id	sid	tid	token	lemma	pos
fbem-32007	1	1	frontiers	frontier	NOUN
fbem-32007	1	2	in	in	ADP
fbem-32007	1	3	business	business	NOUN
fbem-32007	1	4	,	,	PUNCT
fbem-32007	1	5	economics	economic	NOUN
fbem-32007	1	6	and	and	CCONJ
fbem-32007	1	7	management	management	NOUN
fbem-32007	1	8	issn	issn	PROPN
fbem-32007	1	9	:	:	PUNCT
fbem-32007	1	10	2766	2766	NUM
fbem-32007	1	11	-	-	PUNCT
fbem-32007	1	12	824x	824x	NUM
fbem-32007	1	13	|	|	ADJ
fbem-32007	1	14	vol	vol	NOUN
fbem-32007	1	15	.	.	PROPN
fbem-32007	1	16	21	21	NUM
fbem-32007	1	17	,	,	PUNCT
fbem-32007	1	18	no	no	INTJ
fbem-32007	1	19	.	.	NOUN
fbem-32007	1	20	1	1	NUM
fbem-32007	1	21	,	,	PUNCT
fbem-32007	1	22	2025	2025	NUM
fbem-32007	1	23	133	133	NUM
fbem-32007	1	24	the	the	DET
fbem-32007	1	25	application	application	NOUN
fbem-32007	1	26	and	and	CCONJ
fbem-32007	1	27	challenges	challenge	NOUN
fbem-32007	1	28	of	of	ADP
fbem-32007	1	29	esg	esg	PROPN
fbem-32007	1	30	intelligent	intelligent	ADJ
fbem-32007	1	31	analytics	analytic	NOUN
fbem-32007	1	32	in	in	ADP
fbem-32007	1	33	corporate	corporate	ADJ
fbem-32007	1	34	assessment	assessment	NOUN
fbem-32007	1	35	linjun	linjun	PROPN
fbem-32007	1	36	ke	ke	PROPN
fbem-32007	1	37	uts	uts	PROPN
fbem-32007	1	38	business	business	PROPN
fbem-32007	1	39	school	school	PROPN
fbem-32007	1	40	,	,	PUNCT
fbem-32007	1	41	university	university	NOUN
fbem-32007	1	42	of	of	ADP
fbem-32007	1	43	technology	technology	PROPN
fbem-32007	1	44	sydney	sydney	PROPN
fbem-32007	1	45	,	,	PUNCT
fbem-32007	1	46	sydney	sydney	PROPN
fbem-32007	1	47	,	,	PUNCT
fbem-32007	1	48	2007	2007	NUM
fbem-32007	1	49	,	,	PUNCT
fbem-32007	1	50	australia	australia	PROPN
fbem-32007	1	51	abstract	abstract	NOUN
fbem-32007	1	52	:	:	PUNCT
fbem-32007	1	53	with	with	ADP
fbem-32007	1	54	the	the	DET
fbem-32007	1	55	deepening	deepen	VERB
fbem-32007	1	56	global	global	ADJ
fbem-32007	1	57	adoption	adoption	NOUN
fbem-32007	1	58	of	of	ADP
fbem-32007	1	59	sustainable	sustainable	ADJ
fbem-32007	1	60	development	development	NOUN
fbem-32007	1	61	,	,	PUNCT
fbem-32007	1	62	environmental	environmental	ADJ
fbem-32007	1	63	,	,	PUNCT
fbem-32007	1	64	social	social	ADJ
fbem-32007	1	65	,	,	PUNCT
fbem-32007	1	66	and	and	CCONJ
fbem-32007	1	67	governance	governance	NOUN
fbem-32007	1	68	(	(	PUNCT
fbem-32007	1	69	esg	esg	NOUN
fbem-32007	1	70	)	)	PUNCT
fbem-32007	1	71	assessments	assessment	NOUN
fbem-32007	1	72	have	have	AUX
fbem-32007	1	73	become	become	VERB
fbem-32007	1	74	core	core	ADJ
fbem-32007	1	75	indicators	indicator	NOUN
fbem-32007	1	76	for	for	ADP
fbem-32007	1	77	measuring	measure	VERB
fbem-32007	1	78	a	a	DET
fbem-32007	1	79	company	company	NOUN
fbem-32007	1	80	's	's	PART
fbem-32007	1	81	overall	overall	ADJ
fbem-32007	1	82	value	value	NOUN
fbem-32007	1	83	.	.	PUNCT
fbem-32007	2	1	traditional	traditional	ADJ
fbem-32007	2	2	esg	esg	PROPN
fbem-32007	2	3	assessment	assessment	NOUN
fbem-32007	2	4	methods	method	NOUN
fbem-32007	2	5	suffer	suffer	VERB
fbem-32007	2	6	from	from	ADP
fbem-32007	2	7	limitations	limitation	NOUN
fbem-32007	2	8	such	such	ADJ
fbem-32007	2	9	as	as	ADP
fbem-32007	2	10	low	low	ADJ
fbem-32007	2	11	data	datum	NOUN
fbem-32007	2	12	processing	processing	NOUN
fbem-32007	2	13	efficiency	efficiency	NOUN
fbem-32007	2	14	and	and	CCONJ
fbem-32007	2	15	high	high	ADJ
fbem-32007	2	16	subjectivity	subjectivity	NOUN
fbem-32007	2	17	.	.	PUNCT
fbem-32007	3	1	the	the	DET
fbem-32007	3	2	introduction	introduction	NOUN
fbem-32007	3	3	of	of	ADP
fbem-32007	3	4	intelligent	intelligent	ADJ
fbem-32007	3	5	analytics	analytic	NOUN
fbem-32007	3	6	technology	technology	NOUN
fbem-32007	3	7	offers	offer	VERB
fbem-32007	3	8	a	a	DET
fbem-32007	3	9	new	new	ADJ
fbem-32007	3	10	approach	approach	NOUN
fbem-32007	3	11	to	to	ADP
fbem-32007	3	12	addressing	address	VERB
fbem-32007	3	13	these	these	DET
fbem-32007	3	14	issues	issue	NOUN
fbem-32007	3	15	.	.	PUNCT
fbem-32007	4	1	this	this	DET
fbem-32007	4	2	article	article	NOUN
fbem-32007	4	3	explores	explore	VERB
fbem-32007	4	4	the	the	DET
fbem-32007	4	5	core	core	ADJ
fbem-32007	4	6	architecture	architecture	NOUN
fbem-32007	4	7	of	of	ADP
fbem-32007	4	8	esg	esg	PROPN
fbem-32007	4	9	intelligent	intelligent	ADJ
fbem-32007	4	10	analytics	analytic	NOUN
fbem-32007	4	11	technology	technology	NOUN
fbem-32007	4	12	and	and	CCONJ
fbem-32007	4	13	analyzes	analyze	VERB
fbem-32007	4	14	the	the	DET
fbem-32007	4	15	specific	specific	ADJ
fbem-32007	4	16	applications	application	NOUN
fbem-32007	4	17	of	of	ADP
fbem-32007	4	18	artificial	artificial	ADJ
fbem-32007	4	19	intelligence	intelligence	NOUN
fbem-32007	4	20	and	and	CCONJ
fbem-32007	4	21	big	big	ADJ
fbem-32007	4	22	data	datum	NOUN
fbem-32007	4	23	technologies	technology	NOUN
fbem-32007	4	24	in	in	ADP
fbem-32007	4	25	corporate	corporate	ADJ
fbem-32007	4	26	esg	esg	PROPN
fbem-32007	4	27	data	data	PROPN
fbem-32007	4	28	collection	collection	NOUN
fbem-32007	4	29	,	,	PUNCT
fbem-32007	4	30	risk	risk	NOUN
fbem-32007	4	31	assessment	assessment	NOUN
fbem-32007	4	32	,	,	PUNCT
fbem-32007	4	33	and	and	CCONJ
fbem-32007	4	34	performance	performance	NOUN
fbem-32007	4	35	forecasting	forecasting	NOUN
fbem-32007	4	36	,	,	PUNCT
fbem-32007	4	37	including	include	VERB
fbem-32007	4	38	practical	practical	ADJ
fbem-32007	4	39	case	case	NOUN
fbem-32007	4	40	studies	study	NOUN
fbem-32007	4	41	using	use	VERB
fbem-32007	4	42	solutions	solution	NOUN
fbem-32007	4	43	such	such	ADJ
fbem-32007	4	44	as	as	ADP
fbem-32007	4	45	the	the	DET
fbem-32007	4	46	ibm	ibm	PROPN
fbem-32007	4	47	en	en	PROPN
fbem-32007	4	48	vizi	vizi	PROPN
fbem-32007	4	49	esg	esg	PROPN
fbem-32007	4	50	suite	suite	PROPN
fbem-32007	4	51	.	.	PUNCT
fbem-32007	5	1	the	the	DET
fbem-32007	5	2	study	study	NOUN
fbem-32007	5	3	finds	find	VERB
fbem-32007	5	4	that	that	SCONJ
fbem-32007	5	5	technologies	technology	NOUN
fbem-32007	5	6	such	such	ADJ
fbem-32007	5	7	as	as	ADP
fbem-32007	5	8	natural	natural	ADJ
fbem-32007	5	9	language	language	NOUN
fbem-32007	5	10	processing	processing	NOUN
fbem-32007	5	11	and	and	CCONJ
fbem-32007	5	12	machine	machine	NOUN
fbem-32007	5	13	learning	learning	NOUN
fbem-32007	5	14	have	have	AUX
fbem-32007	5	15	significantly	significantly	ADV
fbem-32007	5	16	improved	improve	VERB
fbem-32007	5	17	the	the	DET
fbem-32007	5	18	efficiency	efficiency	NOUN
fbem-32007	5	19	and	and	CCONJ
fbem-32007	5	20	accuracy	accuracy	NOUN
fbem-32007	5	21	of	of	ADP
fbem-32007	5	22	esg	esg	PROPN
fbem-32007	5	23	assessments	assessment	NOUN
fbem-32007	5	24	.	.	PUNCT
fbem-32007	6	1	however	however	ADV
fbem-32007	6	2	,	,	PUNCT
fbem-32007	6	3	practical	practical	ADJ
fbem-32007	6	4	challenges	challenge	NOUN
fbem-32007	6	5	remain	remain	VERB
fbem-32007	6	6	,	,	PUNCT
fbem-32007	6	7	such	such	ADJ
fbem-32007	6	8	as	as	ADP
fbem-32007	6	9	uneven	uneven	ADJ
fbem-32007	6	10	data	datum	NOUN
fbem-32007	6	11	quality	quality	NOUN
fbem-32007	6	12	,	,	PUNCT
fbem-32007	6	13	inconsistent	inconsistent	ADJ
fbem-32007	6	14	rating	rating	NOUN
fbem-32007	6	15	systems	system	NOUN
fbem-32007	6	16	,	,	PUNCT
fbem-32007	6	17	and	and	CCONJ
fbem-32007	6	18	insufficient	insufficient	ADJ
fbem-32007	6	19	model	model	NOUN
fbem-32007	6	20	interpretability	interpretability	NOUN
fbem-32007	6	21	.	.	PUNCT
fbem-32007	7	1	to	to	PART
fbem-32007	7	2	address	address	VERB
fbem-32007	7	3	these	these	DET
fbem-32007	7	4	issues	issue	NOUN
fbem-32007	7	5	,	,	PUNCT
fbem-32007	7	6	this	this	DET
fbem-32007	7	7	article	article	NOUN
fbem-32007	7	8	proposes	propose	VERB
fbem-32007	7	9	optimization	optimization	NOUN
fbem-32007	7	10	strategies	strategy	NOUN
fbem-32007	7	11	such	such	ADJ
fbem-32007	7	12	as	as	ADP
fbem-32007	7	13	strengthening	strengthen	VERB
fbem-32007	7	14	data	data	NOUN
fbem-32007	7	15	standardization	standardization	NOUN
fbem-32007	7	16	,	,	PUNCT
fbem-32007	7	17	promoting	promote	VERB
fbem-32007	7	18	algorithm	algorithm	NOUN
fbem-32007	7	19	transparency	transparency	NOUN
fbem-32007	7	20	,	,	PUNCT
fbem-32007	7	21	and	and	CCONJ
fbem-32007	7	22	improving	improve	VERB
fbem-32007	7	23	regulatory	regulatory	ADJ
fbem-32007	7	24	mechanisms	mechanism	NOUN
fbem-32007	7	25	.	.	PUNCT
fbem-32007	8	1	this	this	DET
fbem-32007	8	2	research	research	NOUN
fbem-32007	8	3	aims	aim	VERB
fbem-32007	8	4	to	to	PART
fbem-32007	8	5	provide	provide	VERB
fbem-32007	8	6	a	a	DET
fbem-32007	8	7	referen	referen	NOUN
fbem-32007	8	8	ce	ce	PROPN
fbem-32007	8	9	for	for	ADP
fbem-32007	8	10	corporate	corporate	ADJ
fbem-32007	8	11	esg	esg	NOUN
fbem-32007	8	12	management	management	NOUN
fbem-32007	8	13	practices	practice	NOUN
fbem-32007	8	14	and	and	CCONJ
fbem-32007	8	15	the	the	DET
fbem-32007	8	16	application	application	NOUN
fbem-32007	8	17	of	of	ADP
fbem-32007	8	18	intelligent	intelligent	ADJ
fbem-32007	8	19	analytics	analytic	NOUN
fbem-32007	8	20	technology	technology	NOUN
fbem-32007	8	21	,	,	PUNCT
fbem-32007	8	22	thereby	thereby	ADV
fbem-32007	8	23	contributing	contribute	VERB
fbem-32007	8	24	to	to	ADP
fbem-32007	8	25	the	the	DET
fbem-32007	8	26	achievement	achievement	NOUN
fbem-32007	8	27	of	of	ADP
fbem-32007	8	28	sustainable	sustainable	ADJ
fbem-32007	8	29	development	development	NOUN
fbem-32007	8	30	goals	goal	NOUN
fbem-32007	8	31	.	.	PUNCT
fbem-32007	9	1	keywords	keyword	NOUN
fbem-32007	9	2	:	:	PUNCT
fbem-32007	9	3	esg	esg	NOUN
fbem-32007	9	4	assessment	assessment	NOUN
fbem-32007	9	5	;	;	PUNCT
fbem-32007	9	6	intelligent	intelligent	ADJ
fbem-32007	9	7	analytics	analytic	NOUN
fbem-32007	9	8	;	;	PUNCT
fbem-32007	9	9	artificial	artificial	ADJ
fbem-32007	9	10	intelligence	intelligence	NOUN
fbem-32007	9	11	;	;	PUNCT
fbem-32007	9	12	machine	machine	NOUN
fbem-32007	9	13	learning	learning	NOUN
fbem-32007	9	14	;	;	PUNCT
fbem-32007	9	15	corporate	corporate	ADJ
fbem-32007	9	16	sustainability	sustainability	NOUN
fbem-32007	9	17	;	;	PUNCT
fbem-32007	9	18	risk	risk	NOUN
fbem-32007	9	19	management	management	NOUN
fbem-32007	9	20	.	.	PUNCT
fbem-32007	10	1	1	1	X
fbem-32007	10	2	.	.	X
fbem-32007	10	3	introduction	introduction	NOUN
fbem-32007	10	4	against	against	ADP
fbem-32007	10	5	the	the	DET
fbem-32007	10	6	backdrop	backdrop	NOUN
fbem-32007	10	7	of	of	ADP
fbem-32007	10	8	intensifying	intensify	VERB
fbem-32007	10	9	global	global	ADJ
fbem-32007	10	10	climate	climate	NOUN
fbem-32007	10	11	change	change	NOUN
fbem-32007	10	12	and	and	CCONJ
fbem-32007	10	13	rising	rise	VERB
fbem-32007	10	14	awareness	awareness	NOUN
fbem-32007	10	15	of	of	ADP
fbem-32007	10	16	social	social	ADJ
fbem-32007	10	17	responsibility	responsibility	NOUN
fbem-32007	10	18	,	,	PUNCT
fbem-32007	10	19	esg	esg	PROPN
fbem-32007	10	20	assessments	assessment	NOUN
fbem-32007	10	21	have	have	AUX
fbem-32007	10	22	evolved	evolve	VERB
fbem-32007	10	23	from	from	ADP
fbem-32007	10	24	a	a	DET
fbem-32007	10	25	"	"	PUNCT
fbem-32007	10	26	nice	nice	ADJ
fbem-32007	10	27	-	-	PUNCT
fbem-32007	10	28	to	to	PART
fbem-32007	10	29	-	-	PUNCT
fbem-32007	10	30	have	have	AUX
fbem-32007	10	31	"	"	PUNCT
fbem-32007	10	32	for	for	ADP
fbem-32007	10	33	corporate	corporate	ADJ
fbem-32007	10	34	sustainable	sustainable	ADJ
fbem-32007	10	35	development	development	NOUN
fbem-32007	10	36	to	to	ADP
fbem-32007	10	37	a	a	DET
fbem-32007	10	38	crucial	crucial	ADJ
fbem-32007	10	39	component	component	NOUN
fbem-32007	10	40	of	of	ADP
fbem-32007	10	41	core	core	NOUN
fbem-32007	10	42	competitiveness	competitiveness	NOUN
fbem-32007	10	43	.	.	PUNCT
fbem-32007	11	1	investors	investor	NOUN
fbem-32007	11	2	,	,	PUNCT
fbem-32007	11	3	regulators	regulator	NOUN
fbem-32007	11	4	,	,	PUNCT
fbem-32007	11	5	and	and	CCONJ
fbem-32007	11	6	the	the	DET
fbem-32007	11	7	public	public	NOUN
fbem-32007	11	8	are	be	AUX
fbem-32007	11	9	increasingly	increasingly	ADV
fbem-32007	11	10	focused	focus	VERB
fbem-32007	11	11	on	on	ADP
fbem-32007	11	12	a	a	DET
fbem-32007	11	13	company	company	NOUN
fbem-32007	11	14	's	's	PART
fbem-32007	11	15	esg	esg	NOUN
fbem-32007	11	16	performance	performance	NOUN
fbem-32007	11	17	,	,	PUNCT
fbem-32007	11	18	prompting	prompt	VERB
fbem-32007	11	19	companies	company	NOUN
fbem-32007	11	20	to	to	PART
fbem-32007	11	21	prioritize	prioritize	VERB
fbem-32007	11	22	esg	esg	NOUN
fbem-32007	11	23	management	management	NOUN
fbem-32007	11	24	and	and	CCONJ
fbem-32007	11	25	disclosure	disclosure	NOUN
fbem-32007	11	26	.	.	PUNCT
fbem-32007	12	1	however	however	ADV
fbem-32007	12	2	,	,	PUNCT
fbem-32007	12	3	traditional	traditional	ADJ
fbem-32007	12	4	esg	esg	NOUN
fbem-32007	12	5	assessments	assessment	NOUN
fbem-32007	12	6	rely	rely	VERB
fbem-32007	12	7	on	on	ADP
fbem-32007	12	8	manual	manual	ADJ
fbem-32007	12	9	data	datum	NOUN
fbem-32007	12	10	collection	collection	NOUN
fbem-32007	12	11	and	and	CCONJ
fbem-32007	12	12	organization	organization	NOUN
fbem-32007	12	13	,	,	PUNCT
fbem-32007	12	14	which	which	PRON
fbem-32007	12	15	suffers	suffer	VERB
fbem-32007	12	16	from	from	ADP
fbem-32007	12	17	inefficiencies	inefficiency	NOUN
fbem-32007	12	18	,	,	PUNCT
fbem-32007	12	19	limited	limited	ADJ
fbem-32007	12	20	coverage	coverage	NOUN
fbem-32007	12	21	,	,	PUNCT
fbem-32007	12	22	and	and	CCONJ
fbem-32007	12	23	significant	significant	ADJ
fbem-32007	12	24	subjective	subjective	ADJ
fbem-32007	12	25	bias	bias	NOUN
fbem-32007	12	26	,	,	PUNCT
fbem-32007	12	27	making	make	VERB
fbem-32007	12	28	them	they	PRON
fbem-32007	12	29	inadequate	inadequate	ADJ
fbem-32007	12	30	for	for	ADP
fbem-32007	12	31	meeting	meet	VERB
fbem-32007	12	32	complex	complex	ADJ
fbem-32007	12	33	and	and	CCONJ
fbem-32007	12	34	everchanging	everchanging	NOUN
fbem-32007	12	35	assessment	assessment	NOUN
fbem-32007	12	36	needs	need	NOUN
fbem-32007	12	37	.	.	PUNCT
fbem-32007	13	1	according	accord	VERB
fbem-32007	13	2	to	to	ADP
fbem-32007	13	3	research	research	NOUN
fbem-32007	13	4	from	from	ADP
fbem-32007	13	5	southwestern	southwestern	ADJ
fbem-32007	13	6	university	university	PROPN
fbem-32007	13	7	of	of	ADP
fbem-32007	13	8	finance	finance	NOUN
fbem-32007	13	9	and	and	CCONJ
fbem-32007	13	10	economics	economic	NOUN
fbem-32007	13	11	,	,	PUNCT
fbem-32007	13	12	there	there	PRON
fbem-32007	13	13	are	be	VERB
fbem-32007	13	14	over	over	ADP
fbem-32007	13	15	100	100	NUM
fbem-32007	13	16	esg	esg	NOUN
fbem-32007	13	17	rating	rating	NOUN
fbem-32007	13	18	agencies	agency	NOUN
fbem-32007	13	19	,	,	PUNCT
fbem-32007	13	20	but	but	CCONJ
fbem-32007	13	21	the	the	DET
fbem-32007	13	22	correlation	correlation	NOUN
fbem-32007	13	23	between	between	ADP
fbem-32007	13	24	their	their	PRON
fbem-32007	13	25	ratings	rating	NOUN
fbem-32007	13	26	ranges	range	VERB
fbem-32007	13	27	from	from	ADP
fbem-32007	13	28	only	only	ADV
fbem-32007	13	29	-0.12	-0.12	NUM
fbem-32007	13	30	to	to	PART
fbem-32007	13	31	0.67	0.67	NUM
fbem-32007	13	32	,	,	PUNCT
fbem-32007	13	33	with	with	ADP
fbem-32007	13	34	some	some	PRON
fbem-32007	13	35	even	even	ADV
fbem-32007	13	36	contradicting	contradict	VERB
fbem-32007	13	37	each	each	DET
fbem-32007	13	38	other	other	ADJ
fbem-32007	13	39	,	,	PUNCT
fbem-32007	13	40	severely	severely	ADV
fbem-32007	13	41	impacting	impact	VERB
fbem-32007	13	42	the	the	DET
fbem-32007	13	43	credibility	credibility	NOUN
fbem-32007	13	44	of	of	ADP
fbem-32007	13	45	these	these	DET
fbem-32007	13	46	assessments	assessment	NOUN
fbem-32007	13	47	.	.	PUNCT
fbem-32007	14	1	the	the	DET
fbem-32007	14	2	rapid	rapid	ADJ
fbem-32007	14	3	development	development	NOUN
fbem-32007	14	4	of	of	ADP
fbem-32007	14	5	intelligent	intelligent	ADJ
fbem-32007	14	6	analytical	analytical	ADJ
fbem-32007	14	7	technology	technology	NOUN
fbem-32007	14	8	offers	offer	VERB
fbem-32007	14	9	the	the	DET
fbem-32007	14	10	potential	potential	ADJ
fbem-32007	14	11	t	t	NOUN
fbem-32007	14	12	o	o	NOUN
fbem-32007	14	13	overcome	overcome	VERB
fbem-32007	14	14	these	these	DET
fbem-32007	14	15	limitations	limitation	NOUN
fbem-32007	14	16	.	.	PUNCT
fbem-32007	15	1	technologies	technology	NOUN
fbem-32007	15	2	such	such	ADJ
fbem-32007	15	3	as	as	ADP
fbem-32007	15	4	artificial	artificial	ADJ
fbem-32007	15	5	intelligence	intelligence	NOUN
fbem-32007	15	6	,	,	PUNCT
fbem-32007	15	7	big	big	ADJ
fbem-32007	15	8	data	datum	NOUN
fbem-32007	15	9	,	,	PUNCT
fbem-32007	15	10	and	and	CCONJ
fbem-32007	15	11	natural	natural	ADJ
fbem-32007	15	12	language	language	NOUN
fbem-32007	15	13	processing	processing	NOUN
fbem-32007	15	14	can	can	AUX
fbem-32007	15	15	process	process	VERB
fbem-32007	15	16	massive	massive	ADJ
fbem-32007	15	17	amounts	amount	NOUN
fbem-32007	15	18	of	of	ADP
fbem-32007	15	19	multi	multi	ADJ
fbem-32007	15	20	-	-	ADJ
fbem-32007	15	21	source	source	NOUN
fbem-32007	15	22	data	datum	NOUN
fbem-32007	15	23	,	,	PUNCT
fbem-32007	15	24	identify	identify	VERB
fbem-32007	15	25	potential	potential	ADJ
fbem-32007	15	26	risk	risk	NOUN
fbem-32007	15	27	patterns	pattern	NOUN
fbem-32007	15	28	,	,	PUNCT
fbem-32007	15	29	and	and	CCONJ
fbem-32007	15	30	enable	enable	VERB
fbem-32007	15	31	dynamic	dynamic	ADJ
fbem-32007	15	32	assessment	assessment	NOUN
fbem-32007	15	33	and	and	CCONJ
fbem-32007	15	34	prediction	prediction	NOUN
fbem-32007	15	35	,	,	PUNCT
fbem-32007	15	36	signific	signific	NOUN
fbem-32007	15	37	antly	antly	ADV
fbem-32007	15	38	improving	improve	VERB
fbem-32007	15	39	the	the	DET
fbem-32007	15	40	scientific	scientific	ADJ
fbem-32007	15	41	nature	nature	NOUN
fbem-32007	15	42	and	and	CCONJ
fbem-32007	15	43	timeliness	timeliness	NOUN
fbem-32007	15	44	of	of	ADP
fbem-32007	15	45	esg	esg	PROPN
fbem-32007	15	46	assessments	assessment	NOUN
fbem-32007	15	47	.	.	PUNCT
fbem-32007	16	1	for	for	ADP
fbem-32007	16	2	example	example	NOUN
fbem-32007	16	3	,	,	PUNCT
fbem-32007	16	4	ibm	ibm	PROPN
fbem-32007	16	5	envizi	envizi	PROPN
fbem-32007	16	6	esg	esg	PROPN
fbem-32007	16	7	suite	suite	NOUN
fbem-32007	16	8	leverages	leverage	NOUN
fbem-32007	16	9	ai	ai	VERB
fbem-32007	16	10	technology	technology	NOUN
fbem-32007	16	11	to	to	PART
fbem-32007	16	12	reduce	reduce	VERB
fbem-32007	16	13	the	the	DET
fbem-32007	16	14	time	time	NOUN
fbem-32007	16	15	it	it	PRON
fbem-32007	16	16	takes	take	VERB
fbem-32007	16	17	to	to	PART
fbem-32007	16	18	generate	generate	VERB
fbem-32007	16	19	corporate	corporate	ADJ
fbem-32007	16	20	sustainability	sustainability	NOUN
fbem-32007	16	21	reports	report	NOUN
fbem-32007	16	22	from	from	ADP
fbem-32007	16	23	days	day	NOUN
fbem-32007	16	24	to	to	ADP
fbem-32007	16	25	hours	hour	NOUN
fbem-32007	16	26	.	.	PUNCT
fbem-32007	17	1	hsbc	hsbc	PROPN
fbem-32007	17	2	's	's	PART
fbem-32007	17	3	ai	ai	ADJ
fbem-32007	17	4	-	-	PUNCT
fbem-32007	17	5	driven	drive	VERB
fbem-32007	17	6	esg	esg	NOUN
fbem-32007	17	7	index	index	NOUN
fbem-32007	17	8	uses	use	VERB
fbem-32007	17	9	machine	machine	NOUN
fbem-32007	17	10	learning	learn	VERB
fbem-32007	17	11	to	to	PART
fbem-32007	17	12	dynamically	dynamically	ADV
fbem-32007	17	13	adjust	adjust	VERB
fbem-32007	17	14	its	its	PRON
fbem-32007	17	15	constituent	constituent	NOUN
fbem-32007	17	16	stocks	stock	NOUN
fbem-32007	17	17	,	,	PUNCT
fbem-32007	17	18	providing	provide	VERB
fbem-32007	17	19	investors	investor	NOUN
fbem-32007	17	20	with	with	ADP
fbem-32007	17	21	more	more	ADV
fbem-32007	17	22	accurate	accurate	ADJ
fbem-32007	17	23	decision	decision	NOUN
fbem-32007	17	24	-	-	PUNCT
fbem-32007	17	25	making	making	NOUN
fbem-32007	17	26	.	.	PUNCT
fbem-32007	18	1	this	this	DET
fbem-32007	18	2	article	article	NOUN
fbem-32007	18	3	focuses	focus	VERB
fbem-32007	18	4	on	on	ADP
fbem-32007	18	5	the	the	DET
fbem-32007	18	6	application	application	NOUN
fbem-32007	18	7	and	and	CCONJ
fbem-32007	18	8	challenges	challenge	NOUN
fbem-32007	18	9	of	of	ADP
fbem-32007	18	10	esg	esg	PROPN
fbem-32007	18	11	intelligent	intelligent	ADJ
fbem-32007	18	12	analytics	analytic	NOUN
fbem-32007	18	13	in	in	ADP
fbem-32007	18	14	corporate	corporate	ADJ
fbem-32007	18	15	assessments	assessment	NOUN
fbem-32007	18	16	.	.	PUNCT
fbem-32007	19	1	it	it	PRON
fbem-32007	19	2	first	first	ADV
fbem-32007	19	3	analyzes	analyze	VERB
fbem-32007	19	4	the	the	DET
fbem-32007	19	5	core	core	NOUN
fbem-32007	19	6	architecture	architecture	NOUN
fbem-32007	19	7	and	and	CCONJ
fbem-32007	19	8	supporting	support	VERB
fbem-32007	19	9	technologies	technology	NOUN
fbem-32007	19	10	of	of	ADP
fbem-32007	19	11	esg	esg	PROPN
fbem-32007	19	12	intelligent	intelligent	ADJ
fbem-32007	19	13	analytics	analytic	NOUN
fbem-32007	19	14	,	,	PUNCT
fbem-32007	19	15	then	then	ADV
fbem-32007	19	16	explores	explore	VERB
fbem-32007	19	17	its	its	PRON
fbem-32007	19	18	specific	specific	ADJ
fbem-32007	19	19	applications	application	NOUN
fbem-32007	19	20	in	in	ADP
fbem-32007	19	21	data	datum	NOUN
fbem-32007	19	22	collection	collection	NOUN
fbem-32007	19	23	and	and	CCONJ
fbem-32007	19	24	processing	processing	NOUN
fbem-32007	19	25	,	,	PUNCT
fbem-32007	19	26	risk	risk	NOUN
fbem-32007	19	27	assessment	assessment	NOUN
fbem-32007	19	28	,	,	PUNCT
fbem-32007	19	29	and	and	CCONJ
fbem-32007	19	30	other	other	ADJ
fbem-32007	19	31	areas	area	NOUN
fbem-32007	19	32	.	.	PUNCT
fbem-32007	20	1	it	it	PRON
fbem-32007	20	2	analyzes	analyze	VERB
fbem-32007	20	3	the	the	DET
fbem-32007	20	4	key	key	ADJ
fbem-32007	20	5	challenges	challenge	NOUN
fbem-32007	20	6	faced	face	VERB
fbem-32007	20	7	in	in	ADP
fbem-32007	20	8	practice	practice	NOUN
fbem-32007	20	9	and	and	CCONJ
fbem-32007	20	10	proposes	propose	VERB
fbem-32007	20	11	optimization	optimization	NOUN
fbem-32007	20	12	paths	path	NOUN
fbem-32007	20	13	.	.	PUNCT
fbem-32007	21	1	by	by	ADP
fbem-32007	21	2	integrating	integrate	VERB
fbem-32007	21	3	academic	academic	ADJ
fbem-32007	21	4	research	research	NOUN
fbem-32007	21	5	with	with	ADP
fbem-32007	21	6	practical	practical	ADJ
fbem-32007	21	7	enterprise	enterprise	NOUN
fbem-32007	21	8	cases	case	NOUN
fbem-32007	21	9	,	,	PUNCT
fbem-32007	21	10	this	this	DET
fbem-32007	21	11	article	article	NOUN
fbem-32007	21	12	aims	aim	VERB
fbem-32007	21	13	to	to	PART
fbem-32007	21	14	reveal	reveal	VERB
fbem-32007	21	15	the	the	DET
fbem-32007	21	16	application	application	NOUN
fbem-32007	21	17	value	value	NOUN
fbem-32007	21	18	of	of	ADP
fbem-32007	21	19	esg	esg	PROPN
fbem-32007	21	20	intelligent	intelligent	ADJ
fbem-32007	21	21	analytics	analytic	NOUN
fbem-32007	21	22	technology	technology	NOUN
fbem-32007	21	23	,	,	PUNCT
fbem-32007	21	24	provide	provide	VERB
fbem-32007	21	25	reference	reference	NOUN
fbem-32007	21	26	for	for	SCONJ
fbem-32007	21	27	companies	company	NOUN
fbem-32007	21	28	to	to	PART
fbem-32007	21	29	improve	improve	VERB
fbem-32007	21	30	esg	esg	NOUN
fbem-32007	21	31	management	management	NOUN
fbem-32007	21	32	and	and	CCONJ
fbem-32007	21	33	investors	investor	NOUN
fbem-32007	21	34	to	to	PART
fbem-32007	21	35	optimize	optimize	VERB
fbem-32007	21	36	decision	decision	NOUN
fbem-32007	21	37	-making	-making	NOUN
fbem-32007	21	38	,	,	PUNCT
fbem-32007	21	39	and	and	CCONJ
fbem-32007	21	40	promote	promote	VERB
fbem-32007	21	41	the	the	DET
fbem-32007	21	42	intelligent	intelligent	ADJ
fbem-32007	21	43	upgrade	upgrade	NOUN
fbem-32007	21	44	of	of	ADP
fbem-32007	21	45	esg	esg	PROPN
fbem-32007	21	46	assessment	assessment	NOUN
fbem-32007	21	47	systems	system	NOUN
fbem-32007	21	48	.	.	PUNCT
fbem-32007	22	1	2	2	X
fbem-32007	22	2	.	.	X
fbem-32007	22	3	core	core	ADJ
fbem-32007	22	4	architecture	architecture	NOUN
fbem-32007	22	5	and	and	CCONJ
fbem-32007	22	6	technical	technical	ADJ
fbem-32007	22	7	support	support	NOUN
fbem-32007	22	8	of	of	ADP
fbem-32007	22	9	esg	esg	PROPN
fbem-32007	22	10	intelligent	intelligent	ADJ
fbem-32007	22	11	analytics	analytic	NOUN
fbem-32007	22	12	technology	technology	VERB
fbem-32007	22	13	the	the	DET
fbem-32007	22	14	effective	effective	ADJ
fbem-32007	22	15	application	application	NOUN
fbem-32007	22	16	of	of	ADP
fbem-32007	22	17	esg	esg	PROPN
fbem-32007	22	18	intelligent	intelligent	ADJ
fbem-32007	22	19	analytics	analytic	NOUN
fbem-32007	22	20	technology	technology	NOUN
fbem-32007	22	21	requires	require	VERB
fbem-32007	22	22	a	a	DET
fbem-32007	22	23	three	three	NUM
fbem-32007	22	24	-	-	PUNCT
fbem-32007	22	25	tiered	tiere	VERB
fbem-32007	22	26	core	core	NOUN
fbem-32007	22	27	architecture	architecture	NOUN
fbem-32007	22	28	and	and	CCONJ
fbem-32007	22	29	diverse	diverse	VERB
fbem-32007	22	30	technical	technical	ADJ
fbem-32007	22	31	support	support	NOUN
fbem-32007	22	32	to	to	PART
fbem-32007	22	33	form	form	VERB
fbem-32007	22	34	an	an	DET
fbem-32007	22	35	efficient	efficient	ADJ
fbem-32007	22	36	operational	operational	ADJ
fbem-32007	22	37	system	system	NOUN
fbem-32007	22	38	.	.	PUNCT
fbem-32007	23	1	the	the	DET
fbem-32007	23	2	core	core	NOUN
fbem-32007	23	3	architecture	architecture	NOUN
fbem-32007	23	4	comprises	comprise	VERB
fbem-32007	23	5	a	a	DET
fbem-32007	23	6	data	data	NOUN
fbem-32007	23	7	layer	layer	NOUN
fbem-32007	23	8	,	,	PUNCT
fbem-32007	23	9	an	an	DET
fbem-32007	23	10	algorithm	algorithm	NOUN
fbem-32007	23	11	layer	layer	NOUN
fbem-32007	23	12	,	,	PUNCT
fbem-32007	23	13	and	and	CCONJ
fbem-32007	23	14	an	an	DET
fbem-32007	23	15	application	application	NOUN
fbem-32007	23	16	layer	layer	NOUN
fbem-32007	23	17	,	,	PUNCT
fbem-32007	23	18	forming	form	VERB
fbem-32007	23	19	a	a	DET
fbem-32007	23	20	closed	closed	ADJ
fbem-32007	23	21	loop	loop	NOUN
fbem-32007	23	22	of	of	ADP
fbem-32007	23	23	"	"	PUNCT
fbem-32007	23	24	data	data	NOUN
fbem-32007	23	25	collection	collection	NOUN
fbem-32007	23	26	-	-	PUNCT
fbem-32007	23	27	analysis	analysis	NOUN
fbem-32007	23	28	-	-	PUNCT
fbem-32007	23	29	value	value	NOUN
fbem-32007	23	30	output	output	NOUN
fbem-32007	23	31	.	.	PUNCT
fbem-32007	23	32	"	"	PUNCT
fbem-32007	24	1	the	the	DET
fbem-32007	24	2	data	datum	NOUN
fbem-32007	24	3	layer	layer	NOUN
fbem-32007	24	4	aggregates	aggregate	NOUN
fbem-32007	24	5	and	and	CCONJ
fbem-32007	24	6	preprocesses	preprocesse	NOUN
fbem-32007	24	7	heterogeneous	heterogeneous	ADJ
fbem-32007	24	8	data	datum	NOUN
fbem-32007	24	9	from	from	ADP
fbem-32007	24	10	multiple	multiple	ADJ
fbem-32007	24	11	sources	source	NOUN
fbem-32007	24	12	;	;	PUNCT
fbem-32007	24	13	the	the	DET
fbem-32007	24	14	algorithm	algorithm	NOUN
fbem-32007	24	15	layer	layer	NOUN
fbem-32007	24	16	uses	use	VERB
fbem-32007	24	17	intelligent	intelligent	ADJ
fbem-32007	24	18	models	model	NOUN
fbem-32007	24	19	to	to	PART
fbem-32007	24	20	conduct	conduct	VERB
fbem-32007	24	21	in	in	ADP
fbem-32007	24	22	-	-	PUNCT
fbem-32007	24	23	depth	depth	NOUN
fbem-32007	24	24	data	datum	NOUN
fbem-32007	24	25	analysis	analysis	NOUN
fbem-32007	24	26	;	;	PUNCT
fbem-32007	24	27	and	and	CCONJ
fbem-32007	24	28	the	the	DET
fbem-32007	24	29	app	app	NOUN
fbem-32007	24	30	lication	lication	NOUN
fbem-32007	24	31	layer	layer	NOUN
fbem-32007	24	32	transforms	transform	VERB
fbem-32007	24	33	the	the	DET
fbem-32007	24	34	analysis	analysis	NOUN
fbem-32007	24	35	results	result	NOUN
fbem-32007	24	36	into	into	ADP
fbem-32007	24	37	visual	visual	ADJ
fbem-32007	24	38	reports	report	NOUN
fbem-32007	24	39	and	and	CCONJ
fbem-32007	24	40	decision	decision	NOUN
fbem-32007	24	41	-	-	PUNCT
fbem-32007	24	42	making	make	VERB
fbem-32007	24	43	recommendations	recommendation	NOUN
fbem-32007	24	44	,	,	PUNCT
fbem-32007	24	45	adaptable	adaptable	ADJ
fbem-32007	24	46	to	to	ADP
fbem-32007	24	47	different	different	ADJ
fbem-32007	24	48	assessment	assessment	NOUN
fbem-32007	24	49	scenarios	scenario	NOUN
fbem-32007	24	50	.	.	PUNCT
fbem-32007	25	1	big	big	ADJ
fbem-32007	25	2	data	datum	NOUN
fbem-32007	25	3	technology	technology	NOUN
fbem-32007	25	4	is	be	AUX
fbem-32007	25	5	fundamental	fundamental	ADJ
fbem-32007	25	6	to	to	ADP
fbem-32007	25	7	this	this	DET
fbem-32007	25	8	technical	technical	ADJ
fbem-32007	25	9	support	support	NOUN
fbem-32007	25	10	,	,	PUNCT
fbem-32007	25	11	efficiently	efficiently	ADV
fbem-32007	25	12	processing	processing	NOUN
fbem-32007	25	13	structured	structured	ADJ
fbem-32007	25	14	and	and	CCONJ
fbem-32007	25	15	unstructured	unstructured	ADJ
fbem-32007	25	16	data	datum	NOUN
fbem-32007	25	17	such	such	ADJ
fbem-32007	25	18	as	as	ADP
fbem-32007	25	19	corporate	corporate	ADJ
fbem-32007	25	20	annual	annual	ADJ
fbem-32007	25	21	reports	report	NOUN
fbem-32007	25	22	,	,	PUNCT
fbem-32007	25	23	regulatory	regulatory	ADJ
fbem-32007	25	24	announcements	announcement	NOUN
fbem-32007	25	25	,	,	PUNCT
fbem-32007	25	26	and	and	CCONJ
fbem-32007	25	27	social	social	ADJ
fbem-32007	25	28	media	medium	NOUN
fbem-32007	25	29	,	,	PUNCT
fbem-32007	25	30	relying	rely	VERB
fbem-32007	25	31	on	on	ADP
fbem-32007	25	32	distributed	distribute	VERB
fbem-32007	25	33	storage	storage	NOUN
fbem-32007	25	34	and	and	CCONJ
fbem-32007	25	35	parallel	parallel	ADJ
fbem-32007	25	36	computing	computing	NOUN
fbem-32007	25	37	.	.	PUNCT
fbem-32007	26	1	for	for	ADP
fbem-32007	26	2	example	example	NOUN
fbem-32007	26	3	,	,	PUNCT
fbem-32007	26	4	the	the	DET
fbem-32007	26	5	ibm	ibm	PROPN
fbem-32007	26	6	envizi	envizi	PROPN
fbem-32007	26	7	esg	esg	PROPN
fbem-32007	26	8	suite	suite	PROPN
fbem-32007	26	9	automatically	automatically	ADV
fbem-32007	26	10	captures	capture	VERB
fbem-32007	26	11	hundreds	hundred	NOUN
fbem-32007	26	12	of	of	ADP
fbem-32007	26	13	data	datum	NOUN
fbem-32007	26	14	types	type	NOUN
fbem-32007	26	15	from	from	ADP
fbem-32007	26	16	isolated	isolated	ADJ
fbem-32007	26	17	data	datum	NOUN
fbem-32007	26	18	sources	source	NOUN
fbem-32007	26	19	and	and	CCONJ
fbem-32007	26	20	integrates	integrate	VERB
fbem-32007	26	21	them	they	PRON
fbem-32007	26	22	into	into	ADP
fbem-32007	26	23	a	a	DET
fbem-32007	26	24	single	single	ADJ
fbem-32007	26	25	,	,	PUNCT
fbem-32007	26	26	financial	financial	ADJ
fbem-32007	26	27	-	-	PUNCT
fbem-32007	26	28	grade	grade	NOUN
fbem-32007	26	29	system	system	NOUN
fbem-32007	26	30	of	of	ADP
fbem-32007	26	31	record	record	NOUN
fbem-32007	26	32	,	,	PUNCT
fbem-32007	26	33	breaking	break	VERB
fbem-32007	26	34	the	the	DET
fbem-32007	26	35	"	"	PUNCT
fbem-32007	26	36	information	information	NOUN
fbem-32007	26	37	silos	silo	NOUN
fbem-32007	26	38	"	"	PUNCT
fbem-32007	26	39	problem	problem	NOUN
fbem-32007	26	40	of	of	ADP
fbem-32007	26	41	traditional	traditional	ADJ
fbem-32007	26	42	assessments	assessment	NOUN
fbem-32007	26	43	and	and	CCONJ
fbem-32007	26	44	laying	lay	VERB
fbem-32007	26	45	the	the	DET
fbem-32007	26	46	data	datum	NOUN
fbem-32007	26	47	foundation	foundation	NOUN
fbem-32007	26	48	for	for	ADP
fbem-32007	26	49	comprehensive	comprehensive	ADJ
fbem-32007	26	50	evaluations	evaluation	NOUN
fbem-32007	26	51	.	.	PUNCT
fbem-32007	27	1	artificial	artificial	ADJ
fbem-32007	27	2	intelligence	intelligence	NOUN
fbem-32007	27	3	is	be	AUX
fbem-32007	27	4	a	a	DET
fbem-32007	27	5	core	core	NOUN
fbem-32007	27	6	driver	driver	NOUN
fbem-32007	27	7	,	,	PUNCT
fbem-32007	27	8	encompassing	encompass	VERB
fbem-32007	27	9	nat	nat	NOUN
fbem-32007	27	10	ural	ural	ADJ
fbem-32007	27	11	language	language	NOUN
fbem-32007	27	12	processing	processing	NOUN
fbem-32007	27	13	(	(	PUNCT
fbem-32007	27	14	nlp	nlp	NOUN
fbem-32007	27	15	)	)	PUNCT
fbem-32007	27	16	,	,	PUNCT
fbem-32007	27	17	machine	machine	NOUN
fbem-32007	27	18	learning	learning	NOUN
fbem-32007	27	19	,	,	PUNCT
fbem-32007	27	20	and	and	CCONJ
fbem-32007	27	21	deep	deep	ADJ
fbem-32007	27	22	learning	learning	NOUN
fbem-32007	27	23	.	.	PUNCT
fbem-32007	28	1	nlp	nlp	PROPN
fbem-32007	28	2	can	can	AUX
fbem-32007	28	3	extract	extract	VERB
fbem-32007	28	4	key	key	ADJ
fbem-32007	28	5	information	information	NOUN
fbem-32007	28	6	from	from	ADP
fbem-32007	28	7	text	text	NOUN
fbem-32007	28	8	.	.	PUNCT
fbem-32007	29	1	for	for	ADP
fbem-32007	29	2	example	example	NOUN
fbem-32007	29	3	,	,	PUNCT
fbem-32007	29	4	the	the	DET
fbem-32007	29	5	134	134	NUM
fbem-32007	29	6	reprisk	reprisk	NOUN
fbem-32007	29	7	system	system	NOUN
fbem-32007	29	8	uses	use	VERB
fbem-32007	29	9	nlp	nlp	NOUN
fbem-32007	29	10	to	to	PART
fbem-32007	29	11	scan	scan	VERB
fbem-32007	29	12	over	over	ADP
fbem-32007	29	13	80,000	80,000	NUM
fbem-32007	29	14	global	global	ADJ
fbem-32007	29	15	information	information	NOUN
fbem-32007	29	16	sources	source	NOUN
fbem-32007	29	17	daily	daily	ADV
fbem-32007	29	18	to	to	PART
fbem-32007	29	19	capture	capture	VERB
fbem-32007	29	20	corporate	corporate	ADJ
fbem-32007	29	21	esg	esg	NOUN
fbem-32007	29	22	-	-	PUNCT
fbem-32007	29	23	related	relate	VERB
fbem-32007	29	24	events	event	NOUN
fbem-32007	29	25	in	in	ADP
fbem-32007	29	26	real	real	ADJ
fbem-32007	29	27	time	time	NOUN
fbem-32007	29	28	[	[	X
fbem-32007	29	29	1	1	NUM
fbem-32007	29	30	]	]	PUNCT
fbem-32007	29	31	.	.	PUNCT
fbem-32007	30	1	machine	machine	NOUN
fbem-32007	30	2	learning	learning	NOUN
fbem-32007	30	3	enables	enable	VERB
fbem-32007	30	4	autonomous	autonomous	ADJ
fbem-32007	30	5	model	model	NOUN
fbem-32007	30	6	optimization	optimization	NOUN
fbem-32007	30	7	.	.	PUNCT
fbem-32007	31	1	for	for	ADP
fbem-32007	31	2	example	example	NOUN
fbem-32007	31	3	,	,	PUNCT
fbem-32007	31	4	the	the	DET
fbem-32007	31	5	bloomberg	bloomberg	PROPN
fbem-32007	31	6	research	research	NOUN
fbem-32007	31	7	team	team	NOUN
fbem-32007	31	8	uses	use	VERB
fbem-32007	31	9	a	a	DET
fbem-32007	31	10	gradient	gradient	NOUN
fbem-32007	31	11	boosting	boost	VERB
fbem-32007	31	12	tree	tree	NOUN
fbem-32007	31	13	model	model	NOUN
fbem-32007	31	14	to	to	PART
fbem-32007	31	15	predict	predict	VERB
fbem-32007	31	16	corporate	corporate	ADJ
fbem-32007	31	17	excess	excess	ADJ
fbem-32007	31	18	returns	return	NOUN
fbem-32007	31	19	,	,	PUNCT
fbem-32007	31	20	achieving	achieve	VERB
fbem-32007	31	21	a	a	DET
fbem-32007	31	22	sharpe	sharpe	NOUN
fbem-32007	31	23	ratio	ratio	NOUN
fbem-32007	31	24	of	of	ADP
fbem-32007	31	25	1.25	1.25	NUM
fbem-32007	31	26	,	,	PUNCT
fbem-32007	31	27	significantly	significantly	ADV
fbem-32007	31	28	outperforming	outperform	VERB
fbem-32007	31	29	the	the	DET
fbem-32007	31	30	benchmark	benchmark	NOUN
fbem-32007	31	31	.	.	PUNCT
fbem-32007	32	1	deep	deep	ADJ
fbem-32007	32	2	learning	learning	NOUN
fbem-32007	32	3	uses	use	VERB
fbem-32007	32	4	deep	deep	ADJ
fbem-32007	32	5	neural	neural	ADJ
fbem-32007	32	6	networks	network	NOUN
fbem-32007	32	7	to	to	PART
fbem-32007	32	8	model	model	VERB
fbem-32007	32	9	the	the	DET
fbem-32007	32	10	complex	complex	ADJ
fbem-32007	32	11	,	,	PUNCT
fbem-32007	32	12	nonlinear	nonlinear	ADJ
fbem-32007	32	13	relationships	relationship	NOUN
fbem-32007	32	14	in	in	ADP
fbem-32007	32	15	esg	esg	NOUN
fbem-32007	32	16	performance	performance	NOUN
fbem-32007	32	17	,	,	PUNCT
fbem-32007	32	18	while	while	SCONJ
fbem-32007	32	19	reinforcement	reinforcement	NOUN
fbem-32007	32	20	learning	learning	NOUN
fbem-32007	32	21	allows	allow	VERB
fbem-32007	32	22	models	model	NOUN
fbem-32007	32	23	to	to	ADP
fbem-32007	32	24	self	self	NOUN
fbem-32007	32	25	-	-	PUNCT
fbem-32007	32	26	adjust	adjust	VERB
fbem-32007	32	27	in	in	ADP
fbem-32007	32	28	dynamic	dynamic	ADJ
fbem-32007	32	29	environments	environment	NOUN
fbem-32007	32	30	,	,	PUNCT
fbem-32007	32	31	adapting	adapt	VERB
fbem-32007	32	32	to	to	ADP
fbem-32007	32	33	the	the	DET
fbem-32007	32	34	needs	need	NOUN
fbem-32007	32	35	of	of	ADP
fbem-32007	32	36	long	long	ADJ
fbem-32007	32	37	-term	-term	NOUN
fbem-32007	32	38	sustainability	sustainability	NOUN
fbem-32007	32	39	assessments	assessment	NOUN
fbem-32007	32	40	.	.	PUNCT
fbem-32007	33	1	furthermore	furthermore	ADV
fbem-32007	33	2	,	,	PUNCT
fbem-32007	33	3	cloud	cloud	ADJ
fbem-32007	33	4	computing	computing	NOUN
fbem-32007	33	5	provides	provide	VERB
fbem-32007	33	6	elastically	elastically	ADV
fbem-32007	33	7	scalable	scalable	ADJ
fbem-32007	33	8	computing	compute	VERB
fbem-32007	33	9	reso	reso	NOUN
fbem-32007	33	10	urces	urce	NOUN
fbem-32007	33	11	to	to	PART
fbem-32007	33	12	meet	meet	VERB
fbem-32007	33	13	the	the	DET
fbem-32007	33	14	needs	need	NOUN
fbem-32007	33	15	of	of	ADP
fbem-32007	33	16	enterprises	enterprise	NOUN
fbem-32007	33	17	of	of	ADP
fbem-32007	33	18	varying	vary	VERB
fbem-32007	33	19	sizes	size	NOUN
fbem-32007	33	20	.	.	PUNCT
fbem-32007	34	1	the	the	DET
fbem-32007	34	2	internet	internet	NOUN
fbem-32007	34	3	of	of	ADP
fbem-32007	34	4	things	thing	NOUN
fbem-32007	34	5	(	(	PUNCT
fbem-32007	34	6	iot	iot	NOUN
fbem-32007	34	7	)	)	PUNCT
fbem-32007	34	8	uses	use	VERB
fbem-32007	34	9	sensors	sensor	NOUN
fbem-32007	34	10	to	to	PART
fbem-32007	34	11	collect	collect	VERB
fbem-32007	34	12	environmental	environmental	ADJ
fbem-32007	34	13	data	datum	NOUN
fbem-32007	34	14	in	in	ADP
fbem-32007	34	15	real	real	ADJ
fbem-32007	34	16	time	time	NOUN
fbem-32007	34	17	.	.	PUNCT
fbem-32007	35	1	for	for	ADP
fbem-32007	35	2	example	example	NOUN
fbem-32007	35	3	,	,	PUNCT
fbem-32007	35	4	avic	avic	PROPN
fbem-32007	35	5	optronics	optronic	NOUN
fbem-32007	35	6	has	have	AUX
fbem-32007	35	7	implemented	implement	VERB
fbem-32007	35	8	an	an	DET
fbem-32007	35	9	intelligent	intelligent	ADJ
fbem-32007	35	10	energy	energy	NOUN
fbem-32007	35	11	management	management	NOUN
fbem-32007	35	12	system	system	NOUN
fbem-32007	35	13	that	that	PRON
fbem-32007	35	14	enables	enable	VERB
fbem-32007	35	15	real	real	ADJ
fbem-32007	35	16	-time	-time	ADJ
fbem-32007	35	17	monitoring	monitoring	NOUN
fbem-32007	35	18	of	of	ADP
fbem-32007	35	19	energy	energy	NOUN
fbem-32007	35	20	consumption	consumption	NOUN
fbem-32007	35	21	indicators	indicator	NOUN
fbem-32007	35	22	.	.	PUNCT
fbem-32007	36	1	the	the	DET
fbem-32007	36	2	synergy	synergy	NOUN
fbem-32007	36	3	of	of	ADP
fbem-32007	36	4	these	these	DET
fbem-32007	36	5	multiple	multiple	ADJ
fbem-32007	36	6	technologies	technology	NOUN
fbem-32007	36	7	builds	build	VERB
fbem-32007	36	8	a	a	DET
fbem-32007	36	9	comprehensive	comprehensive	ADJ
fbem-32007	36	10	and	and	CCONJ
fbem-32007	36	11	efficient	efficient	ADJ
fbem-32007	36	12	esg	esg	PROPN
fbem-32007	36	13	intelligent	intelligent	ADJ
fbem-32007	36	14	analysis	analysis	NOUN
fbem-32007	36	15	system	system	NOUN
fbem-32007	36	16	.	.	PUNCT
fbem-32007	37	1	3	3	X
fbem-32007	37	2	.	.	X
fbem-32007	37	3	application	application	NOUN
fbem-32007	37	4	of	of	ADP
fbem-32007	37	5	intelligent	intelligent	ADJ
fbem-32007	37	6	technologies	technology	NOUN
fbem-32007	37	7	in	in	ADP
fbem-32007	37	8	enterprise	enterprise	NOUN
fbem-32007	37	9	esg	esg	NOUN
fbem-32007	37	10	data	datum	NOUN
fbem-32007	37	11	collection	collection	NOUN
fbem-32007	37	12	and	and	CCONJ
fbem-32007	37	13	processing	processing	NOUN
fbem-32007	37	14	3.1	3.1	NUM
fbem-32007	37	15	.	.	PUNCT
fbem-32007	38	1	intelligent	intelligent	ADJ
fbem-32007	38	2	technologies	technology	NOUN
fbem-32007	38	3	drive	drive	VERB
fbem-32007	38	4	multidimensional	multidimensional	ADJ
fbem-32007	38	5	esg	esg	PROPN
fbem-32007	38	6	data	data	PROPN
fbem-32007	38	7	collection	collection	NOUN
fbem-32007	38	8	the	the	DET
fbem-32007	38	9	accuracy	accuracy	NOUN
fbem-32007	38	10	of	of	ADP
fbem-32007	38	11	esg	esg	PROPN
fbem-32007	38	12	assessments	assessment	NOUN
fbem-32007	38	13	relies	rely	VERB
fbem-32007	38	14	on	on	ADP
fbem-32007	38	15	high	high	ADJ
fbem-32007	38	16	-quality	-quality	PROPN
fbem-32007	38	17	data	datum	NOUN
fbem-32007	38	18	.	.	PUNCT
fbem-32007	39	1	intelligent	intelligent	ADJ
fbem-32007	39	2	technologies	technology	NOUN
fbem-32007	39	3	overcome	overcome	VERB
fbem-32007	39	4	the	the	DET
fbem-32007	39	5	limitations	limitation	NOUN
fbem-32007	39	6	of	of	ADP
fbem-32007	39	7	traditional	traditional	ADJ
fbem-32007	39	8	manual	manual	ADJ
fbem-32007	39	9	data	datum	NOUN
fbem-32007	39	10	collection	collection	NOUN
fbem-32007	39	11	processes	process	NOUN
fbem-32007	39	12	,	,	PUNCT
fbem-32007	39	13	enabling	enable	VERB
fbem-32007	39	14	automated	automate	VERB
fbem-32007	39	15	,	,	PUNCT
fbem-32007	39	16	multi	multi	ADJ
fbem-32007	39	17	-	-	ADJ
fbem-32007	39	18	dimensional	dimensional	ADJ
fbem-32007	39	19	data	datum	NOUN
fbem-32007	39	20	acquisition	acquisition	NOUN
fbem-32007	39	21	.	.	PUNCT
fbem-32007	40	1	regarding	regard	VERB
fbem-32007	40	2	environmental	environmental	ADJ
fbem-32007	40	3	data	datum	NOUN
fbem-32007	40	4	collection	collection	NOUN
fbem-32007	40	5	,	,	PUNCT
fbem-32007	40	6	the	the	DET
fbem-32007	40	7	internet	internet	NOUN
fbem-32007	40	8	of	of	ADP
fbem-32007	40	9	things	thing	NOUN
fbem-32007	40	10	(	(	PUNCT
fbem-32007	40	11	iot	iot	NOUN
fbem-32007	40	12	)	)	PUNCT
fbem-32007	40	13	uses	use	VERB
fbem-32007	40	14	sensor	sensor	NOUN
fbem-32007	40	15	networks	network	NOUN
fbem-32007	40	16	to	to	PART
fbem-32007	40	17	monitor	monitor	VERB
fbem-32007	40	18	carbon	carbon	NOUN
fbem-32007	40	19	emissions	emission	NOUN
fbem-32007	40	20	,	,	PUNCT
fbem-32007	40	21	energy	energy	NOUN
fbem-32007	40	22	consumption	consumption	NOUN
fbem-32007	40	23	,	,	PUNCT
fbem-32007	40	24	water	water	NOUN
fbem-32007	40	25	use	use	NOUN
fbem-32007	40	26	,	,	PUNCT
fbem-32007	40	27	and	and	CCONJ
fbem-32007	40	28	other	other	ADJ
fbem-32007	40	29	indicators	indicator	NOUN
fbem-32007	40	30	in	in	ADP
fbem-32007	40	31	real	real	ADJ
fbem-32007	40	32	time	time	NOUN
fbem-32007	40	33	,	,	PUNCT
fbem-32007	40	34	providing	provide	VERB
fbem-32007	40	35	objective	objective	NOUN
fbem-32007	40	36	,	,	PUNCT
fbem-32007	40	37	foundational	foundational	ADJ
fbem-32007	40	38	data	datum	NOUN
fbem-32007	40	39	.	.	PUNCT
fbem-32007	41	1	for	for	ADP
fbem-32007	41	2	example	example	NOUN
fbem-32007	41	3	,	,	PUNCT
fbem-32007	41	4	growthpoint	growthpoint	NOUN
fbem-32007	41	5	properties	property	NOUN
fbem-32007	41	6	australia	australia	PROPN
fbem-32007	41	7	uses	use	VERB
fbem-32007	41	8	intelligent	intelligent	ADJ
fbem-32007	41	9	systems	system	NOUN
fbem-32007	41	10	to	to	PART
fbem-32007	41	11	manage	manage	VERB
fbem-32007	41	12	sustainability	sustainability	NOUN
fbem-32007	41	13	data	datum	NOUN
fbem-32007	41	14	,	,	PUNCT
fbem-32007	41	15	automatically	automatically	ADV
fbem-32007	41	16	collecting	collect	VERB
fbem-32007	41	17	over	over	ADP
fbem-32007	41	18	6,500	6,500	NUM
fbem-32007	41	19	utility	utility	NOUN
fbem-32007	41	20	bills	bill	NOUN
fbem-32007	41	21	worldwide	worldwide	ADV
fbem-32007	41	22	annually	annually	ADV
fbem-32007	41	23	,	,	PUNCT
fbem-32007	41	24	significantly	significantly	ADV
fbem-32007	41	25	reducing	reduce	VERB
fbem-32007	41	26	manual	manual	ADJ
fbem-32007	41	27	calculations	calculation	NOUN
fbem-32007	41	28	.	.	PUNCT
fbem-32007	42	1	unstructured	unstructured	ADJ
fbem-32007	42	2	data	datum	NOUN
fbem-32007	42	3	related	relate	VERB
fbem-32007	42	4	to	to	ADP
fbem-32007	42	5	social	social	ADJ
fbem-32007	42	6	and	and	CCONJ
fbem-32007	42	7	governance	governance	NOUN
fbem-32007	42	8	relies	rely	VERB
fbem-32007	42	9	on	on	ADP
fbem-32007	42	10	natural	natural	ADJ
fbem-32007	42	11	language	language	NOUN
fbem-32007	42	12	processing	processing	NOUN
fbem-32007	42	13	(	(	PUNCT
fbem-32007	42	14	nlp	nlp	NOUN
fbem-32007	42	15	)	)	PUNCT
fbem-32007	42	16	technology	technology	NOUN
fbem-32007	42	17	,	,	PUNCT
fbem-32007	42	18	using	use	VERB
fbem-32007	42	19	sentiment	sentiment	NOUN
fbem-32007	42	20	analysis	analysis	NOUN
fbem-32007	42	21	and	and	CCONJ
fbem-32007	42	22	keyword	keyword	NOUN
fbem-32007	42	23	extraction	extraction	NOUN
fbem-32007	42	24	to	to	PART
fbem-32007	42	25	uncover	uncover	VERB
fbem-32007	42	26	key	key	ADJ
fbem-32007	42	27	information	information	NOUN
fbem-32007	42	28	.	.	PUNCT
fbem-32007	43	1	jpmorgan	jpmorgan	PROPN
fbem-32007	43	2	chase	chase	PROPN
fbem-32007	43	3	,	,	PUNCT
fbem-32007	43	4	in	in	ADP
fbem-32007	43	5	collaboration	collaboration	NOUN
fbem-32007	43	6	with	with	ADP
fbem-32007	43	7	datamaran	datamaran	NOUN
fbem-32007	43	8	,	,	PUNCT
fbem-32007	43	9	leverages	leverage	VERB
fbem-32007	43	10	nlp	nlp	NOUN
fbem-32007	43	11	to	to	PART
fbem-32007	43	12	dynamically	dynamically	ADV
fbem-32007	43	13	integrate	integrate	VERB
fbem-32007	43	14	internal	internal	ADJ
fbem-32007	43	15	operational	operational	ADJ
fbem-32007	43	16	data	datum	NOUN
fbem-32007	43	17	with	with	ADP
fbem-32007	43	18	external	external	ADJ
fbem-32007	43	19	public	public	ADJ
fbem-32007	43	20	opinion	opinion	NOUN
fbem-32007	43	21	to	to	PART
fbem-32007	43	22	accurately	accurately	ADV
fbem-32007	43	23	identify	identify	VERB
fbem-32007	43	24	sustainability	sustainability	NOUN
fbem-32007	43	25	issues	issue	NOUN
fbem-32007	43	26	important	important	ADJ
fbem-32007	43	27	to	to	ADP
fbem-32007	43	28	the	the	DET
fbem-32007	43	29	company	company	NOUN
fbem-32007	43	30	and	and	CCONJ
fbem-32007	43	31	its	its	PRON
fbem-32007	43	32	stakeholders	stakeholder	NOUN
fbem-32007	43	33	,	,	PUNCT
fbem-32007	43	34	filling	fill	VERB
fbem-32007	43	35	the	the	DET
fbem-32007	43	36	gaps	gap	NOUN
fbem-32007	43	37	in	in	ADP
fbem-32007	43	38	potential	potential	ADJ
fbem-32007	43	39	risks	risk	NOUN
fbem-32007	43	40	and	and	CCONJ
fbem-32007	43	41	opportunities	opportunity	NOUN
fbem-32007	43	42	not	not	PART
fbem-32007	43	43	covered	cover	VERB
fbem-32007	43	44	by	by	ADP
fbem-32007	43	45	traditional	traditional	ADJ
fbem-32007	43	46	financial	financial	ADJ
fbem-32007	43	47	reporting	reporting	NOUN
fbem-32007	43	48	.	.	PUNCT
fbem-32007	44	1	intelligent	intelligent	ADJ
fbem-32007	44	2	technology	technology	NOUN
fbem-32007	44	3	is	be	AUX
fbem-32007	44	4	also	also	ADV
fbem-32007	44	5	a	a	DET
fbem-32007	44	6	ddressing	ddressing	NOUN
fbem-32007	44	7	the	the	DET
fbem-32007	44	8	fragmentation	fragmentation	NOUN
fbem-32007	44	9	of	of	ADP
fbem-32007	44	10	supply	supply	NOUN
fbem-32007	44	11	chain	chain	NOUN
fbem-32007	44	12	esg	esg	PROPN
fbem-32007	44	13	data	data	PROPN
fbem-32007	44	14	.	.	PUNCT
fbem-32007	45	1	the	the	DET
fbem-32007	45	2	ibm	ibm	PROPN
fbem-32007	45	3	envizi	envizi	PROPN
fbem-32007	45	4	esg	esg	PROPN
fbem-32007	45	5	suite	suite	PROPN
fbem-32007	45	6	's	's	PART
fbem-32007	45	7	supplier	supplier	NOUN
fbem-32007	45	8	data	datum	NOUN
fbem-32007	45	9	management	management	NOUN
fbem-32007	45	10	module	module	NOUN
fbem-32007	45	11	aggregates	aggregate	NOUN
fbem-32007	45	12	supplier	supplier	NOUN
fbem-32007	45	13	and	and	CCONJ
fbem-32007	45	14	product	product	NOUN
fbem-32007	45	15	-	-	PUNCT
fbem-32007	45	16	level	level	NOUN
fbem-32007	45	17	transaction	transaction	NOUN
fbem-32007	45	18	data	datum	NOUN
fbem-32007	45	19	and	and	CCONJ
fbem-32007	45	20	automatically	automatically	ADV
fbem-32007	45	21	calculates	calculate	VERB
fbem-32007	45	22	emissions	emission	NOUN
fbem-32007	45	23	.	.	PUNCT
fbem-32007	46	1	after	after	ADP
fbem-32007	46	2	implementing	implement	VERB
fbem-32007	46	3	this	this	DET
fbem-32007	46	4	system	system	NOUN
fbem-32007	46	5	,	,	PUNCT
fbem-32007	46	6	downer	downer	NOUN
fbem-32007	46	7	group	group	NOUN
fbem-32007	46	8	significantly	significantly	ADV
fbem-32007	46	9	reduced	reduce	VERB
fbem-32007	46	10	the	the	DET
fbem-32007	46	11	error	error	NOUN
fbem-32007	46	12	rate	rate	NOUN
fbem-32007	46	13	in	in	ADP
fbem-32007	46	14	scope	scope	NOUN
fbem-32007	46	15	3	3	NUM
fbem-32007	46	16	data	datum	NOUN
fbem-32007	46	17	classification	classification	NOUN
fbem-32007	46	18	.	.	PUNCT
fbem-32007	47	1	ai	ai	AUX
fbem-32007	47	2	now	now	ADV
fbem-32007	47	3	handles	handle	VERB
fbem-32007	47	4	tasks	task	NOUN
fbem-32007	47	5	that	that	PRON
fbem-32007	47	6	once	once	ADV
fbem-32007	47	7	took	take	VERB
fbem-32007	47	8	months	month	NOUN
fbem-32007	47	9	in	in	ADP
fbem-32007	47	10	seconds	second	NOUN
fbem-32007	47	11	,	,	PUNCT
fbem-32007	47	12	significantly	significantly	ADV
fbem-32007	47	13	improving	improve	VERB
fbem-32007	47	14	supply	supply	NOUN
fbem-32007	47	15	chain	chain	NOUN
fbem-32007	47	16	data	datum	NOUN
fbem-32007	47	17	quality	quality	NOUN
fbem-32007	47	18	[	[	X
fbem-32007	47	19	2	2	NUM
fbem-32007	47	20	]	]	PUNCT
fbem-32007	47	21	.	.	PUNCT
fbem-32007	48	1	3.2	3.2	NUM
fbem-32007	48	2	.	.	PUNCT
fbem-32007	49	1	intelligent	intelligent	ADJ
fbem-32007	49	2	technology	technology	NOUN
fbem-32007	49	3	optimizes	optimize	VERB
fbem-32007	49	4	esg	esg	NOUN
fbem-32007	49	5	data	data	NOUN
fbem-32007	49	6	processing	processing	NOUN
fbem-32007	49	7	and	and	CCONJ
fbem-32007	49	8	standardization	standardization	NOUN
fbem-32007	49	9	in	in	ADP
fbem-32007	49	10	the	the	DET
fbem-32007	49	11	data	data	NOUN
fbem-32007	49	12	processing	processing	NOUN
fbem-32007	49	13	phase	phase	NOUN
fbem-32007	49	14	,	,	PUNCT
fbem-32007	49	15	intelligent	intelligent	ADJ
fbem-32007	49	16	technology	technology	NOUN
fbem-32007	49	17	effectively	effectively	ADV
fbem-32007	49	18	addresses	address	VERB
fbem-32007	49	19	common	common	ADJ
fbem-32007	49	20	esg	esg	PROPN
fbem-32007	49	21	data	datum	NOUN
fbem-32007	49	22	quality	quality	NOUN
fbem-32007	49	23	issues	issue	NOUN
fbem-32007	49	24	.	.	PUNCT
fbem-32007	50	1	for	for	ADP
fbem-32007	50	2	missing	miss	VERB
fbem-32007	50	3	data	datum	NOUN
fbem-32007	50	4	,	,	PUNCT
fbem-32007	50	5	machine	machine	NOUN
fbem-32007	50	6	learning	learning	NOUN
fbem-32007	50	7	algorithms	algorithm	NOUN
fbem-32007	50	8	(	(	PUNCT
fbem-32007	50	9	such	such	ADJ
fbem-32007	50	10	as	as	ADP
fbem-32007	50	11	multiple	multiple	ADJ
fbem-32007	50	12	imputation	imputation	NOUN
fbem-32007	50	13	and	and	CCONJ
fbem-32007	50	14	generative	generative	ADJ
fbem-32007	50	15	adversarial	adversarial	ADJ
fbem-32007	50	16	networks	network	NOUN
fbem-32007	50	17	(	(	PUNCT
fbem-32007	50	18	gans	gan	NOUN
fbem-32007	50	19	)	)	PUNCT
fbem-32007	50	20	)	)	PUNCT
fbem-32007	50	21	can	can	AUX
fbem-32007	50	22	generate	generate	VERB
fbem-32007	50	23	appropriate	appropriate	ADJ
fbem-32007	50	24	imputed	impute	VERB
fbem-32007	50	25	data	datum	NOUN
fbem-32007	50	26	,	,	PUNCT
fbem-32007	50	27	reducing	reduce	VERB
fbem-32007	50	28	assessment	assessment	NOUN
fbem-32007	50	29	bias	bias	NOUN
fbem-32007	50	30	caused	cause	VERB
fbem-32007	50	31	by	by	ADP
fbem-32007	50	32	incomplete	incomplete	ADJ
fbem-32007	50	33	information	information	NOUN
fbem-32007	50	34	.	.	PUNCT
fbem-32007	51	1	data	datum	NOUN
fbem-32007	51	2	cleansing	cleansing	NOUN
fbem-32007	51	3	technologies	technology	NOUN
fbem-32007	51	4	improve	improve	VERB
fbem-32007	51	5	accuracy	accuracy	NOUN
fbem-32007	51	6	through	through	ADP
fbem-32007	51	7	outlier	outlier	NOUN
fbem-32007	51	8	detection	detection	NOUN
fbem-32007	51	9	and	and	CCONJ
fbem-32007	51	10	deduplication	deduplication	NOUN
fbem-32007	51	11	.	.	PUNCT
fbem-32007	52	1	allianz	allianz	PROPN
fbem-32007	52	2	group	group	NOUN
fbem-32007	52	3	's	's	PART
fbem-32007	52	4	application	application	NOUN
fbem-32007	52	5	has	have	AUX
fbem-32007	52	6	improved	improve	VERB
fbem-32007	52	7	the	the	DET
fbem-32007	52	8	accuracy	accuracy	NOUN
fbem-32007	52	9	of	of	ADP
fbem-32007	52	10	climate	climate	NOUN
fbem-32007	52	11	risk	risk	NOUN
fbem-32007	52	12	forecasts	forecast	NOUN
fbem-32007	52	13	by	by	ADP
fbem-32007	52	14	over	over	ADP
fbem-32007	52	15	50	50	NUM
fbem-32007	52	16	%	%	NOUN
fbem-32007	52	17	.	.	PUNCT
fbem-32007	53	1	data	datum	NOUN
fbem-32007	53	2	standardization	standardization	NOUN
fbem-32007	53	3	is	be	AUX
fbem-32007	53	4	a	a	DET
fbem-32007	53	5	core	core	NOUN
fbem-32007	53	6	challenge	challenge	NOUN
fbem-32007	53	7	in	in	ADP
fbem-32007	53	8	esg	esg	NOUN
fbem-32007	53	9	analysis	analysis	NOUN
fbem-32007	53	10	.	.	PUNCT
fbem-32007	54	1	intelligent	intelligent	ADJ
fbem-32007	54	2	technologies	technology	NOUN
fbem-32007	54	3	integrate	integrate	VERB
fbem-32007	54	4	heterogeneous	heterogeneous	ADJ
fbem-32007	54	5	data	datum	NOUN
fbem-32007	54	6	through	through	ADP
fbem-32007	54	7	semantic	semantic	ADJ
fbem-32007	54	8	mapping	mapping	NOUN
fbem-32007	54	9	and	and	CCONJ
fbem-32007	54	10	rule	rule	NOUN
fbem-32007	54	11	engines	engine	NOUN
fbem-32007	54	12	.	.	PUNCT
fbem-32007	55	1	to	to	PART
fbem-32007	55	2	address	address	VERB
fbem-32007	55	3	the	the	DET
fbem-32007	55	4	varying	vary	VERB
fbem-32007	55	5	disclosure	disclosure	NOUN
fbem-32007	55	6	standards	standard	NOUN
fbem-32007	55	7	adopted	adopt	VERB
fbem-32007	55	8	by	by	ADP
fbem-32007	55	9	companies	company	NOUN
fbem-32007	55	10	across	across	ADP
fbem-32007	55	11	industries	industry	NOUN
fbem-32007	55	12	and	and	CCONJ
fbem-32007	55	13	regions	region	NOUN
fbem-32007	55	14	,	,	PUNCT
fbem-32007	55	15	intelligent	intelligent	ADJ
fbem-32007	55	16	systems	system	NOUN
fbem-32007	55	17	can	can	AUX
fbem-32007	55	18	uniformly	uniformly	ADV
fbem-32007	55	19	map	map	VERB
fbem-32007	55	20	data	datum	NOUN
fbem-32007	55	21	to	to	ADP
fbem-32007	55	22	frameworks	framework	NOUN
fbem-32007	55	23	such	such	ADJ
fbem-32007	55	24	as	as	ADP
fbem-32007	55	25	the	the	DET
fbem-32007	55	26	gri	gri	PROPN
fbem-32007	55	27	and	and	CCONJ
fbem-32007	55	28	issb	issb	NOUN
fbem-32007	55	29	standards	standard	NOUN
fbem-32007	55	30	.	.	PUNCT
fbem-32007	56	1	the	the	DET
fbem-32007	56	2	"	"	PUNCT
fbem-32007	56	3	corporate	corporate	ADJ
fbem-32007	56	4	sustainability	sustainability	NOUN
fbem-32007	56	5	disclosure	disclosure	NOUN
fbem-32007	56	6	guidelines	guideline	NOUN
fbem-32007	56	7	,	,	PUNCT
fbem-32007	56	8	"	"	PUNCT
fbem-32007	56	9	jointly	jointly	ADV
fbem-32007	56	10	issued	issue	VERB
fbem-32007	56	11	by	by	ADP
fbem-32007	56	12	the	the	DET
fbem-32007	56	13	ministry	ministry	PROPN
fbem-32007	56	14	of	of	ADP
fbem-32007	56	15	finance	finance	PROPN
fbem-32007	56	16	and	and	CCONJ
fbem-32007	56	17	nine	nine	NUM
fbem-32007	56	18	other	other	ADJ
fbem-32007	56	19	departments	department	NOUN
fbem-32007	56	20	,	,	PUNCT
fbem-32007	56	21	provide	provide	VERB
fbem-32007	56	22	policy	policy	NOUN
fbem-32007	56	23	support	support	NOUN
fbem-32007	56	24	.	.	PUNCT
fbem-32007	57	1	based	base	VERB
fbem-32007	57	2	on	on	ADP
fbem-32007	57	3	this	this	PRON
fbem-32007	57	4	,	,	PUNCT
fbem-32007	57	5	intelligen	intelligen	PROPN
fbem-32007	57	6	t	t	PROPN
fbem-32007	57	7	systems	system	NOUN
fbem-32007	57	8	develop	develop	VERB
fbem-32007	57	9	data	data	NOUN
fbem-32007	57	10	conversion	conversion	NOUN
fbem-32007	57	11	rules	rule	NOUN
fbem-32007	57	12	,	,	PUNCT
fbem-32007	57	13	ultimately	ultimately	ADV
fbem-32007	57	14	enabling	enable	VERB
fbem-32007	57	15	effective	effective	ADJ
fbem-32007	57	16	esg	esg	NOUN
fbem-32007	57	17	comparisons	comparison	NOUN
fbem-32007	57	18	across	across	ADP
fbem-32007	57	19	companies	company	NOUN
fbem-32007	57	20	and	and	CCONJ
fbem-32007	57	21	industries	industry	NOUN
fbem-32007	57	22	.	.	PUNCT
fbem-32007	58	1	4	4	X
fbem-32007	58	2	.	.	X
fbem-32007	58	3	ai	ai	AUX
fbem-32007	58	4	-	-	PUNCT
fbem-32007	58	5	based	base	VERB
fbem-32007	58	6	esg	esg	NOUN
fbem-32007	58	7	risk	risk	NOUN
fbem-32007	58	8	assessment	assessment	NOUN
fbem-32007	58	9	and	and	CCONJ
fbem-32007	58	10	performance	performance	NOUN
fbem-32007	58	11	prediction	prediction	NOUN
fbem-32007	58	12	models	model	NOUN
fbem-32007	58	13	4.1	4.1	NUM
fbem-32007	58	14	.	.	PUNCT
fbem-32007	59	1	practical	practical	ADJ
fbem-32007	59	2	applications	application	NOUN
fbem-32007	59	3	of	of	ADP
fbem-32007	59	4	ai	ai	NOUN
fbem-32007	59	5	in	in	ADP
fbem-32007	59	6	esg	esg	PROPN
fbem-32007	59	7	risk	risk	NOUN
fbem-32007	59	8	assessment	assessment	NOUN
fbem-32007	59	9	artificial	artificial	ADJ
fbem-32007	59	10	intelligence	intelligence	NOUN
fbem-32007	59	11	transcends	transcend	VERB
fbem-32007	59	12	the	the	DET
fbem-32007	59	13	limitations	limitation	NOUN
fbem-32007	59	14	of	of	ADP
fbem-32007	59	15	traditional	traditional	ADJ
fbem-32007	59	16	static	static	ADJ
fbem-32007	59	17	assessments	assessment	NOUN
fbem-32007	59	18	,	,	PUNCT
fbem-32007	59	19	leveraging	leverage	VERB
fbem-32007	59	20	technologies	technology	NOUN
fbem-32007	59	21	such	such	ADJ
fbem-32007	59	22	as	as	ADP
fbem-32007	59	23	machine	machine	NOUN
fbem-32007	59	24	learning	learn	VERB
fbem-32007	59	25	to	to	PART
fbem-32007	59	26	enhance	enhance	VERB
fbem-32007	59	27	the	the	DET
fbem-32007	59	28	foresight	foresight	NOUN
fbem-32007	59	29	and	and	CCONJ
fbem-32007	59	30	accuracy	accuracy	NOUN
fbem-32007	59	31	of	of	ADP
fbem-32007	59	32	risk	risk	NOUN
fbem-32007	59	33	identification	identification	NOUN
fbem-32007	59	34	.	.	PUNCT
fbem-32007	60	1	in	in	ADP
fbem-32007	60	2	the	the	DET
fbem-32007	60	3	area	area	NOUN
fbem-32007	60	4	of	of	ADP
fbem-32007	60	5	climate	climate	NOUN
fbem-32007	60	6	risk	risk	NOUN
fbem-32007	60	7	,	,	PUNCT
fbem-32007	60	8	allianz	allianz	PROPN
fbem-32007	60	9	group	group	NOUN
fbem-32007	60	10	combines	combine	VERB
fbem-32007	60	11	machine	machine	NOUN
fbem-32007	60	12	learning	learn	VERB
fbem-32007	60	13	algorithms	algorithm	NOUN
fbem-32007	60	14	with	with	ADP
fbem-32007	60	15	geospatial	geospatial	ADJ
fbem-32007	60	16	artificial	artificial	ADJ
fbem-32007	60	17	intelligence	intelligence	NOUN
fbem-32007	60	18	(	(	PUNCT
fbem-32007	60	19	geoai	geoai	PROPN
fbem-32007	60	20	)	)	PUNCT
fbem-32007	60	21	,	,	PUNCT
fbem-32007	60	22	integrating	integrate	VERB
fbem-32007	60	23	global	global	ADJ
fbem-32007	60	24	climate	climate	NOUN
fbem-32007	60	25	data	data	PROPN
fbem-32007	60	26	,	,	PUNCT
fbem-32007	60	27	satellite	satellite	NOUN
fbem-32007	60	28	remote	remote	ADJ
fbem-32007	60	29	sensing	sense	VERB
fbem-32007	60	30	imagery	imagery	NOUN
fbem-32007	60	31	,	,	PUNCT
fbem-32007	60	32	and	and	CCONJ
fbem-32007	60	33	historical	historical	ADJ
fbem-32007	60	34	claims	claim	NOUN
fbem-32007	60	35	information	information	NOUN
fbem-32007	60	36	to	to	PART
fbem-32007	60	37	accurately	accurately	ADV
fbem-32007	60	38	predict	predict	VERB
fbem-32007	60	39	risks	risk	NOUN
fbem-32007	60	40	such	such	ADJ
fbem-32007	60	41	as	as	ADP
fbem-32007	60	42	flood	flood	NOUN
fbem-32007	60	43	s	s	NOUN
fbem-32007	60	44	and	and	CCONJ
fbem-32007	60	45	hurricanes	hurricane	NOUN
fbem-32007	60	46	,	,	PUNCT
fbem-32007	60	47	reducing	reduce	VERB
fbem-32007	60	48	insurance	insurance	NOUN
fbem-32007	60	49	claims	claim	NOUN
fbem-32007	60	50	costs	cost	NOUN
fbem-32007	60	51	by	by	ADP
fbem-32007	60	52	approximately	approximately	ADV
fbem-32007	60	53	15	15	NUM
fbem-32007	60	54	%	%	NOUN
fbem-32007	60	55	and	and	CCONJ
fbem-32007	60	56	providing	provide	VERB
fbem-32007	60	57	data	datum	NOUN
fbem-32007	60	58	support	support	NOUN
fbem-32007	60	59	for	for	SCONJ
fbem-32007	60	60	companies	company	NOUN
fbem-32007	60	61	to	to	PART
fbem-32007	60	62	address	address	VERB
fbem-32007	60	63	climate	climate	NOUN
fbem-32007	60	64	-	-	PUNCT
fbem-32007	60	65	related	relate	VERB
fbem-32007	60	66	physical	physical	ADJ
fbem-32007	60	67	risks	risk	NOUN
fbem-32007	60	68	.	.	PUNCT
fbem-32007	61	1	social	social	ADJ
fbem-32007	61	2	risk	risk	NOUN
fbem-32007	61	3	assessments	assessment	NOUN
fbem-32007	61	4	rely	rely	VERB
fbem-32007	61	5	on	on	ADP
fbem-32007	61	6	real	real	ADJ
fbem-32007	61	7	-	-	PUNCT
fbem-32007	61	8	time	time	NOUN
fbem-32007	61	9	monitoring	monitoring	NOUN
fbem-32007	61	10	of	of	ADP
fbem-32007	61	11	multi	multi	ADJ
fbem-32007	61	12	-	-	ADJ
fbem-32007	61	13	source	source	NOUN
fbem-32007	61	14	data	datum	NOUN
fbem-32007	61	15	.	.	PUNCT
fbem-32007	62	1	reprisk	reprisk	PROPN
fbem-32007	62	2	's	's	PART
fbem-32007	62	3	esg	esg	NOUN
fbem-32007	62	4	rating	rating	NOUN
fbem-32007	62	5	system	system	NOUN
fbem-32007	62	6	uses	use	VERB
fbem-32007	62	7	natural	natural	ADJ
fbem-32007	62	8	language	language	NOUN
fbem-32007	62	9	processing	processing	NOUN
fbem-32007	62	10	(	(	PUNCT
fbem-32007	62	11	nlp	nlp	NOUN
fbem-32007	62	12	)	)	PUNCT
fbem-32007	62	13	technology	technology	NOUN
fbem-32007	62	14	to	to	PART
fbem-32007	62	15	scan	scan	VERB
fbem-32007	62	16	massive	massive	ADJ
fbem-32007	62	17	global	global	ADJ
fbem-32007	62	18	information	information	NOUN
fbem-32007	62	19	sources	source	NOUN
fbem-32007	62	20	daily	daily	ADV
fbem-32007	62	21	,	,	PUNCT
fbem-32007	62	22	extracting	extract	VERB
fbem-32007	62	23	corporate	corporate	ADJ
fbem-32007	62	24	esg	esg	NOUN
fbem-32007	62	25	events	event	NOUN
fbem-32007	62	26	from	from	ADP
fbem-32007	62	27	news	news	NOUN
fbem-32007	62	28	and	and	CCONJ
fbem-32007	62	29	ngo	ngo	PROPN
fbem-32007	62	30	reports	report	NOUN
fbem-32007	62	31	,	,	PUNCT
fbem-32007	62	32	and	and	CCONJ
fbem-32007	62	33	quantifying	quantify	VERB
fbem-32007	62	34	the	the	DET
fbem-32007	62	35	severity	severity	NOUN
fbem-32007	62	36	of	of	ADP
fbem-32007	62	37	negative	negative	ADJ
fbem-32007	62	38	events	event	NOUN
fbem-32007	62	39	.	.	PUNCT
fbem-32007	63	1	when	when	SCONJ
fbem-32007	63	2	a	a	DET
fbem-32007	63	3	company	company	NOUN
fbem-32007	63	4	experiences	experience	VERB
fbem-32007	63	5	an	an	DET
fbem-32007	63	6	environmental	environmental	NOUN
fbem-32007	63	7	in	in	ADP
fbem-32007	63	8	cident	cident	NOUN
fbem-32007	63	9	or	or	CCONJ
fbem-32007	63	10	labor	labor	NOUN
fbem-32007	63	11	scandal	scandal	NOUN
fbem-32007	63	12	,	,	PUNCT
fbem-32007	63	13	the	the	DET
fbem-32007	63	14	system	system	NOUN
fbem-32007	63	15	quickly	quickly	ADV
fbem-32007	63	16	captures	capture	VERB
fbem-32007	63	17	and	and	CCONJ
fbem-32007	63	18	updates	update	VERB
fbem-32007	63	19	the	the	DET
fbem-32007	63	20	rating	rating	NOUN
fbem-32007	63	21	,	,	PUNCT
fbem-32007	63	22	addressing	address	VERB
fbem-32007	63	23	the	the	DET
fbem-32007	63	24	information	information	NOUN
fbem-32007	63	25	lags	lag	NOUN
fbem-32007	63	26	of	of	ADP
fbem-32007	63	27	traditional	traditional	ADJ
fbem-32007	63	28	assessments	assessment	NOUN
fbem-32007	63	29	and	and	CCONJ
fbem-32007	63	30	providing	provide	VERB
fbem-32007	63	31	timely	timely	ADJ
fbem-32007	63	32	warnings	warning	NOUN
fbem-32007	63	33	to	to	ADP
fbem-32007	63	34	stakeholders	stakeholder	NOUN
fbem-32007	63	35	.	.	PUNCT
fbem-32007	64	1	governance	governance	NOUN
fbem-32007	64	2	risk	risk	NOUN
fbem-32007	64	3	assessments	assessment	NOUN
fbem-32007	64	4	focus	focus	VERB
fbem-32007	64	5	on	on	ADP
fbem-32007	64	6	indicators	indicator	NOUN
fbem-32007	64	7	such	such	ADJ
fbem-32007	64	8	as	as	ADP
fbem-32007	64	9	board	board	NOUN
fbem-32007	64	10	structure	structure	NOUN
fbem-32007	64	11	a	a	DET
fbem-32007	64	12	nd	nd	NOUN
fbem-32007	64	13	executive	executive	ADJ
fbem-32007	64	14	compensation	compensation	NOUN
fbem-32007	64	15	.	.	PUNCT
fbem-32007	65	1	ai	ai	AUX
fbem-32007	65	2	uses	use	VERB
fbem-32007	65	3	anomaly	anomaly	NOUN
fbem-32007	65	4	detection	detection	NOUN
fbem-32007	65	5	algorithms	algorithm	NOUN
fbem-32007	65	6	to	to	PART
fbem-32007	65	7	uncover	uncover	VERB
fbem-32007	65	8	potential	potential	ADJ
fbem-32007	65	9	flaws	flaw	NOUN
fbem-32007	65	10	[	[	X
fbem-32007	65	11	3	3	NUM
fbem-32007	65	12	]	]	PUNCT
fbem-32007	65	13	.	.	PUNCT
fbem-32007	66	1	for	for	ADP
fbem-32007	66	2	example	example	NOUN
fbem-32007	66	3	,	,	PUNCT
fbem-32007	66	4	china	china	PROPN
fbem-32007	66	5	citic	citic	PROPN
fbem-32007	66	6	bank	bank	PROPN
fbem-32007	66	7	has	have	AUX
fbem-32007	66	8	developed	develop	VERB
fbem-32007	66	9	an	an	DET
fbem-32007	66	10	esg	esg	NOUN
fbem-32007	66	11	rating	rating	NOUN
fbem-32007	66	12	system	system	NOUN
fbem-32007	66	13	for	for	ADP
fbem-32007	66	14	corporate	corporate	ADJ
fbem-32007	66	15	clients	client	NOUN
fbem-32007	66	16	using	use	VERB
fbem-32007	66	17	ai	ai	NOUN
fbem-32007	66	18	and	and	CCONJ
fbem-32007	66	19	blockchain	blockchain	PROPN
fbem-32007	66	20	technology	technology	PROPN
fbem-32007	66	21	.	.	PUNCT
fbem-32007	67	1	this	this	DET
fbem-32007	67	2	indepth	indepth	ADJ
fbem-32007	67	3	analysis	analysis	NOUN
fbem-32007	67	4	of	of	ADP
fbem-32007	67	5	governance	governance	NOUN
fbem-32007	67	6	data	datum	NOUN
fbem-32007	67	7	not	not	PART
fbem-32007	67	8	only	only	ADV
fbem-32007	67	9	covers	cover	VERB
fbem-32007	67	10	explicit	explicit	ADJ
fbem-32007	67	11	indicators	indicator	NOUN
fbem-32007	67	12	but	but	CCONJ
fbem-32007	67	13	also	also	ADV
fbem-32007	67	14	uses	use	VERB
fbem-32007	67	15	correlation	correlation	NOUN
fbem-32007	67	16	analysis	analysis	NOUN
fbem-32007	67	17	to	to	PART
fbem-32007	67	18	identify	identify	VERB
fbem-32007	67	19	hidden	hidden	ADJ
fbem-32007	67	20	risks	risk	NOUN
fbem-32007	67	21	such	such	ADJ
fbem-32007	67	22	as	as	ADP
fbem-32007	67	23	mismatches	mismatch	NOUN
fbem-32007	67	24	between	between	ADP
fbem-32007	67	25	executive	executive	ADJ
fbem-32007	67	26	pay	pay	NOUN
fbem-32007	67	27	and	and	CCONJ
fbem-32007	67	28	performance	performance	NOUN
fbem-32007	67	29	and	and	CCONJ
fbem-32007	67	30	insufficient	insufficient	ADJ
fbem-32007	67	31	board	board	NOUN
fbem-32007	67	32	independence	independence	NOUN
fbem-32007	67	33	.	.	PUNCT
fbem-32007	68	1	4.2	4.2	NUM
fbem-32007	68	2	.	.	PUNCT
fbem-32007	68	3	application	application	NOUN
fbem-32007	68	4	of	of	ADP
fbem-32007	68	5	ai	ai	NOUN
fbem-32007	68	6	-	-	PUNCT
fbem-32007	68	7	driven	drive	VERB
fbem-32007	68	8	esg	esg	NOUN
fbem-32007	68	9	performance	performance	NOUN
fbem-32007	68	10	prediction	prediction	NOUN
fbem-32007	68	11	models	model	NOUN
fbem-32007	68	12	ai	ai	VERB
fbem-32007	68	13	performance	performance	NOUN
fbem-32007	68	14	prediction	prediction	NOUN
fbem-32007	68	15	models	model	NOUN
fbem-32007	68	16	help	help	VERB
fbem-32007	68	17	provide	provide	VERB
fbem-32007	68	18	insights	insight	NOUN
fbem-32007	68	19	into	into	ADP
fbem-32007	68	20	esg	esg	PROPN
fbem-32007	68	21	trends	trend	NOUN
fbem-32007	68	22	and	and	CCONJ
fbem-32007	68	23	support	support	VERB
fbem-32007	68	24	long	long	ADJ
fbem-32007	68	25	-term	-term	NOUN
fbem-32007	68	26	decision	decision	NOUN
fbem-32007	68	27	-	-	PUNCT
fbem-32007	68	28	making	making	NOUN
fbem-32007	68	29	.	.	PUNCT
fbem-32007	69	1	in	in	ADP
fbem-32007	69	2	2019	2019	NUM
fbem-32007	69	3	,	,	PUNCT
fbem-32007	69	4	hsbc	hsbc	PROPN
fbem-32007	69	5	launched	launch	VERB
fbem-32007	69	6	the	the	DET
fbem-32007	69	7	world	world	NOUN
fbem-32007	69	8	's	's	PART
fbem-32007	69	9	first	first	ADJ
fbem-32007	69	10	ai	ai	NOUN
fbem-32007	69	11	-	-	PUNCT
fbem-32007	69	12	driven	drive	VERB
fbem-32007	69	13	esg	esg	PROPN
fbem-32007	69	14	stock	stock	NOUN
fbem-32007	69	15	index	index	NOUN
fbem-32007	69	16	.	.	PUNCT
fbem-32007	70	1	this	this	DET
fbem-32007	70	2	index	index	NOUN
fbem-32007	70	3	uses	use	VERB
fbem-32007	70	4	machine	machine	NOUN
fbem-32007	70	5	learning	learn	VERB
fbem-32007	70	6	algorithms	algorithm	NOUN
fbem-32007	70	7	to	to	PART
fbem-32007	70	8	screen	screen	VERB
fbem-32007	70	9	stocks	stock	NOUN
fbem-32007	70	10	of	of	ADP
fbem-32007	70	11	companies	company	NOUN
fbem-32007	70	12	worldwide	worldwide	ADV
fbem-32007	70	13	with	with	ADP
fbem-32007	70	14	consistently	consistently	ADV
fbem-32007	70	15	improving	improve	VERB
fbem-32007	70	16	esg	esg	NOUN
fbem-32007	70	17	risks	risk	NOUN
fbem-32007	70	18	.	.	PUNCT
fbem-32007	71	1	it	it	PRON
fbem-32007	71	2	automatically	automatically	ADV
fbem-32007	71	3	updates	update	VERB
fbem-32007	71	4	its	its	PRON
fbem-32007	71	5	composition	composition	NOUN
fbem-32007	71	6	and	and	CCONJ
fbem-32007	71	7	weightings	weighting	NOUN
fbem-32007	71	8	quarterly	quarterly	ADV
fbem-32007	71	9	,	,	PUNCT
fbem-32007	71	10	and	and	CCONJ
fbem-32007	71	11	calculates	calculate	VERB
fbem-32007	71	12	risk	risk	NOUN
fbem-32007	71	13	scores	score	NOUN
fbem-32007	71	14	based	base	VERB
fbem-32007	71	15	on	on	ADP
fbem-32007	71	16	publicly	publicly	ADV
fbem-32007	71	17	available	available	ADJ
fbem-32007	71	18	esg	esg	PROPN
fbem-32007	71	19	data	data	PROPN
fbem-32007	71	20	,	,	PUNCT
fbem-32007	71	21	providing	provide	VERB
fbem-32007	71	22	a	a	DET
fbem-32007	71	23	basis	basis	NOUN
fbem-32007	71	24	for	for	ADP
fbem-32007	71	25	portfolio	portfolio	NOUN
fbem-32007	71	26	adjustments	adjustment	NOUN
fbem-32007	71	27	.	.	PUNCT
fbem-32007	72	1	ieee	ieee	NOUN
fbem-32007	72	2	research	research	PROPN
fbem-32007	72	3	shows	show	VERB
fbem-32007	72	4	that	that	SCONJ
fbem-32007	72	5	integrati	integrati	NOUN
fbem-32007	72	6	ng	ng	PROPN
fbem-32007	72	7	multiple	multiple	ADJ
fbem-32007	72	8	machine	machine	NOUN
fbem-32007	72	9	learning	learning	NOUN
fbem-32007	72	10	models	model	NOUN
fbem-32007	72	11	can	can	AUX
fbem-32007	72	12	build	build	VERB
fbem-32007	72	13	a	a	DET
fbem-32007	72	14	fully	fully	ADV
fbem-32007	72	15	automated	automate	VERB
fbem-32007	72	16	esg	esg	NOUN
fbem-32007	72	17	135	135	NUM
fbem-32007	72	18	rating	rating	NOUN
fbem-32007	72	19	system	system	NOUN
fbem-32007	72	20	,	,	PUNCT
fbem-32007	72	21	significantly	significantly	ADV
fbem-32007	72	22	improving	improve	VERB
fbem-32007	72	23	forecasting	forecasting	NOUN
fbem-32007	72	24	accuracy	accuracy	NOUN
fbem-32007	72	25	.	.	PUNCT
fbem-32007	73	1	the	the	DET
fbem-32007	73	2	bloomberg	bloomberg	PROPN
fbem-32007	73	3	research	research	NOUN
fbem-32007	73	4	team	team	NOUN
fbem-32007	73	5	used	use	VERB
fbem-32007	73	6	a	a	DET
fbem-32007	73	7	gradient	gradient	NOUN
fbem-32007	73	8	boosting	boost	VERB
fbem-32007	73	9	tree	tree	NOUN
fbem-32007	73	10	model	model	NOUN
fbem-32007	73	11	to	to	PART
fbem-32007	73	12	link	link	VERB
fbem-32007	73	13	esg	esg	NOUN
fbem-32007	73	14	indicators	indicator	NOUN
fbem-32007	73	15	with	with	ADP
fbem-32007	73	16	long	long	ADJ
fbem-32007	73	17	-term	-term	NOUN
fbem-32007	73	18	returns	return	NOUN
fbem-32007	73	19	,	,	PUNCT
fbem-32007	73	20	classifying	classify	VERB
fbem-32007	73	21	and	and	CCONJ
fbem-32007	73	22	predicting	predict	VERB
fbem-32007	73	23	annual	annual	ADJ
fbem-32007	73	24	excess	excess	ADJ
fbem-32007	73	25	returns	return	NOUN
fbem-32007	73	26	for	for	ADP
fbem-32007	73	27	stocks	stock	NOUN
fbem-32007	73	28	,	,	PUNCT
fbem-32007	73	29	achieving	achieve	VERB
fbem-32007	73	30	an	an	DET
fbem-32007	73	31	alpha	alpha	ADJ
fbem-32007	73	32	return	return	NOUN
fbem-32007	73	33	of	of	ADP
fbem-32007	73	34	8.7	8.7	NUM
fbem-32007	73	35	%	%	NOUN
fbem-32007	73	36	.	.	PUNCT
fbem-32007	74	1	furthermore	furthermore	ADV
fbem-32007	74	2	,	,	PUNCT
fbem-32007	74	3	the	the	DET
fbem-32007	74	4	bloomberg	bloomberg	PROPN
fbem-32007	74	5	research	research	NOUN
fbem-32007	74	6	team	team	NOUN
fbem-32007	74	7	utilized	utilize	VERB
fbem-32007	74	8	shapley	shapley	NOUN
fbem-32007	74	9	additive	additive	ADJ
fbem-32007	74	10	explanations	explanation	NOUN
fbem-32007	74	11	technology	technology	NOUN
fbem-32007	74	12	to	to	PART
fbem-32007	74	13	analyze	analyze	VERB
fbem-32007	74	14	the	the	DET
fbem-32007	74	15	model	model	NOUN
fbem-32007	74	16	,	,	PUNCT
fbem-32007	74	17	identifying	identify	VERB
fbem-32007	74	18	key	key	ADJ
fbem-32007	74	19	features	feature	NOUN
fbem-32007	74	20	driving	drive	VERB
fbem-32007	74	21	esg	esg	NOUN
fbem-32007	74	22	performance	performance	NOUN
fbem-32007	74	23	.	.	PUNCT
fbem-32007	75	1	this	this	DET
fbem-32007	75	2	approach	approach	NOUN
fbem-32007	75	3	balances	balance	VERB
fbem-32007	75	4	accuracy	accuracy	NOUN
fbem-32007	75	5	and	and	CCONJ
fbem-32007	75	6	interpretability	interpretability	NOUN
fbem-32007	75	7	,	,	PUNCT
fbem-32007	75	8	providing	provide	VERB
fbem-32007	75	9	guidance	guidance	NOUN
fbem-32007	75	10	for	for	SCONJ
fbem-32007	75	11	companies	company	NOUN
fbem-32007	75	12	to	to	PART
fbem-32007	75	13	optimize	optimize	VERB
fbem-32007	75	14	their	their	PRON
fbem-32007	75	15	esg	esg	NOUN
fbem-32007	75	16	performance	performance	NOUN
fbem-32007	75	17	.	.	PUNCT
fbem-32007	76	1	5	5	X
fbem-32007	76	2	.	.	NOUN
fbem-32007	76	3	typical	typical	ADJ
fbem-32007	76	4	challenges	challenge	NOUN
fbem-32007	76	5	in	in	ADP
fbem-32007	76	6	the	the	DET
fbem-32007	76	7	practice	practice	NOUN
fbem-32007	76	8	of	of	ADP
fbem-32007	76	9	enterprise	enterprise	NOUN
fbem-32007	76	10	esg	esg	NOUN
fbem-32007	76	11	intelligent	intelligent	ADJ
fbem-32007	76	12	analysis	analysis	NOUN
fbem-32007	76	13	5.1	5.1	NUM
fbem-32007	76	14	.	.	PUNCT
fbem-32007	77	1	data	datum	NOUN
fbem-32007	77	2	level	level	NOUN
fbem-32007	77	3	:	:	PUNCT
fbem-32007	77	4	quality	quality	NOUN
fbem-32007	77	5	shortcomings	shortcoming	NOUN
fbem-32007	77	6	and	and	CCONJ
fbem-32007	77	7	standards	standard	NOUN
fbem-32007	77	8	irregularity	irregularity	NOUN
fbem-32007	77	9	data	datum	NOUN
fbem-32007	77	10	issues	issue	NOUN
fbem-32007	77	11	are	be	AUX
fbem-32007	77	12	the	the	DET
fbem-32007	77	13	primary	primary	ADJ
fbem-32007	77	14	obstacle	obstacle	NOUN
fbem-32007	77	15	to	to	ADP
fbem-32007	77	16	enterprises	enterprise	NOUN
fbem-32007	77	17	applying	apply	VERB
fbem-32007	77	18	esg	esg	PROPN
fbem-32007	77	19	intelligent	intelligent	ADJ
fbem-32007	77	20	analysis	analysis	NOUN
fbem-32007	77	21	.	.	PUNCT
fbem-32007	78	1	liu	liu	PROPN
fbem-32007	78	2	feng	feng	PROPN
fbem-32007	78	3	of	of	ADP
fbem-32007	78	4	the	the	DET
fbem-32007	78	5	central	central	ADJ
fbem-32007	78	6	university	university	NOUN
fbem-32007	78	7	of	of	ADP
fbem-32007	78	8	finance	finance	NOUN
fbem-32007	78	9	and	and	CCONJ
fbem-32007	78	10	economics	economic	NOUN
fbem-32007	78	11	pointed	point	VERB
fbem-32007	78	12	out	out	ADP
fbem-32007	78	13	that	that	SCONJ
fbem-32007	78	14	much	much	ADJ
fbem-32007	78	15	esg	esg	PROPN
fbem-32007	78	16	data	datum	NOUN
fbem-32007	78	17	is	be	AUX
fbem-32007	78	18	difficult	difficult	ADJ
fbem-32007	78	19	to	to	PART
fbem-32007	78	20	access	access	VERB
fbem-32007	78	21	directly	directly	ADV
fbem-32007	78	22	,	,	PUNCT
fbem-32007	78	23	and	and	CCONJ
fbem-32007	78	24	the	the	DET
fbem-32007	78	25	collection	collection	NOUN
fbem-32007	78	26	and	and	CCONJ
fbem-32007	78	27	structuring	structuring	NOUN
fbem-32007	78	28	of	of	ADP
fbem-32007	78	29	underlying	underlie	VERB
fbem-32007	78	30	data	datum	NOUN
fbem-32007	78	31	present	present	ADJ
fbem-32007	78	32	inherent	inherent	ADJ
fbem-32007	78	33	challenges	challenge	NOUN
fbem-32007	78	34	.	.	PUNCT
fbem-32007	79	1	corporate	corporate	ADJ
fbem-32007	79	2	sustainability	sustainability	NOUN
fbem-32007	79	3	reports	report	NOUN
fbem-32007	79	4	often	often	ADV
fbem-32007	79	5	prioritize	prioritize	VERB
fbem-32007	79	6	form	form	NOUN
fbem-32007	79	7	over	over	ADP
fbem-32007	79	8	substance	substance	NOUN
fbem-32007	79	9	,	,	PUNCT
fbem-32007	79	10	frequently	frequently	ADV
fbem-32007	79	11	missing	miss	VERB
fbem-32007	79	12	key	key	ADJ
fbem-32007	79	13	data	datum	NOUN
fbem-32007	79	14	such	such	ADJ
fbem-32007	79	15	as	as	ADP
fbem-32007	79	16	scope	scope	NOUN
fbem-32007	79	17	3	3	NUM
fbem-32007	79	18	carbon	carbon	NOUN
fbem-32007	79	19	emissions	emission	NOUN
fbem-32007	79	20	,	,	PUNCT
fbem-32007	79	21	which	which	PRON
fbem-32007	79	22	is	be	AUX
fbem-32007	79	23	of	of	ADP
fbem-32007	79	24	concern	concern	NOUN
fbem-32007	79	25	to	to	ADP
fbem-32007	79	26	financial	financial	ADJ
fbem-32007	79	27	institutions	institution	NOUN
fbem-32007	79	28	.	.	PUNCT
fbem-32007	80	1	this	this	PRON
fbem-32007	80	2	undermines	undermine	VERB
fbem-32007	80	3	the	the	DET
fbem-32007	80	4	reliability	reliability	NOUN
fbem-32007	80	5	of	of	ADP
fbem-32007	80	6	esg	esg	PROPN
fbem-32007	80	7	assessments	assessment	NOUN
fbem-32007	80	8	.	.	PUNCT
fbem-32007	81	1	global	global	ADJ
fbem-32007	81	2	esg	esg	PROPN
fbem-32007	81	3	rating	rating	NOUN
fbem-32007	81	4	standards	standard	NOUN
fbem-32007	81	5	are	be	AUX
fbem-32007	81	6	even	even	ADV
fbem-32007	81	7	more	more	ADV
fbem-32007	81	8	complex	complex	ADJ
fbem-32007	81	9	,	,	PUNCT
fbem-32007	81	10	with	with	ADP
fbem-32007	81	11	over	over	ADP
fbem-32007	81	12	6,000	6,000	NUM
fbem-32007	81	13	rating	rating	NOUN
fbem-32007	81	14	systems	system	NOUN
fbem-32007	81	15	currently	currently	ADV
fbem-32007	81	16	in	in	ADP
fbem-32007	81	17	use	use	NOUN
fbem-32007	81	18	,	,	PUNCT
fbem-32007	81	19	each	each	PRON
fbem-32007	81	20	with	with	ADP
fbem-32007	81	21	varying	vary	VERB
fbem-32007	81	22	indicator	indicator	NOUN
fbem-32007	81	23	definitions	definition	NOUN
fbem-32007	81	24	,	,	PUNCT
fbem-32007	81	25	weightings	weighting	NOUN
fbem-32007	81	26	,	,	PUNCT
fbem-32007	81	27	and	and	CCONJ
fbem-32007	81	28	assessment	assessment	NOUN
fbem-32007	81	29	methods	method	NOUN
fbem-32007	81	30	.	.	PUNCT
fbem-32007	82	1	research	research	NOUN
fbem-32007	82	2	from	from	ADP
fbem-32007	82	3	southwestern	southwestern	ADJ
fbem-32007	82	4	university	university	PROPN
fbem-32007	82	5	of	of	ADP
fbem-32007	82	6	finance	finance	NOUN
fbem-32007	82	7	and	and	CCONJ
fbem-32007	82	8	economics	economic	NOUN
fbem-32007	82	9	shows	show	VERB
fbem-32007	82	10	that	that	SCONJ
fbem-32007	82	11	the	the	DET
fbem-32007	82	12	correlation	correlation	NOUN
fbem-32007	82	13	between	between	ADP
fbem-32007	82	14	the	the	DET
fbem-32007	82	15	results	result	NOUN
fbem-32007	82	16	of	of	ADP
fbem-32007	82	17	mainstream	mainstream	NOUN
fbem-32007	82	18	rating	rating	NOUN
fbem-32007	82	19	agencies	agency	NOUN
fbem-32007	82	20	ranges	range	VERB
fbem-32007	82	21	from	from	ADP
fbem-32007	82	22	only	only	ADV
fbem-32007	82	23	-0.12	-0.12	NUM
fbem-32007	82	24	to	to	PART
fbem-32007	82	25	0.67	0.67	NUM
fbem-32007	82	26	,	,	PUNCT
fbem-32007	82	27	and	and	CCONJ
fbem-32007	82	28	some	some	PRON
fbem-32007	82	29	are	be	AUX
fbem-32007	82	30	even	even	ADV
fbem-32007	82	31	contradictory	contradictory	ADJ
fbem-32007	82	32	.	.	PUNCT
fbem-32007	83	1	some	some	PRON
fbem-32007	83	2	consider	consider	VERB
fbem-32007	83	3	corporate	corporate	ADJ
fbem-32007	83	4	lobbying	lobbying	NOUN
fbem-32007	83	5	activities	activity	NOUN
fbem-32007	83	6	,	,	PUNCT
fbem-32007	83	7	while	while	SCONJ
fbem-32007	83	8	others	other	NOUN
fbem-32007	83	9	do	do	VERB
fbem-32007	83	10	not	not	PART
fbem-32007	83	11	;	;	PUNCT
fbem-32007	83	12	some	some	PRON
fbem-32007	83	13	use	use	VERB
fbem-32007	83	14	employee	employee	NOUN
fbem-32007	83	15	turnover	turnover	NOUN
fbem-32007	83	16	rates	rate	NOUN
fbem-32007	83	17	as	as	ADP
fbem-32007	83	18	a	a	DET
fbem-32007	83	19	social	social	ADJ
fbem-32007	83	20	indicator	indicator	NOUN
fbem-32007	83	21	,	,	PUNCT
fbem-32007	83	22	while	while	SCONJ
fbem-32007	83	23	others	other	NOUN
fbem-32007	83	24	prioritize	prioritize	VERB
fbem-32007	83	25	the	the	DET
fbem-32007	83	26	number	number	NOUN
fbem-32007	83	27	of	of	ADP
fbem-32007	83	28	employee	employee	NOUN
fbem-32007	83	29	lawsuits	lawsuit	NOUN
fbem-32007	83	30	.	.	PUNCT
fbem-32007	84	1	this	this	DET
fbem-32007	84	2	lack	lack	NOUN
fbem-32007	84	3	of	of	ADP
fbem-32007	84	4	uniformity	uniformity	NOUN
fbem-32007	84	5	makes	make	VERB
fbem-32007	84	6	it	it	PRON
fbem-32007	84	7	difficult	difficult	ADJ
fbem-32007	84	8	for	for	SCONJ
fbem-32007	84	9	companies	company	NOUN
fbem-32007	84	10	to	to	PART
fbem-32007	84	11	determine	determine	VERB
fbem-32007	84	12	improvement	improvement	NOUN
fbem-32007	84	13	strategies	strategy	NOUN
fbem-32007	84	14	and	and	CCONJ
fbem-32007	84	15	creates	create	VERB
fbem-32007	84	16	a	a	DET
fbem-32007	84	17	dilemma	dilemma	NOUN
fbem-32007	84	18	for	for	ADP
fbem-32007	84	19	investors	investor	NOUN
fbem-32007	84	20	[	[	X
fbem-32007	84	21	4	4	NUM
fbem-32007	84	22	]	]	PUNCT
fbem-32007	84	23	.	.	PUNCT
fbem-32007	85	1	5.2	5.2	NUM
fbem-32007	85	2	.	.	PUNCT
fbem-32007	85	3	technology	technology	NOUN
fbem-32007	85	4	and	and	CCONJ
fbem-32007	85	5	management	management	NOUN
fbem-32007	85	6	:	:	PUNCT
fbem-32007	85	7	model	model	NOUN
fbem-32007	85	8	limitations	limitation	NOUN
fbem-32007	85	9	and	and	CCONJ
fbem-32007	85	10	implementation	implementation	NOUN
fbem-32007	85	11	obstacles	obstacle	NOUN
fbem-32007	85	12	technically	technically	ADV
fbem-32007	85	13	,	,	PUNCT
fbem-32007	85	14	the	the	DET
fbem-32007	85	15	"	"	PUNCT
fbem-32007	85	16	black	black	ADJ
fbem-32007	85	17	box	box	NOUN
fbem-32007	85	18	"	"	PUNCT
fbem-32007	85	19	problem	problem	NOUN
fbem-32007	85	20	of	of	ADP
fbem-32007	85	21	ai	ai	PROPN
fbem-32007	85	22	models	model	NOUN
fbem-32007	85	23	is	be	AUX
fbem-32007	85	24	prominent	prominent	ADJ
fbem-32007	85	25	.	.	PUNCT
fbem-32007	86	1	springer	springer	NOUN
fbem-32007	86	2	research	research	NOUN
fbem-32007	86	3	indicates	indicate	VERB
fbem-32007	86	4	that	that	SCONJ
fbem-32007	86	5	esg	esg	PROPN
fbem-32007	86	6	ratings	rating	NOUN
fbem-32007	86	7	lack	lack	VERB
fbem-32007	86	8	transparency	transparency	NOUN
fbem-32007	86	9	.	.	PUNCT
fbem-32007	87	1	institutions	institution	NOUN
fbem-32007	87	2	often	often	ADV
fbem-32007	87	3	use	use	VERB
fbem-32007	87	4	proprietary	proprietary	ADJ
fbem-32007	87	5	models	model	NOUN
fbem-32007	87	6	,	,	PUNCT
fbem-32007	87	7	disclosing	disclose	VERB
fbem-32007	87	8	only	only	ADV
fbem-32007	87	9	the	the	DET
fbem-32007	87	10	underlying	underlie	VERB
fbem-32007	87	11	principles	principle	NOUN
fbem-32007	87	12	and	and	CCONJ
fbem-32007	87	13	failing	fail	VERB
fbem-32007	87	14	to	to	PART
fbem-32007	87	15	fully	fully	ADV
fbem-32007	87	16	explain	explain	VERB
fbem-32007	87	17	the	the	DET
fbem-32007	87	18	calculation	calculation	NOUN
fbem-32007	87	19	process	process	NOUN
fbem-32007	87	20	.	.	PUNCT
fbem-32007	88	1	this	this	PRON
fbem-32007	88	2	impacts	impact	VERB
fbem-32007	88	3	corporate	corporate	ADJ
fbem-32007	88	4	acceptance	acceptance	NOUN
fbem-32007	88	5	of	of	ADP
fbem-32007	88	6	the	the	DET
fbem-32007	88	7	results	result	NOUN
fbem-32007	88	8	,	,	PUNCT
fbem-32007	88	9	complicates	complicate	VERB
fbem-32007	88	10	regulatory	regulatory	ADJ
fbem-32007	88	11	oversight	oversight	NOUN
fbem-32007	88	12	,	,	PUNCT
fbem-32007	88	13	and	and	CCONJ
fbem-32007	88	14	can	can	AUX
fbem-32007	88	15	conceal	conceal	VERB
fbem-32007	88	16	model	model	NOUN
fbem-32007	88	17	biases	bias	NOUN
fbem-32007	88	18	and	and	CCONJ
fbem-32007	88	19	errors	error	NOUN
fbem-32007	88	20	.	.	PUNCT
fbem-32007	89	1	furthermore	furthermore	ADV
fbem-32007	89	2	,	,	PUNCT
fbem-32007	89	3	ratings	rating	NOUN
fbem-32007	89	4	are	be	AUX
fbem-32007	89	5	subject	subject	ADJ
fbem-32007	89	6	to	to	ADP
fbem-32007	89	7	systemic	systemic	ADJ
fbem-32007	89	8	biases	bias	NOUN
fbem-32007	89	9	:	:	PUNCT
fbem-32007	89	10	large	large	ADJ
fbem-32007	89	11	and	and	CCONJ
fbem-32007	89	12	european	european	ADJ
fbem-32007	89	13	companies	company	NOUN
fbem-32007	89	14	receive	receive	VERB
fbem-32007	89	15	higher	high	ADJ
fbem-32007	89	16	scores	score	NOUN
fbem-32007	89	17	due	due	ADP
fbem-32007	89	18	to	to	ADP
fbem-32007	89	19	their	their	PRON
fbem-32007	89	20	strong	strong	ADJ
fbem-32007	89	21	disclosure	disclosure	NOUN
fbem-32007	89	22	capabilities	capability	NOUN
fbem-32007	89	23	.	.	PUNCT
fbem-32007	90	1	universal	universal	ADJ
fbem-32007	90	2	models	model	NOUN
fbem-32007	90	3	are	be	AUX
fbem-32007	90	4	difficult	difficult	ADJ
fbem-32007	90	5	to	to	PART
fbem-32007	90	6	adapt	adapt	VERB
fbem-32007	90	7	to	to	ADP
fbem-32007	90	8	industry	industry	NOUN
fbem-32007	90	9	specificities	specificity	NOUN
fbem-32007	90	10	,	,	PUNCT
fbem-32007	90	11	for	for	ADP
fbem-32007	90	12	example	example	NOUN
fbem-32007	90	13	,	,	PUNCT
fbem-32007	90	14	with	with	ADP
fbem-32007	90	15	significant	significant	ADJ
fbem-32007	90	16	differences	difference	NOUN
fbem-32007	90	17	between	between	ADP
fbem-32007	90	18	environmental	environmental	ADJ
fbem-32007	90	19	assessments	assessment	NOUN
fbem-32007	90	20	in	in	ADP
fbem-32007	90	21	the	the	DET
fbem-32007	90	22	manufacturing	manufacturing	NOUN
fbem-32007	90	23	industry	industry	NOUN
fbem-32007	90	24	and	and	CCONJ
fbem-32007	90	25	social	social	ADJ
fbem-32007	90	26	contribution	contribution	NOUN
fbem-32007	90	27	assessments	assessment	NOUN
fbem-32007	90	28	in	in	ADP
fbem-32007	90	29	the	the	DET
fbem-32007	90	30	financial	financial	ADJ
fbem-32007	90	31	sector	sector	NOUN
fbem-32007	90	32	.	.	PUNCT
fbem-32007	91	1	a	a	DET
fbem-32007	91	2	single	single	ADJ
fbem-32007	91	3	standard	standard	NOUN
fbem-32007	91	4	completely	completely	ADV
fbem-32007	91	5	ignores	ignore	VERB
fbem-32007	91	6	the	the	DET
fbem-32007	91	7	complexity	complexity	NOUN
fbem-32007	91	8	of	of	ADP
fbem-32007	91	9	corporate	corporate	ADJ
fbem-32007	91	10	operations	operation	NOUN
fbem-32007	91	11	.	.	PUNCT
fbem-32007	92	1	at	at	ADP
fbem-32007	92	2	the	the	DET
fbem-32007	92	3	management	management	NOUN
fbem-32007	92	4	level	level	NOUN
fbem-32007	92	5	,	,	PUNCT
fbem-32007	92	6	esg	esg	NOUN
fbem-32007	92	7	awareness	awareness	NOUN
fbem-32007	92	8	within	within	ADP
fbem-32007	92	9	companies	company	NOUN
fbem-32007	92	10	is	be	AUX
fbem-32007	92	11	insufficient	insufficient	ADJ
fbem-32007	92	12	,	,	PUNCT
fbem-32007	92	13	and	and	CCONJ
fbem-32007	92	14	cross	cross	ADJ
fbem-32007	92	15	-	-	ADJ
fbem-32007	92	16	departmental	departmental	ADJ
fbem-32007	92	17	collaboration	collaboration	NOUN
fbem-32007	92	18	is	be	AUX
fbem-32007	92	19	poor	poor	ADJ
fbem-32007	92	20	.	.	PUNCT
fbem-32007	93	1	the	the	DET
fbem-32007	93	2	head	head	NOUN
fbem-32007	93	3	of	of	ADP
fbem-32007	93	4	esg	esg	PROPN
fbem-32007	93	5	at	at	ADP
fbem-32007	93	6	a	a	DET
fbem-32007	93	7	listed	list	VERB
fbem-32007	93	8	company	company	NOUN
fbem-32007	93	9	in	in	ADP
fbem-32007	93	10	a	a	DET
fbem-32007	93	11	traditional	traditional	ADJ
fbem-32007	93	12	industry	industry	NOUN
fbem-32007	93	13	revealed	reveal	VERB
fbem-32007	93	14	that	that	SCONJ
fbem-32007	93	15	other	other	ADJ
fbem-32007	93	16	departments	department	NOUN
fbem-32007	93	17	are	be	AUX
fbem-32007	93	18	lagging	lag	VERB
fbem-32007	93	19	behind	behind	ADV
fbem-32007	93	20	in	in	ADP
fbem-32007	93	21	esg	esg	PROPN
fbem-32007	93	22	awareness	awareness	NOUN
fbem-32007	93	23	,	,	PUNCT
fbem-32007	93	24	which	which	PRON
fbem-32007	93	25	directly	directly	ADV
fbem-32007	93	26	impacts	impact	VERB
fbem-32007	93	27	data	datum	NOUN
fbem-32007	93	28	collection	collection	NOUN
fbem-32007	93	29	and	and	CCONJ
fbem-32007	93	30	reporting	reporting	NOUN
fbem-32007	93	31	.	.	PUNCT
fbem-32007	94	1	furthermore	furthermore	ADV
fbem-32007	94	2	,	,	PUNCT
fbem-32007	94	3	the	the	DET
fbem-32007	94	4	lack	lack	NOUN
fbem-32007	94	5	of	of	ADP
fbem-32007	94	6	a	a	DET
fbem-32007	94	7	robust	robust	ADJ
fbem-32007	94	8	data	data	NOUN
fbem-32007	94	9	collection	collection	NOUN
fbem-32007	94	10	system	system	NOUN
fbem-32007	94	11	and	and	CCONJ
fbem-32007	94	12	crossdepartmental	crossdepartmental	ADJ
fbem-32007	94	13	coordination	coordination	NOUN
fbem-32007	94	14	mechanism	mechanism	NOUN
fbem-32007	94	15	results	result	NOUN
fbem-32007	94	16	in	in	ADP
fbem-32007	94	17	low	low	ADJ
fbem-32007	94	18	data	datum	NOUN
fbem-32007	94	19	collection	collection	NOUN
fbem-32007	94	20	efficiency	efficiency	NOUN
fbem-32007	94	21	and	and	CCONJ
fbem-32007	94	22	difficulty	difficulty	NOUN
fbem-32007	94	23	ensuring	ensure	VERB
fbem-32007	94	24	quality	quality	NOUN
fbem-32007	94	25	,	,	PUNCT
fbem-32007	94	26	further	far	ADV
fbem-32007	94	27	hindering	hinder	VERB
fbem-32007	94	28	the	the	DET
fbem-32007	94	29	implementation	implementation	NOUN
fbem-32007	94	30	of	of	ADP
fbem-32007	94	31	intelligent	intelligent	ADJ
fbem-32007	94	32	analytics	analytic	NOUN
fbem-32007	94	33	.	.	PUNCT
fbem-32007	95	1	5.3	5.3	NUM
fbem-32007	95	2	.	.	PUNCT
fbem-32007	95	3	regulatory	regulatory	ADJ
fbem-32007	95	4	level	level	NOUN
fbem-32007	95	5	:	:	PUNCT
fbem-32007	95	6	policy	policy	NOUN
fbem-32007	95	7	differences	difference	NOUN
fbem-32007	95	8	and	and	CCONJ
fbem-32007	95	9	compliance	compliance	NOUN
fbem-32007	95	10	challenges	challenge	VERB
fbem-32007	95	11	regulatory	regulatory	ADJ
fbem-32007	95	12	lags	lag	NOUN
fbem-32007	95	13	and	and	CCONJ
fbem-32007	95	14	policy	policy	NOUN
fbem-32007	95	15	uncertainty	uncertainty	NOUN
fbem-32007	95	16	exacerbate	exacerbate	VERB
fbem-32007	95	17	implementation	implementation	NOUN
fbem-32007	95	18	challenges	challenge	NOUN
fbem-32007	95	19	.	.	PUNCT
fbem-32007	96	1	while	while	SCONJ
fbem-32007	96	2	china	china	PROPN
fbem-32007	96	3	has	have	VERB
fbem-32007	96	4	the	the	DET
fbem-32007	96	5	"	"	PUNCT
fbem-32007	96	6	corporate	corporate	ADJ
fbem-32007	96	7	sustainability	sustainability	NOUN
fbem-32007	96	8	disclosure	disclosure	NOUN
fbem-32007	96	9	guidelines	guideline	NOUN
fbem-32007	96	10	,	,	PUNCT
fbem-32007	96	11	"	"	PUNCT
fbem-32007	96	12	international	international	ADJ
fbem-32007	96	13	disclosure	disclosure	NOUN
fbem-32007	96	14	frameworks	framework	NOUN
fbem-32007	96	15	such	such	ADJ
fbem-32007	96	16	as	as	ADP
fbem-32007	96	17	gri	gri	PROPN
fbem-32007	96	18	,	,	PUNCT
fbem-32007	96	19	tcfd	tcfd	NOUN
fbem-32007	96	20	,	,	PUNCT
fbem-32007	96	21	and	and	CCONJ
fbem-32007	96	22	issb	issb	NOUN
fbem-32007	96	23	differ	differ	VERB
fbem-32007	96	24	significantly	significantly	ADV
fbem-32007	96	25	.	.	PUNCT
fbem-32007	97	1	companies	company	NOUN
fbem-32007	97	2	expanding	expand	VERB
fbem-32007	97	3	overseas	overseas	ADJ
fbem-32007	97	4	face	face	NOUN
fbem-32007	97	5	the	the	DET
fbem-32007	97	6	need	need	NOUN
fbem-32007	97	7	to	to	PART
fbem-32007	97	8	simultaneously	simultaneously	ADV
fbem-32007	97	9	meet	meet	VERB
fbem-32007	97	10	the	the	DET
fbem-32007	97	11	requirements	requirement	NOUN
fbem-32007	97	12	of	of	ADP
fbem-32007	97	13	multiple	multiple	ADJ
fbem-32007	97	14	regions	region	NOUN
fbem-32007	97	15	,	,	PUNCT
fbem-32007	97	16	significantly	significantly	ADV
fbem-32007	97	17	increasing	increase	VERB
fbem-32007	97	18	compliance	compliance	NOUN
fbem-32007	97	19	costs	cost	NOUN
fbem-32007	97	20	.	.	PUNCT
fbem-32007	98	1	more	more	ADV
fbem-32007	98	2	critically	critically	ADV
fbem-32007	98	3	,	,	PUNCT
fbem-32007	98	4	there	there	PRON
fbem-32007	98	5	's	be	VERB
fbem-32007	98	6	no	no	DET
fbem-32007	98	7	unified	unified	ADJ
fbem-32007	98	8	standard	standard	NOUN
fbem-32007	98	9	for	for	ADP
fbem-32007	98	10	determining	determine	VERB
fbem-32007	98	11	"	"	PUNCT
fbem-32007	98	12	greenwashing	greenwashing	NOUN
fbem-32007	98	13	.	.	PUNCT
fbem-32007	98	14	"	"	PUNCT
fbem-32007	99	1	some	some	DET
fbem-32007	99	2	companies	company	NOUN
fbem-32007	99	3	selectively	selectively	ADV
fbem-32007	99	4	disclose	disclose	VERB
fbem-32007	99	5	data	datum	NOUN
fbem-32007	99	6	and	and	CCONJ
fbem-32007	99	7	avoid	avoid	VERB
fbem-32007	99	8	risk	risk	NOUN
fbem-32007	99	9	s	s	NOUN
fbem-32007	99	10	,	,	PUNCT
fbem-32007	99	11	undermining	undermine	VERB
fbem-32007	99	12	market	market	NOUN
fbem-32007	99	13	trust	trust	NOUN
fbem-32007	99	14	and	and	CCONJ
fbem-32007	99	15	introducing	introduce	VERB
fbem-32007	99	16	a	a	DET
fbem-32007	99	17	significant	significant	ADJ
fbem-32007	99	18	amount	amount	NOUN
fbem-32007	99	19	of	of	ADP
fbem-32007	99	20	noise	noise	NOUN
fbem-32007	99	21	into	into	ADP
fbem-32007	99	22	the	the	DET
fbem-32007	99	23	training	training	NOUN
fbem-32007	99	24	of	of	ADP
fbem-32007	99	25	intelligent	intelligent	ADJ
fbem-32007	99	26	analysis	analysis	NOUN
fbem-32007	99	27	models	model	NOUN
fbem-32007	99	28	,	,	PUNCT
fbem-32007	99	29	impacting	impact	VERB
fbem-32007	99	30	assessment	assessment	NOUN
fbem-32007	99	31	accuracy	accuracy	NOUN
fbem-32007	99	32	.	.	PUNCT
fbem-32007	100	1	6	6	X
fbem-32007	100	2	.	.	X
fbem-32007	100	3	optimizing	optimize	VERB
fbem-32007	100	4	esg	esg	PROPN
fbem-32007	100	5	intelligent	intelligent	ADJ
fbem-32007	100	6	analysis	analysis	NOUN
fbem-32007	100	7	applications	application	NOUN
fbem-32007	100	8	and	and	CCONJ
fbem-32007	100	9	recommendations	recommendation	NOUN
fbem-32007	100	10	to	to	PART
fbem-32007	100	11	address	address	VERB
fbem-32007	100	12	the	the	DET
fbem-32007	100	13	challenges	challenge	NOUN
fbem-32007	100	14	of	of	ADP
fbem-32007	100	15	esg	esg	PROPN
fbem-32007	100	16	intelligent	intelligent	ADJ
fbem-32007	100	17	analysis	analysis	NOUN
fbem-32007	100	18	practice	practice	NOUN
fbem-32007	100	19	,	,	PUNCT
fbem-32007	100	20	a	a	DET
fbem-32007	100	21	multi	multi	ADJ
fbem-32007	100	22	-	-	ADJ
fbem-32007	100	23	dimensional	dimensional	ADJ
fbem-32007	100	24	collaborative	collaborative	ADJ
fbem-32007	100	25	approach	approach	NOUN
fbem-32007	100	26	is	be	AUX
fbem-32007	100	27	needed	need	VERB
fbem-32007	100	28	to	to	PART
fbem-32007	100	29	build	build	VERB
fbem-32007	100	30	a	a	DET
fbem-32007	100	31	scientific	scientific	ADJ
fbem-32007	100	32	application	application	NOUN
fbem-32007	100	33	system	system	NOUN
fbem-32007	100	34	.	.	PUNCT
fbem-32007	101	1	solidifying	solidify	VERB
fbem-32007	101	2	the	the	DET
fbem-32007	101	3	data	datum	NOUN
fbem-32007	101	4	foundation	foundation	NOUN
fbem-32007	101	5	is	be	AUX
fbem-32007	101	6	paramount	paramount	ADJ
fbem-32007	101	7	.	.	PUNCT
fbem-32007	102	1	companies	company	NOUN
fbem-32007	102	2	can	can	AUX
fbem-32007	102	3	establish	establish	VERB
fbem-32007	102	4	a	a	DET
fbem-32007	102	5	comprehensive	comprehensive	ADJ
fbem-32007	102	6	data	datum	NOUN
fbem-32007	102	7	collection	collection	NOUN
fbem-32007	102	8	framework	framework	NOUN
fbem-32007	102	9	covering	cover	VERB
fbem-32007	102	10	environmental	environmental	ADJ
fbem-32007	102	11	,	,	PUNCT
fbem-32007	102	12	social	social	ADJ
fbem-32007	102	13	,	,	PUNCT
fbem-32007	102	14	and	and	CCONJ
fbem-32007	102	15	governance	governance	NOUN
fbem-32007	102	16	dimensions	dimension	NOUN
fbem-32007	102	17	,	,	PUNCT
fbem-32007	102	18	based	base	VERB
fbem-32007	102	19	on	on	ADP
fbem-32007	102	20	the	the	DET
fbem-32007	102	21	ministry	ministry	PROPN
fbem-32007	102	22	of	of	ADP
fbem-32007	102	23	finance	finance	PROPN
fbem-32007	102	24	's	's	PART
fbem-32007	102	25	"	"	PUNCT
fbem-32007	102	26	corporate	corporate	ADJ
fbem-32007	102	27	sustainability	sustainability	NOUN
fbem-32007	102	28	disclosure	disclosure	NOUN
fbem-32007	102	29	guidelines	guideline	NOUN
fbem-32007	102	30	,	,	PUNCT
fbem-32007	102	31	"	"	PUNCT
fbem-32007	102	32	and	and	CCONJ
fbem-32007	102	33	clearly	clearly	ADV
fbem-32007	102	34	define	define	VERB
fbem-32007	102	35	data	data	NOUN
fbem-32007	102	36	responsibilities	responsibility	NOUN
fbem-32007	102	37	across	across	ADP
fbem-32007	102	38	departments	department	NOUN
fbem-32007	102	39	[	[	X
fbem-32007	102	40	5	5	NUM
fbem-32007	102	41	]	]	PUNCT
fbem-32007	102	42	.	.	PUNCT
fbem-32007	103	1	to	to	PART
fbem-32007	103	2	address	address	VERB
fbem-32007	103	3	data	datum	NOUN
fbem-32007	103	4	gaps	gap	NOUN
fbem-32007	103	5	,	,	PUNCT
fbem-32007	103	6	solutions	solution	NOUN
fbem-32007	103	7	such	such	ADJ
fbem-32007	103	8	as	as	ADP
fbem-32007	103	9	ibm	ibm	PROPN
fbem-32007	103	10	envizi	envizi	PROPN
fbem-32007	103	11	esg	esg	PROPN
fbem-32007	103	12	suite	suite	NOUN
fbem-32007	103	13	can	can	AUX
fbem-32007	103	14	leverage	leverage	VERB
fbem-32007	103	15	ai	ai	VERB
fbem-32007	103	16	to	to	PART
fbem-32007	103	17	automatically	automatically	ADV
fbem-32007	103	18	aggregate	aggregate	VERB
fbem-32007	103	19	disparate	disparate	ADJ
fbem-32007	103	20	data	datum	NOUN
fbem-32007	103	21	,	,	PUNCT
fbem-32007	103	22	establish	establish	VERB
fbem-32007	103	23	a	a	DET
fbem-32007	103	24	single	single	ADJ
fbem-32007	103	25	source	source	NOUN
fbem-32007	103	26	of	of	ADP
fbem-32007	103	27	truth	truth	NOUN
fbem-32007	103	28	,	,	PUNCT
fbem-32007	103	29	and	and	CCONJ
fbem-32007	103	30	reduce	reduce	VERB
fbem-32007	103	31	human	human	ADJ
fbem-32007	103	32	error	error	NOUN
fbem-32007	103	33	.	.	PUNCT
fbem-32007	104	1	furthermore	furthermore	ADV
fbem-32007	104	2	,	,	PUNCT
fbem-32007	104	3	internal	internal	ADJ
fbem-32007	104	4	data	datum	NOUN
fbem-32007	104	5	standardization	standardization	NOUN
fbem-32007	104	6	can	can	AUX
fbem-32007	104	7	be	be	AUX
fbem-32007	104	8	promoted	promote	VERB
fbem-32007	104	9	,	,	PUNCT
fbem-32007	104	10	with	with	ADP
fbem-32007	104	11	unified	unified	ADJ
fbem-32007	104	12	i	i	PROPN
fbem-32007	104	13	ndicator	ndicator	ADJ
fbem-32007	104	14	definitions	definition	NOUN
fbem-32007	104	15	and	and	CCONJ
fbem-32007	104	16	calculation	calculation	NOUN
fbem-32007	104	17	methods	method	NOUN
fbem-32007	104	18	.	.	PUNCT
fbem-32007	105	1	technical	technical	ADJ
fbem-32007	105	2	optimization	optimization	NOUN
fbem-32007	105	3	should	should	AUX
fbem-32007	105	4	focus	focus	VERB
fbem-32007	105	5	on	on	ADP
fbem-32007	105	6	the	the	DET
fbem-32007	105	7	core	core	NOUN
fbem-32007	105	8	pain	pain	NOUN
fbem-32007	105	9	points	point	NOUN
fbem-32007	105	10	of	of	ADP
fbem-32007	105	11	the	the	DET
fbem-32007	105	12	model	model	NOUN
fbem-32007	105	13	.	.	PUNCT
fbem-32007	106	1	breaking	break	VERB
fbem-32007	106	2	through	through	ADP
fbem-32007	106	3	the	the	DET
fbem-32007	106	4	"	"	PUNCT
fbem-32007	106	5	black	black	ADJ
fbem-32007	106	6	box	box	NOUN
fbem-32007	106	7	"	"	PUNCT
fbem-32007	106	8	problem	problem	NOUN
fbem-32007	106	9	can	can	AUX
fbem-32007	106	10	draw	draw	VERB
fbem-32007	106	11	on	on	ADP
fbem-32007	106	12	bloomberg	bloomberg	PROPN
fbem-32007	106	13	's	's	PART
fbem-32007	106	14	shapley	shapley	ADJ
fbem-32007	106	15	additive	additive	ADJ
fbem-32007	106	16	explanations	explanation	NOUN
fbem-32007	106	17	approach	approach	NOUN
fbem-32007	106	18	,	,	PUNCT
fbem-32007	106	19	identifying	identify	VERB
fbem-32007	106	20	key	key	ADJ
fbem-32007	106	21	drivers	driver	NOUN
fbem-32007	106	22	of	of	ADP
fbem-32007	106	23	assessment	assessment	NOUN
fbem-32007	106	24	results	result	NOUN
fbem-32007	106	25	and	and	CCONJ
fbem-32007	106	26	making	make	VERB
fbem-32007	106	27	the	the	DET
fbem-32007	106	28	decision	decision	NOUN
fbem-32007	106	29	-making	-make	VERB
fbem-32007	106	30	process	process	NOUN
fbem-32007	106	31	traceable	traceable	ADJ
fbem-32007	106	32	.	.	PUNCT
fbem-32007	107	1	model	model	NOUN
fbem-32007	107	2	development	development	NOUN
fbem-32007	107	3	should	should	AUX
fbem-32007	107	4	prioritize	prioritize	VERB
fbem-32007	107	5	representative	representative	ADJ
fbem-32007	107	6	training	training	NOUN
fbem-32007	107	7	data	datum	NOUN
fbem-32007	107	8	to	to	PART
fbem-32007	107	9	avoid	avoid	VERB
fbem-32007	107	10	scale	scale	NOUN
fbem-32007	107	11	and	and	CCONJ
fbem-32007	107	12	regional	regional	ADJ
fbem-32007	107	13	biases	bias	NOUN
fbem-32007	107	14	.	.	PUNCT
fbem-32007	108	1	the	the	DET
fbem-32007	108	2	risk	risk	NOUN
fbem-32007	108	3	grading	grade	VERB
fbem-32007	108	4	approach	approach	NOUN
fbem-32007	108	5	of	of	ADP
fbem-32007	108	6	the	the	DET
fbem-32007	108	7	esg	esg	PROPN
fbem-32007	108	8	-	-	PUNCT
fbem-32007	108	9	ai	ai	NOUN
fbem-32007	108	10	framework	framework	NOUN
fbem-32007	108	11	can	can	AUX
fbem-32007	108	12	be	be	AUX
fbem-32007	108	13	referenced	reference	VERB
fbem-32007	108	14	,	,	PUNCT
fbem-32007	108	15	adjusting	adjust	VERB
fbem-32007	108	16	parameter	parameter	NOUN
fbem-32007	108	17	weights	weight	NOUN
fbem-32007	108	18	based	base	VERB
fbem-32007	108	19	on	on	ADP
fbem-32007	108	20	industry	industry	NOUN
fbem-32007	108	21	characteristics	characteristic	NOUN
fbem-32007	108	22	and	and	CCONJ
fbem-32007	108	23	enterprise	enterprise	NOUN
fbem-32007	108	24	size	size	NOUN
fbem-32007	108	25	.	.	PUNCT
fbem-32007	109	1	cross	cross	ADJ
fbem-32007	109	2	-	-	ADJ
fbem-32007	109	3	industry	industry	ADJ
fbem-32007	109	4	assessment	assessment	NOUN
fbem-32007	109	5	challenges	challenge	NOUN
fbem-32007	109	6	can	can	AUX
fbem-32007	109	7	be	be	AUX
fbem-32007	109	8	addressed	address	VERB
fbem-32007	109	9	through	through	ADP
fbem-32007	109	10	modular	modular	ADJ
fbem-32007	109	11	design	design	NOUN
fbem-32007	109	12	,	,	PUNCT
fbem-32007	109	13	such	such	ADJ
fbem-32007	109	14	as	as	ADP
fbem-32007	109	15	developing	develop	VERB
fbem-32007	109	16	dedicated	dedicated	ADJ
fbem-32007	109	17	components	component	NOUN
fbem-32007	109	18	for	for	ADP
fbem-32007	109	19	carbon	carbon	NOUN
fbem-32007	109	20	emissions	emission	NOUN
fbem-32007	109	21	accounting	account	VERB
fbem-32007	109	22	in	in	ADP
fbem-32007	109	23	the	the	DET
fbem-32007	109	24	manufacturing	manufacturing	NOUN
fbem-32007	109	25	industry	industry	NOUN
fbem-32007	109	26	and	and	CCONJ
fbem-32007	109	27	social	social	ADJ
fbem-32007	109	28	responsibility	responsibility	NOUN
fbem-32007	109	29	assessment	assessment	NOUN
fbem-32007	109	30	in	in	ADP
fbem-32007	109	31	the	the	DET
fbem-32007	109	32	financial	financial	ADJ
fbem-32007	109	33	industry	industry	NOUN
fbem-32007	109	34	,	,	PUNCT
fbem-32007	109	35	integrating	integrate	VERB
fbem-32007	109	36	them	they	PRON
fbem-32007	109	37	within	within	ADP
fbem-32007	109	38	a	a	DET
fbem-32007	109	39	common	common	ADJ
fbem-32007	109	40	framework	framework	NOUN
fbem-32007	109	41	and	and	CCONJ
fbem-32007	109	42	balancing	balance	VERB
fbem-32007	109	43	customization	customization	NOUN
fbem-32007	109	44	and	and	CCONJ
fbem-32007	109	45	standardization	standardization	NOUN
fbem-32007	109	46	.	.	PUNCT
fbem-32007	110	1	standard	standard	ADJ
fbem-32007	110	2	improvement	improvement	NOUN
fbem-32007	110	3	requires	require	VERB
fbem-32007	110	4	collaborative	collaborative	ADJ
fbem-32007	110	5	efforts	effort	NOUN
fbem-32007	110	6	between	between	ADP
fbem-32007	110	7	government	government	NOUN
fbem-32007	110	8	and	and	CCONJ
fbem-32007	110	9	enterprises	enterprise	NOUN
fbem-32007	110	10	.	.	PUNCT
fbem-32007	111	1	regulators	regulator	NOUN
fbem-32007	111	2	should	should	AUX
fbem-32007	111	3	accelerate	accelerate	VERB
fbem-32007	111	4	the	the	DET
fbem-32007	111	5	standardization	standardization	NOUN
fbem-32007	111	6	of	of	ADP
fbem-32007	111	7	esg	esg	PROPN
fbem-32007	111	8	disclosure	disclosure	NOUN
fbem-32007	111	9	standards	standard	NOUN
fbem-32007	111	10	,	,	PUNCT
fbem-32007	111	11	adhering	adhere	VERB
fbem-32007	111	12	to	to	ADP
fbem-32007	111	13	huang	huang	PROPN
fbem-32007	111	14	shizhong	shizhong	PROPN
fbem-32007	111	15	's	's	PART
fbem-32007	111	16	principle	principle	NOUN
fbem-32007	111	17	of	of	ADP
fbem-32007	111	18	"	"	PUNCT
fbem-32007	111	19	actively	actively	ADV
fbem-32007	111	20	learning	learn	VERB
fbem-32007	111	21	from	from	ADP
fbem-32007	111	22	others	other	NOUN
fbem-32007	111	23	while	while	SCONJ
fbem-32007	111	24	prioritizing	prioritize	VERB
fbem-32007	111	25	domestic	domestic	ADJ
fbem-32007	111	26	practices	practice	NOUN
fbem-32007	111	27	,	,	PUNCT
fbem-32007	111	28	"	"	PUNCT
fbem-32007	111	29	balancing	balance	VERB
fbem-32007	111	30	international	international	ADJ
fbem-32007	111	31	consistency	consistency	NOUN
fbem-32007	111	32	with	with	ADP
fbem-32007	111	33	local	local	ADJ
fbem-32007	111	34	adaptability	adaptability	NOUN
fbem-32007	111	35	.	.	PUNCT
fbem-32007	112	1	industry	industry	NOUN
fbem-32007	112	2	associations	association	NOUN
fbem-32007	112	3	can	can	AUX
fbem-32007	112	4	l	l	ADV
fbem-32007	112	5	ead	ead	VERB
fbem-32007	112	6	the	the	DET
fbem-32007	112	7	development	development	NOUN
fbem-32007	112	8	of	of	ADP
fbem-32007	112	9	technical	technical	ADJ
fbem-32007	112	10	specifications	specification	NOUN
fbem-32007	112	11	for	for	ADP
fbem-32007	112	12	intelligent	intelligent	ADJ
fbem-32007	112	13	analysis	analysis	NOUN
fbem-32007	112	14	,	,	PUNCT
fbem-32007	112	15	clarifying	clarify	VERB
fbem-32007	112	16	standards	standard	NOUN
fbem-32007	112	17	for	for	ADP
fbem-32007	112	18	data	datum	NOUN
fbem-32007	112	19	interfaces	interface	NOUN
fbem-32007	112	20	and	and	CCONJ
fbem-32007	112	21	model	model	NOUN
fbem-32007	112	22	evaluation	evaluation	NOUN
fbem-32007	112	23	.	.	PUNCT
fbem-32007	113	1	enterprises	enterprise	NOUN
fbem-32007	113	2	,	,	PUNCT
fbem-32007	113	3	especially	especially	ADV
fbem-32007	113	4	those	those	PRON
fbem-32007	113	5	expanding	expand	VERB
fbem-32007	113	6	internationally	internationally	ADV
fbem-32007	113	7	,	,	PUNCT
fbem-32007	113	8	should	should	AUX
fbem-32007	113	9	participate	participate	VERB
fbem-32007	113	10	in	in	ADP
fbem-32007	113	11	the	the	DET
fbem-32007	113	12	development	development	NOUN
fbem-32007	113	13	of	of	ADP
fbem-32007	113	14	industry	industry	NOUN
fbem-32007	113	15	standards	standard	NOUN
fbem-32007	113	16	while	while	SCONJ
fbem-32007	113	17	adhering	adhere	VERB
fbem-32007	113	18	to	to	ADP
fbem-32007	113	19	national	national	ADJ
fbem-32007	113	20	standards	standard	NOUN
fbem-32007	113	21	,	,	PUNCT
fbem-32007	113	22	paying	pay	VERB
fbem-32007	113	23	attention	attention	NOUN
fbem-32007	113	24	to	to	ADP
fbem-32007	113	25	the	the	DET
fbem-32007	113	26	requirements	requirement	NOUN
fbem-32007	113	27	of	of	ADP
fbem-32007	113	28	their	their	PRON
fbem-32007	113	29	overseas	overseas	ADJ
fbem-32007	113	30	partners	partner	NOUN
fbem-32007	113	31	'	'	PART
fbem-32007	113	32	countries	country	NOUN
fbem-32007	113	33	,	,	PUNCT
fbem-32007	113	34	and	and	CCONJ
fbem-32007	113	35	identifying	identify	VERB
fbem-32007	113	36	points	point	NOUN
fbem-32007	113	37	of	of	ADP
fbem-32007	113	38	convergence	convergence	NOUN
fbem-32007	113	39	between	between	ADP
fbem-32007	113	40	chinese	chinese	ADJ
fbem-32007	113	41	and	and	CCONJ
fbem-32007	113	42	international	international	ADJ
fbem-32007	113	43	standards	standard	NOUN
fbem-32007	113	44	to	to	PART
fbem-32007	113	45	reduce	reduce	VERB
fbem-32007	113	46	compliance	compliance	NOUN
fbem-32007	113	47	costs	cost	NOUN
fbem-32007	113	48	.	.	PUNCT
fbem-32007	114	1	optimizing	optimize	VERB
fbem-32007	114	2	management	management	NOUN
fbem-32007	114	3	mechanisms	mechanism	NOUN
fbem-32007	114	4	i	i	PRON
fbem-32007	114	5	s	s	VERB
fbem-32007	114	6	crucial	crucial	ADJ
fbem-32007	114	7	for	for	ADP
fbem-32007	114	8	the	the	DET
fbem-32007	114	9	implementation	implementation	NOUN
fbem-32007	114	10	of	of	ADP
fbem-32007	114	11	this	this	DET
fbem-32007	114	12	technology	technology	NOUN
fbem-32007	114	13	.	.	PUNCT
fbem-32007	115	1	companies	company	NOUN
fbem-32007	115	2	should	should	AUX
fbem-32007	115	3	establish	establish	VERB
fbem-32007	115	4	esg	esg	PROPN
fbem-32007	115	5	management	management	NOUN
fbem-32007	115	6	committees	committee	NOUN
fbem-32007	115	7	led	lead	VERB
fbem-32007	115	8	by	by	ADP
fbem-32007	115	9	senior	senior	ADJ
fbem-32007	115	10	136	136	NUM
fbem-32007	115	11	management	management	NOUN
fbem-32007	115	12	to	to	PART
fbem-32007	115	13	coordinate	coordinate	VERB
fbem-32007	115	14	resources	resource	NOUN
fbem-32007	115	15	,	,	PUNCT
fbem-32007	115	16	break	break	VERB
fbem-32007	115	17	down	down	ADP
fbem-32007	115	18	information	information	NOUN
fbem-32007	115	19	silos	silo	NOUN
fbem-32007	115	20	,	,	PUNCT
fbem-32007	115	21	and	and	CCONJ
fbem-32007	115	22	ensure	ensure	VERB
fbem-32007	115	23	the	the	DET
fbem-32007	115	24	smooth	smooth	ADJ
fbem-32007	115	25	flow	flow	NOUN
fbem-32007	115	26	of	of	ADP
fbem-32007	115	27	data	datum	NOUN
fbem-32007	115	28	across	across	ADP
fbem-32007	115	29	departments	department	NOUN
fbem-32007	115	30	.	.	PUNCT
fbem-32007	116	1	to	to	PART
fbem-32007	116	2	address	address	VERB
fbem-32007	116	3	internal	internal	ADJ
fbem-32007	116	4	gaps	gap	NOUN
fbem-32007	116	5	in	in	ADP
fbem-32007	116	6	awareness	awareness	NOUN
fbem-32007	116	7	,	,	PUNCT
fbem-32007	116	8	esg	esg	NOUN
fbem-32007	116	9	training	training	NOUN
fbem-32007	116	10	should	should	AUX
fbem-32007	116	11	be	be	AUX
fbem-32007	116	12	strengthened	strengthen	VERB
fbem-32007	116	13	to	to	PART
fbem-32007	116	14	raise	raise	VERB
fbem-32007	116	15	awareness	awareness	NOUN
fbem-32007	116	16	among	among	ADP
fbem-32007	116	17	all	all	DET
fbem-32007	116	18	employees	employee	NOUN
fbem-32007	116	19	and	and	CCONJ
fbem-32007	116	20	make	make	VERB
fbem-32007	116	21	data	data	NOUN
fbem-32007	116	22	collection	collection	NOUN
fbem-32007	116	23	a	a	DET
fbem-32007	116	24	conscious	conscious	ADJ
fbem-32007	116	25	action	action	NOUN
fbem-32007	116	26	.	.	PUNCT
fbem-32007	117	1	system	system	NOUN
fbem-32007	117	2	development	development	NOUN
fbem-32007	117	3	can	can	AUX
fbem-32007	117	4	draw	draw	VERB
fbem-32007	117	5	on	on	ADP
fbem-32007	117	6	the	the	DET
fbem-32007	117	7	experience	experience	NOUN
fbem-32007	117	8	of	of	ADP
fbem-32007	117	9	quanta	quanta	PROPN
fbem-32007	117	10	computer	computer	NOUN
fbem-32007	117	11	and	and	CCONJ
fbem-32007	117	12	customize	customize	VERB
fbem-32007	117	13	esg	esg	PROPN
fbem-32007	117	14	information	information	NOUN
fbem-32007	117	15	collection	collection	NOUN
fbem-32007	117	16	systems	system	NOUN
fbem-32007	117	17	based	base	VERB
fbem-32007	117	18	on	on	ADP
fbem-32007	117	19	specific	specific	ADJ
fbem-32007	117	20	needs	need	NOUN
fbem-32007	117	21	to	to	PART
fbem-32007	117	22	enable	enable	VERB
fbem-32007	117	23	real	real	ADJ
fbem-32007	117	24	-	-	PUNCT
fbem-32007	117	25	time	time	NOUN
fbem-32007	117	26	data	datum	NOUN
fbem-32007	117	27	monitoring	monitoring	NOUN
fbem-32007	117	28	,	,	PUNCT
fbem-32007	117	29	error	error	NOUN
fbem-32007	117	30	detection	detection	NOUN
fbem-32007	117	31	,	,	PUNCT
fbem-32007	117	32	and	and	CCONJ
fbem-32007	117	33	correction	correction	NOUN
fbem-32007	117	34	,	,	PUNCT
fbem-32007	117	35	reducing	reduce	VERB
fbem-32007	117	36	reliance	reliance	NOUN
fbem-32007	117	37	on	on	ADP
fbem-32007	117	38	ext	ext	PROPN
fbem-32007	117	39	ernal	ernal	ADJ
fbem-32007	117	40	systems	systems	PROPN
fbem-32007	117	41	.	.	PUNCT
fbem-32007	118	1	supervision	supervision	NOUN
fbem-32007	118	2	and	and	CCONJ
fbem-32007	118	3	the	the	DET
fbem-32007	118	4	market	market	NOUN
fbem-32007	118	5	must	must	AUX
fbem-32007	118	6	collaborate	collaborate	VERB
fbem-32007	118	7	to	to	PART
fbem-32007	118	8	curb	curb	VERB
fbem-32007	118	9	greenwashing	greenwashing	NOUN
fbem-32007	118	10	.	.	PUNCT
fbem-32007	119	1	regulators	regulator	NOUN
fbem-32007	119	2	should	should	AUX
fbem-32007	119	3	establish	establish	VERB
fbem-32007	119	4	a	a	DET
fbem-32007	119	5	comprehensive	comprehensive	ADJ
fbem-32007	119	6	"	"	PUNCT
fbem-32007	119	7	disclosure	disclosure	NOUN
fbem-32007	119	8	-	-	PUNCT
fbem-32007	119	9	verification	verification	NOUN
fbem-32007	119	10	-	-	PUNCT
fbem-32007	119	11	penalty	penalty	NOUN
fbem-32007	119	12	"	"	PUNCT
fbem-32007	119	13	mechanism	mechanism	NOUN
fbem-32007	119	14	to	to	PART
fbem-32007	119	15	promote	promote	VERB
fbem-32007	119	16	the	the	DET
fbem-32007	119	17	authenticity	authenticity	NOUN
fbem-32007	119	18	of	of	ADP
fbem-32007	119	19	esg	esg	PROPN
fbem-32007	119	20	reports	report	NOUN
fbem-32007	119	21	by	by	ADP
fbem-32007	119	22	third	third	ADJ
fbem-32007	119	23	-party	-party	NOUN
fbem-32007	119	24	institutions	institution	NOUN
fbem-32007	119	25	[	[	X
fbem-32007	119	26	6	6	NUM
fbem-32007	119	27	]	]	PUNCT
fbem-32007	119	28	.	.	PUNCT
fbem-32007	120	1	they	they	PRON
fbem-32007	120	2	should	should	AUX
fbem-32007	120	3	also	also	ADV
fbem-32007	120	4	encourage	encourage	VERB
fbem-32007	120	5	the	the	DET
fbem-32007	120	6	development	development	NOUN
fbem-32007	120	7	of	of	ADP
fbem-32007	120	8	professional	professional	PROPN
fbem-32007	120	9	esg	esg	PROPN
fbem-32007	120	10	data	data	PROPN
fbem-32007	120	11	analysis	analysis	NOUN
fbem-32007	120	12	services	service	NOUN
fbem-32007	120	13	such	such	ADJ
fbem-32007	120	14	as	as	ADP
fbem-32007	120	15	reprisk	reprisk	NOUN
fbem-32007	120	16	to	to	AUX
fbem-32007	120	17	leverage	leverage	NOUN
fbem-32007	120	18	market	market	NOUN
fbem-32007	120	19	forces	force	NOUN
fbem-32007	120	20	to	to	PART
fbem-32007	120	21	enhance	enhance	VERB
fbem-32007	120	22	transparency	transparency	NOUN
fbem-32007	120	23	.	.	PUNCT
fbem-32007	121	1	investors	investor	NOUN
fbem-32007	121	2	should	should	AUX
fbem-32007	121	3	also	also	ADV
fbem-32007	121	4	view	view	VERB
fbem-32007	121	5	ratings	rating	NOUN
fbem-32007	121	6	rationally	rationally	ADV
fbem-32007	121	7	,	,	PUNCT
fbem-32007	121	8	going	go	VERB
fbem-32007	121	9	beyond	beyond	ADP
fbem-32007	121	10	a	a	DET
fbem-32007	121	11	single	single	ADJ
fbem-32007	121	12	score	score	NOUN
fbem-32007	121	13	and	and	CCONJ
fbem-32007	121	14	integrating	integrate	VERB
fbem-32007	121	15	a	a	DET
fbem-32007	121	16	comprehensive	comprehensive	ADJ
fbem-32007	121	17	assessment	assessment	NOUN
fbem-32007	121	18	based	base	VERB
fbem-32007	121	19	on	on	ADP
fbem-32007	121	20	the	the	DET
fbem-32007	121	21	company	company	NOUN
fbem-32007	121	22	's	's	PART
fbem-32007	121	23	actual	actual	ADJ
fbem-32007	121	24	situation	situation	NOUN
fbem-32007	121	25	and	and	CCONJ
fbem-32007	121	26	industry	industry	NOUN
fbem-32007	121	27	characteristics	characteristic	NOUN
fbem-32007	121	28	to	to	PART
fbem-32007	121	29	form	form	VERB
fbem-32007	121	30	an	an	DET
fbem-32007	121	31	objective	objective	ADJ
fbem-32007	121	32	understanding	understanding	NOUN
fbem-32007	121	33	of	of	ADP
fbem-32007	121	34	its	its	PRON
fbem-32007	121	35	sustainability	sustainability	NOUN
fbem-32007	121	36	capabilities	capability	NOUN
fbem-32007	121	37	.	.	PUNCT
fbem-32007	122	1	7	7	X
fbem-32007	122	2	.	.	X
fbem-32007	122	3	conclusion	conclusion	NOUN
fbem-32007	122	4	esg	esg	PROPN
fbem-32007	122	5	intelligent	intelligent	ADJ
fbem-32007	122	6	analysis	analysis	NOUN
fbem-32007	122	7	technology	technology	NOUN
fbem-32007	122	8	is	be	AUX
fbem-32007	122	9	reshaping	reshape	VERB
fbem-32007	122	10	corporate	corporate	ADJ
fbem-32007	122	11	esg	esg	NOUN
fbem-32007	122	12	assessment	assessment	NOUN
fbem-32007	122	13	systems	system	NOUN
fbem-32007	122	14	,	,	PUNCT
fbem-32007	122	15	providing	provide	VERB
fbem-32007	122	16	a	a	DET
fbem-32007	122	17	more	more	ADV
fbem-32007	122	18	scientific	scientific	ADJ
fbem-32007	122	19	and	and	CCONJ
fbem-32007	122	20	efficient	efficient	ADJ
fbem-32007	122	21	approach	approach	NOUN
fbem-32007	122	22	to	to	ADP
fbem-32007	122	23	measuring	measure	VERB
fbem-32007	122	24	sustainability	sustainability	NOUN
fbem-32007	122	25	capabilities	capability	NOUN
fbem-32007	122	26	.	.	PUNCT
fbem-32007	123	1	this	this	DET
fbem-32007	123	2	article	article	NOUN
fbem-32007	123	3	summarizes	summarize	VERB
fbem-32007	123	4	itsafter	itsafter	NOUN
fbem-32007	123	5	analyzing	analyze	VERB
fbem-32007	123	6	the	the	DET
fbem-32007	123	7	architecture	architecture	NOUN
fbem-32007	123	8	,	,	PUNCT
fbem-32007	123	9	applications	application	NOUN
fbem-32007	123	10	,	,	PUNCT
fbem-32007	123	11	challenges	challenge	NOUN
fbem-32007	123	12	,	,	PUNCT
fbem-32007	123	13	and	and	CCONJ
fbem-32007	123	14	optimization	optimization	NOUN
fbem-32007	123	15	directions	direction	NOUN
fbem-32007	123	16	,	,	PUNCT
fbem-32007	123	17	it	it	PRON
fbem-32007	123	18	was	be	AUX
fbem-32007	123	19	discovered	discover	VERB
fbem-32007	123	20	that	that	SCONJ
fbem-32007	123	21	technologies	technology	NOUN
fbem-32007	123	22	such	such	ADJ
fbem-32007	123	23	as	as	ADP
fbem-32007	123	24	artificial	artificial	ADJ
fbem-32007	123	25	intelligence	intelligence	NOUN
fbem-32007	123	26	and	and	CCONJ
fbem-32007	123	27	big	big	ADJ
fbem-32007	123	28	data	datum	NOUN
fbem-32007	123	29	offer	offer	VERB
fbem-32007	123	30	significant	significant	ADJ
fbem-32007	123	31	value	value	NOUN
fbem-32007	123	32	in	in	ADP
fbem-32007	123	33	improving	improve	VERB
fbem-32007	123	34	assessment	assessment	NOUN
fbem-32007	123	35	efficiency	efficiency	NOUN
fbem-32007	123	36	,	,	PUNCT
fbem-32007	123	37	expanding	expand	VERB
fbem-32007	123	38	dimensionality	dimensionality	NOUN
fbem-32007	123	39	,	,	PUNCT
fbem-32007	123	40	and	and	CCONJ
fbem-32007	123	41	enhancing	enhance	VERB
fbem-32007	123	42	predictive	predictive	ADJ
fbem-32007	123	43	capabilities	capability	NOUN
fbem-32007	123	44	.	.	PUNCT
fbem-32007	124	1	practices	practice	NOUN
fbem-32007	124	2	at	at	ADP
fbem-32007	124	3	companies	company	NOUN
fbem-32007	124	4	like	like	ADP
fbem-32007	124	5	ibm	ibm	PROPN
fbem-32007	124	6	,	,	PUNCT
fbem-32007	124	7	hsbc	hsbc	PROPN
fbem-32007	124	8	,	,	PUNCT
fbem-32007	124	9	and	and	CCONJ
fbem-32007	124	10	allianz	allianz	PROPN
fbem-32007	124	11	have	have	AUX
fbem-32007	124	12	demonstrated	demonstrate	VERB
fbem-32007	124	13	that	that	SCONJ
fbem-32007	124	14	these	these	DET
fbem-32007	124	15	technologies	technology	NOUN
fbem-32007	124	16	can	can	AUX
fbem-32007	124	17	effectively	effectively	ADV
fbem-32007	124	18	integrate	integrate	VERB
fbem-32007	124	19	multi	multi	ADJ
fbem-32007	124	20	-	-	ADJ
fbem-32007	124	21	source	source	NOUN
fbem-32007	124	22	data	datum	NOUN
fbem-32007	124	23	,	,	PUNCT
fbem-32007	124	24	enabling	enable	VERB
fbem-32007	124	25	real	real	ADJ
fbem-32007	124	26	-	-	PUNCT
fbem-32007	124	27	time	time	NOUN
fbem-32007	124	28	monitoring	monitoring	NOUN
fbem-32007	124	29	of	of	ADP
fbem-32007	124	30	esg	esg	PROPN
fbem-32007	124	31	risks	risk	NOUN
fbem-32007	124	32	and	and	CCONJ
fbem-32007	124	33	accurate	accurate	ADJ
fbem-32007	124	34	performance	performance	NOUN
fbem-32007	124	35	forecasting	forecasting	NOUN
fbem-32007	124	36	,	,	PUNCT
fbem-32007	124	37	providing	provide	VERB
fbem-32007	124	38	strong	strong	ADJ
fbem-32007	124	39	support	support	NOUN
fbem-32007	124	40	for	for	ADP
fbem-32007	124	41	corporate	corporate	ADJ
fbem-32007	124	42	decision	decision	NOUN
fbem-32007	124	43	making	making	NOUN
fbem-32007	124	44	and	and	CCONJ
fbem-32007	124	45	investor	investor	NOUN
fbem-32007	124	46	selection	selection	NOUN
fbem-32007	124	47	.	.	PUNCT
fbem-32007	125	1	however	however	ADV
fbem-32007	125	2	,	,	PUNCT
fbem-32007	125	3	the	the	DET
fbem-32007	125	4	widespread	widespread	ADJ
fbem-32007	125	5	application	application	NOUN
fbem-32007	125	6	of	of	ADP
fbem-32007	125	7	esg	esg	PROPN
fbem-32007	125	8	intelligent	intelligent	ADJ
fbem-32007	125	9	analysis	analysis	NOUN
fbem-32007	125	10	still	still	ADV
fbem-32007	125	11	faces	face	VERB
fbem-32007	125	12	numerous	numerous	ADJ
fbem-32007	125	13	challenges	challenge	NOUN
fbem-32007	125	14	:	:	PUNCT
fbem-32007	125	15	uneven	uneven	ADJ
fbem-32007	125	16	data	data	NOUN
fbem-32007	125	17	quality	quality	NOUN
fbem-32007	125	18	and	and	CCONJ
fbem-32007	125	19	inconsistent	inconsistent	ADJ
fbem-32007	125	20	standards	standard	NOUN
fbem-32007	125	21	make	make	VERB
fbem-32007	125	22	it	it	PRON
fbem-32007	125	23	difficult	difficult	ADJ
fbem-32007	125	24	to	to	PART
fbem-32007	125	25	compare	compare	VERB
fbem-32007	125	26	assessment	assessment	NOUN
fbem-32007	125	27	results	result	NOUN
fbem-32007	125	28	;	;	PUNCT
fbem-32007	125	29	the	the	DET
fbem-32007	125	30	"	"	PUNCT
fbem-32007	125	31	black	black	ADJ
fbem-32007	125	32	box	box	NOUN
fbem-32007	125	33	"	"	PUNCT
fbem-32007	125	34	nature	nature	NOUN
fbem-32007	125	35	of	of	ADP
fbem-32007	125	36	models	model	NOUN
fbem-32007	125	37	reduces	reduce	VERB
fbem-32007	125	38	transparency	transparency	NOUN
fbem-32007	125	39	and	and	CCONJ
fbem-32007	125	40	credibility	credibility	NOUN
fbem-32007	125	41	;	;	PUNCT
fbem-32007	125	42	industry	industry	NOUN
fbem-32007	125	43	differences	difference	NOUN
fbem-32007	125	44	and	and	CCONJ
fbem-32007	125	45	regional	regional	ADJ
fbem-32007	125	46	biases	bias	NOUN
fbem-32007	125	47	affect	affect	VERB
fbem-32007	125	48	model	model	NOUN
fbem-32007	125	49	universality	universality	NOUN
fbem-32007	125	50	;	;	PUNCT
fbem-32007	125	51	and	and	CCONJ
fbem-32007	125	52	imperfect	imperfect	ADJ
fbem-32007	125	53	internal	internal	ADJ
fbem-32007	125	54	management	management	NOUN
fbem-32007	125	55	mechanisms	mechanism	NOUN
fbem-32007	125	56	and	and	CCONJ
fbem-32007	125	57	lagging	lag	VERB
fbem-32007	125	58	regulatory	regulatory	ADJ
fbem-32007	125	59	oversight	oversight	NOUN
fbem-32007	125	60	further	far	ADV
fbem-32007	125	61	limit	limit	VERB
fbem-32007	125	62	the	the	DET
fbem-32007	125	63	impact	impact	NOUN
fbem-32007	125	64	of	of	ADP
fbem-32007	125	65	technology	technology	NOUN
fbem-32007	125	66	.	.	PUNCT
fbem-32007	126	1	these	these	DET
fbem-32007	126	2	issues	issue	NOUN
fbem-32007	126	3	,	,	PUNCT
fbem-32007	126	4	at	at	ADP
fbem-32007	126	5	their	their	PRON
fbem-32007	126	6	core	core	NOUN
fbem-32007	126	7	,	,	PUNCT
fbem-32007	126	8	stem	stem	VERB
fbem-32007	126	9	from	from	ADP
fbem-32007	126	10	a	a	DET
fbem-32007	126	11	mismatch	mismatch	NOUN
fbem-32007	126	12	between	between	ADP
fbem-32007	126	13	the	the	DET
fbem-32007	126	14	pace	pace	NOUN
fbem-32007	126	15	of	of	ADP
fbem-32007	126	16	technological	technological	ADJ
fbem-32007	126	17	innovation	innovation	NOUN
fbem-32007	126	18	and	and	CCONJ
fbem-32007	126	19	institutional	institutional	ADJ
fbem-32007	126	20	development	development	NOUN
fbem-32007	126	21	and	and	CCONJ
fbem-32007	126	22	management	management	NOUN
fbem-32007	126	23	capabilities	capability	NOUN
fbem-32007	126	24	,	,	PUNCT
fbem-32007	126	25	requiring	require	VERB
fbem-32007	126	26	a	a	DET
fbem-32007	126	27	multi	multi	ADJ
fbem-32007	126	28	faceted	facete	VERB
fbem-32007	126	29	,	,	PUNCT
fbem-32007	126	30	coordinated	coordinated	ADJ
fbem-32007	126	31	solution	solution	NOUN
fbem-32007	126	32	.	.	PUNCT
fbem-32007	127	1	future	future	ADJ
fbem-32007	127	2	optimization	optimization	NOUN
fbem-32007	127	3	efforts	effort	NOUN
fbem-32007	127	4	must	must	AUX
fbem-32007	127	5	address	address	VERB
fbem-32007	127	6	four	four	NUM
fbem-32007	127	7	key	key	ADJ
fbem-32007	127	8	areas	area	NOUN
fbem-32007	127	9	:	:	PUNCT
fbem-32007	127	10	first	first	ADV
fbem-32007	127	11	,	,	PUNCT
fbem-32007	127	12	strengthening	strengthen	VERB
fbem-32007	127	13	the	the	DET
fbem-32007	127	14	data	datum	NOUN
fbem-32007	127	15	foundation	foundation	NOUN
fbem-32007	127	16	,	,	PUNCT
fbem-32007	127	17	establishing	establish	VERB
fbem-32007	127	18	unified	unified	ADJ
fbem-32007	127	19	standards	standard	NOUN
fbem-32007	127	20	and	and	CCONJ
fbem-32007	127	21	governance	governance	NOUN
fbem-32007	127	22	mechanisms	mechanism	NOUN
fbem-32007	127	23	,	,	PUNCT
fbem-32007	127	24	and	and	CCONJ
fbem-32007	127	25	improving	improve	VERB
fbem-32007	127	26	data	datum	NOUN
fbem-32007	127	27	quality	quality	NOUN
fbem-32007	127	28	and	and	CCONJ
fbem-32007	127	29	coverage	coverage	NOUN
fbem-32007	127	30	;	;	PUNCT
fbem-32007	127	31	second	second	ADV
fbem-32007	127	32	,	,	PUNCT
fbem-32007	127	33	promoting	promote	VERB
fbem-32007	127	34	technological	technological	ADJ
fbem-32007	127	35	innovation	innovation	NOUN
fbem-32007	127	36	,	,	PUNCT
fbem-32007	127	37	developing	develop	VERB
fbem-32007	127	38	explainable	explainable	ADJ
fbem-32007	127	39	ai	ai	NOUN
fbem-32007	127	40	and	and	CCONJ
fbem-32007	127	41	adaptive	adaptive	ADJ
fbem-32007	127	42	models	model	NOUN
fbem-32007	127	43	,	,	PUNCT
fbem-32007	127	44	and	and	CCONJ
fbem-32007	127	45	enhancing	enhance	VERB
fbem-32007	127	46	assessment	assessment	NOUN
fbem-32007	127	47	transparency	transparency	NOUN
fbem-32007	127	48	and	and	CCONJ
fbem-32007	127	49	industry	industry	NOUN
fbem-32007	127	50	adaptability	adaptability	NOUN
fbem-32007	127	51	;	;	PUNCT
fbem-32007	127	52	third	third	ADV
fbem-32007	127	53	,	,	PUNCT
fbem-32007	127	54	improving	improve	VERB
fbem-32007	127	55	management	management	NOUN
fbem-32007	127	56	mechanisms	mechanism	NOUN
fbem-32007	127	57	,	,	PUNCT
fbem-32007	127	58	building	build	VERB
fbem-32007	127	59	a	a	DET
fbem-32007	127	60	crossdepartmental	crossdepartmental	ADJ
fbem-32007	127	61	collaborative	collaborative	ADJ
fbem-32007	127	62	system	system	NOUN
fbem-32007	127	63	,	,	PUNCT
fbem-32007	127	64	and	and	CCONJ
fbem-32007	127	65	enhancing	enhance	VERB
fbem-32007	127	66	companies	company	NOUN
fbem-32007	127	67	'	'	PART
fbem-32007	127	68	esg	esg	NOUN
fbem-32007	127	69	management	management	NOUN
fbem-32007	127	70	capabilities	capability	NOUN
fbem-32007	127	71	;	;	PUNCT
fbem-32007	127	72	and	and	CCONJ
fbem-32007	127	73	fourth	fourth	ADV
fbem-32007	127	74	,	,	PUNCT
fbem-32007	127	75	strengthening	strengthen	VERB
fbem-32007	127	76	the	the	DET
fbem-32007	127	77	regulatory	regulatory	ADJ
fbem-32007	127	78	framework	framework	NOUN
fbem-32007	127	79	,	,	PUNCT
fbem-32007	127	80	standardizing	standardize	VERB
fbem-32007	127	81	disclosure	disclosure	NOUN
fbem-32007	127	82	standards	standard	NOUN
fbem-32007	127	83	,	,	PUNCT
fbem-32007	127	84	strengthening	strengthen	VERB
fbem-32007	127	85	third	third	ADJ
fbem-32007	127	86	-	-	PUNCT
fbem-32007	127	87	party	party	NOUN
fbem-32007	127	88	assurance	assurance	NOUN
fbem-32007	127	89	,	,	PUNCT
fbem-32007	127	90	and	and	CCONJ
fbem-32007	127	91	curbing	curb	VERB
fbem-32007	127	92	"	"	PUNCT
fbem-32007	127	93	greenwashing	greenwashing	NOUN
fbem-32007	127	94	.	.	PUNCT
fbem-32007	127	95	"	"	PUNCT
fbem-32007	128	1	only	only	ADV
fbem-32007	128	2	through	through	ADP
fbem-32007	128	3	the	the	DET
fbem-32007	128	4	coordinated	coordinated	ADJ
fbem-32007	128	5	efforts	effort	NOUN
fbem-32007	128	6	of	of	ADP
fbem-32007	128	7	technology	technology	NOUN
fbem-32007	128	8	,	,	PUNCT
fbem-32007	128	9	systems	system	NOUN
fbem-32007	128	10	,	,	PUNCT
fbem-32007	128	11	and	and	CCONJ
fbem-32007	128	12	management	management	NOUN
fbem-32007	128	13	can	can	AUX
fbem-32007	128	14	its	its	PRON
fbem-32007	128	15	full	full	ADJ
fbem-32007	128	16	value	value	NOUN
fbem-32007	128	17	be	be	AUX
fbem-32007	128	18	unleashed	unleash	VERB
fbem-32007	128	19	.	.	PUNCT
fbem-32007	129	1	esg	esg	PROPN
fbem-32007	129	2	intelligent	intelligent	ADJ
fbem-32007	129	3	analysis	analysis	NOUN
fbem-32007	129	4	is	be	AUX
fbem-32007	129	5	not	not	PART
fbem-32007	129	6	only	only	ADV
fbem-32007	129	7	an	an	DET
fbem-32007	129	8	innovation	innovation	NOUN
fbem-32007	129	9	in	in	ADP
fbem-32007	129	10	assessment	assessment	NOUN
fbem-32007	129	11	methods	method	NOUN
fbem-32007	129	12	but	but	CCONJ
fbem-32007	129	13	also	also	ADV
fbem-32007	129	14	a	a	DET
fbem-32007	129	15	key	key	ADJ
fbem-32007	129	16	driver	driver	NOUN
fbem-32007	129	17	of	of	ADP
fbem-32007	129	18	corporate	corporate	ADJ
fbem-32007	129	19	sustainable	sustainable	ADJ
fbem-32007	129	20	development	development	NOUN
fbem-32007	129	21	.	.	PUNCT
fbem-32007	130	1	it	it	PRON
fbem-32007	130	2	can	can	AUX
fbem-32007	130	3	accurately	accurately	ADV
fbem-32007	130	4	identify	identify	VERB
fbem-32007	130	5	esg	esg	NOUN
fbem-32007	130	6	risks	risk	NOUN
fbem-32007	130	7	and	and	CCONJ
fbem-32007	130	8	opportunities	opportunity	NOUN
fbem-32007	130	9	,	,	PUNCT
fbem-32007	130	10	direct	direct	ADJ
fbem-32007	130	11	resources	resource	NOUN
fbem-32007	130	12	toward	toward	ADP
fbem-32007	130	13	sustainable	sustainable	ADJ
fbem-32007	130	14	enterprises	enterprise	NOUN
fbem-32007	130	15	,	,	PUNCT
fbem-32007	130	16	and	and	CCONJ
fbem-32007	130	17	encourage	encourage	VERB
fbem-32007	130	18	companies	company	NOUN
fbem-32007	130	19	to	to	PART
fbem-32007	130	20	improve	improve	VERB
fbem-32007	130	21	their	their	PRON
fbem-32007	130	22	environmental	environmental	ADJ
fbem-32007	130	23	performance	performance	NOUN
fbem-32007	130	24	,	,	PUNCT
fbem-32007	130	25	fulfill	fulfill	VERB
fbem-32007	130	26	their	their	PRON
fbem-32007	130	27	social	social	ADJ
fbem-32007	130	28	responsibilities	responsibility	NOUN
fbem-32007	130	29	,	,	PUNCT
fbem-32007	130	30	and	and	CCONJ
fbem-32007	130	31	enhance	enhance	NOUN
fbem-32007	130	32	governance	governance	NOUN
fbem-32007	130	33	,	,	PUNCT
fbem-32007	130	34	ultimately	ultimately	ADV
fbem-32007	130	35	achieving	achieve	VERB
fbem-32007	130	36	unified	unified	ADJ
fbem-32007	130	37	economic	economic	ADJ
fbem-32007	130	38	,	,	PUNCT
fbem-32007	130	39	environmental	environmental	ADJ
fbem-32007	130	40	,	,	PUNCT
fbem-32007	130	41	and	and	CCONJ
fbem-32007	130	42	social	social	ADJ
fbem-32007	130	43	benefits	benefit	NOUN
fbem-32007	130	44	.	.	PUNCT
fbem-32007	131	1	as	as	SCONJ
fbem-32007	131	2	the	the	DET
fbem-32007	131	3	technology	technology	NOUN
fbem-32007	131	4	matures	mature	NOUN
fbem-32007	131	5	and	and	CCONJ
fbem-32007	131	6	the	the	DET
fbem-32007	131	7	ecosystem	ecosystem	NOUN
fbem-32007	131	8	develops	develop	VERB
fbem-32007	131	9	,	,	PUNCT
fbem-32007	131	10	it	it	PRON
fbem-32007	131	11	will	will	AUX
fbem-32007	131	12	play	play	VERB
fbem-32007	131	13	a	a	DET
fbem-32007	131	14	greater	great	ADJ
fbem-32007	131	15	role	role	NOUN
fbem-32007	131	16	in	in	ADP
fbem-32007	131	17	global	global	ADJ
fbem-32007	131	18	sustainable	sustainable	ADJ
fbem-32007	131	19	development	development	NOUN
fbem-32007	131	20	and	and	CCONJ
fbem-32007	131	21	provide	provide	VERB
fbem-32007	131	22	a	a	DET
fbem-32007	131	23	solid	solid	ADJ
fbem-32007	131	24	foundation	foundation	NOUN
fbem-32007	131	25	for	for	ADP
fbem-32007	131	26	building	build	VERB
fbem-32007	131	27	a	a	DET
fbem-32007	131	28	responsible	responsible	ADJ
fbem-32007	131	29	business	business	NOUN
fbem-32007	131	30	environment	environment	NOUN
fbem-32007	131	31	.	.	PUNCT
fbem-32007	132	1	references	reference	NOUN
fbem-32007	132	2	[	[	X
fbem-32007	132	3	1	1	NUM
fbem-32007	132	4	]	]	X
fbem-32007	132	5	zhao	zhao	PROPN
fbem-32007	132	6	jinglu	jinglu	PROPN
fbem-32007	132	7	,	,	PUNCT
fbem-32007	132	8	lin	lin	PROPN
fbem-32007	132	9	ziang	ziang	PROPN
fbem-32007	132	10	,	,	PUNCT
fbem-32007	132	11	zhang	zhang	PROPN
fbem-32007	132	12	chaomin	chaomin	PROPN
fbem-32007	132	13	.	.	PUNCT
fbem-32007	133	1	esg	esg	PROPN
fbem-32007	133	2	report	report	NOUN
fbem-32007	133	3	readability	readability	NOUN
fbem-32007	133	4	and	and	CCONJ
fbem-32007	133	5	esg	esg	NOUN
fbem-32007	133	6	rating	rating	NOUN
fbem-32007	133	7	divergence	divergence	NOUN
fbem-32007	134	1	[	[	X
fbem-32007	134	2	j	j	X
fbem-32007	134	3	]	]	X
fbem-32007	134	4	.	.	PUNCT
fbem-32007	135	1	securities	security	NOUN
fbem-32007	135	2	market	market	PROPN
fbem-32007	135	3	herald	herald	PROPN
fbem-32007	135	4	,	,	PUNCT
fbem-32007	135	5	2024	2024	NUM
fbem-32007	135	6	,	,	PUNCT
fbem-32007	135	7	(	(	PUNCT
fbem-32007	135	8	12	12	NUM
fbem-32007	135	9	):	):	PUNCT
fbem-32007	135	10	68	68	NUM
fbem-32007	135	11	-	-	SYM
fbem-32007	135	12	77	77	NUM
fbem-32007	135	13	.	.	PUNCT
fbem-32007	136	1	[	[	X
fbem-32007	136	2	2	2	NUM
fbem-32007	136	3	]	]	PUNCT
fbem-32007	136	4	artificial	artificial	ADJ
fbem-32007	136	5	intelligence	intelligence	NOUN
fbem-32007	136	6	-	-	PUNCT
fbem-32007	136	7	driven	drive	VERB
fbem-32007	136	8	business	business	NOUN
fbem-32007	136	9	intelligence	intelligence	NOUN
fbem-32007	136	10	strategic	strategic	ADJ
fbem-32007	136	11	energy	energy	NOUN
fbem-32007	136	12	and	and	CCONJ
fbem-32007	136	13	esg	esg	PROPN
fbem-32007	136	14	management	management	NOUN
fbem-32007	136	15	:	:	PUNCT
fbem-32007	136	16	a	a	DET
fbem-32007	136	17	systematic	systematic	ADJ
fbem-32007	136	18	review	review	NOUN
fbem-32007	136	19	of	of	ADP
fbem-32007	136	20	economic	economic	ADJ
fbem-32007	136	21	and	and	CCONJ
fbem-32007	136	22	policy	policy	NOUN
fbem-32007	136	23	impacts	impact	NOUN
fbem-32007	136	24	[	[	X
fbem-32007	136	25	j	j	X
fbem-32007	136	26	]	]	X
fbem-32007	136	27	.	.	PUNCT
fbem-32007	137	1	journal	journal	PROPN
fbem-32007	137	2	of	of	ADP
fbem-32007	137	3	internation	internation	PROPN
fbem-32007	137	4	al	al	PROPN
fbem-32007	137	5	energy	energy	NOUN
fbem-32007	137	6	economics	economic	NOUN
fbem-32007	137	7	and	and	CCONJ
fbem-32007	137	8	policy	policy	NOUN
fbem-32007	137	9	,	,	PUNCT
fbem-32007	137	10	2025	2025	NUM
fbem-32007	137	11	,	,	PUNCT
fbem-32007	137	12	15	15	NUM
fbem-32007	137	13	(	(	PUNCT
fbem-32007	137	14	4	4	NUM
fbem-32007	137	15	):	):	PUNCT
fbem-32007	137	16	635	635	NUM
fbem-32007	137	17	.	.	PUNCT
fbem-32007	138	1	[	[	X
fbem-32007	138	2	3	3	NUM
fbem-32007	138	3	]	]	PUNCT
fbem-32007	138	4	rozkrut	rozkrut	NOUN
fbem-32007	138	5	d	d	NOUN
fbem-32007	138	6	,	,	PUNCT
fbem-32007	138	7	tarczynska	tarczynska	ADJ
fbem-32007	138	8	-	-	ADJ
fbem-32007	138	9	luniewska	luniewska	ADJ
fbem-32007	138	10	m	m	PROPN
fbem-32007	138	11	,	,	PUNCT
fbem-32007	138	12	singh	singh	PROPN
fbem-32007	138	13	ga	ga	PROPN
fbem-32007	138	14	et	et	PROPN
fbem-32007	138	15	al	al	PROPN
fbem-32007	138	16	.	.	PROPN
fbem-32007	138	17	application	application	NOUN
fbem-32007	138	18	of	of	ADP
fbem-32007	138	19	big	big	ADJ
fbem-32007	138	20	data	datum	NOUN
fbem-32007	138	21	in	in	ADP
fbem-32007	138	22	esg	esg	PROPN
fbem-32007	138	23	monitoring	monitoring	NOUN
fbem-32007	138	24	and	and	CCONJ
fbem-32007	138	25	evaluation	evaluation	NOUN
fbem-32007	138	26	[	[	X
fbem-32007	138	27	m	m	X
fbem-32007	138	28	]	]	X
fbem-32007	138	29	//	//	X
fbem-32007	138	30	exploring	explore	VERB
fbem-32007	138	31	esg	esg	NOUN
fbem-32007	138	32	challenges	challenge	NOUN
fbem-32007	138	33	and	and	CCONJ
fbem-32007	138	34	opportunities	opportunity	NOUN
fbem-32007	138	35	:	:	PUNCT
fbem-32007	138	36	towards	towards	ADP
fbem-32007	138	37	a	a	DET
fbem-32007	138	38	better	well	ADJ
fbem-32007	138	39	future	future	NOUN
fbem-32007	138	40	.	.	PUNCT
fbem-32007	139	1	emerald	emerald	PROPN
fbem-32007	139	2	publishing	publishing	PROPN
fbem-32007	139	3	co.	co.	PROPN
fbem-32007	139	4	,	,	PUNCT
fbem-32007	139	5	ltd	ltd	PROPN
fbem-32007	139	6	.	.	PROPN
fbem-32007	139	7	,	,	PUNCT
fbem-32007	139	8	2024	2024	NUM
fbem-32007	139	9	:	:	PUNCT
fbem-32007	139	10	25	25	NUM
fbem-32007	139	11	-	-	SYM
fbem-32007	139	12	40	40	NUM
fbem-32007	139	13	.	.	PUNCT
fbem-32007	140	1	[	[	X
fbem-32007	140	2	4	4	NUM
fbem-32007	140	3	]	]	X
fbem-32007	140	4	li	li	PROPN
fbem-32007	140	5	hongbing	hongbing	PROPN
fbem-32007	140	6	,	,	PUNCT
fbem-32007	140	7	shen	shen	PROPN
fbem-32007	140	8	mengyuan	mengyuan	PROPN
fbem-32007	140	9	,	,	PUNCT
fbem-32007	140	10	xue	xue	PROPN
fbem-32007	140	11	fangran	fangran	PROPN
fbem-32007	140	12	.	.	PUNCT
fbem-32007	141	1	digital	digital	ADJ
fbem-32007	141	2	technology	technology	NOUN
fbem-32007	141	3	innovation	innovation	NOUN
fbem-32007	141	4	and	and	CCONJ
fbem-32007	141	5	corporate	corporate	ADJ
fbem-32007	141	6	esg	esg	NOUN
fbem-32007	141	7	performance	performance	NOUN
fbem-32007	141	8	:	:	PUNCT
fbem-32007	141	9	empirical	empirical	ADJ
fbem-32007	141	10	evidence	evidence	NOUN
fbem-32007	141	11	from	from	ADP
fbem-32007	141	12	chinese	chinese	ADJ
fbem-32007	141	13	listed	list	VERB
fbem-32007	141	14	companies	company	NOUN
fbem-32007	142	1	[	[	X
fbem-32007	142	2	j	j	X
fbem-32007	142	3	/	/	SYM
fbem-32007	142	4	ol	ol	PROPN
fbem-32007	142	5	]	]	PUNCT
fbem-32007	142	6	.	.	PUNCT
fbem-32007	143	1	journal	journal	PROPN
fbem-32007	143	2	of	of	ADP
fbem-32007	143	3	beijing	beijing	PROPN
fbem-32007	143	4	university	university	PROPN
fbem-32007	143	5	of	of	ADP
fbem-32007	143	6	posts	post	NOUN
fbem-32007	143	7	and	and	CCONJ
fbem-32007	143	8	telecommunicatio	telecommunicatio	NOUN
fbem-32007	143	9	n	n	PROPN
fbem-32007	143	10	s	s	PROPN
fbem-32007	143	11	(	(	PUNCT
fbem-32007	143	12	social	social	ADJ
fbem-32007	143	13	sciences	science	NOUN
fbem-32007	143	14	edition	edition	NOUN
fbem-32007	143	15	)	)	PUNCT
fbem-32007	143	16	,	,	PUNCT
fbem-32007	143	17	1	1	NUM
fbem-32007	143	18	-	-	SYM
fbem-32007	143	19	17	17	NUM
fbem-32007	143	20	[	[	PUNCT
fbem-32007	143	21	2025	2025	NUM
fbem-32007	143	22	-	-	SYM
fbem-32007	143	23	09	09	NUM
fbem-32007	143	24	-	-	SYM
fbem-32007	143	25	12	12	NUM
fbem-32007	143	26	]	]	PUNCT
fbem-32007	143	27	.	.	PUNCT
fbem-32007	144	1	https://doi.org/10.19722/j.cnki.1008-7729.2025.0011	https://doi.org/10.19722/j.cnki.1008-7729.2025.0011	X
fbem-32007	144	2	.	.	PUNCT
fbem-32007	145	1	[	[	X
fbem-32007	145	2	5	5	NUM
fbem-32007	145	3	]	]	X
fbem-32007	145	4	cheng	cheng	PROPN
fbem-32007	145	5	minge	minge	PROPN
fbem-32007	145	6	,	,	PUNCT
fbem-32007	145	7	han	han	PROPN
fbem-32007	145	8	hongli	hongli	PROPN
fbem-32007	145	9	.	.	PUNCT
fbem-32007	146	1	esg	esg	PROPN
fbem-32007	146	2	-	-	PUNCT
fbem-32007	146	3	related	relate	VERB
fbem-32007	146	4	research	research	NOUN
fbem-32007	146	5	:	:	PUNCT
fbem-32007	146	6	review	review	NOUN
fbem-32007	146	7	and	and	CCONJ
fbem-32007	146	8	outlook	outlook	NOUN
fbem-32007	147	1	[	[	X
fbem-32007	147	2	j	j	X
fbem-32007	147	3	]	]	X
fbem-32007	147	4	.	.	PUNCT
fbem-32007	148	1	business	business	NOUN
fbem-32007	148	2	accounting	accounting	NOUN
fbem-32007	148	3	,	,	PUNCT
fbem-32007	148	4	2025	2025	NUM
fbem-32007	148	5	,	,	PUNCT
fbem-32007	148	6	(	(	PUNCT
fbem-32007	148	7	15	15	NUM
fbem-32007	148	8	):	):	PUNCT
fbem-32007	148	9	96	96	NUM
fbem-32007	148	10	-	-	SYM
fbem-32007	148	11	100	100	NUM
fbem-32007	148	12	.	.	PUNCT
fbem-32007	149	1	[	[	X
fbem-32007	149	2	6	6	NUM
fbem-32007	149	3	]	]	X
fbem-32007	149	4	lee	lee	PROPN
fbem-32007	149	5	s	s	PROPN
fbem-32007	149	6	u	u	PROPN
fbem-32007	149	7	,	,	PUNCT
fbem-32007	149	8	perera	perera	PROPN
fbem-32007	149	9	h	h	NOUN
fbem-32007	149	10	,	,	PUNCT
fbem-32007	149	11	liu	liu	PROPN
fbem-32007	149	12	y	y	PROPN
fbem-32007	149	13	et	et	PROPN
fbem-32007	149	14	al	al	PROPN
fbem-32007	149	15	.	.	PUNCT
fbem-32007	149	16	integration	integration	NOUN
fbem-32007	149	17	of	of	ADP
fbem-32007	149	18	esg	esg	PROPN
fbem-32007	149	19	and	and	CCONJ
fbem-32007	149	20	artificial	artificial	ADJ
fbem-32007	149	21	intelligence	intelligence	NOUN
fbem-32007	149	22	:	:	PUNCT
fbem-32007	149	23	a	a	DET
fbem-32007	149	24	comprehensive	comprehensive	ADJ
fbem-32007	149	25	responsible	responsible	ADJ
fbem-32007	149	26	artificial	artificial	ADJ
fbem-32007	149	27	intelligen	intelligen	PROPN
fbem-32007	149	28	ce	ce	PROPN
fbem-32007	149	29	assessment	assessment	NOUN
fbem-32007	149	30	framework	framework	NOUN
fbem-32007	150	1	[	[	X
fbem-32007	150	2	j	j	X
fbem-32007	150	3	]	]	X
fbem-32007	150	4	.	.	PUNCT
fbem-32007	151	1	artificial	artificial	ADJ
fbem-32007	151	2	intelligence	intelligence	NOUN
fbem-32007	151	3	and	and	CCONJ
fbem-32007	151	4	ethics	ethic	NOUN
fbem-32007	151	5	,	,	PUNCT
fbem-32007	151	6	2025	2025	NUM
fbem-32007	151	7	:	:	PUNCT
fbem-32007	151	8	1	1	NUM
fbem-32007	151	9	-	-	SYM
fbem-32007	151	10	28	28	NUM
fbem-32007	151	11	.	.	PUNCT