117	3	,	,	PUNCT
fbem-28654	117	4	by	by	ADP
fbem-28654	117	5	processing	process	VERB
fbem-28654	117	6	large	large	ADJ
fbem-28654	117	7	-	-	PUNCT
fbem-28654	117	8	scale	scale	NOUN
fbem-28654	117	9	heterogeneous	heterogeneous	ADJ
fbem-28654	117	10	data	datum	NOUN
fbem-28654	117	11	,	,	PUNCT
fbem-28654	117	12	can	can	AUX
fbem-28654	117	13	reveal	reveal	VERB
fbem-28654	117	14	how	how	SCONJ
fbem-28654	117	15	different	different	ADJ
fbem-28654	117	16	policy	policy	NOUN
fbem-28654	117	17	interventions	intervention	NOUN
fbem-28654	117	18	affect	affect	VERB
fbem-28654	117	19	various	various	ADJ
fbem-28654	117	20	economic	economic	ADJ
fbem-28654	117	21	actors	actor	NOUN
fbem-28654	117	22	.	.	PUNCT
fbem-28654	118	1	this	this	PRON
fbem-28654	118	2	is	be	AUX
fbem-28654	118	3	crucial	crucial	ADJ
fbem-28654	118	4	for	for	ADP
fbem-28654	118	5	developing	develop	VERB
fbem-28654	118	6	more	more	ADJ
fbem-28654	118	7	personalized	personalized	ADJ
fbem-28654	118	8	policies	policy	NOUN
fbem-28654	118	9	and	and	CCONJ
fbem-28654	118	10	regional	regional	ADJ
fbem-28654	118	11	strategies	strategy	NOUN
fbem-28654	118	12	.	.	PUNCT
fbem-28654	119	1	for	for	ADP
fbem-28654	119	2	example	example	NOUN
fbem-28654	119	3	,	,	PUNCT
fbem-28654	119	4	in	in	ADP
fbem-28654	119	5	regions	region	NOUN
fbem-28654	119	6	with	with	ADP
fbem-28654	119	7	significant	significant	ADJ
fbem-28654	119	8	income	income	NOUN
fbem-28654	119	9	inequality	inequality	NOUN
fbem-28654	119	10	or	or	CCONJ
fbem-28654	119	11	imbalanced	imbalanced	ADJ
fbem-28654	119	12	industry	industry	NOUN
fbem-28654	119	13	development	development	NOUN
fbem-28654	119	14	,	,	PUNCT
fbem-28654	119	15	machine	machine	NOUN
fbem-28654	119	16	learning	learning	NOUN
fbem-28654	119	17	can	can	AUX
fbem-28654	119	18	help	help	AUX
fbem-28654	119	19	identify	identify	VERB
fbem-28654	119	20	these	these	DET
fbem-28654	119	21	disparities	disparity	NOUN
fbem-28654	119	22	and	and	CCONJ
fbem-28654	119	23	optimize	optimize	VERB
fbem-28654	119	24	policy	policy	NOUN
fbem-28654	119	25	design	design	NOUN
fbem-28654	119	26	accordingly	accordingly	ADV
fbem-28654	119	27	.	.	PUNCT
fbem-28654	120	1	the	the	DET
fbem-28654	120	2	combination	combination	NOUN
fbem-28654	120	3	of	of	ADP
fbem-28654	120	4	causal	causal	ADJ
fbem-28654	120	5	inference	inference	NOUN
fbem-28654	120	6	and	and	CCONJ
fbem-28654	120	7	machine	machine	NOUN
fbem-28654	120	8	learning	learning	NOUN
fbem-28654	120	9	can	can	AUX
fbem-28654	120	10	also	also	ADV
fbem-28654	120	11	promote	promote	VERB
fbem-28654	120	12	the	the	DET
fbem-28654	120	13	development	development	NOUN
fbem-28654	120	14	of	of	ADP
fbem-28654	120	15	policy	policy	NOUN
fbem-28654	120	16	simulation	simulation	NOUN
fbem-28654	120	17	and	and	CCONJ
fbem-28654	120	18	prediction	prediction	NOUN
fbem-28654	120	19	.	.	PUNCT
fbem-28654	121	1	in	in	ADP
fbem-28654	121	2	practical	practical	ADJ
fbem-28654	121	3	applications	application	NOUN
fbem-28654	121	4	,	,	PUNCT
fbem-28654	121	5	policymakers	policymaker	NOUN
fbem-28654	121	6	often	often	ADV
fbem-28654	121	7	wish	wish	VERB
fbem-28654	121	8	to	to	PART
fbem-28654	121	9	simulate	simulate	VERB
fbem-28654	121	10	the	the	DET
fbem-28654	121	11	effects	effect	NOUN
fbem-28654	121	12	of	of	ADP
fbem-28654	121	13	different	different	ADJ
fbem-28654	121	14	policy	policy	NOUN
fbem-28654	121	15	scenarios	scenario	NOUN
fbem-28654	121	16	to	to	PART
fbem-28654	121	17	choose	choose	VERB
fbem-28654	121	18	the	the	DET
fbem-28654	121	19	best	good	ADJ
fbem-28654	121	20	course	course	NOUN
fbem-28654	121	21	of	of	ADP
fbem-28654	121	22	action	action	NOUN
fbem-28654	121	23	.	.	PUNCT
fbem-28654	122	1	machine	machine	NOUN
fbem-28654	122	2	learning	learning	NOUN
fbem-28654	122	3	's	's	PART
fbem-28654	122	4	flexibility	flexibility	NOUN
fbem-28654	122	5	allows	allow	VERB
fbem-28654	122	6	policy	policy	NOUN
fbem-28654	122	7	simulations	simulation	NOUN
fbem-28654	122	8	to	to	PART
fbem-28654	122	9	not	not	PART
fbem-28654	122	10	only	only	ADV
fbem-28654	122	11	address	address	VERB
fbem-28654	122	12	linear	linear	NOUN
fbem-28654	122	13	models	model	NOUN
fbem-28654	122	14	used	use	VERB
fbem-28654	122	15	in	in	ADP
fbem-28654	122	16	traditional	traditional	ADJ
fbem-28654	122	17	economics	economic	NOUN
fbem-28654	122	18	but	but	CCONJ
fbem-28654	122	19	also	also	ADV
fbem-28654	122	20	to	to	PART
fbem-28654	122	21	incorporate	incorporate	VERB
fbem-28654	122	22	more	more	ADV
fbem-28654	122	23	complex	complex	ADJ
fbem-28654	122	24	dynamic	dynamic	ADJ
fbem-28654	122	25	changes	change	NOUN
fbem-28654	122	26	and	and	CCONJ
fbem-28654	122	27	diverse	diverse	ADJ
fbem-28654	122	28	policy	policy	NOUN
fbem-28654	122	29	effects	effect	NOUN
fbem-28654	122	30	.	.	PUNCT
fbem-28654	123	1	in	in	ADP
fbem-28654	123	2	this	this	DET
fbem-28654	123	3	way	way	NOUN
fbem-28654	123	4	,	,	PUNCT
fbem-28654	123	5	machine	machine	NOUN
fbem-28654	123	6	learning	learning	NOUN
fbem-28654	123	7	improves	improve	VERB
fbem-28654	123	8	the	the	DET
fbem-28654	123	9	accuracy	accuracy	NOUN
fbem-28654	123	10	of	of	ADP
fbem-28654	123	11	causal	causal	ADJ
fbem-28654	123	12	inference	inference	NOUN
fbem-28654	123	13	while	while	SCONJ
fbem-28654	123	14	enabling	enable	VERB
fbem-28654	123	15	policymakers	policymaker	NOUN
fbem-28654	123	16	to	to	PART
fbem-28654	123	17	make	make	VERB
fbem-28654	123	18	more	more	ADV
fbem-28654	123	19	scientifically	scientifically	ADV
fbem-28654	123	20	grounded	grounded	ADJ
fbem-28654	123	21	and	and	CCONJ
fbem-28654	123	22	rational	rational	ADJ
fbem-28654	123	23	decisions	decision	NOUN
fbem-28654	123	24	in	in	ADP
fbem-28654	123	25	dynamic	dynamic	ADJ
fbem-28654	123	26	and	and	CCONJ
fbem-28654	123	27	complex	complex	ADJ
fbem-28654	123	28	economic	economic	ADJ
fbem-28654	123	29	environments	environment	NOUN
fbem-28654	123	30	.	.	PUNCT
fbem-28654	124	1	5	5	X
fbem-28654	124	2	.	.	X
fbem-28654	124	3	applications	application	NOUN
fbem-28654	124	4	of	of	ADP
fbem-28654	124	5	machine	machine	NOUN
fbem-28654	124	6	learning	learning	NOUN
fbem-28654	124	7	in	in	ADP
fbem-28654	124	8	financial	financial	ADJ
fbem-28654	124	9	analysis	analysis	NOUN
fbem-28654	124	10	with	with	ADP
fbem-28654	124	11	the	the	DET
fbem-28654	124	12	increasing	increase	VERB
fbem-28654	124	13	complexity	complexity	NOUN
fbem-28654	124	14	of	of	ADP
fbem-28654	124	15	global	global	ADJ
fbem-28654	124	16	financial	financial	ADJ
fbem-28654	124	17	markets	market	NOUN
fbem-28654	124	18	and	and	CCONJ
fbem-28654	124	19	the	the	DET
fbem-28654	124	20	dramatic	dramatic	ADJ
fbem-28654	124	21	growth	growth	NOUN
fbem-28654	124	22	of	of	ADP
fbem-28654	124	23	data	datum	NOUN
fbem-28654	124	24	,	,	PUNCT
fbem-28654	124	25	traditional	traditional	ADJ
fbem-28654	124	26	financial	financial	ADJ
fbem-28654	124	27	analysis	analysis	NOUN
fbem-28654	124	28	methods	method	NOUN
fbem-28654	124	29	are	be	AUX
fbem-28654	124	30	gradually	gradually	ADV
fbem-28654	124	31	revealing	reveal	VERB
fbem-28654	124	32	their	their	PRON
fbem-28654	124	33	limitations	limitation	NOUN
fbem-28654	124	34	in	in	ADP
fbem-28654	124	35	handling	handle	VERB
fbem-28654	124	36	large	large	ADJ
fbem-28654	124	37	-	-	PUNCT
fbem-28654	124	38	scale	scale	NOUN
fbem-28654	124	39	,	,	PUNCT
fbem-28654	124	40	high	high	ADJ
fbem-28654	124	41	-	-	PUNCT
fbem-28654	124	42	dimensional	dimensional	ADJ
fbem-28654	124	43	data	datum	NOUN
fbem-28654	124	44	and	and	CCONJ
fbem-28654	124	45	dynamic	dynamic	ADJ
fbem-28654	124	46	market	market	NOUN
fbem-28654	124	47	changes	change	NOUN
fbem-28654	124	48	.	.	PUNCT
fbem-28654	125	1	machine	machine	NOUN
fbem-28654	125	2	learning	learning	NOUN
fbem-28654	125	3	,	,	PUNCT
fbem-28654	125	4	with	with	ADP
fbem-28654	125	5	its	its	PRON
fbem-28654	125	6	powerful	powerful	ADJ
fbem-28654	125	7	data	datum	NOUN
fbem-28654	125	8	processing	processing	NOUN
fbem-28654	125	9	and	and	CCONJ
fbem-28654	125	10	self	self	NOUN
fbem-28654	125	11	-	-	PUNCT
fbem-28654	125	12	optimization	optimization	NOUN
fbem-28654	125	13	capabilities	capability	NOUN
fbem-28654	125	14	,	,	PUNCT
fbem-28654	125	15	has	have	AUX
fbem-28654	125	16	become	become	VERB
fbem-28654	125	17	a	a	DET
fbem-28654	125	18	crucial	crucial	ADJ
fbem-28654	125	19	tool	tool	NOUN
fbem-28654	125	20	in	in	ADP
fbem-28654	125	21	modern	modern	ADJ
fbem-28654	125	22	financial	financial	ADJ
fbem-28654	125	23	analysis	analysis	NOUN
fbem-28654	125	24	.	.	PUNCT
fbem-28654	126	1	machine	machine	NOUN
fbem-28654	126	2	learning	learning	NOUN
fbem-28654	126	3	can	can	AUX
fbem-28654	126	4	not	not	PART
fbem-28654	126	5	only	only	ADV
fbem-28654	126	6	help	help	VERB
fbem-28654	126	7	analysts	analyst	NOUN
fbem-28654	126	8	uncover	uncover	VERB
fbem-28654	126	9	potential	potential	ADJ
fbem-28654	126	10	patterns	pattern	NOUN
fbem-28654	126	11	and	and	CCONJ
fbem-28654	126	12	trends	trend	NOUN
fbem-28654	126	13	from	from	ADP
fbem-28654	126	14	vast	vast	ADJ
fbem-28654	126	15	amounts	amount	NOUN
fbem-28654	126	16	of	of	ADP
fbem-28654	126	17	data	datum	NOUN
fbem-28654	126	18	but	but	CCONJ
fbem-28654	126	19	also	also	ADV
fbem-28654	126	20	provide	provide	VERB
fbem-28654	126	21	more	more	ADV
fbem-28654	126	22	accurate	accurate	ADJ
fbem-28654	126	23	predictions	prediction	NOUN
fbem-28654	126	24	and	and	CCONJ
fbem-28654	126	25	decision	decision	NOUN
fbem-28654	126	26	support	support	NOUN
fbem-28654	126	27	in	in	ADP
fbem-28654	126	28	real	real	ADJ
fbem-28654	126	29	-	-	PUNCT
fbem-28654	126	30	time	time	NOUN
fbem-28654	126	31	environments	environment	NOUN
fbem-28654	126	32	.	.	PUNCT
fbem-28654	127	1	as	as	SCONJ
fbem-28654	127	2	financial	financial	ADJ
fbem-28654	127	3	markets	market	NOUN
fbem-28654	127	4	continue	continue	VERB
fbem-28654	127	5	to	to	PART
fbem-28654	127	6	evolve	evolve	VERB
fbem-28654	127	7	,	,	PUNCT
fbem-28654	127	8	the	the	DET
fbem-28654	127	9	application	application	NOUN
fbem-28654	127	10	of	of	ADP
fbem-28654	127	11	machine	machine	NOUN
fbem-28654	127	12	learning	learn	VERB
fbem-28654	127	13	in	in	ADP
fbem-28654	127	14	areas	area	NOUN
fbem-28654	127	15	such	such	ADJ
fbem-28654	127	16	as	as	ADP
fbem-28654	127	17	financial	financial	ADJ
fbem-28654	127	18	risk	risk	NOUN
fbem-28654	127	19	management	management	NOUN
fbem-28654	127	20	,	,	PUNCT
fbem-28654	127	21	portfolio	portfolio	NOUN
fbem-28654	127	22	optimization	optimization	NOUN
fbem-28654	127	23	,	,	PUNCT
fbem-28654	127	24	and	and	CCONJ
fbem-28654	127	25	market	market	NOUN
fbem-28654	127	26	trend	trend	NOUN
fbem-28654	127	27	forecasting	forecasting	NOUN
fbem-28654	127	28	is	be	AUX
fbem-28654	127	29	transforming	transform	VERB
fbem-28654	127	30	the	the	DET
fbem-28654	127	31	traditional	traditional	ADJ
fbem-28654	127	32	financial	financial	ADJ
fbem-28654	127	33	analysis	analysis	NOUN
fbem-28654	127	34	framework	framework	NOUN
fbem-28654	127	35	.	.	PUNCT
fbem-28654	128	1	5.1	5.1	NUM
fbem-28654	128	2	.	.	PUNCT
fbem-28654	128	3	financial	financial	ADJ
fbem-28654	128	4	market	market	NOUN
fbem-28654	128	5	forecasting	forecasting	NOUN
fbem-28654	128	6	and	and	CCONJ
fbem-28654	128	7	machine	machine	NOUN
fbem-28654	128	8	learning	learn	VERB
fbem-28654	128	9	the	the	DET
fbem-28654	128	10	volatility	volatility	NOUN
fbem-28654	128	11	and	and	CCONJ
fbem-28654	128	12	nonlinear	nonlinear	ADJ
fbem-28654	128	13	characteristics	characteristic	NOUN
fbem-28654	128	14	of	of	ADP
fbem-28654	128	15	financial	financial	ADJ
fbem-28654	128	16	markets	market	NOUN
fbem-28654	128	17	present	present	ADJ
fbem-28654	128	18	challenges	challenge	NOUN
fbem-28654	128	19	for	for	ADP
fbem-28654	128	20	traditional	traditional	ADJ
fbem-28654	128	21	statistical	statistical	ADJ
fbem-28654	128	22	analysis	analysis	NOUN
fbem-28654	128	23	methods	method	NOUN
fbem-28654	128	24	when	when	SCONJ
fbem-28654	128	25	predicting	predict	VERB
fbem-28654	128	26	market	market	NOUN
fbem-28654	128	27	trends	trend	NOUN
fbem-28654	128	28	.	.	PUNCT
fbem-28654	129	1	for	for	ADP
fbem-28654	129	2	example	example	NOUN
fbem-28654	129	3	,	,	PUNCT
fbem-28654	129	4	in	in	ADP
fbem-28654	129	5	stock	stock	NOUN
fbem-28654	129	6	market	market	NOUN
fbem-28654	129	7	forecasting	forecasting	NOUN
fbem-28654	129	8	,	,	PUNCT
fbem-28654	129	9	traditional	traditional	ADJ
fbem-28654	129	10	regression	regression	NOUN
fbem-28654	129	11	analysis	analysis	NOUN
fbem-28654	129	12	methods	method	NOUN
fbem-28654	129	13	typically	typically	ADV
fbem-28654	129	14	assume	assume	VERB
fbem-28654	129	15	that	that	SCONJ
fbem-28654	129	16	the	the	DET
fbem-28654	129	17	data	data	NOUN
fbem-28654	129	18	is	be	AUX
fbem-28654	129	19	linear	linear	ADJ
fbem-28654	129	20	,	,	PUNCT
fbem-28654	129	21	ignoring	ignore	VERB
fbem-28654	129	22	market	market	NOUN
fbem-28654	129	23	noise	noise	NOUN
fbem-28654	129	24	and	and	CCONJ
fbem-28654	129	25	complex	complex	ADJ
fbem-28654	129	26	dynamic	dynamic	ADJ
fbem-28654	129	27	relationships	relationship	NOUN
fbem-28654	129	28	.	.	PUNCT
fbem-28654	130	1	however	however	ADV
fbem-28654	130	2	,	,	PUNCT
fbem-28654	130	3	market	market	NOUN
fbem-28654	130	4	data	datum	NOUN
fbem-28654	130	5	is	be	AUX
fbem-28654	130	6	highly	highly	ADV
fbem-28654	130	7	nonlinear	nonlinear	ADJ
fbem-28654	130	8	and	and	CCONJ
fbem-28654	130	9	often	often	ADV
fbem-28654	130	10	influenced	influence	VERB
fbem-28654	130	11	by	by	ADP
fbem-28654	130	12	factors	factor	NOUN
fbem-28654	130	13	such	such	ADJ
fbem-28654	130	14	as	as	ADP
fbem-28654	130	15	investor	investor	NOUN
fbem-28654	130	16	sentiment	sentiment	NOUN
fbem-28654	130	17	and	and	CCONJ
fbem-28654	130	18	policy	policy	NOUN
fbem-28654	130	19	changes	change	NOUN
fbem-28654	130	20	,	,	PUNCT
fbem-28654	130	21	which	which	PRON
fbem-28654	130	22	are	be	AUX
fbem-28654	130	23	difficult	difficult	ADJ
fbem-28654	130	24	to	to	PART
fbem-28654	130	25	quantify	quantify	VERB
fbem-28654	130	26	and	and	CCONJ
fbem-28654	130	27	are	be	AUX
fbem-28654	130	28	often	often	ADV
fbem-28654	130	29	not	not	PART
fbem-28654	130	30	effectively	effectively	ADV
fbem-28654	130	31	captured	capture	VERB
fbem-28654	130	32	by	by	ADP
fbem-28654	130	33	traditional	traditional	ADJ
fbem-28654	130	34	models	model	NOUN
fbem-28654	130	35	.	.	PUNCT
fbem-28654	131	1	machine	machine	NOUN
fbem-28654	131	2	learning	learning	NOUN
fbem-28654	131	3	,	,	PUNCT
fbem-28654	131	4	especially	especially	ADV
fbem-28654	131	5	algorithms	algorithm	NOUN
fbem-28654	131	6	such	such	ADJ
fbem-28654	131	7	as	as	ADP
fbem-28654	131	8	deep	deep	ADJ
fbem-28654	131	9	learning	learning	NOUN
fbem-28654	131	10	,	,	PUNCT
fbem-28654	131	11	support	support	VERB
fbem-28654	131	12	vector	vector	NOUN
fbem-28654	131	13	machines	machine	NOUN
fbem-28654	131	14	(	(	PUNCT
fbem-28654	131	15	svm	svm	PROPN
fbem-28654	131	16	)	)	PUNCT
fbem-28654	131	17	,	,	PUNCT
fbem-28654	131	18	and	and	CCONJ
fbem-28654	131	19	random	random	ADJ
fbem-28654	131	20	forests	forest	NOUN
fbem-28654	131	21	,	,	PUNCT
fbem-28654	131	22	can	can	AUX
fbem-28654	131	23	uncover	uncover	VERB
fbem-28654	131	24	complex	complex	ADJ
fbem-28654	131	25	patterns	pattern	NOUN
fbem-28654	131	26	by	by	ADP
fbem-28654	131	27	learning	learn	VERB
fbem-28654	131	28	from	from	ADP
fbem-28654	131	29	large	large	ADJ
fbem-28654	131	30	volumes	volume	NOUN
fbem-28654	131	31	of	of	ADP
fbem-28654	131	32	historical	historical	ADJ
fbem-28654	131	33	market	market	NOUN
fbem-28654	131	34	data	datum	NOUN
fbem-28654	131	35	.	.	PUNCT
fbem-28654	132	1	deep	deep	ADJ
fbem-28654	132	2	learning	learning	NOUN
fbem-28654	132	3	,	,	PUNCT
fbem-28654	132	4	for	for	ADP
fbem-28654	132	5	instance	instance	NOUN
fbem-28654	132	6	,	,	PUNCT
fbem-28654	132	7	can	can	AUX
fbem-28654	132	8	capture	capture	VERB
fbem-28654	132	9	underlying	underlying	ADJ
fbem-28654	132	10	relationships	relationship	NOUN
fbem-28654	132	11	in	in	ADP
fbem-28654	132	12	the	the	DET
fbem-28654	132	13	data	datum	NOUN
fbem-28654	132	14	through	through	ADP
fbem-28654	132	15	multilayer	multilayer	ADJ
fbem-28654	132	16	nonlinear	nonlinear	ADJ
fbem-28654	132	17	mappings	mapping	NOUN
fbem-28654	132	18	,	,	PUNCT
fbem-28654	132	19	improving	improve	VERB
fbem-28654	132	20	the	the	DET
fbem-28654	132	21	accuracy	accuracy	NOUN
fbem-28654	132	22	of	of	ADP
fbem-28654	132	23	market	market	NOUN
fbem-28654	132	24	trend	trend	NOUN
fbem-28654	132	25	predictions	prediction	NOUN
fbem-28654	132	26	.	.	PUNCT
fbem-28654	133	1	additionally	additionally	ADV
fbem-28654	133	2	,	,	PUNCT
fbem-28654	133	3	time	time	NOUN
fbem-28654	133	4	series	series	PROPN
fbem-28654	133	5	prediction	prediction	NOUN
fbem-28654	133	6	models	model	NOUN
fbem-28654	133	7	like	like	ADP
fbem-28654	133	8	long	long	ADJ
fbem-28654	133	9	short	short	ADJ
fbem-28654	133	10	-	-	PUNCT
fbem-28654	133	11	term	term	NOUN
fbem-28654	133	12	memory	memory	NOUN
fbem-28654	133	13	(	(	PUNCT
fbem-28654	133	14	lstm	lstm	NOUN
fbem-28654	133	15	)	)	PUNCT
fbem-28654	133	16	networks	network	NOUN
fbem-28654	133	17	are	be	AUX
fbem-28654	133	18	particularly	particularly	ADV
fbem-28654	133	19	adept	adept	ADJ
fbem-28654	133	20	at	at	ADP
fbem-28654	133	21	handling	handle	VERB
fbem-28654	133	22	the	the	DET
fbem-28654	133	23	temporal	temporal	ADJ
fbem-28654	133	24	characteristics	characteristic	NOUN
fbem-28654	133	25	inherent	inherent	ADJ
fbem-28654	133	26	in	in	ADP
fbem-28654	133	27	financial	financial	ADJ
fbem-28654	133	28	data	datum	NOUN
fbem-28654	133	29	and	and	CCONJ
fbem-28654	133	30	are	be	AUX
fbem-28654	133	31	widely	widely	ADV
fbem-28654	133	32	used	use	VERB
fbem-28654	133	33	for	for	ADP
fbem-28654	133	34	predicting	predict	VERB
fbem-28654	133	35	stock	stock	NOUN
fbem-28654	133	36	prices	price	NOUN
fbem-28654	133	37	,	,	PUNCT
fbem-28654	133	38	exchange	exchange	NOUN
fbem-28654	133	39	rates	rate	NOUN
fbem-28654	133	40	,	,	PUNCT
fbem-28654	133	41	and	and	CCONJ
fbem-28654	133	42	commodity	commodity	NOUN
fbem-28654	133	43	prices	price	NOUN
fbem-28654	133	44	.	.	PUNCT
fbem-28654	134	1	machine	machine	NOUN
fbem-28654	134	2	learning	learn	VERB
fbem-28654	134	3	techniques	technique	NOUN
fbem-28654	134	4	are	be	AUX
fbem-28654	134	5	not	not	PART
fbem-28654	134	6	limited	limit	VERB
fbem-28654	134	7	to	to	ADP
fbem-28654	134	8	stock	stock	NOUN
fbem-28654	134	9	market	market	NOUN
fbem-28654	134	10	forecasting	forecasting	NOUN
fbem-28654	134	11	;	;	PUNCT
fbem-28654	134	12	they	they	PRON
fbem-28654	134	13	are	be	AUX
fbem-28654	134	14	also	also	ADV
fbem-28654	134	15	widely	widely	ADV
fbem-28654	134	16	applied	apply	VERB
fbem-28654	134	17	across	across	ADP
fbem-28654	134	18	other	other	ADJ
fbem-28654	134	19	financial	financial	ADJ
fbem-28654	134	20	markets	market	NOUN
fbem-28654	134	21	such	such	ADJ
fbem-28654	134	22	as	as	ADP
fbem-28654	134	23	bond	bond	NOUN
fbem-28654	134	24	markets	market	NOUN
fbem-28654	134	25	,	,	PUNCT
fbem-28654	134	26	foreign	foreign	ADJ
fbem-28654	134	27	exchange	exchange	NOUN
fbem-28654	134	28	markets	market	NOUN
fbem-28654	134	29	,	,	PUNCT
fbem-28654	134	30	and	and	CCONJ
fbem-28654	134	31	cryptocurrency	cryptocurrency	NOUN
fbem-28654	134	32	markets	market	NOUN
fbem-28654	134	33	.	.	PUNCT
fbem-28654	135	1	in	in	ADP
fbem-28654	135	2	these	these	DET
fbem-28654	135	3	areas	area	NOUN
fbem-28654	135	4	,	,	PUNCT
fbem-28654	135	5	machine	machine	NOUN
fbem-28654	135	6	learning	learning	NOUN
fbem-28654	135	7	models	model	NOUN
fbem-28654	135	8	can	can	AUX
fbem-28654	135	9	process	process	VERB
fbem-28654	135	10	and	and	CCONJ
fbem-28654	135	11	analyze	analyze	VERB
fbem-28654	135	12	market	market	NOUN
fbem-28654	135	13	data	datum	NOUN
fbem-28654	135	14	in	in	ADP
fbem-28654	135	15	realtime	realtime	NOUN
fbem-28654	135	16	,	,	PUNCT
fbem-28654	135	17	quickly	quickly	ADV
fbem-28654	135	18	adjusting	adjust	VERB
fbem-28654	135	19	predictions	prediction	NOUN
fbem-28654	135	20	to	to	PART
fbem-28654	135	21	respond	respond	VERB
fbem-28654	135	22	to	to	ADP
fbem-28654	135	23	fastchanging	fastchange	VERB
fbem-28654	135	24	market	market	NOUN
fbem-28654	135	25	conditions	condition	NOUN
fbem-28654	135	26	.	.	PUNCT
fbem-28654	136	1	the	the	DET
fbem-28654	136	2	advantage	advantage	NOUN
fbem-28654	136	3	of	of	ADP
fbem-28654	136	4	machine	machine	NOUN
fbem-28654	136	5	learning	learning	NOUN
fbem-28654	136	6	in	in	ADP
fbem-28654	136	7	market	market	NOUN
fbem-28654	136	8	trend	trend	NOUN
fbem-28654	136	9	forecasting	forecasting	NOUN
fbem-28654	136	10	lies	lie	VERB
fbem-28654	136	11	primarily	primarily	ADV
fbem-28654	136	12	in	in	ADP
fbem-28654	136	13	its	its	PRON
fbem-28654	136	14	ability	ability	NOUN
fbem-28654	136	15	to	to	PART
fbem-28654	136	16	model	model	VERB
fbem-28654	136	17	nonlinear	nonlinear	ADJ
fbem-28654	136	18	relationships	relationship	NOUN
fbem-28654	136	19	and	and	CCONJ
fbem-28654	136	20	its	its	PRON
fbem-28654	136	21	self	self	NOUN
fbem-28654	136	22	-	-	PUNCT
fbem-28654	136	23	learning	learn	VERB
fbem-28654	136	24	capability	capability	NOUN
fbem-28654	136	25	for	for	ADP
fbem-28654	136	26	complex	complex	ADJ
fbem-28654	136	27	data	datum	NOUN
fbem-28654	136	28	patterns	pattern	NOUN
fbem-28654	136	29	,	,	PUNCT
fbem-28654	136	30	helping	help	VERB
fbem-28654	136	31	investors	investor	NOUN
fbem-28654	136	32	make	make	VERB
fbem-28654	136	33	more	more	ADV
fbem-28654	136	34	accurate	accurate	ADJ
fbem-28654	136	35	judgments	judgment	NOUN
fbem-28654	136	36	in	in	ADP
fbem-28654	136	37	a	a	DET
fbem-28654	136	38	volatile	volatile	ADJ
fbem-28654	136	39	and	and	CCONJ
fbem-28654	136	40	dynamic	dynamic	ADJ
fbem-28654	136	41	market	market	NOUN
fbem-28654	136	42	environment	environment	NOUN
fbem-28654	136	43	.	.	PUNCT
fbem-28654	137	1	5.2	5.2	NUM
fbem-28654	137	2	.	.	PUNCT
fbem-28654	137	3	risk	risk	NOUN
fbem-28654	137	4	management	management	NOUN
fbem-28654	137	5	and	and	CCONJ
fbem-28654	137	6	machine	machine	NOUN
fbem-28654	137	7	learning	learn	VERB
fbem-28654	137	8	financial	financial	ADJ
fbem-28654	137	9	risk	risk	NOUN
fbem-28654	137	10	management	management	NOUN
fbem-28654	137	11	is	be	AUX
fbem-28654	137	12	one	one	NUM
fbem-28654	137	13	of	of	ADP
fbem-28654	137	14	the	the	DET
fbem-28654	137	15	core	core	NOUN
fbem-28654	137	16	tasks	task	NOUN
fbem-28654	137	17	for	for	ADP
fbem-28654	137	18	financial	financial	ADJ
fbem-28654	137	19	institutions	institution	NOUN
fbem-28654	137	20	such	such	ADJ
fbem-28654	137	21	as	as	ADP
fbem-28654	137	22	banks	bank	NOUN
fbem-28654	137	23	,	,	PUNCT
fbem-28654	137	24	insurance	insurance	NOUN
fbem-28654	137	25	companies	company	NOUN
fbem-28654	137	26	,	,	PUNCT
fbem-28654	137	27	and	and	CCONJ
fbem-28654	137	28	investment	investment	NOUN
fbem-28654	137	29	firms	firm	NOUN
fbem-28654	137	30	.	.	PUNCT
fbem-28654	138	1	traditional	traditional	ADJ
fbem-28654	138	2	risk	risk	NOUN
fbem-28654	138	3	management	management	NOUN
fbem-28654	138	4	methods	method	NOUN
fbem-28654	138	5	,	,	PUNCT
fbem-28654	138	6	such	such	ADJ
fbem-28654	138	7	as	as	ADP
fbem-28654	138	8	value	value	NOUN
fbem-28654	138	9	-	-	PUNCT
fbem-28654	138	10	at	at	ADP
fbem-28654	138	11	-	-	PUNCT
fbem-28654	138	12	risk	risk	NOUN
fbem-28654	138	13	(	(	PUNCT
fbem-28654	138	14	var	var	NOUN
fbem-28654	138	15	)	)	PUNCT
fbem-28654	138	16	and	and	CCONJ
fbem-28654	138	17	conditional	conditional	ADJ
fbem-28654	138	18	var	var	NOUN
fbem-28654	138	19	,	,	PUNCT
fbem-28654	138	20	while	while	SCONJ
fbem-28654	138	21	useful	useful	ADJ
fbem-28654	138	22	in	in	ADP
fbem-28654	138	23	certain	certain	ADJ
fbem-28654	138	24	contexts	context	NOUN
fbem-28654	138	25	,	,	PUNCT
fbem-28654	138	26	rely	rely	VERB
fbem-28654	138	27	on	on	ADP
fbem-28654	138	28	model	model	NOUN
fbem-28654	138	29	assumptions	assumption	NOUN
fbem-28654	138	30	and	and	CCONJ
fbem-28654	138	31	often	often	ADV
fbem-28654	138	32	fail	fail	VERB
fbem-28654	138	33	to	to	PART
fbem-28654	138	34	fully	fully	ADV
fbem-28654	138	35	capture	capture	VERB
fbem-28654	138	36	market	market	NOUN
fbem-28654	138	37	nonlinearities	nonlinearitie	NOUN
fbem-28654	138	38	and	and	CCONJ
fbem-28654	138	39	complexities	complexity	NOUN
fbem-28654	138	40	.	.	PUNCT
fbem-28654	139	1	with	with	ADP
fbem-28654	139	2	the	the	DET
fbem-28654	139	3	rapid	rapid	ADJ
fbem-28654	139	4	development	development	NOUN
fbem-28654	139	5	of	of	ADP
fbem-28654	139	6	markets	market	NOUN
fbem-28654	139	7	and	and	CCONJ
fbem-28654	139	8	continuous	continuous	ADJ
fbem-28654	139	9	financial	financial	ADJ
fbem-28654	139	10	448	448	NUM
fbem-28654	139	11	innovation	innovation	NOUN
fbem-28654	139	12	,	,	PUNCT
fbem-28654	139	13	traditional	traditional	ADJ
fbem-28654	139	14	methods	method	NOUN
fbem-28654	139	15	have	have	AUX
fbem-28654	139	16	proven	prove	VERB
fbem-28654	139	17	inadequate	inadequate	ADJ
fbem-28654	139	18	in	in	ADP
fbem-28654	139	19	dealing	deal	VERB
fbem-28654	139	20	with	with	ADP
fbem-28654	139	21	sudden	sudden	ADJ
fbem-28654	139	22	events	event	NOUN
fbem-28654	139	23	and	and	CCONJ
fbem-28654	139	24	nonlinear	nonlinear	ADJ
fbem-28654	139	25	risks	risk	NOUN
fbem-28654	139	26	.	.	PUNCT
fbem-28654	140	1	machine	machine	NOUN
fbem-28654	140	2	learning	learning	NOUN
fbem-28654	140	3	has	have	AUX
fbem-28654	140	4	shown	show	VERB
fbem-28654	140	5	immense	immense	ADJ
fbem-28654	140	6	potential	potential	NOUN
fbem-28654	140	7	in	in	ADP
fbem-28654	140	8	financial	financial	ADJ
fbem-28654	140	9	risk	risk	NOUN
fbem-28654	140	10	management	management	NOUN
fbem-28654	140	11	.	.	PUNCT
fbem-28654	141	1	by	by	ADP
fbem-28654	141	2	constructing	construct	VERB
fbem-28654	141	3	machine	machine	NOUN
fbem-28654	141	4	learning	learning	NOUN
fbem-28654	141	5	models	model	NOUN
fbem-28654	141	6	based	base	VERB
fbem-28654	141	7	on	on	ADP
fbem-28654	141	8	historical	historical	ADJ
fbem-28654	141	9	data	datum	NOUN
fbem-28654	141	10	,	,	PUNCT
fbem-28654	141	11	financial	financial	ADJ
fbem-28654	141	12	institutions	institution	NOUN
fbem-28654	141	13	can	can	AUX
fbem-28654	141	14	more	more	ADV
fbem-28654	141	15	accurately	accurately	ADV
fbem-28654	141	16	identify	identify	VERB
fbem-28654	141	17	and	and	CCONJ
fbem-28654	141	18	predict	predict	VERB
fbem-28654	141	19	potential	potential	ADJ
fbem-28654	141	20	market	market	NOUN
fbem-28654	141	21	risks	risk	NOUN
fbem-28654	141	22	.	.	PUNCT
fbem-28654	142	1	for	for	ADP
fbem-28654	142	2	example	example	NOUN
fbem-28654	142	3	,	,	PUNCT
fbem-28654	142	4	using	use	VERB
fbem-28654	142	5	algorithms	algorithm	NOUN
fbem-28654	142	6	like	like	ADP
fbem-28654	142	7	support	support	NOUN
fbem-28654	142	8	vector	vector	NOUN
fbem-28654	142	9	machines	machine	NOUN
fbem-28654	142	10	,	,	PUNCT
fbem-28654	142	11	random	random	ADJ
fbem-28654	142	12	forests	forest	NOUN
fbem-28654	142	13	,	,	PUNCT
fbem-28654	142	14	and	and	CCONJ
fbem-28654	142	15	xgboost	xgboost	ADV
fbem-28654	142	16	,	,	PUNCT
fbem-28654	142	17	financial	financial	ADJ
fbem-28654	142	18	institutions	institution	NOUN
fbem-28654	142	19	can	can	AUX
fbem-28654	142	20	detect	detect	VERB
fbem-28654	142	21	credit	credit	NOUN
fbem-28654	142	22	risks	risk	NOUN
fbem-28654	142	23	and	and	CCONJ
fbem-28654	142	24	market	market	NOUN
fbem-28654	142	25	risks	risk	NOUN
fbem-28654	142	26	from	from	ADP
fbem-28654	142	27	historical	historical	ADJ
fbem-28654	142	28	trading	trading	NOUN
fbem-28654	142	29	data	datum	NOUN
fbem-28654	142	30	.	.	PUNCT
fbem-28654	143	1	in	in	ADP
fbem-28654	143	2	credit	credit	NOUN
fbem-28654	143	3	risk	risk	NOUN
fbem-28654	143	4	management	management	NOUN
fbem-28654	143	5	,	,	PUNCT
fbem-28654	143	6	machine	machine	NOUN
fbem-28654	143	7	learning	learning	NOUN
fbem-28654	143	8	can	can	AUX
fbem-28654	143	9	analyze	analyze	VERB
fbem-28654	143	10	customer	customer	NOUN
fbem-28654	143	11	credit	credit	NOUN
fbem-28654	143	12	history	history	NOUN
fbem-28654	143	13	,	,	PUNCT
fbem-28654	143	14	consumption	consumption	NOUN
fbem-28654	143	15	behavior	behavior	NOUN
fbem-28654	143	16	,	,	PUNCT
fbem-28654	143	17	and	and	CCONJ
fbem-28654	143	18	socio	socio	NOUN
fbem-28654	143	19	-	-	PUNCT
fbem-28654	143	20	economic	economic	ADJ
fbem-28654	143	21	data	datum	NOUN
fbem-28654	143	22	to	to	PART
fbem-28654	143	23	provide	provide	VERB
fbem-28654	143	24	more	more	ADV
fbem-28654	143	25	accurate	accurate	ADJ
fbem-28654	143	26	credit	credit	NOUN
fbem-28654	143	27	scores	score	NOUN
fbem-28654	143	28	,	,	PUNCT
fbem-28654	143	29	which	which	PRON
fbem-28654	143	30	in	in	ADP
fbem-28654	143	31	turn	turn	NOUN
fbem-28654	143	32	optimize	optimize	VERB
fbem-28654	143	33	lending	lending	NOUN
fbem-28654	143	34	decisions	decision	NOUN
fbem-28654	143	35	and	and	CCONJ
fbem-28654	143	36	risk	risk	NOUN
fbem-28654	143	37	control	control	NOUN
fbem-28654	143	38	.	.	PUNCT
fbem-28654	144	1	moreover	moreover	ADV
fbem-28654	144	2	,	,	PUNCT
fbem-28654	144	3	machine	machine	NOUN
fbem-28654	144	4	learning	learning	NOUN
fbem-28654	144	5	can	can	AUX
fbem-28654	144	6	assist	assist	VERB
fbem-28654	144	7	financial	financial	ADJ
fbem-28654	144	8	institutions	institution	NOUN
fbem-28654	144	9	in	in	ADP
fbem-28654	144	10	real	real	ADJ
fbem-28654	144	11	-	-	PUNCT
fbem-28654	144	12	time	time	NOUN
fbem-28654	144	13	risk	risk	NOUN
fbem-28654	144	14	monitoring	monitoring	NOUN
fbem-28654	144	15	within	within	ADP
fbem-28654	144	16	dynamic	dynamic	ADJ
fbem-28654	144	17	market	market	NOUN
fbem-28654	144	18	environments	environment	NOUN
fbem-28654	144	19	.	.	PUNCT
fbem-28654	145	1	by	by	ADP
fbem-28654	145	2	using	use	VERB
fbem-28654	145	3	dynamic	dynamic	ADJ
fbem-28654	145	4	optimization	optimization	NOUN
fbem-28654	145	5	algorithms	algorithm	NOUN
fbem-28654	145	6	like	like	ADP
fbem-28654	145	7	reinforcement	reinforcement	NOUN
fbem-28654	145	8	learning	learning	NOUN
fbem-28654	145	9	,	,	PUNCT
fbem-28654	145	10	financial	financial	ADJ
fbem-28654	145	11	institutions	institution	NOUN
fbem-28654	145	12	can	can	AUX
fbem-28654	145	13	quickly	quickly	ADV
fbem-28654	145	14	adjust	adjust	VERB
fbem-28654	145	15	their	their	PRON
fbem-28654	145	16	risk	risk	NOUN
fbem-28654	145	17	management	management	NOUN
fbem-28654	145	18	strategies	strategy	NOUN
fbem-28654	145	19	when	when	SCONJ
fbem-28654	145	20	market	market	NOUN
fbem-28654	145	21	conditions	condition	NOUN
fbem-28654	145	22	change	change	VERB
fbem-28654	145	23	,	,	PUNCT
fbem-28654	145	24	thereby	thereby	ADV
fbem-28654	145	25	ensuring	ensure	VERB
fbem-28654	145	26	returns	return	NOUN
fbem-28654	145	27	while	while	SCONJ
fbem-28654	145	28	minimizing	minimize	VERB
fbem-28654	145	29	potential	potential	ADJ
fbem-28654	145	30	risks	risk	NOUN
fbem-28654	145	31	.	.	PUNCT
fbem-28654	146	1	compared	compare	VERB
fbem-28654	146	2	to	to	ADP
fbem-28654	146	3	traditional	traditional	ADJ
fbem-28654	146	4	risk	risk	NOUN
fbem-28654	146	5	management	management	NOUN
fbem-28654	146	6	methods	method	NOUN
fbem-28654	146	7	,	,	PUNCT
fbem-28654	146	8	machine	machine	NOUN
fbem-28654	146	9	learning	learning	NOUN
fbem-28654	146	10	offers	offer	VERB
fbem-28654	146	11	greater	great	ADJ
fbem-28654	146	12	flexibility	flexibility	NOUN
fbem-28654	146	13	to	to	PART
fbem-28654	146	14	adapt	adapt	VERB
fbem-28654	146	15	to	to	ADP
fbem-28654	146	16	market	market	NOUN
fbem-28654	146	17	changes	change	NOUN
fbem-28654	146	18	,	,	PUNCT
fbem-28654	146	19	providing	provide	VERB
fbem-28654	146	20	more	more	ADV
fbem-28654	146	21	precise	precise	ADJ
fbem-28654	146	22	risk	risk	NOUN
fbem-28654	146	23	assessment	assessment	NOUN
fbem-28654	146	24	and	and	CCONJ
fbem-28654	146	25	prediction	prediction	NOUN
fbem-28654	146	26	capabilities	capability	NOUN
fbem-28654	146	27	.	.	PUNCT
fbem-28654	147	1	6	6	NUM
fbem-28654	147	2	.	.	X
fbem-28654	147	3	applications	application	NOUN
fbem-28654	147	4	and	and	CCONJ
fbem-28654	147	5	prospects	prospect	NOUN
fbem-28654	147	6	of	of	ADP
fbem-28654	147	7	large	large	ADJ
fbem-28654	147	8	language	language	NOUN
fbem-28654	147	9	models	model	NOUN
fbem-28654	147	10	in	in	ADP
fbem-28654	147	11	macroeconomic	macroeconomic	ADJ
fbem-28654	147	12	work	work	NOUN
fbem-28654	147	13	with	with	ADP
fbem-28654	147	14	the	the	DET
fbem-28654	147	15	rapid	rapid	ADJ
fbem-28654	147	16	advancement	advancement	NOUN
fbem-28654	147	17	of	of	ADP
fbem-28654	147	18	natural	natural	ADJ
fbem-28654	147	19	language	language	NOUN
fbem-28654	147	20	processing	processing	NOUN
fbem-28654	147	21	(	(	PUNCT
fbem-28654	147	22	nlp	nlp	NOUN
fbem-28654	147	23	)	)	PUNCT
fbem-28654	147	24	technology	technology	NOUN
fbem-28654	147	25	,	,	PUNCT
fbem-28654	147	26	large	large	ADJ
fbem-28654	147	27	language	language	NOUN
fbem-28654	147	28	models	model	NOUN
fbem-28654	147	29	(	(	PUNCT
fbem-28654	147	30	such	such	ADJ
fbem-28654	147	31	as	as	ADP
fbem-28654	147	32	gpt-2	gpt-2	NOUN
fbem-28654	147	33	,	,	PUNCT
fbem-28654	147	34	gpt-3	gpt-3	X
fbem-28654	147	35	,	,	PUNCT
fbem-28654	147	36	etc	etc	X
fbem-28654	147	37	.	.	X
fbem-28654	147	38	)	)	PUNCT
fbem-28654	147	39	have	have	AUX
fbem-28654	147	40	demonstrated	demonstrate	VERB
fbem-28654	147	41	immense	immense	ADJ
fbem-28654	147	42	potential	potential	NOUN
fbem-28654	147	43	across	across	ADP
fbem-28654	147	44	various	various	ADJ
fbem-28654	147	45	fields	field	NOUN
fbem-28654	147	46	,	,	PUNCT
fbem-28654	147	47	especially	especially	ADV
fbem-28654	147	48	in	in	ADP
fbem-28654	147	49	macroeconomics	macroeconomic	NOUN
fbem-28654	147	50	.	.	PUNCT
fbem-28654	148	1	large	large	ADJ
fbem-28654	148	2	language	language	NOUN
fbem-28654	148	3	models	model	NOUN
fbem-28654	148	4	are	be	AUX
fbem-28654	148	5	not	not	PART
fbem-28654	148	6	only	only	ADV
fbem-28654	148	7	capable	capable	ADJ
fbem-28654	148	8	of	of	ADP
fbem-28654	148	9	processing	process	VERB
fbem-28654	148	10	massive	massive	ADJ
fbem-28654	148	11	text	text	NOUN
fbem-28654	148	12	data	datum	NOUN
fbem-28654	148	13	but	but	CCONJ
fbem-28654	148	14	can	can	AUX
fbem-28654	148	15	also	also	ADV
fbem-28654	148	16	effectively	effectively	ADV
fbem-28654	148	17	generate	generate	VERB
fbem-28654	148	18	language	language	NOUN
fbem-28654	148	19	,	,	PUNCT
fbem-28654	148	20	perform	perform	VERB
fbem-28654	148	21	semantic	semantic	ADJ
fbem-28654	148	22	analysis	analysis	NOUN
fbem-28654	148	23	,	,	PUNCT
fbem-28654	148	24	and	and	CCONJ
fbem-28654	148	25	reason	reason	NOUN
fbem-28654	148	26	,	,	PUNCT
fbem-28654	148	27	offering	offer	VERB
fbem-28654	148	28	new	new	ADJ
fbem-28654	148	29	solutions	solution	NOUN
fbem-28654	148	30	in	in	ADP
fbem-28654	148	31	many	many	ADJ
fbem-28654	148	32	traditional	traditional	ADJ
fbem-28654	148	33	economic	economic	ADJ
fbem-28654	148	34	tasks	task	NOUN
fbem-28654	148	35	.	.	PUNCT
fbem-28654	149	1	their	their	PRON
fbem-28654	149	2	potential	potential	ADJ
fbem-28654	149	3	applications	application	NOUN
fbem-28654	149	4	span	span	VERB
fbem-28654	149	5	across	across	ADP
fbem-28654	149	6	automatic	automatic	ADJ
fbem-28654	149	7	report	report	NOUN
fbem-28654	149	8	generation	generation	NOUN
fbem-28654	149	9	,	,	PUNCT
fbem-28654	149	10	intelligent	intelligent	ADJ
fbem-28654	149	11	tutoring	tutoring	NOUN
fbem-28654	149	12	,	,	PUNCT
fbem-28654	149	13	economic	economic	ADJ
fbem-28654	149	14	data	datum	NOUN
fbem-28654	149	15	analysis	analysis	NOUN
fbem-28654	149	16	,	,	PUNCT
fbem-28654	149	17	and	and	CCONJ
fbem-28654	149	18	policy	policy	NOUN
fbem-28654	149	19	forecasting	forecasting	NOUN
fbem-28654	149	20	,	,	PUNCT
fbem-28654	149	21	providing	provide	VERB
fbem-28654	149	22	substantial	substantial	ADJ
fbem-28654	149	23	support	support	NOUN
fbem-28654	149	24	for	for	ADP
fbem-28654	149	25	research	research	NOUN
fbem-28654	149	26	and	and	CCONJ
fbem-28654	149	27	decision	decision	NOUN
fbem-28654	149	28	-	-	PUNCT
fbem-28654	149	29	making	making	NOUN
fbem-28654	149	30	in	in	ADP
fbem-28654	149	31	macroeconomics	macroeconomic	NOUN
fbem-28654	149	32	.	.	PUNCT
fbem-28654	150	1	6.1	6.1	NUM
fbem-28654	150	2	.	.	PUNCT
fbem-28654	150	3	application	application	NOUN
fbem-28654	150	4	exploration	exploration	NOUN
fbem-28654	150	5	and	and	CCONJ
fbem-28654	150	6	potential	potential	ADJ
fbem-28654	150	7	value	value	NOUN
fbem-28654	150	8	in	in	ADP
fbem-28654	150	9	macroeconomic	macroeconomic	ADJ
fbem-28654	150	10	research	research	NOUN
fbem-28654	150	11	and	and	CCONJ
fbem-28654	150	12	practice	practice	NOUN
fbem-28654	150	13	,	,	PUNCT
fbem-28654	150	14	data	data	VERB
fbem-28654	150	15	analysis	analysis	NOUN
fbem-28654	150	16	and	and	CCONJ
fbem-28654	150	17	report	report	NOUN
fbem-28654	150	18	generation	generation	NOUN
fbem-28654	150	19	are	be	AUX
fbem-28654	150	20	common	common	ADJ
fbem-28654	150	21	and	and	CCONJ
fbem-28654	150	22	critical	critical	ADJ
fbem-28654	150	23	tasks	task	NOUN
fbem-28654	150	24	.	.	PUNCT
fbem-28654	151	1	one	one	NUM
fbem-28654	151	2	important	important	ADJ
fbem-28654	151	3	application	application	NOUN
fbem-28654	151	4	of	of	ADP
fbem-28654	151	5	large	large	ADJ
fbem-28654	151	6	language	language	NOUN
fbem-28654	151	7	models	model	NOUN
fbem-28654	151	8	is	be	AUX
fbem-28654	151	9	the	the	DET
fbem-28654	151	10	automatic	automatic	ADJ
fbem-28654	151	11	generation	generation	NOUN
fbem-28654	151	12	of	of	ADP
fbem-28654	151	13	economic	economic	ADJ
fbem-28654	151	14	analysis	analysis	NOUN
fbem-28654	151	15	reports	report	NOUN
fbem-28654	151	16	.	.	PUNCT
fbem-28654	152	1	this	this	DET
fbem-28654	152	2	process	process	NOUN
fbem-28654	152	3	requires	require	VERB
fbem-28654	152	4	in	in	ADP
fbem-28654	152	5	-	-	PUNCT
fbem-28654	152	6	depth	depth	NOUN
fbem-28654	152	7	data	datum	NOUN
fbem-28654	152	8	understanding	understanding	NOUN
fbem-28654	152	9	and	and	CCONJ
fbem-28654	152	10	efficient	efficient	ADJ
fbem-28654	152	11	text	text	NOUN
fbem-28654	152	12	generation	generation	NOUN
fbem-28654	152	13	.	.	PUNCT
fbem-28654	153	1	traditionally	traditionally	ADV
fbem-28654	153	2	,	,	PUNCT
fbem-28654	153	3	economists	economist	NOUN
fbem-28654	153	4	and	and	CCONJ
fbem-28654	153	5	researchers	researcher	NOUN
fbem-28654	153	6	need	need	VERB
fbem-28654	153	7	to	to	PART
fbem-28654	153	8	spend	spend	VERB
fbem-28654	153	9	a	a	DET
fbem-28654	153	10	significant	significant	ADJ
fbem-28654	153	11	amount	amount	NOUN
fbem-28654	153	12	of	of	ADP
fbem-28654	153	13	time	time	NOUN
fbem-28654	153	14	organizing	organize	VERB
fbem-28654	153	15	data	datum	NOUN
fbem-28654	153	16	,	,	PUNCT
fbem-28654	153	17	performing	perform	VERB
fbem-28654	153	18	statistical	statistical	ADJ
fbem-28654	153	19	analyses	analysis	NOUN
fbem-28654	153	20	,	,	PUNCT
fbem-28654	153	21	and	and	CCONJ
fbem-28654	153	22	writing	write	VERB
fbem-28654	153	23	reports	report	NOUN
fbem-28654	153	24	.	.	PUNCT
fbem-28654	154	1	however	however	ADV
fbem-28654	154	2	,	,	PUNCT
fbem-28654	154	3	with	with	ADP
fbem-28654	154	4	the	the	DET
fbem-28654	154	5	help	help	NOUN
fbem-28654	154	6	of	of	ADP
fbem-28654	154	7	large	large	ADJ
fbem-28654	154	8	language	language	NOUN
fbem-28654	154	9	models	model	NOUN
fbem-28654	154	10	,	,	PUNCT
fbem-28654	154	11	this	this	DET
fbem-28654	154	12	process	process	NOUN
fbem-28654	154	13	can	can	AUX
fbem-28654	154	14	be	be	AUX
fbem-28654	154	15	greatly	greatly	ADV
fbem-28654	154	16	simplified	simplify	VERB
fbem-28654	154	17	.	.	PUNCT
fbem-28654	155	1	by	by	ADP
fbem-28654	155	2	inputting	inputte	VERB
fbem-28654	155	3	relevant	relevant	ADJ
fbem-28654	155	4	data	datum	NOUN
fbem-28654	155	5	and	and	CCONJ
fbem-28654	155	6	research	research	NOUN
fbem-28654	155	7	questions	question	NOUN
fbem-28654	155	8	,	,	PUNCT
fbem-28654	155	9	the	the	DET
fbem-28654	155	10	model	model	NOUN
fbem-28654	155	11	can	can	AUX
fbem-28654	155	12	automatically	automatically	ADV
fbem-28654	155	13	generate	generate	VERB
fbem-28654	155	14	logically	logically	ADV
fbem-28654	155	15	coherent	coherent	ADJ
fbem-28654	155	16	and	and	CCONJ
fbem-28654	155	17	semantically	semantically	ADV
fbem-28654	155	18	clear	clear	ADJ
fbem-28654	155	19	reports	report	NOUN
fbem-28654	155	20	,	,	PUNCT
fbem-28654	155	21	thus	thus	ADV
fbem-28654	155	22	improving	improve	VERB
fbem-28654	155	23	work	work	NOUN
fbem-28654	155	24	efficiency	efficiency	NOUN
fbem-28654	155	25	and	and	CCONJ
fbem-28654	155	26	reducing	reduce	VERB
fbem-28654	155	27	the	the	DET
fbem-28654	155	28	burden	burden	NOUN
fbem-28654	155	29	of	of	ADP
fbem-28654	155	30	manual	manual	ADJ
fbem-28654	155	31	writing	writing	NOUN
fbem-28654	155	32	.	.	PUNCT
fbem-28654	156	1	furthermore	furthermore	ADV
fbem-28654	156	2	,	,	PUNCT
fbem-28654	156	3	the	the	DET
fbem-28654	156	4	model	model	NOUN
fbem-28654	156	5	can	can	AUX
fbem-28654	156	6	generate	generate	VERB
fbem-28654	156	7	reports	report	NOUN
fbem-28654	156	8	for	for	ADP
fbem-28654	156	9	various	various	ADJ
fbem-28654	156	10	scenarios	scenario	NOUN
fbem-28654	156	11	in	in	ADP
fbem-28654	156	12	a	a	DET
fbem-28654	156	13	short	short	ADJ
fbem-28654	156	14	time	time	NOUN
fbem-28654	156	15	,	,	PUNCT
fbem-28654	156	16	adapting	adapt	VERB
fbem-28654	156	17	to	to	ADP
fbem-28654	156	18	diverse	diverse	ADJ
fbem-28654	156	19	needs	need	NOUN
fbem-28654	156	20	.	.	PUNCT
fbem-28654	157	1	another	another	DET
fbem-28654	157	2	significant	significant	ADJ
fbem-28654	157	3	application	application	NOUN
fbem-28654	157	4	of	of	ADP
fbem-28654	157	5	large	large	ADJ
fbem-28654	157	6	language	language	NOUN
fbem-28654	157	7	models	model	NOUN
fbem-28654	157	8	is	be	AUX
fbem-28654	157	9	in	in	ADP
fbem-28654	157	10	the	the	DET
fbem-28654	157	11	field	field	NOUN
fbem-28654	157	12	of	of	ADP
fbem-28654	157	13	intelligent	intelligent	ADJ
fbem-28654	157	14	tutoring	tutoring	NOUN
fbem-28654	157	15	.	.	PUNCT
fbem-28654	158	1	since	since	SCONJ
fbem-28654	158	2	economics	economic	NOUN
fbem-28654	158	3	involves	involve	VERB
fbem-28654	158	4	numerous	numerous	ADJ
fbem-28654	158	5	complex	complex	ADJ
fbem-28654	158	6	concepts	concept	NOUN
fbem-28654	158	7	and	and	CCONJ
fbem-28654	158	8	theories	theory	NOUN
fbem-28654	158	9	,	,	PUNCT
fbem-28654	158	10	students	student	NOUN
fbem-28654	158	11	and	and	CCONJ
fbem-28654	158	12	researchers	researcher	NOUN
fbem-28654	158	13	often	often	ADV
fbem-28654	158	14	encounter	encounter	VERB
fbem-28654	158	15	various	various	ADJ
fbem-28654	158	16	questions	question	NOUN
fbem-28654	158	17	during	during	ADP
fbem-28654	158	18	their	their	PRON
fbem-28654	158	19	learning	learning	NOUN
fbem-28654	158	20	and	and	CCONJ
fbem-28654	158	21	research	research	NOUN
fbem-28654	158	22	processes	process	NOUN
fbem-28654	158	23	.	.	PUNCT
fbem-28654	159	1	traditional	traditional	ADJ
fbem-28654	159	2	learning	learning	NOUN
fbem-28654	159	3	methods	method	NOUN
fbem-28654	159	4	usually	usually	ADV
fbem-28654	159	5	rely	rely	VERB
fbem-28654	159	6	on	on	ADP
fbem-28654	159	7	teacher	teacher	NOUN
fbem-28654	159	8	-	-	PUNCT
fbem-28654	159	9	student	student	NOUN
fbem-28654	159	10	interactions	interaction	NOUN
fbem-28654	159	11	or	or	CCONJ
fbem-28654	159	12	static	static	ADJ
fbem-28654	159	13	textbooks	textbook	NOUN
fbem-28654	159	14	,	,	PUNCT
fbem-28654	159	15	whereas	whereas	SCONJ
fbem-28654	159	16	large	large	ADJ
fbem-28654	159	17	language	language	NOUN
fbem-28654	159	18	models	model	NOUN
fbem-28654	159	19	can	can	AUX
fbem-28654	159	20	provide	provide	VERB
fbem-28654	159	21	real	real	ADJ
fbem-28654	159	22	-	-	PUNCT
fbem-28654	159	23	time	time	NOUN
fbem-28654	159	24	intelligent	intelligent	ADJ
fbem-28654	159	25	q&a	q&a	PROPN
fbem-28654	159	26	support	support	NOUN
fbem-28654	159	27	.	.	PUNCT
fbem-28654	160	1	by	by	ADP
fbem-28654	160	2	training	training	NOUN
fbem-28654	160	3	,	,	PUNCT
fbem-28654	160	4	the	the	DET
fbem-28654	160	5	model	model	NOUN
fbem-28654	160	6	can	can	AUX
fbem-28654	160	7	understand	understand	VERB
fbem-28654	160	8	the	the	DET
fbem-28654	160	9	basic	basic	ADJ
fbem-28654	160	10	theories	theory	NOUN
fbem-28654	160	11	of	of	ADP
fbem-28654	160	12	economics	economic	NOUN
fbem-28654	160	13	,	,	PUNCT
fbem-28654	160	14	policy	policy	NOUN
fbem-28654	160	15	analysis	analysis	NOUN
fbem-28654	160	16	,	,	PUNCT
fbem-28654	160	17	and	and	CCONJ
fbem-28654	160	18	data	datum	NOUN
fbem-28654	160	19	processing	processing	NOUN
fbem-28654	160	20	methods	method	NOUN
fbem-28654	160	21	,	,	PUNCT
fbem-28654	160	22	showcasing	showcase	VERB
fbem-28654	160	23	substantial	substantial	ADJ
fbem-28654	160	24	advantages	advantage	NOUN
fbem-28654	160	25	in	in	ADP
fbem-28654	160	26	assisting	assist	VERB
fbem-28654	160	27	students	student	NOUN
fbem-28654	160	28	with	with	ADP
fbem-28654	160	29	answering	answer	VERB
fbem-28654	160	30	questions	question	NOUN
fbem-28654	160	31	,	,	PUNCT
fbem-28654	160	32	offering	offer	VERB
fbem-28654	160	33	academic	academic	ADJ
fbem-28654	160	34	support	support	NOUN
fbem-28654	160	35	,	,	PUNCT
fbem-28654	160	36	and	and	CCONJ
fbem-28654	160	37	guiding	guide	VERB
fbem-28654	160	38	research	research	NOUN
fbem-28654	160	39	work	work	NOUN
fbem-28654	160	40	.	.	PUNCT
fbem-28654	161	1	its	its	PRON
fbem-28654	161	2	application	application	NOUN
fbem-28654	161	3	is	be	AUX
fbem-28654	161	4	not	not	PART
fbem-28654	161	5	limited	limit	VERB
fbem-28654	161	6	to	to	PART
fbem-28654	161	7	classroom	classroom	VERB
fbem-28654	161	8	education	education	NOUN
fbem-28654	161	9	but	but	CCONJ
fbem-28654	161	10	can	can	AUX
fbem-28654	161	11	also	also	ADV
fbem-28654	161	12	extend	extend	VERB
fbem-28654	161	13	to	to	ADP
fbem-28654	161	14	supporting	support	VERB
fbem-28654	161	15	researchers	researcher	NOUN
fbem-28654	161	16	in	in	ADP
fbem-28654	161	17	data	datum	NOUN
fbem-28654	161	18	analysis	analysis	NOUN
fbem-28654	161	19	,	,	PUNCT
fbem-28654	161	20	model	model	NOUN
fbem-28654	161	21	construction	construction	NOUN
fbem-28654	161	22	,	,	PUNCT
fbem-28654	161	23	and	and	CCONJ
fbem-28654	161	24	other	other	ADJ
fbem-28654	161	25	tasks	task	NOUN
fbem-28654	161	26	,	,	PUNCT
fbem-28654	161	27	making	make	VERB
fbem-28654	161	28	it	it	PRON
fbem-28654	161	29	a	a	DET
fbem-28654	161	30	valuable	valuable	ADJ
fbem-28654	161	31	tool	tool	NOUN
fbem-28654	161	32	in	in	ADP
fbem-28654	161	33	academic	academic	ADJ
fbem-28654	161	34	research	research	NOUN
fbem-28654	161	35	.	.	PUNCT
fbem-28654	162	1	moreover	moreover	ADV
fbem-28654	162	2	,	,	PUNCT
fbem-28654	162	3	large	large	ADJ
fbem-28654	162	4	language	language	NOUN
fbem-28654	162	5	models	model	NOUN
fbem-28654	162	6	can	can	AUX
fbem-28654	162	7	play	play	VERB
fbem-28654	162	8	a	a	DET
fbem-28654	162	9	crucial	crucial	ADJ
fbem-28654	162	10	role	role	NOUN
fbem-28654	162	11	in	in	ADP
fbem-28654	162	12	economic	economic	ADJ
fbem-28654	162	13	data	datum	NOUN
fbem-28654	162	14	analysis	analysis	NOUN
fbem-28654	162	15	.	.	PUNCT
fbem-28654	163	1	economic	economic	ADJ
fbem-28654	163	2	research	research	NOUN
fbem-28654	163	3	often	often	ADV
fbem-28654	163	4	relies	rely	VERB
fbem-28654	163	5	on	on	ADP
fbem-28654	163	6	massive	massive	ADJ
fbem-28654	163	7	textual	textual	ADJ
fbem-28654	163	8	data	datum	NOUN
fbem-28654	163	9	such	such	ADJ
fbem-28654	163	10	as	as	ADP
fbem-28654	163	11	policy	policy	NOUN
fbem-28654	163	12	documents	document	NOUN
fbem-28654	163	13	,	,	PUNCT
fbem-28654	163	14	economic	economic	ADJ
fbem-28654	163	15	reports	report	NOUN
fbem-28654	163	16	,	,	PUNCT
fbem-28654	163	17	and	and	CCONJ
fbem-28654	163	18	news	news	NOUN
fbem-28654	163	19	articles	article	NOUN
fbem-28654	163	20	.	.	PUNCT
fbem-28654	164	1	large	large	ADJ
fbem-28654	164	2	language	language	NOUN
fbem-28654	164	3	models	model	NOUN
fbem-28654	164	4	can	can	AUX
fbem-28654	164	5	perform	perform	VERB
fbem-28654	164	6	semantic	semantic	ADJ
fbem-28654	164	7	understanding	understanding	NOUN
fbem-28654	164	8	and	and	CCONJ
fbem-28654	164	9	sentiment	sentiment	NOUN
fbem-28654	164	10	analysis	analysis	NOUN
fbem-28654	164	11	on	on	ADP
fbem-28654	164	12	these	these	DET
fbem-28654	164	13	textual	textual	ADJ
fbem-28654	164	14	data	datum	NOUN
fbem-28654	164	15	,	,	PUNCT
fbem-28654	164	16	extracting	extract	VERB
fbem-28654	164	17	key	key	ADJ
fbem-28654	164	18	information	information	NOUN
fbem-28654	164	19	and	and	CCONJ
fbem-28654	164	20	trends	trend	NOUN
fbem-28654	164	21	to	to	PART
fbem-28654	164	22	help	help	VERB
fbem-28654	164	23	researchers	researcher	NOUN
fbem-28654	164	24	identify	identify	VERB
fbem-28654	164	25	potential	potential	ADJ
fbem-28654	164	26	economic	economic	ADJ
fbem-28654	164	27	phenomena	phenomenon	NOUN
fbem-28654	164	28	.	.	PUNCT
fbem-28654	165	1	for	for	ADP
fbem-28654	165	2	instance	instance	NOUN
fbem-28654	165	3	,	,	PUNCT
fbem-28654	165	4	by	by	ADP
fbem-28654	165	5	analyzing	analyze	VERB
fbem-28654	165	6	news	news	NOUN
fbem-28654	165	7	reports	report	NOUN
fbem-28654	165	8	and	and	CCONJ
fbem-28654	165	9	social	social	ADJ
fbem-28654	165	10	media	medium	NOUN
fbem-28654	165	11	comments	comment	NOUN
fbem-28654	165	12	,	,	PUNCT
fbem-28654	165	13	sentiment	sentiment	NOUN
fbem-28654	165	14	analysis	analysis	NOUN
fbem-28654	165	15	can	can	AUX
fbem-28654	165	16	evaluate	evaluate	VERB
fbem-28654	165	17	public	public	ADJ
fbem-28654	165	18	attitudes	attitude	NOUN
fbem-28654	165	19	toward	toward	ADP
fbem-28654	165	20	certain	certain	ADJ
fbem-28654	165	21	economic	economic	ADJ
fbem-28654	165	22	policies	policy	NOUN
fbem-28654	165	23	,	,	PUNCT
fbem-28654	165	24	providing	provide	VERB
fbem-28654	165	25	policymakers	policymaker	NOUN
fbem-28654	165	26	with	with	ADP
fbem-28654	165	27	more	more	ADV
fbem-28654	165	28	precise	precise	ADJ
fbem-28654	165	29	decision	decision	NOUN
fbem-28654	165	30	-	-	PUNCT
fbem-28654	165	31	making	make	VERB
fbem-28654	165	32	support	support	NOUN
fbem-28654	165	33	.	.	PUNCT
fbem-28654	166	1	at	at	ADP
fbem-28654	166	2	the	the	DET
fbem-28654	166	3	same	same	ADJ
fbem-28654	166	4	time	time	NOUN
fbem-28654	166	5	,	,	PUNCT
fbem-28654	166	6	large	large	ADJ
fbem-28654	166	7	language	language	NOUN
fbem-28654	166	8	models	model	NOUN
fbem-28654	166	9	can	can	AUX
fbem-28654	166	10	analyze	analyze	VERB
fbem-28654	166	11	vast	vast	ADJ
fbem-28654	166	12	amounts	amount	NOUN
fbem-28654	166	13	of	of	ADP
fbem-28654	166	14	historical	historical	ADJ
fbem-28654	166	15	data	datum	NOUN
fbem-28654	166	16	to	to	PART
fbem-28654	166	17	forecast	forecast	VERB
fbem-28654	166	18	future	future	ADJ
fbem-28654	166	19	economic	economic	ADJ
fbem-28654	166	20	trends	trend	NOUN
fbem-28654	166	21	,	,	PUNCT
fbem-28654	166	22	providing	provide	VERB
fbem-28654	166	23	forwardlooking	forwardlooking	NOUN
fbem-28654	166	24	insights	insight	NOUN
fbem-28654	166	25	for	for	ADP
fbem-28654	166	26	macroeconomic	macroeconomic	ADJ
fbem-28654	166	27	decision	decision	NOUN
fbem-28654	166	28	-	-	PUNCT
fbem-28654	166	29	making	making	NOUN
fbem-28654	166	30	.	.	PUNCT
fbem-28654	167	1	6.2	6.2	NUM
fbem-28654	167	2	.	.	PUNCT
fbem-28654	167	3	challenges	challenge	NOUN
fbem-28654	167	4	and	and	CCONJ
fbem-28654	167	5	future	future	ADJ
fbem-28654	167	6	directions	direction	NOUN
fbem-28654	167	7	although	although	SCONJ
fbem-28654	167	8	large	large	ADJ
fbem-28654	167	9	language	language	NOUN
fbem-28654	167	10	models	model	NOUN
fbem-28654	167	11	have	have	VERB
fbem-28654	167	12	enormous	enormous	ADJ
fbem-28654	167	13	potential	potential	NOUN
fbem-28654	167	14	in	in	ADP
fbem-28654	167	15	macroeconomics	macroeconomic	NOUN
fbem-28654	167	16	,	,	PUNCT
fbem-28654	167	17	several	several	ADJ
fbem-28654	167	18	challenges	challenge	NOUN
fbem-28654	167	19	still	still	ADV
fbem-28654	167	20	need	need	VERB
fbem-28654	167	21	to	to	PART
fbem-28654	167	22	be	be	AUX
fbem-28654	167	23	addressed	address	VERB
fbem-28654	167	24	in	in	ADP
fbem-28654	167	25	their	their	PRON
fbem-28654	167	26	development	development	NOUN
fbem-28654	167	27	.	.	PUNCT
fbem-28654	168	1	first	first	ADV
fbem-28654	168	2	,	,	PUNCT
fbem-28654	168	3	the	the	DET
fbem-28654	168	4	model	model	NOUN
fbem-28654	168	5	’s	’s	PART
fbem-28654	168	6	reasoning	reasoning	NOUN
fbem-28654	168	7	ability	ability	NOUN
fbem-28654	168	8	and	and	CCONJ
fbem-28654	168	9	data	datum	NOUN
fbem-28654	168	10	integrity	integrity	NOUN
fbem-28654	168	11	are	be	AUX
fbem-28654	168	12	significant	significant	ADJ
fbem-28654	168	13	issues	issue	NOUN
fbem-28654	168	14	.	.	PUNCT
fbem-28654	169	1	while	while	SCONJ
fbem-28654	169	2	large	large	ADJ
fbem-28654	169	3	language	language	NOUN
fbem-28654	169	4	models	model	NOUN
fbem-28654	169	5	excel	excel	VERB
fbem-28654	169	6	at	at	ADP
fbem-28654	169	7	generating	generate	VERB
fbem-28654	169	8	language	language	NOUN
fbem-28654	169	9	,	,	PUNCT
fbem-28654	169	10	they	they	PRON
fbem-28654	169	11	often	often	ADV
fbem-28654	169	12	lack	lack	VERB
fbem-28654	169	13	sufficient	sufficient	ADJ
fbem-28654	169	14	accuracy	accuracy	NOUN
fbem-28654	169	15	and	and	CCONJ
fbem-28654	169	16	depth	depth	NOUN
fbem-28654	169	17	when	when	SCONJ
fbem-28654	169	18	handling	handle	VERB
fbem-28654	169	19	complex	complex	ADJ
fbem-28654	169	20	reasoning	reasoning	NOUN
fbem-28654	169	21	tasks	task	NOUN
fbem-28654	169	22	.	.	PUNCT
fbem-28654	170	1	in	in	ADP
fbem-28654	170	2	macroeconomics	macroeconomic	NOUN
fbem-28654	170	3	,	,	PUNCT
fbem-28654	170	4	many	many	ADJ
fbem-28654	170	5	economic	economic	ADJ
fbem-28654	170	6	phenomena	phenomenon	NOUN
fbem-28654	170	7	are	be	AUX
fbem-28654	170	8	highly	highly	ADV
fbem-28654	170	9	complex	complex	ADJ
fbem-28654	170	10	and	and	CCONJ
fbem-28654	170	11	uncertain	uncertain	ADJ
fbem-28654	170	12	,	,	PUNCT
fbem-28654	170	13	and	and	CCONJ
fbem-28654	170	14	simple	simple	ADJ
fbem-28654	170	15	models	model	NOUN
fbem-28654	170	16	may	may	AUX
fbem-28654	170	17	fail	fail	VERB
fbem-28654	170	18	to	to	PART
fbem-28654	170	19	accurately	accurately	ADV
fbem-28654	170	20	capture	capture	VERB
fbem-28654	170	21	such	such	ADJ
fbem-28654	170	22	complexity	complexity	NOUN
fbem-28654	170	23	.	.	PUNCT
fbem-28654	171	1	therefore	therefore	ADV
fbem-28654	171	2	,	,	PUNCT
fbem-28654	171	3	improving	improve	VERB
fbem-28654	171	4	the	the	DET
fbem-28654	171	5	accuracy	accuracy	NOUN
fbem-28654	171	6	of	of	ADP
fbem-28654	171	7	large	large	ADJ
fbem-28654	171	8	language	language	NOUN
fbem-28654	171	9	models	model	NOUN
fbem-28654	171	10	in	in	ADP
fbem-28654	171	11	reasoning	reasoning	NOUN
fbem-28654	171	12	,	,	PUNCT
fbem-28654	171	13	analysis	analysis	NOUN
fbem-28654	171	14	,	,	PUNCT
fbem-28654	171	15	and	and	CCONJ
fbem-28654	171	16	decision	decision	NOUN
fbem-28654	171	17	-	-	PUNCT
fbem-28654	171	18	making	making	NOUN
fbem-28654	171	19	is	be	AUX
fbem-28654	171	20	a	a	DET
fbem-28654	171	21	key	key	ADJ
fbem-28654	171	22	direction	direction	NOUN
fbem-28654	171	23	for	for	ADP
fbem-28654	171	24	future	future	ADJ
fbem-28654	171	25	development	development	NOUN
fbem-28654	171	26	.	.	PUNCT
fbem-28654	172	1	second	second	ADJ
fbem-28654	172	2	,	,	PUNCT
fbem-28654	172	3	the	the	DET
fbem-28654	172	4	quality	quality	NOUN
fbem-28654	172	5	and	and	CCONJ
fbem-28654	172	6	availability	availability	NOUN
fbem-28654	172	7	of	of	ADP
fbem-28654	172	8	data	datum	NOUN
fbem-28654	172	9	are	be	AUX
fbem-28654	172	10	also	also	ADV
fbem-28654	172	11	important	important	ADJ
fbem-28654	172	12	factors	factor	NOUN
fbem-28654	172	13	limiting	limit	VERB
fbem-28654	172	14	the	the	DET
fbem-28654	172	15	application	application	NOUN
fbem-28654	172	16	of	of	ADP
fbem-28654	172	17	large	large	ADJ
fbem-28654	172	18	language	language	NOUN
fbem-28654	172	19	models	model	NOUN
fbem-28654	172	20	.	.	PUNCT
fbem-28654	173	1	in	in	ADP
fbem-28654	173	2	macroeconomics	macroeconomic	NOUN
fbem-28654	173	3	,	,	PUNCT
fbem-28654	173	4	the	the	DET
fbem-28654	173	5	accuracy	accuracy	NOUN
fbem-28654	173	6	,	,	PUNCT
fbem-28654	173	7	comprehensiveness	comprehensiveness	NOUN
fbem-28654	173	8	,	,	PUNCT
fbem-28654	173	9	and	and	CCONJ
fbem-28654	173	10	timeliness	timeliness	NOUN
fbem-28654	173	11	of	of	ADP
fbem-28654	173	12	data	datum	NOUN
fbem-28654	173	13	are	be	AUX
fbem-28654	173	14	critical	critical	ADJ
fbem-28654	173	15	for	for	ADP
fbem-28654	173	16	economic	economic	ADJ
fbem-28654	173	17	analysis	analysis	NOUN
fbem-28654	173	18	.	.	PUNCT
fbem-28654	174	1	however	however	ADV
fbem-28654	174	2	,	,	PUNCT
fbem-28654	174	3	since	since	SCONJ
fbem-28654	174	4	large	large	ADJ
fbem-28654	174	5	language	language	NOUN
fbem-28654	174	6	models	model	NOUN
fbem-28654	174	7	rely	rely	VERB
fbem-28654	174	8	on	on	ADP
fbem-28654	174	9	vast	vast	ADJ
fbem-28654	174	10	amounts	amount	NOUN
fbem-28654	174	11	of	of	ADP
fbem-28654	174	12	training	training	NOUN
fbem-28654	174	13	data	datum	NOUN
fbem-28654	174	14	,	,	PUNCT
fbem-28654	174	15	the	the	DET
fbem-28654	174	16	quality	quality	NOUN
fbem-28654	174	17	of	of	ADP
fbem-28654	174	18	the	the	DET
fbem-28654	174	19	data	data	NOUN
fbem-28654	174	20	input	input	NOUN
fbem-28654	174	21	can	can	AUX
fbem-28654	174	22	significantly	significantly	ADV
fbem-28654	174	23	impact	impact	VERB
fbem-28654	174	24	the	the	DET
fbem-28654	174	25	results	result	NOUN
fbem-28654	174	26	.	.	PUNCT
fbem-28654	175	1	especially	especially	ADV
fbem-28654	175	2	when	when	SCONJ
fbem-28654	175	3	data	datum	NOUN
fbem-28654	175	4	is	be	AUX
fbem-28654	175	5	missing	miss	VERB
fbem-28654	175	6	or	or	CCONJ
fbem-28654	175	7	contains	contain	VERB
fbem-28654	175	8	noise	noise	NOUN
fbem-28654	175	9	,	,	PUNCT
fbem-28654	175	10	the	the	DET
fbem-28654	175	11	predictions	prediction	NOUN
fbem-28654	175	12	and	and	CCONJ
fbem-28654	175	13	analyses	analysis	NOUN
fbem-28654	175	14	generated	generate	VERB
fbem-28654	175	15	by	by	ADP
fbem-28654	175	16	the	the	DET
fbem-28654	175	17	model	model	NOUN
fbem-28654	175	18	may	may	AUX
fbem-28654	175	19	become	become	VERB
fbem-28654	175	20	biased	biased	ADJ
fbem-28654	175	21	.	.	PUNCT
fbem-28654	176	1	ensuring	ensure	VERB
fbem-28654	176	2	the	the	DET
fbem-28654	176	3	quality	quality	NOUN
fbem-28654	176	4	of	of	ADP
fbem-28654	176	5	data	datum	NOUN
fbem-28654	176	6	used	use	VERB
fbem-28654	176	7	by	by	ADP
fbem-28654	176	8	models	model	NOUN
fbem-28654	176	9	and	and	CCONJ
fbem-28654	176	10	optimizing	optimize	VERB
fbem-28654	176	11	algorithms	algorithm	NOUN
fbem-28654	176	12	to	to	PART
fbem-28654	176	13	reduce	reduce	VERB
fbem-28654	176	14	the	the	DET
fbem-28654	176	15	impact	impact	NOUN
fbem-28654	176	16	of	of	ADP
fbem-28654	176	17	data	datum	NOUN
fbem-28654	176	18	inaccuracies	inaccuracy	NOUN
fbem-28654	176	19	on	on	ADP
fbem-28654	176	20	results	result	NOUN
fbem-28654	176	21	are	be	AUX
fbem-28654	176	22	crucial	crucial	ADJ
fbem-28654	176	23	areas	area	NOUN
fbem-28654	176	24	for	for	ADP
fbem-28654	176	25	future	future	ADJ
fbem-28654	176	26	research	research	NOUN
fbem-28654	176	27	.	.	PUNCT
fbem-28654	177	1	furthermore	furthermore	ADV
fbem-28654	177	2	,	,	PUNCT
fbem-28654	177	3	as	as	SCONJ
fbem-28654	177	4	the	the	DET
fbem-28654	177	5	scale	scale	NOUN
fbem-28654	177	6	and	and	CCONJ
fbem-28654	177	7	capabilities	capability	NOUN
fbem-28654	177	8	of	of	ADP
fbem-28654	177	9	these	these	DET
fbem-28654	177	10	models	model	NOUN
fbem-28654	177	11	continue	continue	VERB
fbem-28654	177	12	to	to	PART
fbem-28654	177	13	expand	expand	VERB
fbem-28654	177	14	,	,	PUNCT
fbem-28654	177	15	issues	issue	NOUN
fbem-28654	177	16	related	relate	VERB
fbem-28654	177	17	to	to	ADP
fbem-28654	177	18	computational	computational	ADJ
fbem-28654	177	19	costs	cost	NOUN
fbem-28654	177	20	and	and	CCONJ
fbem-28654	177	21	energy	energy	NOUN
fbem-28654	177	22	consumption	consumption	NOUN
fbem-28654	177	23	are	be	AUX
fbem-28654	177	24	becoming	becoming	AUX
fbem-28654	177	25	pressing	press	VERB
fbem-28654	177	26	challenges	challenge	NOUN
fbem-28654	177	27	.	.	PUNCT
fbem-28654	178	1	training	training	NOUN
fbem-28654	178	2	and	and	CCONJ
fbem-28654	178	3	deploying	deploy	VERB
fbem-28654	178	4	large	large	ADJ
fbem-28654	178	5	-	-	PUNCT
fbem-28654	178	6	scale	scale	NOUN
fbem-28654	178	7	language	language	NOUN
fbem-28654	178	8	models	model	NOUN
fbem-28654	178	9	require	require	VERB
fbem-28654	178	10	significant	significant	ADJ
fbem-28654	178	11	computational	computational	ADJ
fbem-28654	178	12	resources	resource	NOUN
fbem-28654	178	13	,	,	PUNCT
fbem-28654	178	14	and	and	CCONJ
fbem-28654	178	15	in	in	ADP
fbem-28654	178	16	the	the	DET
fbem-28654	178	17	context	context	NOUN
fbem-28654	178	18	of	of	ADP
fbem-28654	178	19	growing	grow	VERB
fbem-28654	178	20	global	global	ADJ
fbem-28654	178	21	environmental	environmental	ADJ
fbem-28654	178	22	concerns	concern	NOUN
fbem-28654	178	23	and	and	CCONJ
fbem-28654	178	24	energy	energy	NOUN
fbem-28654	178	25	consumption	consumption	NOUN
fbem-28654	178	26	pressures	pressure	NOUN
fbem-28654	178	27	,	,	PUNCT
fbem-28654	178	28	improving	improve	VERB
fbem-28654	178	29	model	model	NOUN
fbem-28654	178	30	computational	computational	ADJ
fbem-28654	178	31	efficiency	efficiency	NOUN
fbem-28654	178	32	and	and	CCONJ
fbem-28654	178	33	reducing	reduce	VERB
fbem-28654	178	34	energy	energy	NOUN
fbem-28654	178	35	consumption	consumption	NOUN
fbem-28654	178	36	will	will	AUX
fbem-28654	178	37	be	be	AUX
fbem-28654	178	38	critical	critical	ADJ
fbem-28654	178	39	considerations	consideration	NOUN
fbem-28654	178	40	for	for	ADP
fbem-28654	178	41	the	the	DET
fbem-28654	178	42	future	future	NOUN
fbem-28654	178	43	of	of	ADP
fbem-28654	178	44	large	large	ADJ
fbem-28654	178	45	language	language	NOUN
fbem-28654	178	46	models	model	NOUN
fbem-28654	178	47	.	.	PUNCT
fbem-28654	179	1	looking	look	VERB
fbem-28654	179	2	ahead	ahead	ADV
fbem-28654	179	3	,	,	PUNCT
fbem-28654	179	4	large	large	ADJ
fbem-28654	179	5	language	language	NOUN
fbem-28654	179	6	models	model	NOUN
fbem-28654	179	7	have	have	VERB
fbem-28654	179	8	a	a	DET
fbem-28654	179	9	broad	broad	ADJ
fbem-28654	179	10	development	development	NOUN
fbem-28654	179	11	prospect	prospect	NOUN
fbem-28654	179	12	in	in	ADP
fbem-28654	179	13	macroeconomics	macroeconomic	NOUN
fbem-28654	179	14	.	.	PUNCT
fbem-28654	180	1	as	as	ADP
fbem-28654	180	2	technology	technology	NOUN
fbem-28654	180	3	advances	advance	NOUN
fbem-28654	180	4	,	,	PUNCT
fbem-28654	180	5	the	the	DET
fbem-28654	180	6	reasoning	reasoning	NOUN
fbem-28654	180	7	capabilities	capability	NOUN
fbem-28654	180	8	and	and	CCONJ
fbem-28654	180	9	accuracy	accuracy	NOUN
fbem-28654	180	10	of	of	ADP
fbem-28654	180	11	models	model	NOUN
fbem-28654	180	12	will	will	AUX
fbem-28654	180	13	continually	continually	ADV
fbem-28654	180	14	improve	improve	VERB
fbem-28654	180	15	,	,	PUNCT
fbem-28654	180	16	and	and	CCONJ
fbem-28654	180	17	their	their	PRON
fbem-28654	180	18	applications	application	NOUN
fbem-28654	180	19	in	in	ADP
fbem-28654	180	20	economic	economic	ADJ
fbem-28654	180	21	forecasting	forecasting	NOUN
fbem-28654	180	22	,	,	PUNCT
fbem-28654	180	23	policy	policy	NOUN
fbem-28654	180	24	analysis	analysis	NOUN
fbem-28654	180	25	,	,	PUNCT
fbem-28654	180	26	and	and	CCONJ
fbem-28654	180	27	market	market	NOUN
fbem-28654	180	28	monitoring	monitoring	NOUN
fbem-28654	180	29	will	will	AUX
fbem-28654	180	30	449	449	NUM
fbem-28654	180	31	become	become	VERB
fbem-28654	180	32	more	more	ADV
fbem-28654	180	33	widespread	widespread	ADJ
fbem-28654	180	34	.	.	PUNCT
fbem-28654	181	1	additionally	additionally	ADV
fbem-28654	181	2	,	,	PUNCT
fbem-28654	181	3	interdisciplinary	interdisciplinary	ADJ
fbem-28654	181	4	integration	integration	NOUN
fbem-28654	181	5	and	and	CCONJ
fbem-28654	181	6	innovation	innovation	NOUN
fbem-28654	181	7	will	will	AUX
fbem-28654	181	8	open	open	VERB
fbem-28654	181	9	up	up	ADP
fbem-28654	181	10	new	new	ADJ
fbem-28654	181	11	directions	direction	NOUN
fbem-28654	181	12	for	for	ADP
fbem-28654	181	13	the	the	DET
fbem-28654	181	14	application	application	NOUN
fbem-28654	181	15	of	of	ADP
fbem-28654	181	16	large	large	ADJ
fbem-28654	181	17	language	language	NOUN
fbem-28654	181	18	models	model	NOUN
fbem-28654	181	19	.	.	PUNCT
fbem-28654	182	1	for	for	ADP
fbem-28654	182	2	instance	instance	NOUN
fbem-28654	182	3	,	,	PUNCT
fbem-28654	182	4	combining	combine	VERB
fbem-28654	182	5	technologies	technology	NOUN
fbem-28654	182	6	like	like	ADP
fbem-28654	182	7	image	image	NOUN
fbem-28654	182	8	recognition	recognition	NOUN
fbem-28654	182	9	and	and	CCONJ
fbem-28654	182	10	reinforcement	reinforcement	NOUN
fbem-28654	182	11	learning	learning	NOUN
fbem-28654	182	12	can	can	AUX
fbem-28654	182	13	further	far	ADV
fbem-28654	182	14	enhance	enhance	VERB
fbem-28654	182	15	the	the	DET
fbem-28654	182	16	model	model	NOUN
fbem-28654	182	17	’s	’s	PART
fbem-28654	182	18	intelligence	intelligence	NOUN
fbem-28654	182	19	,	,	PUNCT
fbem-28654	182	20	enabling	enable	VERB
fbem-28654	182	21	it	it	PRON
fbem-28654	182	22	to	to	PART
fbem-28654	182	23	tackle	tackle	VERB
fbem-28654	182	24	more	more	ADV
fbem-28654	182	25	complex	complex	ADJ
fbem-28654	182	26	and	and	CCONJ
fbem-28654	182	27	dynamic	dynamic	ADJ
fbem-28654	182	28	economic	economic	ADJ
fbem-28654	182	29	issues	issue	NOUN
fbem-28654	182	30	.	.	PUNCT
fbem-28654	183	1	moreover	moreover	ADV
fbem-28654	183	2	,	,	PUNCT
fbem-28654	183	3	as	as	SCONJ
fbem-28654	183	4	data	data	NOUN
fbem-28654	183	5	protection	protection	NOUN
fbem-28654	183	6	and	and	CCONJ
fbem-28654	183	7	privacy	privacy	NOUN
fbem-28654	183	8	concerns	concern	NOUN
fbem-28654	183	9	become	become	VERB
fbem-28654	183	10	increasingly	increasingly	ADV
fbem-28654	183	11	important	important	ADJ
fbem-28654	183	12	,	,	PUNCT
fbem-28654	183	13	ensuring	ensure	VERB
fbem-28654	183	14	data	datum	NOUN
fbem-28654	183	15	security	security	NOUN
fbem-28654	183	16	and	and	CCONJ
fbem-28654	183	17	protecting	protect	VERB
fbem-28654	183	18	user	user	NOUN
fbem-28654	183	19	privacy	privacy	NOUN
fbem-28654	183	20	will	will	AUX
fbem-28654	183	21	also	also	ADV
fbem-28654	183	22	be	be	AUX
fbem-28654	183	23	a	a	DET
fbem-28654	183	24	key	key	ADJ
fbem-28654	183	25	issue	issue	NOUN
fbem-28654	183	26	in	in	ADP
fbem-28654	183	27	the	the	DET
fbem-28654	183	28	application	application	NOUN
fbem-28654	183	29	of	of	ADP
fbem-28654	183	30	large	large	ADJ
fbem-28654	183	31	language	language	NOUN
fbem-28654	183	32	models	model	NOUN
fbem-28654	183	33	in	in	ADP
fbem-28654	183	34	macroeconomics	macroeconomic	NOUN
fbem-28654	183	35	.	.	PUNCT
fbem-28654	184	1	7	7	X
fbem-28654	184	2	.	.	X
fbem-28654	184	3	conclusion	conclusion	NOUN
fbem-28654	184	4	with	with	ADP
fbem-28654	184	5	the	the	DET
fbem-28654	184	6	continuous	continuous	ADJ
fbem-28654	184	7	development	development	NOUN
fbem-28654	184	8	of	of	ADP
fbem-28654	184	9	artificial	artificial	ADJ
fbem-28654	184	10	intelligence	intelligence	NOUN
fbem-28654	184	11	(	(	PUNCT
fbem-28654	184	12	ai	ai	NOUN
fbem-28654	184	13	)	)	PUNCT
fbem-28654	184	14	and	and	CCONJ
fbem-28654	184	15	machine	machine	NOUN
fbem-28654	184	16	learning	learning	NOUN
fbem-28654	184	17	(	(	PUNCT
fbem-28654	184	18	ml	ml	NOUN
fbem-28654	184	19	)	)	PUNCT
fbem-28654	184	20	technologies	technology	NOUN
fbem-28654	184	21	,	,	PUNCT
fbem-28654	184	22	their	their	PRON
fbem-28654	184	23	applications	application	NOUN
fbem-28654	184	24	in	in	ADP
fbem-28654	184	25	macroeconomics	macroeconomic	NOUN
fbem-28654	184	26	have	have	AUX
fbem-28654	184	27	shown	show	VERB
fbem-28654	184	28	immense	immense	ADJ
fbem-28654	184	29	potential	potential	NOUN
fbem-28654	184	30	,	,	PUNCT
fbem-28654	184	31	bringing	bring	VERB
fbem-28654	184	32	profound	profound	ADJ
fbem-28654	184	33	transformations	transformation	NOUN
fbem-28654	184	34	across	across	ADP
fbem-28654	184	35	various	various	ADJ
fbem-28654	184	36	fields	field	NOUN
fbem-28654	184	37	.	.	PUNCT
fbem-28654	185	1	by	by	ADP
fbem-28654	185	2	complementing	complement	VERB
fbem-28654	185	3	and	and	CCONJ
fbem-28654	185	4	innovating	innovate	VERB
fbem-28654	185	5	traditional	traditional	ADJ
fbem-28654	185	6	economic	economic	ADJ
fbem-28654	185	7	analysis	analysis	NOUN
fbem-28654	185	8	methods	method	NOUN
fbem-28654	185	9	,	,	PUNCT
fbem-28654	185	10	ai	ai	VERB
fbem-28654	185	11	and	and	CCONJ
fbem-28654	185	12	machine	machine	NOUN
fbem-28654	185	13	learning	learning	NOUN
fbem-28654	185	14	are	be	AUX
fbem-28654	185	15	gradually	gradually	ADV
fbem-28654	185	16	breaking	break	VERB
fbem-28654	185	17	the	the	DET
fbem-28654	185	18	limitations	limitation	NOUN
fbem-28654	185	19	of	of	ADP
fbem-28654	185	20	conventional	conventional	ADJ
fbem-28654	185	21	economics	economic	NOUN
fbem-28654	185	22	,	,	PUNCT
fbem-28654	185	23	providing	provide	VERB
fbem-28654	185	24	more	more	ADV
fbem-28654	185	25	accurate	accurate	ADJ
fbem-28654	185	26	and	and	CCONJ
fbem-28654	185	27	efficient	efficient	ADJ
fbem-28654	185	28	tools	tool	NOUN
fbem-28654	185	29	for	for	ADP
fbem-28654	185	30	economic	economic	ADJ
fbem-28654	185	31	research	research	NOUN
fbem-28654	185	32	.	.	PUNCT
fbem-28654	186	1	in	in	ADP
fbem-28654	186	2	the	the	DET
fbem-28654	186	3	construction	construction	NOUN
fbem-28654	186	4	of	of	ADP
fbem-28654	186	5	new	new	ADJ
fbem-28654	186	6	economic	economic	ADJ
fbem-28654	186	7	indicators	indicator	NOUN
fbem-28654	186	8	,	,	PUNCT
fbem-28654	186	9	economic	economic	ADJ
fbem-28654	186	10	forecasting	forecasting	NOUN
fbem-28654	186	11	,	,	PUNCT
fbem-28654	186	12	and	and	CCONJ
fbem-28654	186	13	policy	policy	NOUN
fbem-28654	186	14	analysis	analysis	NOUN
fbem-28654	186	15	,	,	PUNCT
fbem-28654	186	16	ai	ai	VERB
fbem-28654	186	17	and	and	CCONJ
fbem-28654	186	18	machine	machine	NOUN
fbem-28654	186	19	learning	learn	VERB
fbem-28654	186	20	not	not	PART
fbem-28654	186	21	only	only	ADV
fbem-28654	186	22	improve	improve	VERB
fbem-28654	186	23	the	the	DET
fbem-28654	186	24	precision	precision	NOUN
fbem-28654	186	25	and	and	CCONJ
fbem-28654	186	26	timeliness	timeliness	NOUN
fbem-28654	186	27	of	of	ADP
fbem-28654	186	28	analyses	analysis	NOUN
fbem-28654	186	29	but	but	CCONJ
fbem-28654	186	30	also	also	ADV
fbem-28654	186	31	offer	offer	VERB
fbem-28654	186	32	unprecedented	unprecedented	ADJ
fbem-28654	186	33	data	datum	NOUN
fbem-28654	186	34	processing	processing	NOUN
fbem-28654	186	35	capabilities	capability	NOUN
fbem-28654	186	36	and	and	CCONJ
fbem-28654	186	37	analytical	analytical	ADJ
fbem-28654	186	38	methods	method	NOUN
fbem-28654	186	39	for	for	ADP
fbem-28654	186	40	macroeconomic	macroeconomic	ADJ
fbem-28654	186	41	researchers	researcher	NOUN
fbem-28654	186	42	.	.	PUNCT
fbem-28654	187	1	this	this	DET
fbem-28654	187	2	paper	paper	NOUN
fbem-28654	187	3	first	first	ADV
fbem-28654	187	4	explores	explore	VERB
fbem-28654	187	5	the	the	DET
fbem-28654	187	6	construction	construction	NOUN
fbem-28654	187	7	and	and	CCONJ
fbem-28654	187	8	application	application	NOUN
fbem-28654	187	9	of	of	ADP
fbem-28654	187	10	new	new	ADJ
fbem-28654	187	11	economic	economic	ADJ
fbem-28654	187	12	indicators	indicator	NOUN
fbem-28654	187	13	,	,	PUNCT
fbem-28654	187	14	especially	especially	ADV
fbem-28654	187	15	in	in	ADP
fbem-28654	187	16	the	the	DET
fbem-28654	187	17	context	context	NOUN
fbem-28654	187	18	of	of	ADP
fbem-28654	187	19	combining	combine	VERB
fbem-28654	187	20	alternative	alternative	ADJ
fbem-28654	187	21	data	datum	NOUN
fbem-28654	187	22	and	and	CCONJ
fbem-28654	187	23	deep	deep	ADJ
fbem-28654	187	24	learning	learning	NOUN
fbem-28654	187	25	techniques	technique	NOUN
fbem-28654	187	26	.	.	PUNCT
fbem-28654	188	1	these	these	DET
fbem-28654	188	2	innovations	innovation	NOUN
fbem-28654	188	3	in	in	ADP
fbem-28654	188	4	economic	economic	ADJ
fbem-28654	188	5	indicators	indicator	NOUN
fbem-28654	188	6	help	help	VERB
fbem-28654	188	7	fill	fill	VERB
fbem-28654	188	8	the	the	DET
fbem-28654	188	9	gaps	gap	NOUN
fbem-28654	188	10	in	in	ADP
fbem-28654	188	11	traditional	traditional	ADJ
fbem-28654	188	12	data	datum	NOUN
fbem-28654	188	13	and	and	CCONJ
fbem-28654	188	14	improve	improve	VERB
fbem-28654	188	15	the	the	DET
fbem-28654	188	16	real	real	ADJ
fbem-28654	188	17	-	-	PUNCT
fbem-28654	188	18	time	time	NOUN
fbem-28654	188	19	nature	nature	NOUN
fbem-28654	188	20	and	and	CCONJ
fbem-28654	188	21	informational	informational	ADJ
fbem-28654	188	22	value	value	NOUN
fbem-28654	188	23	of	of	ADP
fbem-28654	188	24	economic	economic	ADJ
fbem-28654	188	25	monitoring	monitoring	NOUN
fbem-28654	188	26	.	.	PUNCT
fbem-28654	189	1	with	with	ADP
fbem-28654	189	2	the	the	DET
fbem-28654	189	3	emergence	emergence	NOUN
fbem-28654	189	4	of	of	ADP
fbem-28654	189	5	big	big	ADJ
fbem-28654	189	6	data	datum	NOUN
fbem-28654	189	7	such	such	ADJ
fbem-28654	189	8	as	as	ADP
fbem-28654	189	9	satellite	satellite	NOUN
fbem-28654	189	10	imagery	imagery	NOUN
fbem-28654	189	11	and	and	CCONJ
fbem-28654	189	12	ship	ship	NOUN
fbem-28654	189	13	ais	ais	PROPN
fbem-28654	189	14	data	data	PROPN
fbem-28654	189	15	,	,	PUNCT
fbem-28654	189	16	the	the	DET
fbem-28654	189	17	integration	integration	NOUN
fbem-28654	189	18	of	of	ADP
fbem-28654	189	19	deep	deep	ADJ
fbem-28654	189	20	learning	learning	NOUN
fbem-28654	189	21	allows	allow	VERB
fbem-28654	189	22	us	we	PRON
fbem-28654	189	23	to	to	PART
fbem-28654	189	24	capture	capture	VERB
fbem-28654	189	25	subtle	subtle	ADJ
fbem-28654	189	26	microeconomic	microeconomic	ADJ
fbem-28654	189	27	changes	change	NOUN
fbem-28654	189	28	in	in	ADP
fbem-28654	189	29	economic	economic	ADJ
fbem-28654	189	30	activities	activity	NOUN
fbem-28654	189	31	,	,	PUNCT
fbem-28654	189	32	providing	provide	VERB
fbem-28654	189	33	more	more	ADV
fbem-28654	189	34	accurate	accurate	ADJ
fbem-28654	189	35	tools	tool	NOUN
fbem-28654	189	36	for	for	ADP
fbem-28654	189	37	economic	economic	ADJ
fbem-28654	189	38	monitoring	monitoring	NOUN
fbem-28654	189	39	and	and	CCONJ
fbem-28654	189	40	forecasting	forecasting	NOUN
fbem-28654	189	41	.	.	PUNCT
fbem-28654	190	1	through	through	ADP
fbem-28654	190	2	deep	deep	ADJ
fbem-28654	190	3	data	datum	NOUN
fbem-28654	190	4	mining	mining	NOUN
fbem-28654	190	5	and	and	CCONJ
fbem-28654	190	6	intelligent	intelligent	ADJ
fbem-28654	190	7	analysis	analysis	NOUN
fbem-28654	190	8	,	,	PUNCT
fbem-28654	190	9	the	the	DET
fbem-28654	190	10	field	field	NOUN
fbem-28654	190	11	of	of	ADP
fbem-28654	190	12	macroeconomic	macroeconomic	ADJ
fbem-28654	190	13	analysis	analysis	NOUN
fbem-28654	190	14	has	have	AUX
fbem-28654	190	15	been	be	AUX
fbem-28654	190	16	significantly	significantly	ADV
fbem-28654	190	17	expanded	expand	VERB
fbem-28654	190	18	,	,	PUNCT
fbem-28654	190	19	offering	offer	VERB
fbem-28654	190	20	policymakers	policymaker	NOUN
fbem-28654	190	21	and	and	CCONJ
fbem-28654	190	22	economic	economic	ADJ
fbem-28654	190	23	researchers	researcher	NOUN
fbem-28654	190	24	more	more	ADV
fbem-28654	190	25	precise	precise	ADJ
fbem-28654	190	26	decision	decision	NOUN
fbem-28654	190	27	-	-	PUNCT
fbem-28654	190	28	making	make	VERB
fbem-28654	190	29	support	support	NOUN
fbem-28654	190	30	.	.	PUNCT
fbem-28654	191	1	secondly	secondly	ADV
fbem-28654	191	2	,	,	PUNCT
fbem-28654	191	3	the	the	DET
fbem-28654	191	4	application	application	NOUN
fbem-28654	191	5	of	of	ADP
fbem-28654	191	6	machine	machine	NOUN
fbem-28654	191	7	learning	learning	NOUN
fbem-28654	191	8	in	in	ADP
fbem-28654	191	9	economic	economic	ADJ
fbem-28654	191	10	forecasting	forecasting	NOUN
fbem-28654	191	11	demonstrates	demonstrate	VERB
fbem-28654	191	12	its	its	PRON
fbem-28654	191	13	essential	essential	ADJ
fbem-28654	191	14	complementary	complementary	ADJ
fbem-28654	191	15	role	role	NOUN
fbem-28654	191	16	to	to	ADP
fbem-28654	191	17	traditional	traditional	ADJ
fbem-28654	191	18	econometric	econometric	ADJ
fbem-28654	191	19	models	model	NOUN
fbem-28654	191	20	.	.	PUNCT
fbem-28654	192	1	machine	machine	NOUN
fbem-28654	192	2	learning	learn	VERB
fbem-28654	192	3	methods	method	NOUN
fbem-28654	192	4	are	be	AUX
fbem-28654	192	5	better	well	ADV
fbem-28654	192	6	equipped	equip	VERB
fbem-28654	192	7	to	to	PART
fbem-28654	192	8	handle	handle	VERB
fbem-28654	192	9	large	large	ADJ
fbem-28654	192	10	-	-	PUNCT
fbem-28654	192	11	scale	scale	NOUN
fbem-28654	192	12	,	,	PUNCT
fbem-28654	192	13	complex	complex	ADJ
fbem-28654	192	14	economic	economic	ADJ
fbem-28654	192	15	data	datum	NOUN
fbem-28654	192	16	,	,	PUNCT
fbem-28654	192	17	overcoming	overcome	VERB
fbem-28654	192	18	the	the	DET
fbem-28654	192	19	limitations	limitation	NOUN
fbem-28654	192	20	of	of	ADP
fbem-28654	192	21	traditional	traditional	ADJ
fbem-28654	192	22	models	model	NOUN
fbem-28654	192	23	in	in	ADP
fbem-28654	192	24	addressing	address	VERB
fbem-28654	192	25	non	non	ADJ
fbem-28654	192	26	-	-	ADJ
fbem-28654	192	27	linear	linear	ADJ
fbem-28654	192	28	relationships	relationship	NOUN
fbem-28654	192	29	and	and	CCONJ
fbem-28654	192	30	high	high	ADJ
fbem-28654	192	31	-	-	PUNCT
fbem-28654	192	32	dimensional	dimensional	ADJ
fbem-28654	192	33	data	datum	NOUN
fbem-28654	192	34	.	.	PUNCT
fbem-28654	193	1	by	by	ADP
fbem-28654	193	2	complementing	complement	VERB
fbem-28654	193	3	machine	machine	NOUN
fbem-28654	193	4	learning	learning	NOUN
fbem-28654	193	5	with	with	ADP
fbem-28654	193	6	traditional	traditional	ADJ
fbem-28654	193	7	econometric	econometric	ADJ
fbem-28654	193	8	models	model	NOUN
fbem-28654	193	9	,	,	PUNCT
fbem-28654	193	10	the	the	DET
fbem-28654	193	11	accuracy	accuracy	NOUN
fbem-28654	193	12	of	of	ADP
fbem-28654	193	13	economic	economic	ADJ
fbem-28654	193	14	predictions	prediction	NOUN
fbem-28654	193	15	can	can	AUX
fbem-28654	193	16	be	be	AUX
fbem-28654	193	17	enhanced	enhance	VERB
fbem-28654	193	18	,	,	PUNCT
fbem-28654	193	19	especially	especially	ADV
fbem-28654	193	20	in	in	ADP
fbem-28654	193	21	predicting	predict	VERB
fbem-28654	193	22	complex	complex	ADJ
fbem-28654	193	23	economic	economic	ADJ
fbem-28654	193	24	phenomena	phenomenon	NOUN
fbem-28654	193	25	such	such	ADJ
fbem-28654	193	26	as	as	ADP
fbem-28654	193	27	economic	economic	ADJ
fbem-28654	193	28	fluctuations	fluctuation	NOUN
fbem-28654	193	29	and	and	CCONJ
fbem-28654	193	30	financial	financial	ADJ
fbem-28654	193	31	crises	crisis	NOUN
fbem-28654	193	32	.	.	PUNCT
fbem-28654	194	1	in	in	ADP
fbem-28654	194	2	particular	particular	ADJ
fbem-28654	194	3	,	,	PUNCT
fbem-28654	194	4	deep	deep	ADJ
fbem-28654	194	5	learning	learning	NOUN
fbem-28654	194	6	and	and	CCONJ
fbem-28654	194	7	large	large	ADJ
fbem-28654	194	8	language	language	NOUN
fbem-28654	194	9	models	model	NOUN
fbem-28654	194	10	have	have	VERB
fbem-28654	194	11	significant	significant	ADJ
fbem-28654	194	12	potential	potential	NOUN
fbem-28654	194	13	in	in	ADP
fbem-28654	194	14	economic	economic	ADJ
fbem-28654	194	15	forecasting	forecasting	NOUN
fbem-28654	194	16	,	,	PUNCT
fbem-28654	194	17	not	not	PART
fbem-28654	194	18	only	only	ADV
fbem-28654	194	19	improving	improve	VERB
fbem-28654	194	20	prediction	prediction	NOUN
fbem-28654	194	21	accuracy	accuracy	NOUN
fbem-28654	194	22	but	but	CCONJ
fbem-28654	194	23	also	also	ADV
fbem-28654	194	24	facilitating	facilitate	VERB
fbem-28654	194	25	the	the	DET
fbem-28654	194	26	effective	effective	ADJ
fbem-28654	194	27	integration	integration	NOUN
fbem-28654	194	28	and	and	CCONJ
fbem-28654	194	29	analysis	analysis	NOUN
fbem-28654	194	30	of	of	ADP
fbem-28654	194	31	multidimensional	multidimensional	ADJ
fbem-28654	194	32	economic	economic	ADJ
fbem-28654	194	33	information	information	NOUN
fbem-28654	194	34	.	.	PUNCT
fbem-28654	195	1	in	in	ADP
fbem-28654	195	2	the	the	DET
fbem-28654	195	3	analysis	analysis	NOUN
fbem-28654	195	4	of	of	ADP
fbem-28654	195	5	economic	economic	ADJ
fbem-28654	195	6	policy	policy	NOUN
fbem-28654	195	7	impacts	impact	NOUN
fbem-28654	195	8	,	,	PUNCT
fbem-28654	195	9	the	the	DET
fbem-28654	195	10	application	application	NOUN
fbem-28654	195	11	of	of	ADP
fbem-28654	195	12	machine	machine	NOUN
fbem-28654	195	13	learning	learning	NOUN
fbem-28654	195	14	provides	provide	VERB
fbem-28654	195	15	new	new	ADJ
fbem-28654	195	16	methodologies	methodology	NOUN
fbem-28654	195	17	for	for	ADP
fbem-28654	195	18	policymaking	policymake	VERB
fbem-28654	195	19	.	.	PUNCT
fbem-28654	196	1	through	through	ADP
fbem-28654	196	2	explanatory	explanatory	ADJ
fbem-28654	196	3	analyses	analysis	NOUN
fbem-28654	196	4	of	of	ADP
fbem-28654	196	5	machine	machine	NOUN
fbem-28654	196	6	learning	learning	NOUN
fbem-28654	196	7	models	model	NOUN
fbem-28654	196	8	,	,	PUNCT
fbem-28654	196	9	the	the	DET
fbem-28654	196	10	mechanisms	mechanism	NOUN
fbem-28654	196	11	through	through	ADP
fbem-28654	196	12	which	which	PRON
fbem-28654	196	13	economic	economic	ADJ
fbem-28654	196	14	policies	policy	NOUN
fbem-28654	196	15	affect	affect	VERB
fbem-28654	196	16	outcomes	outcome	NOUN
fbem-28654	196	17	become	become	VERB
fbem-28654	196	18	clearer	clear	ADJ
fbem-28654	196	19	.	.	PUNCT
fbem-28654	197	1	with	with	ADP
fbem-28654	197	2	support	support	NOUN
fbem-28654	197	3	from	from	ADP
fbem-28654	197	4	interpretability	interpretability	NOUN
fbem-28654	197	5	methods	method	NOUN
fbem-28654	197	6	like	like	ADP
fbem-28654	197	7	shap	shap	PROPN
fbem-28654	197	8	values	value	NOUN
fbem-28654	197	9	,	,	PUNCT
fbem-28654	197	10	we	we	PRON
fbem-28654	197	11	can	can	AUX
fbem-28654	197	12	more	more	ADV
fbem-28654	197	13	precisely	precisely	ADV
fbem-28654	197	14	identify	identify	VERB
fbem-28654	197	15	which	which	PRON
fbem-28654	197	16	policy	policy	NOUN
fbem-28654	197	17	variables	variable	NOUN
fbem-28654	197	18	have	have	VERB
fbem-28654	197	19	decisive	decisive	ADJ
fbem-28654	197	20	impacts	impact	NOUN
fbem-28654	197	21	on	on	ADP
fbem-28654	197	22	economic	economic	ADJ
fbem-28654	197	23	results	result	NOUN
fbem-28654	197	24	.	.	PUNCT
fbem-28654	198	1	moreover	moreover	ADV
fbem-28654	198	2	,	,	PUNCT
fbem-28654	198	3	the	the	DET
fbem-28654	198	4	combination	combination	NOUN
fbem-28654	198	5	of	of	ADP
fbem-28654	198	6	causal	causal	ADJ
fbem-28654	198	7	inference	inference	NOUN
fbem-28654	198	8	and	and	CCONJ
fbem-28654	198	9	machine	machine	NOUN
fbem-28654	198	10	learning	learning	NOUN
fbem-28654	198	11	enhances	enhance	VERB
fbem-28654	198	12	the	the	DET
fbem-28654	198	13	ability	ability	NOUN
fbem-28654	198	14	to	to	PART
fbem-28654	198	15	conduct	conduct	VERB
fbem-28654	198	16	heterogeneous	heterogeneous	ADJ
fbem-28654	198	17	analysis	analysis	NOUN
fbem-28654	198	18	in	in	ADP
fbem-28654	198	19	policy	policy	NOUN
fbem-28654	198	20	research	research	NOUN
fbem-28654	198	21	,	,	PUNCT
fbem-28654	198	22	allowing	allow	VERB
fbem-28654	198	23	for	for	ADP
fbem-28654	198	24	a	a	DET
fbem-28654	198	25	deeper	deep	ADJ
fbem-28654	198	26	understanding	understanding	NOUN
fbem-28654	198	27	of	of	ADP
fbem-28654	198	28	how	how	SCONJ
fbem-28654	198	29	policy	policy	NOUN
fbem-28654	198	30	interventions	intervention	NOUN
fbem-28654	198	31	perform	perform	VERB
fbem-28654	198	32	in	in	ADP
fbem-28654	198	33	different	different	ADJ
fbem-28654	198	34	economic	economic	ADJ
fbem-28654	198	35	environments	environment	NOUN
fbem-28654	198	36	.	.	PUNCT
fbem-28654	199	1	this	this	PRON
fbem-28654	199	2	,	,	PUNCT
fbem-28654	199	3	in	in	ADP
fbem-28654	199	4	turn	turn	NOUN
fbem-28654	199	5	,	,	PUNCT
fbem-28654	199	6	provides	provide	VERB
fbem-28654	199	7	a	a	DET
fbem-28654	199	8	scientific	scientific	ADJ
fbem-28654	199	9	basis	basis	NOUN
fbem-28654	199	10	for	for	ADP
fbem-28654	199	11	policy	policy	NOUN
fbem-28654	199	12	optimization	optimization	NOUN
fbem-28654	199	13	.	.	PUNCT
fbem-28654	200	1	in	in	ADP
fbem-28654	200	2	financial	financial	ADJ
fbem-28654	200	3	analysis	analysis	NOUN
fbem-28654	200	4	,	,	PUNCT
fbem-28654	200	5	ai	ai	AUX
fbem-28654	200	6	and	and	CCONJ
fbem-28654	200	7	machine	machine	NOUN
fbem-28654	200	8	learning	learning	NOUN
fbem-28654	200	9	applications	application	NOUN
fbem-28654	200	10	also	also	ADV
fbem-28654	200	11	offer	offer	VERB
fbem-28654	200	12	robust	robust	ADJ
fbem-28654	200	13	tools	tool	NOUN
fbem-28654	200	14	for	for	ADP
fbem-28654	200	15	market	market	NOUN
fbem-28654	200	16	risk	risk	NOUN
fbem-28654	200	17	assessment	assessment	NOUN
fbem-28654	200	18	,	,	PUNCT
fbem-28654	200	19	portfolio	portfolio	NOUN
fbem-28654	200	20	optimization	optimization	NOUN
fbem-28654	200	21	,	,	PUNCT
fbem-28654	200	22	and	and	CCONJ
fbem-28654	200	23	financial	financial	ADJ
fbem-28654	200	24	product	product	NOUN
fbem-28654	200	25	pricing	pricing	NOUN
fbem-28654	200	26	.	.	PUNCT
fbem-28654	201	1	by	by	ADP
fbem-28654	201	2	processing	process	VERB
fbem-28654	201	3	vast	vast	ADJ
fbem-28654	201	4	amounts	amount	NOUN
fbem-28654	201	5	of	of	ADP
fbem-28654	201	6	financial	financial	ADJ
fbem-28654	201	7	data	datum	NOUN
fbem-28654	201	8	,	,	PUNCT
fbem-28654	201	9	machine	machine	NOUN
fbem-28654	201	10	learning	learning	NOUN
fbem-28654	201	11	can	can	AUX
fbem-28654	201	12	reveal	reveal	VERB
fbem-28654	201	13	underlying	underlie	VERB
fbem-28654	201	14	market	market	NOUN
fbem-28654	201	15	risks	risk	NOUN
fbem-28654	201	16	and	and	CCONJ
fbem-28654	201	17	volatility	volatility	NOUN
fbem-28654	201	18	trends	trend	NOUN
fbem-28654	201	19	,	,	PUNCT
fbem-28654	201	20	assisting	assist	VERB
fbem-28654	201	21	investors	investor	NOUN
fbem-28654	201	22	and	and	CCONJ
fbem-28654	201	23	financial	financial	ADJ
fbem-28654	201	24	institutions	institution	NOUN
fbem-28654	201	25	in	in	ADP
fbem-28654	201	26	making	make	VERB
fbem-28654	201	27	more	more	ADV
fbem-28654	201	28	informed	informed	ADJ
fbem-28654	201	29	decisions	decision	NOUN
fbem-28654	201	30	.	.	PUNCT
fbem-28654	202	1	furthermore	furthermore	ADV
fbem-28654	202	2	,	,	PUNCT
fbem-28654	202	3	the	the	DET
fbem-28654	202	4	application	application	NOUN
fbem-28654	202	5	of	of	ADP
fbem-28654	202	6	deep	deep	ADJ
fbem-28654	202	7	learning	learning	NOUN
fbem-28654	202	8	techniques	technique	NOUN
fbem-28654	202	9	in	in	ADP
fbem-28654	202	10	financial	financial	ADJ
fbem-28654	202	11	time	time	NOUN
fbem-28654	202	12	series	series	PROPN
fbem-28654	202	13	analysis	analysis	NOUN
fbem-28654	202	14	,	,	PUNCT
fbem-28654	202	15	price	price	NOUN
fbem-28654	202	16	forecasting	forecasting	NOUN
fbem-28654	202	17	,	,	PUNCT
fbem-28654	202	18	and	and	CCONJ
fbem-28654	202	19	credit	credit	NOUN
fbem-28654	202	20	risk	risk	NOUN
fbem-28654	202	21	evaluation	evaluation	NOUN
fbem-28654	202	22	significantly	significantly	ADV
fbem-28654	202	23	enhances	enhance	VERB
fbem-28654	202	24	the	the	DET
fbem-28654	202	25	accuracy	accuracy	NOUN
fbem-28654	202	26	and	and	CCONJ
fbem-28654	202	27	timeliness	timeliness	NOUN
fbem-28654	202	28	of	of	ADP
fbem-28654	202	29	analyses	analysis	NOUN
fbem-28654	202	30	.	.	PUNCT
fbem-28654	203	1	the	the	DET
fbem-28654	203	2	application	application	NOUN
fbem-28654	203	3	of	of	ADP
fbem-28654	203	4	large	large	ADJ
fbem-28654	203	5	language	language	NOUN
fbem-28654	203	6	models	model	NOUN
fbem-28654	203	7	in	in	ADP
fbem-28654	203	8	macroeconomics	macroeconomic	NOUN
fbem-28654	203	9	is	be	AUX
fbem-28654	203	10	also	also	ADV
fbem-28654	203	11	showing	show	VERB
fbem-28654	203	12	new	new	ADJ
fbem-28654	203	13	trends	trend	NOUN
fbem-28654	203	14	.	.	PUNCT
fbem-28654	204	1	the	the	DET
fbem-28654	204	2	exploration	exploration	NOUN
fbem-28654	204	3	of	of	ADP
fbem-28654	204	4	automated	automate	VERB
fbem-28654	204	5	report	report	NOUN
fbem-28654	204	6	generation	generation	NOUN
fbem-28654	204	7	,	,	PUNCT
fbem-28654	204	8	intelligent	intelligent	ADJ
fbem-28654	204	9	tutoring	tutoring	NOUN
fbem-28654	204	10	,	,	PUNCT
fbem-28654	204	11	and	and	CCONJ
fbem-28654	204	12	sentiment	sentiment	NOUN
fbem-28654	204	13	analysis	analysis	NOUN
fbem-28654	204	14	highlights	highlight	NOUN
fbem-28654	204	15	the	the	DET
fbem-28654	204	16	vast	vast	ADJ
fbem-28654	204	17	potential	potential	NOUN
fbem-28654	204	18	of	of	ADP
fbem-28654	204	19	large	large	ADJ
fbem-28654	204	20	language	language	NOUN
fbem-28654	204	21	models	model	NOUN
fbem-28654	204	22	in	in	ADP
fbem-28654	204	23	improving	improve	VERB
fbem-28654	204	24	work	work	NOUN
fbem-28654	204	25	efficiency	efficiency	NOUN
fbem-28654	204	26	,	,	PUNCT
fbem-28654	204	27	optimizing	optimize	VERB
fbem-28654	204	28	decision	decision	NOUN
fbem-28654	204	29	-	-	PUNCT
fbem-28654	204	30	making	make	VERB
fbem-28654	204	31	processes	process	NOUN
fbem-28654	204	32	,	,	PUNCT
fbem-28654	204	33	and	and	CCONJ
fbem-28654	204	34	enhancing	enhance	VERB
fbem-28654	204	35	academic	academic	ADJ
fbem-28654	204	36	research	research	NOUN
fbem-28654	204	37	.	.	PUNCT
fbem-28654	205	1	however	however	ADV
fbem-28654	205	2	,	,	PUNCT
fbem-28654	205	3	challenges	challenge	NOUN
fbem-28654	205	4	still	still	ADV
fbem-28654	205	5	remain	remain	VERB
fbem-28654	205	6	,	,	PUNCT
fbem-28654	205	7	including	include	VERB
fbem-28654	205	8	the	the	DET
fbem-28654	205	9	models	model	NOUN
fbem-28654	205	10	'	'	PART
fbem-28654	205	11	reasoning	reasoning	NOUN
fbem-28654	205	12	abilities	ability	NOUN
fbem-28654	205	13	,	,	PUNCT
fbem-28654	205	14	data	datum	NOUN
fbem-28654	205	15	integrity	integrity	NOUN
fbem-28654	205	16	,	,	PUNCT
fbem-28654	205	17	and	and	CCONJ
fbem-28654	205	18	computational	computational	ADJ
fbem-28654	205	19	resource	resource	NOUN
fbem-28654	205	20	consumption	consumption	NOUN
fbem-28654	205	21	.	.	PUNCT
fbem-28654	206	1	these	these	DET
fbem-28654	206	2	challenges	challenge	NOUN
fbem-28654	206	3	require	require	VERB
fbem-28654	206	4	ongoing	ongoing	ADJ
fbem-28654	206	5	optimization	optimization	NOUN
fbem-28654	206	6	of	of	ADP
fbem-28654	206	7	algorithms	algorithm	NOUN
fbem-28654	206	8	and	and	CCONJ
fbem-28654	206	9	the	the	DET
fbem-28654	206	10	improvement	improvement	NOUN
fbem-28654	206	11	of	of	ADP
fbem-28654	206	12	computational	computational	ADJ
fbem-28654	206	13	efficiency	efficiency	NOUN
fbem-28654	206	14	to	to	PART
fbem-28654	206	15	expand	expand	VERB
fbem-28654	206	16	their	their	PRON
fbem-28654	206	17	range	range	NOUN
fbem-28654	206	18	of	of	ADP
fbem-28654	206	19	applications	application	NOUN
fbem-28654	206	20	.	.	PUNCT
fbem-28654	207	1	future	future	ADJ
fbem-28654	207	2	research	research	NOUN
fbem-28654	207	3	should	should	AUX
fbem-28654	207	4	focus	focus	VERB
fbem-28654	207	5	on	on	ADP
fbem-28654	207	6	improving	improve	VERB
fbem-28654	207	7	the	the	DET
fbem-28654	207	8	transparency	transparency	NOUN
fbem-28654	207	9	and	and	CCONJ
fbem-28654	207	10	explainability	explainability	NOUN
fbem-28654	207	11	of	of	ADP
fbem-28654	207	12	machine	machine	NOUN
fbem-28654	207	13	learning	learning	NOUN
fbem-28654	207	14	and	and	CCONJ
fbem-28654	207	15	deep	deep	ADJ
fbem-28654	207	16	learning	learning	NOUN
fbem-28654	207	17	models	model	NOUN
fbem-28654	207	18	,	,	PUNCT
fbem-28654	207	19	addressing	address	VERB
fbem-28654	207	20	biases	bias	NOUN
fbem-28654	207	21	arising	arise	VERB
fbem-28654	207	22	from	from	ADP
fbem-28654	207	23	incomplete	incomplete	ADJ
fbem-28654	207	24	or	or	CCONJ
fbem-28654	207	25	noisy	noisy	ADJ
fbem-28654	207	26	data	datum	NOUN
fbem-28654	207	27	,	,	PUNCT
fbem-28654	207	28	and	and	CCONJ
fbem-28654	207	29	considering	consider	VERB
fbem-28654	207	30	ways	way	NOUN
fbem-28654	207	31	to	to	PART
fbem-28654	207	32	reduce	reduce	VERB
fbem-28654	207	33	resource	resource	NOUN
fbem-28654	207	34	consumption	consumption	NOUN
fbem-28654	207	35	during	during	ADP
fbem-28654	207	36	model	model	NOUN
fbem-28654	207	37	training	training	NOUN
fbem-28654	207	38	.	.	PUNCT
fbem-28654	208	1	as	as	SCONJ
fbem-28654	208	2	model	model	NOUN
fbem-28654	208	3	algorithms	algorithm	NOUN
fbem-28654	208	4	continue	continue	VERB
fbem-28654	208	5	to	to	PART
fbem-28654	208	6	improve	improve	VERB
fbem-28654	208	7	,	,	PUNCT
fbem-28654	208	8	ai	ai	AUX
fbem-28654	208	9	technology	technology	NOUN
fbem-28654	208	10	will	will	AUX
fbem-28654	208	11	have	have	VERB
fbem-28654	208	12	an	an	DET
fbem-28654	208	13	even	even	ADV
fbem-28654	208	14	deeper	deep	ADJ
fbem-28654	208	15	impact	impact	NOUN
fbem-28654	208	16	on	on	ADP
fbem-28654	208	17	macroeconomics	macroeconomic	NOUN
fbem-28654	208	18	,	,	PUNCT
fbem-28654	208	19	driving	drive	VERB
fbem-28654	208	20	innovation	innovation	NOUN
fbem-28654	208	21	and	and	CCONJ
fbem-28654	208	22	development	development	NOUN
fbem-28654	208	23	in	in	ADP
fbem-28654	208	24	both	both	DET
fbem-28654	208	25	economic	economic	ADJ
fbem-28654	208	26	theory	theory	NOUN
fbem-28654	208	27	and	and	CCONJ
fbem-28654	208	28	practice	practice	NOUN
fbem-28654	208	29	.	.	PUNCT
fbem-28654	209	1	acknowledgements	acknowledgement	NOUN
fbem-28654	209	2	this	this	DET
fbem-28654	209	3	research	research	NOUN
fbem-28654	209	4	was	be	AUX
fbem-28654	209	5	funded	fund	VERB
fbem-28654	209	6	by	by	ADP
fbem-28654	209	7	the	the	DET
fbem-28654	209	8	2024	2024	NUM
fbem-28654	209	9	annual	annual	ADJ
fbem-28654	209	10	school	school	NOUN
fbem-28654	209	11	-	-	PUNCT
fbem-28654	209	12	level	level	NOUN
fbem-28654	209	13	research	research	NOUN
fbem-28654	209	14	project	project	NOUN
fbem-28654	209	15	of	of	ADP
fbem-28654	209	16	shanghai	shanghai	PROPN
fbem-28654	209	17	international	international	PROPN
fbem-28654	209	18	studies	studies	PROPN
fbem-28654	209	19	university	university	PROPN
fbem-28654	209	20	,	,	PUNCT
fbem-28654	209	21	xian	xian	PROPN
fbem-28654	209	22	da	da	PROPN
fbem-28654	209	23	college	college	PROPN
fbem-28654	209	24	of	of	ADP
fbem-28654	209	25	economics	economic	NOUN
fbem-28654	209	26	and	and	CCONJ
fbem-28654	209	27	humanities	humanity	NOUN
fbem-28654	209	28	(	(	PUNCT
fbem-28654	209	29	grant	grant	VERB
fbem-28654	209	30	no	no	INTJ
fbem-28654	209	31	.	.	PUNCT
fbem-28654	210	1	a3107.24.1801.2410	a3107.24.1801.2410	NOUN
fbem-28654	210	2	)	)	PUNCT
fbem-28654	211	1	references	reference	NOUN
fbem-28654	211	2	[	[	X
fbem-28654	211	3	1	1	NUM
fbem-28654	211	4	]	]	PUNCT
fbem-28654	211	5	brynjolfsson	brynjolfsson	NOUN
fbem-28654	211	6	e	e	NOUN
fbem-28654	211	7	,	,	PUNCT
fbem-28654	211	8	mcafee	mcafee	NOUN
fbem-28654	211	9	a.	a.	NOUN
fbem-28654	211	10	the	the	DET
fbem-28654	211	11	second	second	ADJ
fbem-28654	211	12	machine	machine	NOUN
fbem-28654	211	13	age	age	NOUN
fbem-28654	211	14	:	:	PUNCT
fbem-28654	211	15	work	work	NOUN
fbem-28654	211	16	,	,	PUNCT
fbem-28654	211	17	progress	progress	NOUN
fbem-28654	211	18	,	,	PUNCT
fbem-28654	211	19	and	and	CCONJ
fbem-28654	211	20	prosperity	prosperity	NOUN
fbem-28654	211	21	in	in	ADP
fbem-28654	211	22	a	a	DET
fbem-28654	211	23	time	time	NOUN
fbem-28654	211	24	of	of	ADP
fbem-28654	211	25	brilliant	brilliant	ADJ
fbem-28654	211	26	technologies	technology	NOUN
fbem-28654	211	27	[	[	X
fbem-28654	211	28	m	m	X
fbem-28654	211	29	]	]	X
fbem-28654	211	30	.	.	PUNCT
fbem-28654	212	1	ww	ww	PROPN
fbem-28654	212	2	norton	norton	PROPN
fbem-28654	212	3	&	&	CCONJ
fbem-28654	212	4	company	company	PROPN
fbem-28654	212	5	,	,	PUNCT
fbem-28654	212	6	2014	2014	NUM
fbem-28654	212	7	.	.	PUNCT
fbem-28654	213	1	[	[	X
fbem-28654	213	2	2	2	NUM
fbem-28654	213	3	]	]	PUNCT
fbem-28654	213	4	chui	chui	PROPN
fbem-28654	213	5	m	m	PROPN
fbem-28654	213	6	,	,	PUNCT
fbem-28654	213	7	francisco	francisco	PROPN
fbem-28654	213	8	s.	s.	PROPN
fbem-28654	213	9	artificial	artificial	PROPN
fbem-28654	213	10	intelligence	intelligence	NOUN
fbem-28654	213	11	the	the	DET
fbem-28654	213	12	next	next	ADJ
fbem-28654	213	13	digital	digital	ADJ
fbem-28654	213	14	frontier	frontier	NOUN
fbem-28654	214	1	[	[	X
fbem-28654	214	2	j	j	X
fbem-28654	214	3	]	]	X
fbem-28654	214	4	.	.	PUNCT
fbem-28654	215	1	mckinsey	mckinsey	NOUN
fbem-28654	215	2	and	and	CCONJ
fbem-28654	215	3	company	company	PROPN
fbem-28654	215	4	global	global	PROPN
fbem-28654	215	5	institute	institute	PROPN
fbem-28654	215	6	,	,	PUNCT
fbem-28654	215	7	2017	2017	NUM
fbem-28654	215	8	,	,	PUNCT
fbem-28654	215	9	47(3.6	47(3.6	NUM
fbem-28654	215	10	):	):	PUNCT
fbem-28654	215	11	6	6	NUM
fbem-28654	215	12	-	-	SYM
fbem-28654	215	13	8	8	NUM
fbem-28654	215	14	.	.	PUNCT
fbem-28654	216	1	[	[	X
fbem-28654	216	2	3	3	NUM
fbem-28654	216	3	]	]	PUNCT
fbem-28654	216	4	mullainathan	mullainathan	PROPN
fbem-28654	216	5	s	s	PROPN
fbem-28654	216	6	,	,	PUNCT
fbem-28654	216	7	spiess	spiess	PROPN
fbem-28654	216	8	j.	j.	PROPN
fbem-28654	216	9	machine	machine	PROPN
fbem-28654	216	10	learning	learning	PROPN
fbem-28654	216	11	:	:	PUNCT
fbem-28654	216	12	an	an	DET
fbem-28654	216	13	applied	apply	VERB
fbem-28654	216	14	econometric	econometric	ADJ
fbem-28654	216	15	approach	approach	NOUN
fbem-28654	216	16	[	[	X
fbem-28654	216	17	j	j	X
fbem-28654	216	18	]	]	X
fbem-28654	216	19	.	.	PUNCT
fbem-28654	217	1	journal	journal	PROPN
fbem-28654	217	2	of	of	ADP
fbem-28654	217	3	economic	economic	ADJ
fbem-28654	217	4	perspectives	perspective	NOUN
fbem-28654	217	5	,	,	PUNCT
fbem-28654	217	6	2017	2017	NUM
fbem-28654	217	7	,	,	PUNCT
fbem-28654	217	8	31(2	31(2	NUM
fbem-28654	217	9	):	):	PUNCT
fbem-28654	217	10	87	87	NUM
fbem-28654	217	11	-	-	SYM
fbem-28654	217	12	106	106	NUM
fbem-28654	217	13	.	.	PUNCT
fbem-28654	218	1	[	[	X
fbem-28654	218	2	4	4	X
fbem-28654	218	3	]	]	X
fbem-28654	218	4	john	john	PROPN
fbem-28654	218	5	lu	lu	PROPN
fbem-28654	218	6	z	z	PROPN
fbem-28654	218	7	q.	q.	VERB
fbem-28654	218	8	the	the	DET
fbem-28654	218	9	elements	element	NOUN
fbem-28654	218	10	of	of	ADP
fbem-28654	218	11	statistical	statistical	ADJ
fbem-28654	218	12	learning	learning	NOUN
fbem-28654	218	13	:	:	PUNCT
fbem-28654	218	14	data	datum	NOUN
fbem-28654	218	15	mining	mining	NOUN
fbem-28654	218	16	,	,	PUNCT
fbem-28654	218	17	inference	inference	NOUN
fbem-28654	218	18	,	,	PUNCT
fbem-28654	218	19	and	and	CCONJ
fbem-28654	218	20	prediction	prediction	NOUN
fbem-28654	219	1	[	[	X
fbem-28654	219	2	j	j	X
fbem-28654	219	3	]	]	X
fbem-28654	219	4	.	.	PUNCT
fbem-28654	220	1	2010	2010	NUM
fbem-28654	220	2	.	.	PUNCT
fbem-28654	221	1	[	[	X
fbem-28654	221	2	5	5	NUM
fbem-28654	221	3	]	]	PUNCT
fbem-28654	221	4	devlin	devlin	PROPN
fbem-28654	221	5	j.	j.	PROPN
fbem-28654	221	6	bert	bert	PROPN
fbem-28654	221	7	:	:	PUNCT
fbem-28654	221	8	pre	pre	ADJ
fbem-28654	221	9	-	-	NOUN
fbem-28654	221	10	training	training	NOUN
fbem-28654	221	11	of	of	ADP
fbem-28654	221	12	deep	deep	ADJ
fbem-28654	221	13	bidirectional	bidirectional	ADJ
fbem-28654	221	14	transformers	transformer	NOUN
fbem-28654	221	15	for	for	ADP
fbem-28654	221	16	language	language	NOUN
fbem-28654	221	17	understanding	understanding	NOUN
fbem-28654	221	18	[	[	X
fbem-28654	221	19	j	j	X
fbem-28654	221	20	]	]	X
fbem-28654	221	21	.	.	PUNCT
fbem-28654	222	1	arxiv	arxiv	PROPN
fbem-28654	222	2	preprint	preprint	PROPN
fbem-28654	222	3	arxiv	arxiv	PROPN
fbem-28654	222	4	:	:	PUNCT
fbem-28654	222	5	1810.04805	1810.04805	NUM
fbem-28654	222	6	,	,	PUNCT
fbem-28654	222	7	2018	2018	NUM
fbem-28654	222	8	.	.	PUNCT
fbem-28654	223	1	[	[	X
fbem-28654	223	2	6	6	NUM
fbem-28654	223	3	]	]	PUNCT
fbem-28654	223	4	loughran	loughran	NOUN
fbem-28654	223	5	t	t	PROPN
fbem-28654	223	6	,	,	PUNCT
fbem-28654	223	7	mcdonald	mcdonald	PROPN
fbem-28654	223	8	b.	b.	PROPN
fbem-28654	223	9	when	when	SCONJ
fbem-28654	223	10	is	be	AUX
fbem-28654	223	11	a	a	DET
fbem-28654	223	12	liability	liability	NOUN
fbem-28654	223	13	not	not	PART
fbem-28654	223	14	a	a	DET
fbem-28654	223	15	liability	liability	NOUN
fbem-28654	223	16	?	?	PUNCT
fbem-28654	224	1	textual	textual	ADJ
fbem-28654	224	2	analysis	analysis	NOUN
fbem-28654	224	3	,	,	PUNCT
fbem-28654	224	4	dictionaries	dictionary	NOUN
fbem-28654	224	5	,	,	PUNCT
fbem-28654	224	6	and	and	CCONJ
fbem-28654	224	7	10‐ks	10‐ks	NUM
fbem-28654	225	1	[	[	X
fbem-28654	225	2	j	j	X
fbem-28654	225	3	]	]	X
fbem-28654	225	4	.	.	PUNCT
fbem-28654	226	1	the	the	DET
fbem-28654	226	2	journal	journal	PROPN
fbem-28654	226	3	of	of	ADP
fbem-28654	226	4	finance	finance	NOUN
fbem-28654	226	5	,	,	PUNCT
fbem-28654	226	6	2011	2011	NUM
fbem-28654	226	7	,	,	PUNCT
fbem-28654	226	8	66(1	66(1	NOUN
fbem-28654	226	9	):	):	PUNCT
fbem-28654	226	10	35	35	NUM
fbem-28654	226	11	-	-	SYM
fbem-28654	226	12	65	65	NUM
fbem-28654	226	13	.	.	PUNCT