id	sid	tid	token	lemma	pos
fcis-31002	1	1	frontiers	frontier	NOUN
fcis-31002	1	2	in	in	ADP
fcis-31002	1	3	computing	computing	NOUN
fcis-31002	1	4	and	and	CCONJ
fcis-31002	1	5	intelligent	intelligent	ADJ
fcis-31002	1	6	systems	system	NOUN
fcis-31002	1	7	issn	issn	VERB
fcis-31002	1	8	:	:	PUNCT
fcis-31002	1	9	2832	2832	NUM
fcis-31002	1	10	-	-	SYM
fcis-31002	1	11	6024	6024	NUM
fcis-31002	1	12	|	|	NOUN
fcis-31002	1	13	vol	vol	NOUN
fcis-31002	1	14	.	.	PROPN
fcis-31002	2	1	12	12	NUM
fcis-31002	2	2	,	,	PUNCT
fcis-31002	2	3	no	no	INTJ
fcis-31002	2	4	.	.	NOUN
fcis-31002	2	5	2	2	NUM
fcis-31002	2	6	,	,	PUNCT
fcis-31002	2	7	2025	2025	NUM
fcis-31002	2	8	77	77	NUM
fcis-31002	2	9	optimizing	optimize	VERB
fcis-31002	2	10	the	the	DET
fcis-31002	2	11	integration	integration	NOUN
fcis-31002	2	12	of	of	ADP
fcis-31002	2	13	enterprise	enterprise	NOUN
fcis-31002	2	14	data	datum	NOUN
fcis-31002	2	15	warehouses	warehouse	NOUN
fcis-31002	2	16	and	and	CCONJ
fcis-31002	2	17	large	large	ADJ
fcis-31002	2	18	language	language	NOUN
fcis-31002	2	19	models	model	NOUN
fcis-31002	2	20	wentao	wentao	PROPN
fcis-31002	3	1	xu	xu	PROPN
fcis-31002	4	1	*	*	PUNCT
fcis-31002	4	2	hangzhou	hangzhou	PROPN
fcis-31002	4	3	huaguang	huaguang	PROPN
fcis-31002	4	4	advanced	advanced	ADJ
fcis-31002	4	5	welding	welding	NOUN
fcis-31002	4	6	materials	materials	PROPN
fcis-31002	4	7	co.	co.	PROPN
fcis-31002	4	8	,	,	PUNCT
fcis-31002	4	9	ltd	ltd	PROPN
fcis-31002	4	10	.	.	PROPN
fcis-31002	4	11	,	,	PUNCT
fcis-31002	4	12	hangzhou	hangzhou	PROPN
fcis-31002	4	13	,	,	PUNCT
fcis-31002	4	14	zhejiang	zhejiang	PROPN
fcis-31002	4	15	311100	311100	NUM
fcis-31002	4	16	,	,	PUNCT
fcis-31002	4	17	china	china	PROPN
fcis-31002	4	18	*	*	PUNCT
fcis-31002	4	19	corresponding	correspond	VERB
fcis-31002	4	20	author	author	NOUN
fcis-31002	4	21	email	email	NOUN
fcis-31002	4	22	:	:	PUNCT
fcis-31002	4	23	270821734@qq.com	270821734@qq.com	NUM
fcis-31002	4	24	abstract	abstract	NOUN
fcis-31002	4	25	:	:	PUNCT
fcis-31002	4	26	with	with	ADP
fcis-31002	4	27	the	the	DET
fcis-31002	4	28	in	in	ADP
fcis-31002	4	29	-	-	PUNCT
fcis-31002	4	30	depth	depth	NOUN
fcis-31002	4	31	advancement	advancement	NOUN
fcis-31002	4	32	of	of	ADP
fcis-31002	4	33	the	the	DET
fcis-31002	4	34	digital	digital	ADJ
fcis-31002	4	35	transformation	transformation	NOUN
fcis-31002	4	36	strategy	strategy	NOUN
fcis-31002	4	37	,	,	PUNCT
fcis-31002	4	38	enterprise	enterprise	NOUN
fcis-31002	4	39	-	-	PUNCT
fcis-31002	4	40	level	level	NOUN
fcis-31002	4	41	data	datum	NOUN
fcis-31002	4	42	warehouses	warehouse	NOUN
fcis-31002	4	43	,	,	PUNCT
fcis-31002	4	44	as	as	ADP
fcis-31002	4	45	the	the	DET
fcis-31002	4	46	core	core	NOUN
fcis-31002	4	47	infrastructure	infrastructure	NOUN
fcis-31002	4	48	for	for	ADP
fcis-31002	4	49	intelligent	intelligent	ADJ
fcis-31002	4	50	decision	decision	NOUN
fcis-31002	4	51	-	-	PUNCT
fcis-31002	4	52	making	making	NOUN
fcis-31002	4	53	,	,	PUNCT
fcis-31002	4	54	are	be	AUX
fcis-31002	4	55	confronted	confront	VERB
fcis-31002	4	56	with	with	ADP
fcis-31002	4	57	technical	technical	ADJ
fcis-31002	4	58	bottlenecks	bottleneck	NOUN
fcis-31002	4	59	such	such	ADJ
fcis-31002	4	60	as	as	ADP
fcis-31002	4	61	insufficient	insufficient	ADJ
fcis-31002	4	62	dynamic	dynamic	ADJ
fcis-31002	4	63	expansion	expansion	NOUN
fcis-31002	4	64	capabilities	capability	NOUN
fcis-31002	4	65	and	and	CCONJ
fcis-31002	4	66	low	low	ADJ
fcis-31002	4	67	real	real	ADJ
fcis-31002	4	68	-	-	PUNCT
fcis-31002	4	69	time	time	NOUN
fcis-31002	4	70	analysis	analysis	NOUN
fcis-31002	4	71	efficiency	efficiency	NOUN
fcis-31002	4	72	.	.	PUNCT
fcis-31002	5	1	however	however	ADV
fcis-31002	5	2	,	,	PUNCT
fcis-31002	5	3	the	the	DET
fcis-31002	5	4	rapid	rapid	ADJ
fcis-31002	5	5	development	development	NOUN
fcis-31002	5	6	of	of	ADP
fcis-31002	5	7	large	large	ADJ
fcis-31002	5	8	language	language	NOUN
fcis-31002	5	9	model	model	NOUN
fcis-31002	5	10	technology	technology	NOUN
fcis-31002	5	11	provides	provide	VERB
fcis-31002	5	12	a	a	DET
fcis-31002	5	13	new	new	ADJ
fcis-31002	5	14	path	path	NOUN
fcis-31002	5	15	for	for	ADP
fcis-31002	5	16	the	the	DET
fcis-31002	5	17	intelligence	intelligence	NOUN
fcis-31002	5	18	of	of	ADP
fcis-31002	5	19	data	datum	NOUN
fcis-31002	5	20	processing	processing	NOUN
fcis-31002	5	21	.	.	PUNCT
fcis-31002	6	1	this	this	DET
fcis-31002	6	2	paper	paper	NOUN
fcis-31002	6	3	systematically	systematically	ADV
fcis-31002	6	4	explores	explore	VERB
fcis-31002	6	5	the	the	DET
fcis-31002	6	6	integration	integration	NOUN
fcis-31002	6	7	logic	logic	NOUN
fcis-31002	6	8	and	and	CCONJ
fcis-31002	6	9	technical	technical	ADJ
fcis-31002	6	10	adaptability	adaptability	NOUN
fcis-31002	6	11	of	of	ADP
fcis-31002	6	12	the	the	DET
fcis-31002	6	13	two	two	NUM
fcis-31002	6	14	types	type	NOUN
fcis-31002	6	15	of	of	ADP
fcis-31002	6	16	technologies	technology	NOUN
fcis-31002	6	17	,	,	PUNCT
fcis-31002	6	18	revealing	reveal	VERB
fcis-31002	6	19	the	the	DET
fcis-31002	6	20	feasibility	feasibility	NOUN
fcis-31002	6	21	of	of	ADP
fcis-31002	6	22	upgrading	upgrade	VERB
fcis-31002	6	23	the	the	DET
fcis-31002	6	24	data	data	NOUN
fcis-31002	6	25	processing	processing	NOUN
fcis-31002	6	26	paradigm	paradigm	NOUN
fcis-31002	6	27	through	through	ADP
fcis-31002	6	28	model	model	NOUN
fcis-31002	6	29	light	light	ADJ
fcis-31002	6	30	-	-	PUNCT
fcis-31002	6	31	weighting	weight	VERB
fcis-31002	6	32	technology	technology	NOUN
fcis-31002	6	33	.	.	PUNCT
fcis-31002	7	1	this	this	DET
fcis-31002	7	2	study	study	NOUN
fcis-31002	7	3	reviews	review	VERB
fcis-31002	7	4	the	the	DET
fcis-31002	7	5	application	application	NOUN
fcis-31002	7	6	efficiency	efficiency	NOUN
fcis-31002	7	7	of	of	ADP
fcis-31002	7	8	the	the	DET
fcis-31002	7	9	existing	exist	VERB
fcis-31002	7	10	system	system	NOUN
fcis-31002	7	11	in	in	ADP
fcis-31002	7	12	scenarios	scenario	NOUN
fcis-31002	7	13	such	such	ADJ
fcis-31002	7	14	as	as	ADP
fcis-31002	7	15	real	real	ADJ
fcis-31002	7	16	-	-	PUNCT
fcis-31002	7	17	time	time	NOUN
fcis-31002	7	18	analysis	analysis	NOUN
fcis-31002	7	19	and	and	CCONJ
fcis-31002	7	20	resource	resource	NOUN
fcis-31002	7	21	allocation	allocation	NOUN
fcis-31002	7	22	from	from	ADP
fcis-31002	7	23	the	the	DET
fcis-31002	7	24	perspective	perspective	NOUN
fcis-31002	7	25	of	of	ADP
fcis-31002	7	26	technical	technical	ADJ
fcis-31002	7	27	synergy	synergy	NOUN
fcis-31002	7	28	,	,	PUNCT
fcis-31002	7	29	and	and	CCONJ
fcis-31002	7	30	demonstrates	demonstrate	VERB
fcis-31002	7	31	the	the	DET
fcis-31002	7	32	development	development	NOUN
fcis-31002	7	33	trend	trend	NOUN
fcis-31002	7	34	of	of	ADP
fcis-31002	7	35	the	the	DET
fcis-31002	7	36	converged	converge	VERB
fcis-31002	7	37	architecture	architecture	NOUN
fcis-31002	7	38	in	in	ADP
fcis-31002	7	39	directions	direction	NOUN
fcis-31002	7	40	such	such	ADJ
fcis-31002	7	41	as	as	ADP
fcis-31002	7	42	trusted	trust	VERB
fcis-31002	7	43	computing	computing	NOUN
fcis-31002	7	44	and	and	CCONJ
fcis-31002	7	45	multi	multi	ADJ
fcis-31002	7	46	-	-	ADJ
fcis-31002	7	47	modal	modal	ADJ
fcis-31002	7	48	processing	processing	NOUN
fcis-31002	7	49	.	.	PUNCT
fcis-31002	8	1	this	this	DET
fcis-31002	8	2	paper	paper	NOUN
fcis-31002	8	3	provides	provide	VERB
fcis-31002	8	4	a	a	DET
fcis-31002	8	5	theoretical	theoretical	ADJ
fcis-31002	8	6	framework	framework	NOUN
fcis-31002	8	7	and	and	CCONJ
fcis-31002	8	8	practical	practical	ADJ
fcis-31002	8	9	reference	reference	NOUN
fcis-31002	8	10	for	for	ADP
fcis-31002	8	11	constructing	construct	VERB
fcis-31002	8	12	a	a	DET
fcis-31002	8	13	new	new	ADJ
fcis-31002	8	14	generation	generation	NOUN
fcis-31002	8	15	of	of	ADP
fcis-31002	8	16	data	datum	NOUN
fcis-31002	8	17	infrastructure	infrastructure	NOUN
fcis-31002	8	18	that	that	PRON
fcis-31002	8	19	supports	support	VERB
fcis-31002	8	20	dynamic	dynamic	ADJ
fcis-31002	8	21	optimization	optimization	NOUN
fcis-31002	8	22	and	and	CCONJ
fcis-31002	8	23	intelligent	intelligent	ADJ
fcis-31002	8	24	decision	decision	NOUN
fcis-31002	8	25	-	-	PUNCT
fcis-31002	8	26	making	making	NOUN
fcis-31002	8	27	,	,	PUNCT
fcis-31002	8	28	and	and	CCONJ
fcis-31002	8	29	has	have	VERB
fcis-31002	8	30	guiding	guide	VERB
fcis-31002	8	31	significance	significance	NOUN
fcis-31002	8	32	for	for	ADP
fcis-31002	8	33	promoting	promote	VERB
fcis-31002	8	34	the	the	DET
fcis-31002	8	35	release	release	NOUN
fcis-31002	8	36	of	of	ADP
fcis-31002	8	37	the	the	DET
fcis-31002	8	38	value	value	NOUN
fcis-31002	8	39	of	of	ADP
fcis-31002	8	40	data	datum	NOUN
fcis-31002	8	41	elements	element	NOUN
fcis-31002	8	42	.	.	PUNCT
fcis-31002	9	1	keywords	keyword	NOUN
fcis-31002	9	2	:	:	PUNCT
fcis-31002	9	3	data	datum	NOUN
fcis-31002	9	4	warehouse	warehouse	NOUN
fcis-31002	9	5	;	;	PUNCT
fcis-31002	9	6	large	large	ADJ
fcis-31002	9	7	language	language	NOUN
fcis-31002	9	8	model	model	NOUN
fcis-31002	9	9	;	;	PUNCT
fcis-31002	9	10	efficient	efficient	ADJ
fcis-31002	9	11	fine	fine	ADV
fcis-31002	9	12	-	-	PUNCT
fcis-31002	9	13	tuning	tuning	NOUN
fcis-31002	9	14	;	;	PUNCT
fcis-31002	9	15	intelligent	intelligent	ADJ
fcis-31002	9	16	data	datum	NOUN
fcis-31002	9	17	analysis	analysis	NOUN
fcis-31002	9	18	.	.	PUNCT
fcis-31002	10	1	1	1	X
fcis-31002	10	2	.	.	X
fcis-31002	10	3	introduction	introduction	NOUN
fcis-31002	10	4	with	with	ADP
fcis-31002	10	5	the	the	DET
fcis-31002	10	6	in	in	ADP
fcis-31002	10	7	-	-	PUNCT
fcis-31002	10	8	depth	depth	NOUN
fcis-31002	10	9	advancement	advancement	NOUN
fcis-31002	10	10	of	of	ADP
fcis-31002	10	11	the	the	DET
fcis-31002	10	12	digital	digital	ADJ
fcis-31002	10	13	transformation	transformation	NOUN
fcis-31002	10	14	strategy	strategy	NOUN
fcis-31002	10	15	on	on	ADP
fcis-31002	10	16	a	a	DET
fcis-31002	10	17	global	global	ADJ
fcis-31002	10	18	scale	scale	NOUN
fcis-31002	10	19	,	,	PUNCT
fcis-31002	10	20	enterprise	enterprise	NOUN
fcis-31002	10	21	-	-	PUNCT
fcis-31002	10	22	level	level	NOUN
fcis-31002	10	23	data	datum	NOUN
fcis-31002	10	24	warehouses	warehouse	NOUN
fcis-31002	10	25	,	,	PUNCT
fcis-31002	10	26	as	as	SCONJ
fcis-31002	10	27	the	the	DET
fcis-31002	10	28	core	core	NOUN
fcis-31002	10	29	infrastructure	infrastructure	NOUN
fcis-31002	10	30	supporting	support	VERB
fcis-31002	10	31	intelligent	intelligent	ADJ
fcis-31002	10	32	decision	decision	NOUN
fcis-31002	10	33	-	-	PUNCT
fcis-31002	10	34	making	making	NOUN
fcis-31002	10	35	,	,	PUNCT
fcis-31002	10	36	are	be	AUX
fcis-31002	10	37	facing	face	VERB
fcis-31002	10	38	a	a	DET
fcis-31002	10	39	critical	critical	ADJ
fcis-31002	10	40	turning	turning	NOUN
fcis-31002	10	41	point	point	NOUN
fcis-31002	10	42	in	in	ADP
fcis-31002	10	43	their	their	PRON
fcis-31002	10	44	technological	technological	ADJ
fcis-31002	10	45	evolution	evolution	NOUN
fcis-31002	10	46	.	.	PUNCT
fcis-31002	11	1	the	the	DET
fcis-31002	11	2	country	country	NOUN
fcis-31002	11	3	's	's	PART
fcis-31002	11	4	"	"	PUNCT
fcis-31002	11	5	14th	14th	ADJ
fcis-31002	11	6	five	five	NUM
fcis-31002	11	7	-	-	PUNCT
fcis-31002	11	8	year	year	NOUN
fcis-31002	11	9	plan	plan	NOUN
fcis-31002	11	10	"	"	PUNCT
fcis-31002	11	11	for	for	ADP
fcis-31002	11	12	the	the	DET
fcis-31002	11	13	development	development	NOUN
fcis-31002	11	14	of	of	ADP
fcis-31002	11	15	the	the	DET
fcis-31002	11	16	digital	digital	ADJ
fcis-31002	11	17	economy	economy	NOUN
fcis-31002	11	18	clearly	clearly	ADV
fcis-31002	11	19	states	state	VERB
fcis-31002	11	20	that	that	SCONJ
fcis-31002	11	21	a	a	DET
fcis-31002	11	22	data	data	NOUN
fcis-31002	11	23	element	element	NOUN
fcis-31002	11	24	market	market	NOUN
fcis-31002	11	25	system	system	NOUN
fcis-31002	11	26	should	should	AUX
fcis-31002	11	27	be	be	AUX
fcis-31002	11	28	established	establish	VERB
fcis-31002	11	29	to	to	PART
fcis-31002	11	30	drive	drive	VERB
fcis-31002	11	31	enterprise	enterprise	NOUN
fcis-31002	11	32	-	-	PUNCT
fcis-31002	11	33	level	level	NOUN
fcis-31002	11	34	data	data	NOUN
fcis-31002	11	35	platforms	platform	NOUN
fcis-31002	11	36	to	to	PART
fcis-31002	11	37	upgrade	upgrade	VERB
fcis-31002	11	38	towards	towards	ADP
fcis-31002	11	39	real	real	ADJ
fcis-31002	11	40	-	-	PUNCT
fcis-31002	11	41	time	time	NOUN
fcis-31002	11	42	and	and	CCONJ
fcis-31002	11	43	intelligent	intelligent	ADJ
fcis-31002	11	44	directions	direction	NOUN
fcis-31002	11	45	.	.	PUNCT
fcis-31002	12	1	the	the	DET
fcis-31002	12	2	current	current	ADJ
fcis-31002	12	3	mainstream	mainstream	NOUN
fcis-31002	12	4	data	datum	NOUN
fcis-31002	12	5	warehouses	warehouse	NOUN
fcis-31002	12	6	,	,	PUNCT
fcis-31002	12	7	through	through	ADP
fcis-31002	12	8	the	the	DET
fcis-31002	12	9	integration	integration	NOUN
fcis-31002	12	10	of	of	ADP
fcis-31002	12	11	htap	htap	NOUN
fcis-31002	12	12	architecture	architecture	NOUN
fcis-31002	12	13	and	and	CCONJ
fcis-31002	12	14	cloud	cloud	NOUN
fcis-31002	12	15	computing	computing	NOUN
fcis-31002	12	16	technology	technology	NOUN
fcis-31002	12	17	,	,	PUNCT
fcis-31002	12	18	have	have	AUX
fcis-31002	12	19	achieved	achieve	VERB
fcis-31002	12	20	large	large	ADJ
fcis-31002	12	21	-	-	PUNCT
fcis-31002	12	22	scale	scale	NOUN
fcis-31002	12	23	applications	application	NOUN
fcis-31002	12	24	in	in	ADP
fcis-31002	12	25	fields	field	NOUN
fcis-31002	12	26	such	such	ADJ
fcis-31002	12	27	as	as	ADP
fcis-31002	12	28	financial	financial	ADJ
fcis-31002	12	29	risk	risk	NOUN
fcis-31002	12	30	control	control	NOUN
fcis-31002	12	31	and	and	CCONJ
fcis-31002	12	32	supply	supply	NOUN
fcis-31002	12	33	chain	chain	NOUN
fcis-31002	12	34	optimization	optimization	NOUN
fcis-31002	12	35	.	.	PUNCT
fcis-31002	13	1	however	however	ADV
fcis-31002	13	2	,	,	PUNCT
fcis-31002	13	3	bottlenecks	bottleneck	NOUN
fcis-31002	13	4	such	such	ADJ
fcis-31002	13	5	as	as	ADP
fcis-31002	13	6	insufficient	insufficient	ADJ
fcis-31002	13	7	dynamic	dynamic	ADJ
fcis-31002	13	8	expansion	expansion	NOUN
fcis-31002	13	9	capabilities	capability	NOUN
fcis-31002	13	10	and	and	CCONJ
fcis-31002	13	11	low	low	ADJ
fcis-31002	13	12	real	real	ADJ
fcis-31002	13	13	-	-	PUNCT
fcis-31002	13	14	time	time	NOUN
fcis-31002	13	15	analysis	analysis	NOUN
fcis-31002	13	16	efficiency	efficiency	NOUN
fcis-31002	13	17	have	have	AUX
fcis-31002	13	18	become	become	VERB
fcis-31002	13	19	increasingly	increasingly	ADV
fcis-31002	13	20	prominent	prominent	ADJ
fcis-31002	13	21	.	.	PUNCT
fcis-31002	14	1	meanwhile	meanwhile	ADV
fcis-31002	14	2	,	,	PUNCT
fcis-31002	14	3	large	large	ADJ
fcis-31002	14	4	language	language	NOUN
fcis-31002	14	5	model	model	NOUN
fcis-31002	14	6	technology	technology	NOUN
fcis-31002	14	7	,	,	PUNCT
fcis-31002	14	8	with	with	ADP
fcis-31002	14	9	its	its	PRON
fcis-31002	14	10	powerful	powerful	ADJ
fcis-31002	14	11	semantic	semantic	ADJ
fcis-31002	14	12	understanding	understanding	NOUN
fcis-31002	14	13	and	and	CCONJ
fcis-31002	14	14	generation	generation	NOUN
fcis-31002	14	15	capabilities	capability	NOUN
fcis-31002	14	16	,	,	PUNCT
fcis-31002	14	17	is	be	AUX
fcis-31002	14	18	gradually	gradually	ADV
fcis-31002	14	19	penetrating	penetrate	VERB
fcis-31002	14	20	the	the	DET
fcis-31002	14	21	entire	entire	ADJ
fcis-31002	14	22	data	datum	NOUN
fcis-31002	14	23	processing	processing	NOUN
fcis-31002	14	24	process	process	NOUN
fcis-31002	14	25	.	.	PUNCT
fcis-31002	15	1	the	the	DET
fcis-31002	15	2	ai	ai	PROPN
fcis-31002	15	3	risk	risk	NOUN
fcis-31002	15	4	management	management	NOUN
fcis-31002	15	5	framework	framework	NOUN
fcis-31002	15	6	released	release	VERB
fcis-31002	15	7	by	by	ADP
fcis-31002	15	8	the	the	DET
fcis-31002	15	9	national	national	PROPN
fcis-31002	15	10	institute	institute	PROPN
fcis-31002	15	11	of	of	ADP
fcis-31002	15	12	standards	standard	NOUN
fcis-31002	15	13	and	and	CCONJ
fcis-31002	15	14	technology	technology	NOUN
fcis-31002	15	15	(	(	PUNCT
fcis-31002	15	16	nist	nist	NOUN
fcis-31002	15	17	)	)	PUNCT
fcis-31002	15	18	of	of	ADP
fcis-31002	15	19	the	the	DET
fcis-31002	15	20	united	united	PROPN
fcis-31002	15	21	states	states	PROPN
fcis-31002	15	22	has	have	AUX
fcis-31002	15	23	even	even	ADV
fcis-31002	15	24	listed	list	VERB
fcis-31002	15	25	the	the	DET
fcis-31002	15	26	lightweight	lightweight	ADJ
fcis-31002	15	27	deployment	deployment	NOUN
fcis-31002	15	28	of	of	ADP
fcis-31002	15	29	models	model	NOUN
fcis-31002	15	30	as	as	ADP
fcis-31002	15	31	a	a	DET
fcis-31002	15	32	key	key	ADJ
fcis-31002	15	33	development	development	NOUN
fcis-31002	15	34	area	area	NOUN
fcis-31002	15	35	.	.	PUNCT
fcis-31002	16	1	this	this	DET
fcis-31002	16	2	study	study	NOUN
fcis-31002	16	3	focuses	focus	VERB
fcis-31002	16	4	on	on	ADP
fcis-31002	16	5	exploring	explore	VERB
fcis-31002	16	6	the	the	DET
fcis-31002	16	7	internal	internal	ADJ
fcis-31002	16	8	logic	logic	NOUN
fcis-31002	16	9	and	and	CCONJ
fcis-31002	16	10	technical	technical	ADJ
fcis-31002	16	11	path	path	NOUN
fcis-31002	16	12	of	of	ADP
fcis-31002	16	13	the	the	DET
fcis-31002	16	14	integration	integration	NOUN
fcis-31002	16	15	of	of	ADP
fcis-31002	16	16	enterprise	enterprise	NOUN
fcis-31002	16	17	-	-	PUNCT
fcis-31002	16	18	level	level	NOUN
fcis-31002	16	19	data	data	NOUN
fcis-31002	16	20	warehouses	warehouse	NOUN
fcis-31002	16	21	and	and	CCONJ
fcis-31002	16	22	large	large	ADJ
fcis-31002	16	23	language	language	NOUN
fcis-31002	16	24	model	model	NOUN
fcis-31002	16	25	technologies	technology	NOUN
fcis-31002	16	26	,	,	PUNCT
fcis-31002	16	27	and	and	CCONJ
fcis-31002	16	28	systematically	systematically	ADV
fcis-31002	16	29	analyzes	analyze	VERB
fcis-31002	16	30	the	the	DET
fcis-31002	16	31	complementary	complementary	ADJ
fcis-31002	16	32	of	of	ADP
fcis-31002	16	33	the	the	DET
fcis-31002	16	34	two	two	NUM
fcis-31002	16	35	types	type	NOUN
fcis-31002	16	36	of	of	ADP
fcis-31002	16	37	technologies	technology	NOUN
fcis-31002	16	38	in	in	ADP
fcis-31002	16	39	terms	term	NOUN
fcis-31002	16	40	of	of	ADP
fcis-31002	16	41	data	datum	NOUN
fcis-31002	16	42	processing	processing	NOUN
fcis-31002	16	43	paradigms	paradigm	NOUN
fcis-31002	16	44	,	,	PUNCT
fcis-31002	16	45	system	system	NOUN
fcis-31002	16	46	architecture	architecture	NOUN
fcis-31002	16	47	characteristics	characteristic	NOUN
fcis-31002	16	48	,	,	PUNCT
fcis-31002	16	49	and	and	CCONJ
fcis-31002	16	50	optimization	optimization	NOUN
fcis-31002	16	51	mechanisms	mechanism	NOUN
fcis-31002	16	52	.	.	PUNCT
fcis-31002	17	1	by	by	ADP
fcis-31002	17	2	sorting	sort	VERB
fcis-31002	17	3	out	out	ADP
fcis-31002	17	4	the	the	DET
fcis-31002	17	5	technical	technical	ADJ
fcis-31002	17	6	bottlenecks	bottleneck	NOUN
fcis-31002	17	7	of	of	ADP
fcis-31002	17	8	the	the	DET
fcis-31002	17	9	data	data	NOUN
fcis-31002	17	10	warehouse	warehouse	NOUN
fcis-31002	17	11	in	in	ADP
fcis-31002	17	12	aspects	aspect	NOUN
fcis-31002	17	13	such	such	ADJ
fcis-31002	17	14	as	as	ADP
fcis-31002	17	15	dynamic	dynamic	ADJ
fcis-31002	17	16	optimization	optimization	NOUN
fcis-31002	17	17	of	of	ADP
fcis-31002	17	18	multi	multi	ADJ
fcis-31002	17	19	-	-	ADJ
fcis-31002	17	20	dimensional	dimensional	ADJ
fcis-31002	17	21	indexes	index	NOUN
fcis-31002	17	22	and	and	CCONJ
fcis-31002	17	23	elastic	elastic	ADJ
fcis-31002	17	24	architecture	architecture	NOUN
fcis-31002	17	25	design	design	NOUN
fcis-31002	17	26	,	,	PUNCT
fcis-31002	17	27	combined	combine	VERB
fcis-31002	17	28	with	with	ADP
fcis-31002	17	29	the	the	DET
fcis-31002	17	30	latest	late	ADJ
fcis-31002	17	31	progress	progress	NOUN
fcis-31002	17	32	of	of	ADP
fcis-31002	17	33	large	large	ADJ
fcis-31002	17	34	language	language	NOUN
fcis-31002	17	35	models	model	NOUN
fcis-31002	17	36	in	in	ADP
fcis-31002	17	37	the	the	DET
fcis-31002	17	38	fields	field	NOUN
fcis-31002	17	39	of	of	ADP
fcis-31002	17	40	lowcost	lowcost	PROPN
fcis-31002	17	41	fine	fine	ADV
fcis-31002	17	42	-	-	PUNCT
fcis-31002	17	43	tuning	tuning	NOUN
fcis-31002	17	44	and	and	CCONJ
fcis-31002	17	45	private	private	ADJ
fcis-31002	17	46	deployment	deployment	NOUN
fcis-31002	17	47	,	,	PUNCT
fcis-31002	17	48	the	the	DET
fcis-31002	17	49	feasibility	feasibility	NOUN
fcis-31002	17	50	of	of	ADP
fcis-31002	17	51	achieving	achieve	VERB
fcis-31002	17	52	intelligent	intelligent	ADJ
fcis-31002	17	53	upgrading	upgrading	NOUN
fcis-31002	17	54	of	of	ADP
fcis-31002	17	55	data	datum	NOUN
fcis-31002	17	56	processing	process	VERB
fcis-31002	17	57	through	through	ADP
fcis-31002	17	58	efficient	efficient	ADJ
fcis-31002	17	59	parameter	parameter	NOUN
fcis-31002	17	60	fine	fine	ADV
fcis-31002	17	61	-	-	PUNCT
fcis-31002	17	62	tuning	tune	VERB
fcis-31002	17	63	technology	technology	NOUN
fcis-31002	17	64	is	be	AUX
fcis-31002	17	65	revealed	reveal	VERB
fcis-31002	17	66	.	.	PUNCT
fcis-31002	18	1	this	this	DET
fcis-31002	18	2	paper	paper	NOUN
fcis-31002	18	3	comprehensively	comprehensively	ADV
fcis-31002	18	4	reviews	review	VERB
fcis-31002	18	5	the	the	DET
fcis-31002	18	6	application	application	NOUN
fcis-31002	18	7	efficiency	efficiency	NOUN
fcis-31002	18	8	of	of	ADP
fcis-31002	18	9	the	the	DET
fcis-31002	18	10	existing	exist	VERB
fcis-31002	18	11	technical	technical	ADJ
fcis-31002	18	12	system	system	NOUN
fcis-31002	18	13	in	in	ADP
fcis-31002	18	14	scenarios	scenario	NOUN
fcis-31002	18	15	such	such	ADJ
fcis-31002	18	16	as	as	ADP
fcis-31002	18	17	real	real	ADJ
fcis-31002	18	18	-	-	PUNCT
fcis-31002	18	19	time	time	NOUN
fcis-31002	18	20	data	datum	NOUN
fcis-31002	18	21	analysis	analysis	NOUN
fcis-31002	18	22	and	and	CCONJ
fcis-31002	18	23	dynamic	dynamic	ADJ
fcis-31002	18	24	resource	resource	NOUN
fcis-31002	18	25	allocation	allocation	NOUN
fcis-31002	18	26	from	from	ADP
fcis-31002	18	27	three	three	NUM
fcis-31002	18	28	dimensions	dimension	NOUN
fcis-31002	18	29	:	:	PUNCT
fcis-31002	18	30	technical	technical	ADJ
fcis-31002	18	31	adaptability	adaptability	NOUN
fcis-31002	18	32	,	,	PUNCT
fcis-31002	18	33	system	system	NOUN
fcis-31002	18	34	collaboration	collaboration	NOUN
fcis-31002	18	35	,	,	PUNCT
fcis-31002	18	36	and	and	CCONJ
fcis-31002	18	37	industrial	industrial	ADJ
fcis-31002	18	38	implementation	implementation	NOUN
fcis-31002	18	39	.	.	PUNCT
fcis-31002	19	1	it	it	PRON
fcis-31002	19	2	also	also	ADV
fcis-31002	19	3	explores	explore	VERB
fcis-31002	19	4	the	the	DET
fcis-31002	19	5	development	development	NOUN
fcis-31002	19	6	trends	trend	NOUN
fcis-31002	19	7	of	of	ADP
fcis-31002	19	8	the	the	DET
fcis-31002	19	9	integrated	integrate	VERB
fcis-31002	19	10	architecture	architecture	NOUN
fcis-31002	19	11	in	in	ADP
fcis-31002	19	12	directions	direction	NOUN
fcis-31002	19	13	such	such	ADJ
fcis-31002	19	14	as	as	ADP
fcis-31002	19	15	trusted	trust	VERB
fcis-31002	19	16	computing	computing	NOUN
fcis-31002	19	17	and	and	CCONJ
fcis-31002	19	18	multimodal	multimodal	NOUN
fcis-31002	19	19	processing	processing	NOUN
fcis-31002	19	20	,	,	PUNCT
fcis-31002	19	21	providing	provide	VERB
fcis-31002	19	22	theoretical	theoretical	ADJ
fcis-31002	19	23	references	reference	NOUN
fcis-31002	19	24	and	and	CCONJ
fcis-31002	19	25	practical	practical	ADJ
fcis-31002	19	26	guidance	guidance	NOUN
fcis-31002	19	27	for	for	ADP
fcis-31002	19	28	building	build	VERB
fcis-31002	19	29	a	a	DET
fcis-31002	19	30	new	new	ADJ
fcis-31002	19	31	generation	generation	NOUN
fcis-31002	19	32	of	of	ADP
fcis-31002	19	33	intelligent	intelligent	ADJ
fcis-31002	19	34	data	datum	NOUN
fcis-31002	19	35	infrastructure	infrastructure	NOUN
fcis-31002	19	36	.	.	PUNCT
fcis-31002	20	1	2	2	X
fcis-31002	20	2	.	.	X
fcis-31002	20	3	current	current	ADJ
fcis-31002	20	4	situation	situation	NOUN
fcis-31002	20	5	and	and	CCONJ
fcis-31002	20	6	challenges	challenge	VERB
fcis-31002	20	7	2.1	2.1	NUM
fcis-31002	20	8	.	.	PUNCT
fcis-31002	21	1	core	core	NOUN
fcis-31002	21	2	features	feature	NOUN
fcis-31002	21	3	and	and	CCONJ
fcis-31002	21	4	use	use	VERB
fcis-31002	21	5	cases	case	NOUN
fcis-31002	21	6	of	of	ADP
fcis-31002	21	7	enterprise	enterprise	NOUN
fcis-31002	21	8	data	datum	NOUN
fcis-31002	21	9	warehouses	warehouse	NOUN
fcis-31002	21	10	as	as	ADP
fcis-31002	21	11	the	the	DET
fcis-31002	21	12	core	core	NOUN
fcis-31002	21	13	hub	hub	NOUN
fcis-31002	21	14	of	of	ADP
fcis-31002	21	15	modern	modern	ADJ
fcis-31002	21	16	enterprise	enterprise	NOUN
fcis-31002	21	17	data	datum	NOUN
fcis-31002	21	18	assets	asset	NOUN
fcis-31002	21	19	,	,	PUNCT
fcis-31002	21	20	the	the	DET
fcis-31002	21	21	core	core	NOUN
fcis-31002	21	22	functions	function	NOUN
fcis-31002	21	23	and	and	CCONJ
fcis-31002	21	24	application	application	NOUN
fcis-31002	21	25	scenarios	scenario	NOUN
fcis-31002	21	26	of	of	ADP
fcis-31002	21	27	enterprise	enterprise	NOUN
fcis-31002	21	28	-	-	PUNCT
fcis-31002	21	29	level	level	NOUN
fcis-31002	21	30	data	data	NOUN
fcis-31002	21	31	warehouses	warehouse	NOUN
fcis-31002	21	32	directly	directly	ADV
fcis-31002	21	33	determine	determine	VERB
fcis-31002	21	34	the	the	DET
fcis-31002	21	35	enterprise	enterprise	NOUN
fcis-31002	21	36	's	's	PART
fcis-31002	21	37	data	data	NOUN
fcis-31002	21	38	-	-	PUNCT
fcis-31002	21	39	driven	drive	VERB
fcis-31002	21	40	capabilities	capability	NOUN
fcis-31002	21	41	.	.	PUNCT
fcis-31002	22	1	from	from	ADP
fcis-31002	22	2	the	the	DET
fcis-31002	22	3	perspective	perspective	NOUN
fcis-31002	22	4	of	of	ADP
fcis-31002	22	5	technical	technical	ADJ
fcis-31002	22	6	architecture	architecture	NOUN
fcis-31002	22	7	,	,	PUNCT
fcis-31002	22	8	a	a	DET
fcis-31002	22	9	data	data	NOUN
fcis-31002	22	10	warehouse	warehouse	NOUN
fcis-31002	22	11	realizes	realize	VERB
fcis-31002	22	12	the	the	DET
fcis-31002	22	13	full	full	ADJ
fcis-31002	22	14	lifecycle	lifecycle	NOUN
fcis-31002	22	15	management	management	NOUN
fcis-31002	22	16	of	of	ADP
fcis-31002	22	17	data	datum	NOUN
fcis-31002	22	18	through	through	ADP
fcis-31002	22	19	a	a	DET
fcis-31002	22	20	multi	multi	ADJ
fcis-31002	22	21	-	-	ADJ
fcis-31002	22	22	level	level	ADJ
fcis-31002	22	23	logical	logical	ADJ
fcis-31002	22	24	architecture	architecture	NOUN
fcis-31002	22	25	.	.	PUNCT
fcis-31002	23	1	the	the	DET
fcis-31002	23	2	data	data	NOUN
fcis-31002	23	3	integration	integration	NOUN
fcis-31002	23	4	platform	platform	NOUN
fcis-31002	23	5	framework	framework	NOUN
fcis-31002	23	6	proposed	propose	VERB
fcis-31002	23	7	by	by	ADP
fcis-31002	23	8	chen	chen	PROPN
fcis-31002	23	9	et	et	PROPN
fcis-31002	23	10	al	al	PROPN
fcis-31002	23	11	.	.	PROPN
fcis-31002	23	12	indicates	indicate	VERB
fcis-31002	23	13	that	that	SCONJ
fcis-31002	23	14	its	its	PRON
fcis-31002	23	15	core	core	NOUN
fcis-31002	23	16	functions	function	NOUN
fcis-31002	23	17	cover	cover	VERB
fcis-31002	23	18	data	datum	NOUN
fcis-31002	23	19	collection	collection	NOUN
fcis-31002	23	20	,	,	PUNCT
fcis-31002	23	21	cleaning	cleaning	NOUN
fcis-31002	23	22	and	and	CCONJ
fcis-31002	23	23	transformation	transformation	NOUN
fcis-31002	23	24	,	,	PUNCT
fcis-31002	23	25	and	and	CCONJ
fcis-31002	23	26	unified	unified	ADJ
fcis-31002	23	27	storage	storage	NOUN
fcis-31002	23	28	.	.	PUNCT
fcis-31002	24	1	among	among	ADP
fcis-31002	24	2	them	they	PRON
fcis-31002	24	3	,	,	PUNCT
fcis-31002	24	4	the	the	DET
fcis-31002	24	5	data	data	NOUN
fcis-31002	24	6	collection	collection	NOUN
fcis-31002	24	7	method	method	NOUN
fcis-31002	24	8	interfaces	interface	NOUN
fcis-31002	24	9	with	with	ADP
fcis-31002	24	10	heterogeneous	heterogeneous	ADJ
fcis-31002	24	11	systems	system	NOUN
fcis-31002	24	12	through	through	ADP
fcis-31002	24	13	api	api	NOUN
fcis-31002	24	14	interfaces	interface	NOUN
fcis-31002	24	15	,	,	PUNCT
fcis-31002	24	16	and	and	CCONJ
fcis-31002	24	17	combines	combine	VERB
fcis-31002	24	18	etl	etl	NOUN
fcis-31002	24	19	strategies	strategy	NOUN
fcis-31002	24	20	to	to	PART
fcis-31002	24	21	achieve	achieve	VERB
fcis-31002	24	22	the	the	DET
fcis-31002	24	23	integrated	integrated	ADJ
fcis-31002	24	24	processing	processing	NOUN
fcis-31002	24	25	of	of	ADP
fcis-31002	24	26	structured	structured	ADJ
fcis-31002	24	27	and	and	CCONJ
fcis-31002	24	28	unstructured	unstructured	ADJ
fcis-31002	24	29	data	datum	NOUN
fcis-31002	24	30	,	,	PUNCT
fcis-31002	24	31	ultimately	ultimately	ADV
fcis-31002	24	32	forming	form	VERB
fcis-31002	24	33	a	a	DET
fcis-31002	24	34	standardized	standardized	ADJ
fcis-31002	24	35	data	data	NOUN
fcis-31002	24	36	model	model	NOUN
fcis-31002	24	37	that	that	PRON
fcis-31002	24	38	supports	support	VERB
fcis-31002	24	39	olap	olap	ADJ
fcis-31002	24	40	analysis	analysis	NOUN
fcis-31002	24	41	.	.	PUNCT
fcis-31002	25	1	in	in	ADP
fcis-31002	25	2	terms	term	NOUN
fcis-31002	25	3	of	of	ADP
fcis-31002	25	4	application	application	NOUN
fcis-31002	25	5	scenarios	scenario	NOUN
fcis-31002	25	6	,	,	PUNCT
fcis-31002	25	7	the	the	DET
fcis-31002	25	8	research	research	NOUN
fcis-31002	25	9	by	by	ADP
fcis-31002	25	10	agus	agus	PROPN
fcis-31002	25	11	et	et	PROPN
fcis-31002	25	12	al	al	PROPN
fcis-31002	25	13	.	.	PROPN
fcis-31002	25	14	shows	show	VERB
fcis-31002	25	15	that	that	SCONJ
fcis-31002	25	16	the	the	DET
fcis-31002	25	17	deep	deep	ADJ
fcis-31002	25	18	integration	integration	NOUN
fcis-31002	25	19	of	of	ADP
fcis-31002	25	20	data	datum	NOUN
fcis-31002	25	21	warehouses	warehouse	NOUN
fcis-31002	25	22	with	with	ADP
fcis-31002	25	23	business	business	NOUN
fcis-31002	25	24	systems	system	NOUN
fcis-31002	25	25	such	such	ADJ
fcis-31002	25	26	as	as	ADP
fcis-31002	25	27	erp	erp	PROPN
fcis-31002	25	28	can	can	AUX
fcis-31002	25	29	effectively	effectively	ADV
fcis-31002	25	30	support	support	VERB
fcis-31002	25	31	business	business	NOUN
fcis-31002	25	32	scenarios	scenario	NOUN
fcis-31002	25	33	like	like	ADP
fcis-31002	25	34	inventory	inventory	NOUN
fcis-31002	25	35	optimization	optimization	NOUN
fcis-31002	25	36	and	and	CCONJ
fcis-31002	25	37	supply	supply	NOUN
fcis-31002	25	38	chain	chain	NOUN
fcis-31002	25	39	collaboration	collaboration	NOUN
fcis-31002	25	40	.	.	PUNCT
fcis-31002	26	1	for	for	ADP
fcis-31002	26	2	instance	instance	NOUN
fcis-31002	26	3	,	,	PUNCT
fcis-31002	26	4	a	a	DET
fcis-31002	26	5	dynamic	dynamic	ADJ
fcis-31002	26	6	replenishment	replenishment	NOUN
fcis-31002	26	7	model	model	NOUN
fcis-31002	26	8	based	base	VERB
fcis-31002	26	9	on	on	ADP
fcis-31002	26	10	historical	historical	ADJ
fcis-31002	26	11	transaction	transaction	NOUN
fcis-31002	26	12	data	datum	NOUN
fcis-31002	26	13	can	can	AUX
fcis-31002	26	14	reduce	reduce	VERB
fcis-31002	26	15	warehousing	warehousing	NOUN
fcis-31002	26	16	costs	cost	NOUN
fcis-31002	26	17	by	by	ADP
fcis-31002	26	18	more	more	ADJ
fcis-31002	26	19	than	than	ADP
fcis-31002	26	20	15	15	NUM
fcis-31002	26	21	%	%	NOUN
fcis-31002	26	22	.	.	PUNCT
fcis-31002	27	1	furthermore	furthermore	ADV
fcis-31002	27	2	,	,	PUNCT
fcis-31002	27	3	modern	modern	ADJ
fcis-31002	27	4	data	datum	NOUN
fcis-31002	27	5	warehouses	warehouse	NOUN
fcis-31002	27	6	also	also	ADV
fcis-31002	27	7	achieve	achieve	VERB
fcis-31002	27	8	the	the	DET
fcis-31002	27	9	integration	integration	NOUN
fcis-31002	27	10	of	of	ADP
fcis-31002	27	11	real	real	ADJ
fcis-31002	27	12	-	-	PUNCT
fcis-31002	27	13	time	time	NOUN
fcis-31002	27	14	analysis	analysis	NOUN
fcis-31002	27	15	and	and	CCONJ
fcis-31002	27	16	transaction	transaction	NOUN
fcis-31002	27	17	processing	processing	NOUN
fcis-31002	27	18	through	through	ADP
fcis-31002	27	19	the	the	DET
fcis-31002	27	20	htap	htap	NOUN
fcis-31002	27	21	architecture	architecture	NOUN
fcis-31002	27	22	.	.	PUNCT
fcis-31002	28	1	the	the	DET
fcis-31002	28	2	research	research	NOUN
fcis-31002	28	3	by	by	ADP
fcis-31002	28	4	ferreira	ferreira	PROPN
fcis-31002	28	5	et	et	PROPN
fcis-31002	28	6	al	al	PROPN
fcis-31002	28	7	.	.	PUNCT
fcis-31002	29	1	[	[	X
fcis-31002	29	2	1	1	X
fcis-31002	29	3	]	]	PUNCT
fcis-31002	29	4	indicates	indicate	VERB
fcis-31002	29	5	that	that	SCONJ
fcis-31002	29	6	this	this	DET
fcis-31002	29	7	hybrid	hybrid	ADJ
fcis-31002	29	8	processing	processing	NOUN
fcis-31002	29	9	mode	mode	NOUN
fcis-31002	29	10	demonstrates	demonstrate	VERB
fcis-31002	29	11	significant	significant	ADJ
fcis-31002	29	12	advantages	advantage	NOUN
fcis-31002	29	13	in	in	ADP
fcis-31002	29	14	scenarios	scenario	NOUN
fcis-31002	29	15	such	such	ADJ
fcis-31002	29	16	as	as	ADP
fcis-31002	29	17	financial	financial	ADJ
fcis-31002	29	18	risk	risk	NOUN
fcis-31002	29	19	78	78	NUM
fcis-31002	29	20	control	control	NOUN
fcis-31002	29	21	and	and	CCONJ
fcis-31002	29	22	customer	customer	NOUN
fcis-31002	29	23	profiling	profiling	NOUN
fcis-31002	29	24	,	,	PUNCT
fcis-31002	29	25	supporting	support	VERB
fcis-31002	29	26	millisecond	millisecond	NOUN
fcis-31002	29	27	-	-	PUNCT
fcis-31002	29	28	level	level	NOUN
fcis-31002	29	29	decision	decision	NOUN
fcis-31002	29	30	responses	response	NOUN
fcis-31002	29	31	and	and	CCONJ
fcis-31002	29	32	concurrent	concurrent	ADJ
fcis-31002	29	33	execution	execution	NOUN
fcis-31002	29	34	of	of	ADP
fcis-31002	29	35	complex	complex	ADJ
fcis-31002	29	36	queries	query	NOUN
fcis-31002	29	37	.	.	PUNCT
fcis-31002	30	1	overall	overall	ADJ
fcis-31002	30	2	,	,	PUNCT
fcis-31002	30	3	enterprise	enterprise	NOUN
fcis-31002	30	4	-	-	PUNCT
fcis-31002	30	5	level	level	NOUN
fcis-31002	30	6	data	data	NOUN
fcis-31002	30	7	warehouses	warehouse	NOUN
fcis-31002	30	8	are	be	AUX
fcis-31002	30	9	evolving	evolve	VERB
fcis-31002	30	10	from	from	ADP
fcis-31002	30	11	traditional	traditional	ADJ
fcis-31002	30	12	data	datum	NOUN
fcis-31002	30	13	storage	storage	NOUN
fcis-31002	30	14	carriers	carrier	NOUN
fcis-31002	30	15	to	to	ADP
fcis-31002	30	16	intelligent	intelligent	ADJ
fcis-31002	30	17	decision	decision	NOUN
fcis-31002	30	18	-	-	PUNCT
fcis-31002	30	19	making	make	VERB
fcis-31002	30	20	hubs	hub	NOUN
fcis-31002	30	21	.	.	PUNCT
fcis-31002	31	1	the	the	DET
fcis-31002	31	2	deep	deep	ADJ
fcis-31002	31	3	integration	integration	NOUN
fcis-31002	31	4	of	of	ADP
fcis-31002	31	5	their	their	PRON
fcis-31002	31	6	functions	function	NOUN
fcis-31002	31	7	and	and	CCONJ
fcis-31002	31	8	scenarios	scenario	NOUN
fcis-31002	31	9	will	will	AUX
fcis-31002	31	10	continue	continue	VERB
fcis-31002	31	11	to	to	PART
fcis-31002	31	12	unlock	unlock	VERB
fcis-31002	31	13	the	the	DET
fcis-31002	31	14	value	value	NOUN
fcis-31002	31	15	of	of	ADP
fcis-31002	31	16	data	datum	NOUN
fcis-31002	31	17	assets	asset	NOUN
fcis-31002	31	18	.	.	PUNCT
fcis-31002	32	1	2.2	2.2	NUM
fcis-31002	32	2	.	.	PUNCT
fcis-31002	32	3	main	main	ADJ
fcis-31002	32	4	problems	problem	NOUN
fcis-31002	32	5	currently	currently	ADV
fcis-31002	32	6	faced	face	VERB
fcis-31002	32	7	by	by	ADP
fcis-31002	32	8	enterprise	enterprise	NOUN
fcis-31002	32	9	-	-	PUNCT
fcis-31002	32	10	level	level	NOUN
fcis-31002	32	11	data	data	NOUN
fcis-31002	32	12	warehouses	warehouse	NOUN
fcis-31002	32	13	at	at	ADP
fcis-31002	32	14	present	present	ADJ
fcis-31002	32	15	,	,	PUNCT
fcis-31002	32	16	enterprise	enterprise	NOUN
fcis-31002	32	17	-	-	PUNCT
fcis-31002	32	18	level	level	NOUN
fcis-31002	32	19	data	data	NOUN
fcis-31002	32	20	warehouses	warehouse	NOUN
fcis-31002	32	21	face	face	VERB
fcis-31002	32	22	multiple	multiple	ADJ
fcis-31002	32	23	challenges	challenge	NOUN
fcis-31002	32	24	when	when	SCONJ
fcis-31002	32	25	dealing	deal	VERB
fcis-31002	32	26	with	with	ADP
fcis-31002	32	27	complex	complex	ADJ
fcis-31002	32	28	business	business	NOUN
fcis-31002	32	29	requirements	requirement	NOUN
fcis-31002	32	30	.	.	PUNCT
fcis-31002	33	1	kahn	kahn	PROPN
fcis-31002	33	2	et	et	PROPN
fcis-31002	33	3	al	al	PROPN
fcis-31002	33	4	.	.	PUNCT
fcis-31002	34	1	[	[	X
fcis-31002	34	2	2	2	X
fcis-31002	34	3	]	]	PUNCT
fcis-31002	34	4	found	find	VERB
fcis-31002	34	5	through	through	ADP
fcis-31002	34	6	the	the	DET
fcis-31002	34	7	study	study	NOUN
fcis-31002	34	8	of	of	ADP
fcis-31002	34	9	cloud	cloud	NOUN
fcis-31002	34	10	migration	migration	NOUN
fcis-31002	34	11	cases	case	NOUN
fcis-31002	34	12	that	that	SCONJ
fcis-31002	34	13	the	the	DET
fcis-31002	34	14	heterogeneous	heterogeneous	ADJ
fcis-31002	34	15	architecture	architecture	NOUN
fcis-31002	34	16	of	of	ADP
fcis-31002	34	17	legacy	legacy	NOUN
fcis-31002	34	18	systems	system	NOUN
fcis-31002	34	19	has	have	VERB
fcis-31002	34	20	insufficient	insufficient	ADJ
fcis-31002	34	21	compatibility	compatibility	NOUN
fcis-31002	34	22	with	with	ADP
fcis-31002	34	23	the	the	DET
fcis-31002	34	24	cloud	cloud	PROPN
fcis-31002	34	25	environment	environment	NOUN
fcis-31002	34	26	,	,	PUNCT
fcis-31002	34	27	resulting	result	VERB
fcis-31002	34	28	in	in	ADP
fcis-31002	34	29	problems	problem	NOUN
fcis-31002	34	30	such	such	ADJ
fcis-31002	34	31	as	as	ADP
fcis-31002	34	32	difficulties	difficulty	NOUN
fcis-31002	34	33	in	in	ADP
fcis-31002	34	34	integrating	integrate	VERB
fcis-31002	34	35	data	datum	NOUN
fcis-31002	34	36	silos	silo	NOUN
fcis-31002	34	37	and	and	CCONJ
fcis-31002	34	38	lengthy	lengthy	ADJ
fcis-31002	34	39	security	security	NOUN
fcis-31002	34	40	review	review	NOUN
fcis-31002	34	41	processes	process	NOUN
fcis-31002	34	42	during	during	ADP
fcis-31002	34	43	the	the	DET
fcis-31002	34	44	migration	migration	NOUN
fcis-31002	34	45	process	process	NOUN
fcis-31002	34	46	.	.	PUNCT
fcis-31002	35	1	moreover	moreover	ADV
fcis-31002	35	2	,	,	PUNCT
fcis-31002	35	3	enterprises	enterprise	NOUN
fcis-31002	35	4	generally	generally	ADV
fcis-31002	35	5	lack	lack	VERB
fcis-31002	35	6	mature	mature	ADJ
fcis-31002	35	7	practical	practical	ADJ
fcis-31002	35	8	experience	experience	NOUN
fcis-31002	35	9	in	in	ADP
fcis-31002	35	10	cloud	cloud	ADJ
fcis-31002	35	11	-	-	PUNCT
fcis-31002	35	12	native	native	ADJ
fcis-31002	35	13	technologies	technology	NOUN
fcis-31002	35	14	.	.	PUNCT
fcis-31002	36	1	santhosh	santhosh	PROPN
fcis-31002	36	2	gourishetti	gourishetti	PROPN
fcis-31002	36	3	et	et	PROPN
fcis-31002	36	4	al	al	PROPN
fcis-31002	36	5	.	.	PUNCT
fcis-31002	37	1	[	[	X
fcis-31002	37	2	3	3	NUM
fcis-31002	37	3	]	]	PUNCT
fcis-31002	37	4	further	far	ADV
fcis-31002	37	5	pointed	point	VERB
fcis-31002	37	6	out	out	ADP
fcis-31002	37	7	that	that	SCONJ
fcis-31002	37	8	although	although	SCONJ
fcis-31002	37	9	centralized	centralized	ADJ
fcis-31002	37	10	data	data	NOUN
fcis-31002	37	11	warehouses	warehouse	NOUN
fcis-31002	37	12	can	can	AUX
fcis-31002	37	13	guarantee	guarantee	VERB
fcis-31002	37	14	data	data	NOUN
fcis-31002	37	15	consistency	consistency	NOUN
fcis-31002	37	16	,	,	PUNCT
fcis-31002	37	17	their	their	PRON
fcis-31002	37	18	rigid	rigid	ADJ
fcis-31002	37	19	architecture	architecture	NOUN
fcis-31002	37	20	is	be	AUX
fcis-31002	37	21	difficult	difficult	ADJ
fcis-31002	37	22	to	to	PART
fcis-31002	37	23	support	support	VERB
fcis-31002	37	24	the	the	DET
fcis-31002	37	25	requirements	requirement	NOUN
fcis-31002	37	26	of	of	ADP
fcis-31002	37	27	dynamic	dynamic	ADJ
fcis-31002	37	28	expansion	expansion	NOUN
fcis-31002	37	29	.	.	PUNCT
fcis-31002	38	1	especially	especially	ADV
fcis-31002	38	2	when	when	SCONJ
fcis-31002	38	3	facing	face	VERB
fcis-31002	38	4	real	real	ADJ
fcis-31002	38	5	-	-	PUNCT
fcis-31002	38	6	time	time	NOUN
fcis-31002	38	7	analysis	analysis	NOUN
fcis-31002	38	8	and	and	CCONJ
fcis-31002	38	9	high	high	ADJ
fcis-31002	38	10	-	-	PUNCT
fcis-31002	38	11	concurrency	concurrency	NOUN
fcis-31002	38	12	query	query	NOUN
fcis-31002	38	13	scenarios	scenario	NOUN
fcis-31002	38	14	,	,	PUNCT
fcis-31002	38	15	the	the	DET
fcis-31002	38	16	performance	performance	NOUN
fcis-31002	38	17	bottleneck	bottleneck	NOUN
fcis-31002	38	18	is	be	AUX
fcis-31002	38	19	significant	significant	ADJ
fcis-31002	38	20	.	.	PUNCT
fcis-31002	39	1	furthermore	furthermore	ADV
fcis-31002	39	2	,	,	PUNCT
fcis-31002	39	3	the	the	DET
fcis-31002	39	4	research	research	NOUN
fcis-31002	39	5	by	by	ADP
fcis-31002	39	6	kushal	kushal	PROPN
fcis-31002	39	7	shah	shah	PROPN
fcis-31002	39	8	et	et	PROPN
fcis-31002	39	9	al	al	PROPN
fcis-31002	39	10	.	.	PUNCT
fcis-31002	40	1	[	[	X
fcis-31002	40	2	4	4	X
fcis-31002	40	3	]	]	PUNCT
fcis-31002	40	4	indicates	indicate	VERB
fcis-31002	40	5	that	that	SCONJ
fcis-31002	40	6	the	the	DET
fcis-31002	40	7	traditional	traditional	ADJ
fcis-31002	40	8	local	local	ADJ
fcis-31002	40	9	deployment	deployment	NOUN
fcis-31002	40	10	model	model	NOUN
fcis-31002	40	11	has	have	VERB
fcis-31002	40	12	the	the	DET
fcis-31002	40	13	drawbacks	drawback	NOUN
fcis-31002	40	14	of	of	ADP
fcis-31002	40	15	low	low	ADJ
fcis-31002	40	16	resource	resource	NOUN
fcis-31002	40	17	utilization	utilization	NOUN
fcis-31002	40	18	and	and	CCONJ
fcis-31002	40	19	high	high	ADJ
fcis-31002	40	20	operation	operation	NOUN
fcis-31002	40	21	and	and	CCONJ
fcis-31002	40	22	maintenance	maintenance	NOUN
fcis-31002	40	23	costs	cost	NOUN
fcis-31002	40	24	.	.	PUNCT
fcis-31002	41	1	enterprises	enterprise	NOUN
fcis-31002	41	2	need	need	VERB
fcis-31002	41	3	to	to	PART
fcis-31002	41	4	balance	balance	VERB
fcis-31002	41	5	the	the	DET
fcis-31002	41	6	contradiction	contradiction	NOUN
fcis-31002	41	7	between	between	ADP
fcis-31002	41	8	data	datum	NOUN
fcis-31002	41	9	governance	governance	NOUN
fcis-31002	41	10	norms	norm	NOUN
fcis-31002	41	11	and	and	CCONJ
fcis-31002	41	12	agility	agility	NOUN
fcis-31002	41	13	requirements	requirement	NOUN
fcis-31002	41	14	.	.	PUNCT
fcis-31002	42	1	these	these	DET
fcis-31002	42	2	problems	problem	NOUN
fcis-31002	42	3	jointly	jointly	ADV
fcis-31002	42	4	highlight	highlight	VERB
fcis-31002	42	5	the	the	DET
fcis-31002	42	6	adaptability	adaptability	NOUN
fcis-31002	42	7	predicament	predicament	NOUN
fcis-31002	42	8	of	of	ADP
fcis-31002	42	9	enterpriselevel	enterpriselevel	NOUN
fcis-31002	42	10	data	datum	NOUN
fcis-31002	42	11	warehouses	warehouse	NOUN
fcis-31002	42	12	between	between	ADP
fcis-31002	42	13	technological	technological	ADJ
fcis-31002	42	14	iteration	iteration	NOUN
fcis-31002	42	15	and	and	CCONJ
fcis-31002	42	16	business	business	NOUN
fcis-31002	42	17	development	development	NOUN
fcis-31002	42	18	,	,	PUNCT
fcis-31002	42	19	and	and	CCONJ
fcis-31002	42	20	it	it	PRON
fcis-31002	42	21	is	be	AUX
fcis-31002	42	22	urgent	urgent	ADJ
fcis-31002	42	23	to	to	PART
fcis-31002	42	24	achieve	achieve	VERB
fcis-31002	42	25	a	a	DET
fcis-31002	42	26	breakthrough	breakthrough	NOUN
fcis-31002	42	27	through	through	ADP
fcis-31002	42	28	technological	technological	ADJ
fcis-31002	42	29	integration	integration	NOUN
fcis-31002	42	30	.	.	PUNCT
fcis-31002	43	1	2.3	2.3	NUM
fcis-31002	43	2	.	.	PUNCT
fcis-31002	43	3	bottlenecks	bottleneck	NOUN
fcis-31002	43	4	and	and	CCONJ
fcis-31002	43	5	demands	demand	NOUN
fcis-31002	43	6	in	in	ADP
fcis-31002	43	7	the	the	DET
fcis-31002	43	8	development	development	NOUN
fcis-31002	43	9	of	of	ADP
fcis-31002	43	10	data	datum	NOUN
fcis-31002	43	11	warehouse	warehouse	NOUN
fcis-31002	43	12	technology	technology	NOUN
fcis-31002	43	13	at	at	ADP
fcis-31002	43	14	present	present	ADJ
fcis-31002	43	15	,	,	PUNCT
fcis-31002	43	16	the	the	DET
fcis-31002	43	17	development	development	NOUN
fcis-31002	43	18	of	of	ADP
fcis-31002	43	19	enterprise	enterprise	NOUN
fcis-31002	43	20	-	-	PUNCT
fcis-31002	43	21	level	level	NOUN
fcis-31002	43	22	data	data	NOUN
fcis-31002	43	23	warehouse	warehouse	NOUN
fcis-31002	43	24	technology	technology	NOUN
fcis-31002	43	25	is	be	AUX
fcis-31002	43	26	confronted	confront	VERB
fcis-31002	43	27	with	with	ADP
fcis-31002	43	28	core	core	ADJ
fcis-31002	43	29	bottlenecks	bottleneck	NOUN
fcis-31002	43	30	such	such	ADJ
fcis-31002	43	31	as	as	ADP
fcis-31002	43	32	the	the	DET
fcis-31002	43	33	efficiency	efficiency	NOUN
fcis-31002	43	34	of	of	ADP
fcis-31002	43	35	multi	multi	ADJ
fcis-31002	43	36	-	-	ADJ
fcis-31002	43	37	dimensional	dimensional	ADJ
fcis-31002	43	38	data	datum	NOUN
fcis-31002	43	39	processing	processing	NOUN
fcis-31002	43	40	,	,	PUNCT
fcis-31002	43	41	system	system	NOUN
fcis-31002	43	42	scalability	scalability	NOUN
fcis-31002	43	43	and	and	CCONJ
fcis-31002	43	44	real	real	ADJ
fcis-31002	43	45	-	-	PUNCT
fcis-31002	43	46	time	time	NOUN
fcis-31002	43	47	analysis	analysis	NOUN
fcis-31002	43	48	capabilities	capability	NOUN
fcis-31002	43	49	.	.	PUNCT
fcis-31002	44	1	the	the	DET
fcis-31002	44	2	multi	multi	ADJ
fcis-31002	44	3	-	-	ADJ
fcis-31002	44	4	dimensional	dimensional	ADJ
fcis-31002	44	5	index	index	NOUN
fcis-31002	44	6	structure	structure	NOUN
fcis-31002	44	7	based	base	VERB
fcis-31002	44	8	on	on	ADP
fcis-31002	44	9	r	r	NOUN
fcis-31002	44	10	-	-	PUNCT
fcis-31002	44	11	tree	tree	NOUN
fcis-31002	44	12	proposed	propose	VERB
fcis-31002	44	13	by	by	ADP
fcis-31002	44	14	yetong	yetong	PROPN
fcis-31002	44	15	wang	wang	PROPN
fcis-31002	44	16	et	et	PROPN
fcis-31002	44	17	al	al	PROPN
fcis-31002	44	18	.	.	PUNCT
fcis-31002	45	1	[	[	X
fcis-31002	45	2	5	5	NUM
fcis-31002	45	3	]	]	PUNCT
fcis-31002	45	4	has	have	AUX
fcis-31002	45	5	significantly	significantly	ADV
fcis-31002	45	6	improved	improve	VERB
fcis-31002	45	7	the	the	DET
fcis-31002	45	8	query	query	NOUN
fcis-31002	45	9	efficiency	efficiency	NOUN
fcis-31002	45	10	and	and	CCONJ
fcis-31002	45	11	scalability	scalability	NOUN
fcis-31002	45	12	of	of	ADP
fcis-31002	45	13	the	the	DET
fcis-31002	45	14	digital	digital	ADJ
fcis-31002	45	15	certificate	certificate	NOUN
fcis-31002	45	16	warehouse	warehouse	NOUN
fcis-31002	45	17	for	for	ADP
fcis-31002	45	18	property	property	NOUN
fcis-31002	45	19	rights	right	NOUN
fcis-31002	45	20	,	,	PUNCT
fcis-31002	45	21	but	but	CCONJ
fcis-31002	45	22	it	it	PRON
fcis-31002	45	23	is	be	AUX
fcis-31002	45	24	still	still	ADV
fcis-31002	45	25	difficult	difficult	ADJ
fcis-31002	45	26	to	to	PART
fcis-31002	45	27	cope	cope	VERB
fcis-31002	45	28	with	with	ADP
fcis-31002	45	29	the	the	DET
fcis-31002	45	30	requirements	requirement	NOUN
fcis-31002	45	31	of	of	ADP
fcis-31002	45	32	high	high	ADJ
fcis-31002	45	33	-	-	PUNCT
fcis-31002	45	34	concurrency	concurrency	NOUN
fcis-31002	45	35	data	data	NOUN
fcis-31002	45	36	integration	integration	NOUN
fcis-31002	45	37	in	in	ADP
fcis-31002	45	38	dynamic	dynamic	ADJ
fcis-31002	45	39	business	business	NOUN
fcis-31002	45	40	scenarios	scenario	NOUN
fcis-31002	45	41	.	.	PUNCT
fcis-31002	46	1	the	the	DET
fcis-31002	46	2	research	research	NOUN
fcis-31002	46	3	of	of	ADP
fcis-31002	46	4	jiayi	jiayi	PROPN
fcis-31002	46	5	tang	tang	PROPN
fcis-31002	46	6	et	et	PROPN
fcis-31002	46	7	al	al	PROPN
fcis-31002	46	8	.	.	PUNCT
fcis-31002	47	1	[	[	X
fcis-31002	47	2	6	6	NUM
fcis-31002	47	3	]	]	PUNCT
fcis-31002	47	4	in	in	ADP
fcis-31002	47	5	the	the	DET
fcis-31002	47	6	field	field	NOUN
fcis-31002	47	7	of	of	ADP
fcis-31002	47	8	e	e	NOUN
fcis-31002	47	9	-	-	NOUN
fcis-31002	47	10	commerce	commerce	NOUN
fcis-31002	47	11	shows	show	VERB
fcis-31002	47	12	that	that	SCONJ
fcis-31002	47	13	although	although	SCONJ
fcis-31002	47	14	real	real	ADJ
fcis-31002	47	15	-	-	PUNCT
fcis-31002	47	16	time	time	NOUN
fcis-31002	47	17	tracking	tracking	NOUN
fcis-31002	47	18	of	of	ADP
fcis-31002	47	19	the	the	DET
fcis-31002	47	20	internet	internet	NOUN
fcis-31002	47	21	of	of	ADP
fcis-31002	47	22	things	thing	NOUN
fcis-31002	47	23	and	and	CCONJ
fcis-31002	47	24	ai	ai	AUX
fcis-31002	47	25	-	-	PUNCT
fcis-31002	47	26	driven	drive	VERB
fcis-31002	47	27	optimization	optimization	NOUN
fcis-31002	47	28	technologies	technology	NOUN
fcis-31002	47	29	can	can	AUX
fcis-31002	47	30	improve	improve	VERB
fcis-31002	47	31	space	space	NOUN
fcis-31002	47	32	utilization	utilization	NOUN
fcis-31002	47	33	and	and	CCONJ
fcis-31002	47	34	processing	processing	NOUN
fcis-31002	47	35	speed	speed	NOUN
fcis-31002	47	36	,	,	PUNCT
fcis-31002	47	37	problems	problem	NOUN
fcis-31002	47	38	such	such	ADJ
fcis-31002	47	39	as	as	ADP
fcis-31002	47	40	inconsistent	inconsistent	ADJ
fcis-31002	47	41	data	datum	NOUN
fcis-31002	47	42	quality	quality	NOUN
fcis-31002	47	43	and	and	CCONJ
fcis-31002	47	44	excessive	excessive	ADJ
fcis-31002	47	45	system	system	NOUN
fcis-31002	47	46	deployment	deployment	NOUN
fcis-31002	47	47	costs	cost	NOUN
fcis-31002	47	48	have	have	AUX
fcis-31002	47	49	restricted	restrict	VERB
fcis-31002	47	50	the	the	DET
fcis-31002	47	51	implementation	implementation	NOUN
fcis-31002	47	52	of	of	ADP
fcis-31002	47	53	the	the	DET
fcis-31002	47	54	technologies	technology	NOUN
fcis-31002	47	55	.	.	PUNCT
fcis-31002	48	1	meanwhile	meanwhile	ADV
fcis-31002	48	2	,	,	PUNCT
fcis-31002	48	3	the	the	DET
fcis-31002	48	4	digital	digital	ADJ
fcis-31002	48	5	twin	twin	ADJ
fcis-31002	48	6	system	system	NOUN
fcis-31002	48	7	developed	develop	VERB
fcis-31002	48	8	by	by	ADP
fcis-31002	48	9	a.	a.	PROPN
fcis-31002	48	10	pracucci	pracucci	PROPN
fcis-31002	48	11	et	et	PROPN
fcis-31002	48	12	al	al	PROPN
fcis-31002	48	13	.	.	PUNCT
fcis-31002	49	1	[	[	X
fcis-31002	49	2	7	7	X
fcis-31002	49	3	]	]	PUNCT
fcis-31002	49	4	revealed	reveal	VERB
fcis-31002	49	5	the	the	DET
fcis-31002	49	6	insufficiency	insufficiency	NOUN
fcis-31002	49	7	of	of	ADP
fcis-31002	49	8	data	datum	NOUN
fcis-31002	49	9	collection	collection	NOUN
fcis-31002	49	10	and	and	CCONJ
fcis-31002	49	11	analysis	analysis	NOUN
fcis-31002	49	12	capabilities	capability	NOUN
fcis-31002	49	13	in	in	ADP
fcis-31002	49	14	complex	complex	ADJ
fcis-31002	49	15	scenarios	scenario	NOUN
fcis-31002	49	16	,	,	PUNCT
fcis-31002	49	17	and	and	CCONJ
fcis-31002	49	18	the	the	DET
fcis-31002	49	19	existing	exist	VERB
fcis-31002	49	20	architecture	architecture	NOUN
fcis-31002	49	21	is	be	AUX
fcis-31002	49	22	difficult	difficult	ADJ
fcis-31002	49	23	to	to	PART
fcis-31002	49	24	meet	meet	VERB
fcis-31002	49	25	the	the	DET
fcis-31002	49	26	requirements	requirement	NOUN
fcis-31002	49	27	of	of	ADP
fcis-31002	49	28	real	real	ADJ
fcis-31002	49	29	-	-	PUNCT
fcis-31002	49	30	time	time	NOUN
fcis-31002	49	31	dynamic	dynamic	ADJ
fcis-31002	49	32	modeling	modeling	NOUN
fcis-31002	49	33	.	.	PUNCT
fcis-31002	50	1	therefore	therefore	ADV
fcis-31002	50	2	,	,	PUNCT
fcis-31002	50	3	data	data	NOUN
fcis-31002	50	4	warehouse	warehouse	NOUN
fcis-31002	50	5	technology	technology	NOUN
fcis-31002	50	6	urgently	urgently	ADV
fcis-31002	50	7	needs	need	VERB
fcis-31002	50	8	to	to	PART
fcis-31002	50	9	break	break	VERB
fcis-31002	50	10	through	through	ADP
fcis-31002	50	11	the	the	DET
fcis-31002	50	12	dynamic	dynamic	ADJ
fcis-31002	50	13	optimization	optimization	NOUN
fcis-31002	50	14	mechanism	mechanism	NOUN
fcis-31002	50	15	of	of	ADP
fcis-31002	50	16	multidimensional	multidimensional	ADJ
fcis-31002	50	17	indexing	indexing	NOUN
fcis-31002	50	18	,	,	PUNCT
fcis-31002	50	19	the	the	DET
fcis-31002	50	20	low	low	ADJ
fcis-31002	50	21	-	-	PUNCT
fcis-31002	50	22	cost	cost	NOUN
fcis-31002	50	23	intelligent	intelligent	ADJ
fcis-31002	50	24	decisionmaking	decisionmaking	NOUN
fcis-31002	50	25	model	model	NOUN
fcis-31002	50	26	,	,	PUNCT
fcis-31002	50	27	and	and	CCONJ
fcis-31002	50	28	the	the	DET
fcis-31002	50	29	elastic	elastic	ADJ
fcis-31002	50	30	architecture	architecture	NOUN
fcis-31002	50	31	that	that	PRON
fcis-31002	50	32	supports	support	VERB
fcis-31002	50	33	heterogeneous	heterogeneous	ADJ
fcis-31002	50	34	data	datum	NOUN
fcis-31002	50	35	fusion	fusion	NOUN
fcis-31002	50	36	,	,	PUNCT
fcis-31002	50	37	laying	lay	VERB
fcis-31002	50	38	the	the	DET
fcis-31002	50	39	foundation	foundation	NOUN
fcis-31002	50	40	for	for	ADP
fcis-31002	50	41	the	the	DET
fcis-31002	50	42	subsequent	subsequent	ADJ
fcis-31002	50	43	integration	integration	NOUN
fcis-31002	50	44	with	with	ADP
fcis-31002	50	45	large	large	ADJ
fcis-31002	50	46	language	language	NOUN
fcis-31002	50	47	model	model	NOUN
fcis-31002	50	48	technology	technology	NOUN
fcis-31002	50	49	.	.	PUNCT
fcis-31002	51	1	3	3	X
fcis-31002	51	2	.	.	X
fcis-31002	51	3	the	the	DET
fcis-31002	51	4	current	current	ADJ
fcis-31002	51	5	situation	situation	NOUN
fcis-31002	51	6	and	and	CCONJ
fcis-31002	51	7	potential	potential	NOUN
fcis-31002	51	8	of	of	ADP
fcis-31002	51	9	large	large	ADJ
fcis-31002	51	10	language	language	NOUN
fcis-31002	51	11	model	model	NOUN
fcis-31002	51	12	technology	technology	NOUN
fcis-31002	51	13	3.1	3.1	NUM
fcis-31002	51	14	.	.	PUNCT
fcis-31002	51	15	basic	basic	ADJ
fcis-31002	51	16	principles	principle	NOUN
fcis-31002	51	17	and	and	CCONJ
fcis-31002	51	18	technical	technical	ADJ
fcis-31002	51	19	characteristics	characteristic	NOUN
fcis-31002	51	20	of	of	ADP
fcis-31002	51	21	large	large	ADJ
fcis-31002	51	22	language	language	NOUN
fcis-31002	51	23	models	model	NOUN
fcis-31002	51	24	the	the	DET
fcis-31002	51	25	large	large	ADJ
fcis-31002	51	26	language	language	NOUN
fcis-31002	51	27	model	model	NOUN
fcis-31002	51	28	is	be	AUX
fcis-31002	51	29	constructed	construct	VERB
fcis-31002	51	30	based	base	VERB
fcis-31002	51	31	on	on	ADP
fcis-31002	51	32	the	the	DET
fcis-31002	51	33	transformer	transformer	NOUN
fcis-31002	51	34	architecture	architecture	NOUN
fcis-31002	51	35	,	,	PUNCT
fcis-31002	51	36	and	and	CCONJ
fcis-31002	51	37	its	its	PRON
fcis-31002	51	38	core	core	NOUN
fcis-31002	51	39	principle	principle	NOUN
fcis-31002	51	40	is	be	AUX
fcis-31002	51	41	to	to	PART
fcis-31002	51	42	achieve	achieve	VERB
fcis-31002	51	43	context	context	NOUN
fcis-31002	51	44	-	-	PUNCT
fcis-31002	51	45	aware	aware	ADJ
fcis-31002	51	46	sequence	sequence	NOUN
fcis-31002	51	47	modeling	model	VERB
fcis-31002	51	48	through	through	ADP
fcis-31002	51	49	the	the	DET
fcis-31002	51	50	self	self	NOUN
fcis-31002	51	51	-	-	PUNCT
fcis-31002	51	52	attention	attention	NOUN
fcis-31002	51	53	mechanism	mechanism	NOUN
fcis-31002	51	54	and	and	CCONJ
fcis-31002	51	55	position	position	NOUN
fcis-31002	51	56	encoding	encoding	NOUN
fcis-31002	51	57	.	.	PUNCT
fcis-31002	52	1	the	the	DET
fcis-31002	52	2	multi	multi	ADJ
fcis-31002	52	3	-	-	ADJ
fcis-31002	52	4	head	head	ADJ
fcis-31002	52	5	selfattention	selfattention	NOUN
fcis-31002	52	6	layer	layer	NOUN
fcis-31002	52	7	of	of	ADP
fcis-31002	52	8	the	the	DET
fcis-31002	52	9	transformer	transformer	NOUN
fcis-31002	52	10	can	can	AUX
fcis-31002	52	11	capture	capture	VERB
fcis-31002	52	12	long	long	ADJ
fcis-31002	52	13	-	-	PUNCT
fcis-31002	52	14	distance	distance	NOUN
fcis-31002	52	15	dependencies	dependency	NOUN
fcis-31002	52	16	in	in	ADP
fcis-31002	52	17	parallel	parallel	NOUN
fcis-31002	52	18	,	,	PUNCT
fcis-31002	52	19	while	while	SCONJ
fcis-31002	52	20	position	position	NOUN
fcis-31002	52	21	coding	code	VERB
fcis-31002	52	22	techniques	technique	NOUN
fcis-31002	52	23	(	(	PUNCT
fcis-31002	52	24	such	such	ADJ
fcis-31002	52	25	as	as	ADP
fcis-31002	52	26	rope	rope	NOUN
fcis-31002	52	27	)	)	PUNCT
fcis-31002	52	28	inject	inject	NOUN
fcis-31002	52	29	relative	relative	ADJ
fcis-31002	52	30	position	position	NOUN
fcis-31002	52	31	information	information	NOUN
fcis-31002	52	32	into	into	ADP
fcis-31002	52	33	sequence	sequence	NOUN
fcis-31002	52	34	elements	element	NOUN
fcis-31002	52	35	.	.	PUNCT
fcis-31002	53	1	chen	chen	PROPN
fcis-31002	53	2	et	et	PROPN
fcis-31002	53	3	al	al	PROPN
fcis-31002	53	4	.	.	PUNCT
fcis-31002	54	1	[	[	X
fcis-31002	54	2	8	8	NUM
fcis-31002	54	3	]	]	PUNCT
fcis-31002	54	4	have	have	AUX
fcis-31002	54	5	shown	show	VERB
fcis-31002	54	6	that	that	SCONJ
fcis-31002	54	7	although	although	SCONJ
fcis-31002	54	8	rope	rope	NOUN
fcis-31002	54	9	has	have	VERB
fcis-31002	54	10	an	an	DET
fcis-31002	54	11	advantage	advantage	NOUN
fcis-31002	54	12	in	in	ADP
fcis-31002	54	13	capturing	capture	VERB
fcis-31002	54	14	position	position	NOUN
fcis-31002	54	15	relationships	relationship	NOUN
fcis-31002	54	16	,	,	PUNCT
fcis-31002	54	17	its	its	PRON
fcis-31002	54	18	mathematical	mathematical	ADJ
fcis-31002	54	19	expression	expression	NOUN
fcis-31002	54	20	ability	ability	NOUN
fcis-31002	54	21	is	be	AUX
fcis-31002	54	22	still	still	ADV
fcis-31002	54	23	limited	limit	VERB
fcis-31002	54	24	by	by	ADP
fcis-31002	54	25	the	the	DET
fcis-31002	54	26	theory	theory	NOUN
fcis-31002	54	27	of	of	ADP
fcis-31002	54	28	circuit	circuit	NOUN
fcis-31002	54	29	complexity	complexity	NOUN
fcis-31002	54	30	.	.	PUNCT
fcis-31002	55	1	during	during	ADP
fcis-31002	55	2	the	the	DET
fcis-31002	55	3	training	training	NOUN
fcis-31002	55	4	process	process	NOUN
fcis-31002	55	5	,	,	PUNCT
fcis-31002	55	6	layer	layer	NOUN
fcis-31002	55	7	normalization	normalization	NOUN
fcis-31002	55	8	and	and	CCONJ
fcis-31002	55	9	residual	residual	ADJ
fcis-31002	55	10	connection	connection	NOUN
fcis-31002	55	11	form	form	VERB
fcis-31002	55	12	the	the	DET
fcis-31002	55	13	basis	basis	NOUN
fcis-31002	55	14	of	of	ADP
fcis-31002	55	15	stable	stable	ADJ
fcis-31002	55	16	optimization	optimization	NOUN
fcis-31002	55	17	.	.	PUNCT
fcis-31002	56	1	xiong	xiong	PROPN
fcis-31002	56	2	et	et	PROPN
fcis-31002	56	3	al	al	PROPN
fcis-31002	56	4	.	.	PUNCT
fcis-31002	57	1	[	[	X
fcis-31002	57	2	9	9	NUM
fcis-31002	57	3	]	]	PUNCT
fcis-31002	57	4	analyzed	analyze	VERB
fcis-31002	57	5	the	the	DET
fcis-31002	57	6	pre	pre	ADJ
fcis-31002	57	7	-	-	ADJ
fcis-31002	57	8	ln	ln	ADJ
fcis-31002	57	9	structure	structure	NOUN
fcis-31002	57	10	and	and	CCONJ
fcis-31002	57	11	proved	prove	VERB
fcis-31002	57	12	that	that	SCONJ
fcis-31002	57	13	adjusting	adjust	VERB
fcis-31002	57	14	the	the	DET
fcis-31002	57	15	position	position	NOUN
fcis-31002	57	16	of	of	ADP
fcis-31002	57	17	the	the	DET
fcis-31002	57	18	normalized	normalize	VERB
fcis-31002	57	19	layer	layer	NOUN
fcis-31002	57	20	can	can	AUX
fcis-31002	57	21	significantly	significantly	ADV
fcis-31002	57	22	improve	improve	VERB
fcis-31002	57	23	the	the	DET
fcis-31002	57	24	training	training	NOUN
fcis-31002	57	25	stability	stability	NOUN
fcis-31002	57	26	and	and	CCONJ
fcis-31002	57	27	reduce	reduce	VERB
fcis-31002	57	28	the	the	DET
fcis-31002	57	29	preheating	preheating	NOUN
fcis-31002	57	30	requirement	requirement	NOUN
fcis-31002	57	31	.	.	PUNCT
fcis-31002	58	1	furthermore	furthermore	ADV
fcis-31002	58	2	,	,	PUNCT
fcis-31002	58	3	the	the	DET
fcis-31002	58	4	model	model	NOUN
fcis-31002	58	5	acquires	acquire	VERB
fcis-31002	58	6	the	the	DET
fcis-31002	58	7	ability	ability	NOUN
fcis-31002	58	8	of	of	ADP
fcis-31002	58	9	general	general	ADJ
fcis-31002	58	10	semantic	semantic	ADJ
fcis-31002	58	11	representation	representation	NOUN
fcis-31002	58	12	through	through	ADP
fcis-31002	58	13	pretraining	pretraine	VERB
fcis-31002	58	14	with	with	ADP
fcis-31002	58	15	massive	massive	ADJ
fcis-31002	58	16	corpora	corpora	NOUN
fcis-31002	58	17	and	and	CCONJ
fcis-31002	58	18	realizes	realize	VERB
fcis-31002	58	19	task	task	NOUN
fcis-31002	58	20	adaptation	adaptation	NOUN
fcis-31002	58	21	in	in	ADP
fcis-31002	58	22	combination	combination	NOUN
fcis-31002	58	23	with	with	ADP
fcis-31002	58	24	fine	fine	ADV
fcis-31002	58	25	-	-	PUNCT
fcis-31002	58	26	tuning	tune	VERB
fcis-31002	58	27	techniques	technique	NOUN
fcis-31002	58	28	.	.	PUNCT
fcis-31002	59	1	however	however	ADV
fcis-31002	59	2	,	,	PUNCT
fcis-31002	59	3	peng	peng	PROPN
fcis-31002	59	4	et	et	PROPN
fcis-31002	59	5	al	al	PROPN
fcis-31002	59	6	.	.	PUNCT
fcis-31002	60	1	[	[	X
fcis-31002	60	2	10	10	NUM
fcis-31002	60	3	]	]	PUNCT
fcis-31002	60	4	pointed	point	VERB
fcis-31002	60	5	out	out	ADP
fcis-31002	60	6	that	that	SCONJ
fcis-31002	60	7	the	the	DET
fcis-31002	60	8	transformer	transformer	NOUN
fcis-31002	60	9	has	have	VERB
fcis-31002	60	10	inherent	inherent	ADJ
fcis-31002	60	11	limitations	limitation	NOUN
fcis-31002	60	12	in	in	ADP
fcis-31002	60	13	combinatorial	combinatorial	ADJ
fcis-31002	60	14	logic	logic	NOUN
fcis-31002	60	15	tasks	task	NOUN
fcis-31002	60	16	,	,	PUNCT
fcis-31002	60	17	and	and	CCONJ
fcis-31002	60	18	its	its	PRON
fcis-31002	60	19	attention	attention	NOUN
fcis-31002	60	20	mechanism	mechanism	NOUN
fcis-31002	60	21	is	be	AUX
fcis-31002	60	22	difficult	difficult	ADJ
fcis-31002	60	23	to	to	PART
fcis-31002	60	24	effectively	effectively	ADV
fcis-31002	60	25	handle	handle	VERB
fcis-31002	60	26	complex	complex	ADJ
fcis-31002	60	27	mathematical	mathematical	ADJ
fcis-31002	60	28	reasoning	reasoning	NOUN
fcis-31002	60	29	problems	problem	NOUN
fcis-31002	60	30	.	.	PUNCT
fcis-31002	61	1	these	these	DET
fcis-31002	61	2	technical	technical	ADJ
fcis-31002	61	3	features	feature	NOUN
fcis-31002	61	4	jointly	jointly	ADV
fcis-31002	61	5	constitute	constitute	VERB
fcis-31002	61	6	the	the	DET
fcis-31002	61	7	dual	dual	ADJ
fcis-31002	61	8	characteristics	characteristic	NOUN
fcis-31002	61	9	of	of	ADP
fcis-31002	61	10	high	high	ADJ
fcis-31002	61	11	efficiency	efficiency	NOUN
fcis-31002	61	12	and	and	CCONJ
fcis-31002	61	13	applicable	applicable	ADJ
fcis-31002	61	14	boundaries	boundary	NOUN
fcis-31002	61	15	of	of	ADP
fcis-31002	61	16	large	large	ADJ
fcis-31002	61	17	language	language	NOUN
fcis-31002	61	18	models	model	NOUN
fcis-31002	61	19	.	.	PUNCT
fcis-31002	62	1	3.2	3.2	NUM
fcis-31002	62	2	.	.	PUNCT
fcis-31002	62	3	application	application	NOUN
fcis-31002	62	4	of	of	ADP
fcis-31002	62	5	large	large	ADJ
fcis-31002	62	6	language	language	NOUN
fcis-31002	62	7	models	model	NOUN
fcis-31002	62	8	in	in	ADP
fcis-31002	62	9	data	data	NOUN
fcis-31002	62	10	processing	processing	NOUN
fcis-31002	62	11	and	and	CCONJ
fcis-31002	62	12	analysis	analysis	NOUN
fcis-31002	62	13	the	the	DET
fcis-31002	62	14	application	application	NOUN
fcis-31002	62	15	of	of	ADP
fcis-31002	62	16	large	large	ADJ
fcis-31002	62	17	language	language	NOUN
fcis-31002	62	18	models	model	NOUN
fcis-31002	62	19	in	in	ADP
fcis-31002	62	20	the	the	DET
fcis-31002	62	21	field	field	NOUN
fcis-31002	62	22	of	of	ADP
fcis-31002	62	23	data	datum	NOUN
fcis-31002	62	24	processing	processing	NOUN
fcis-31002	62	25	and	and	CCONJ
fcis-31002	62	26	analysis	analysis	NOUN
fcis-31002	62	27	is	be	AUX
fcis-31002	62	28	gradually	gradually	ADV
fcis-31002	62	29	breaking	break	VERB
fcis-31002	62	30	through	through	ADP
fcis-31002	62	31	the	the	DET
fcis-31002	62	32	traditional	traditional	ADJ
fcis-31002	62	33	paradigm	paradigm	NOUN
fcis-31002	62	34	and	and	CCONJ
fcis-31002	62	35	demonstrating	demonstrate	VERB
fcis-31002	62	36	unique	unique	ADJ
fcis-31002	62	37	intelligent	intelligent	ADJ
fcis-31002	62	38	value	value	NOUN
fcis-31002	62	39	.	.	PUNCT
fcis-31002	63	1	through	through	ADP
fcis-31002	63	2	the	the	DET
fcis-31002	63	3	efficient	efficient	ADJ
fcis-31002	63	4	fine	fine	ADV
fcis-31002	63	5	-	-	PUNCT
fcis-31002	63	6	tuning	tune	VERB
fcis-31002	63	7	technology	technology	NOUN
fcis-31002	63	8	of	of	ADP
fcis-31002	63	9	parameters	parameter	NOUN
fcis-31002	63	10	,	,	PUNCT
fcis-31002	63	11	large	large	ADJ
fcis-31002	63	12	language	language	NOUN
fcis-31002	63	13	models	model	NOUN
fcis-31002	63	14	can	can	AUX
fcis-31002	63	15	quickly	quickly	ADV
fcis-31002	63	16	adapt	adapt	VERB
fcis-31002	63	17	to	to	ADP
fcis-31002	63	18	the	the	DET
fcis-31002	63	19	specific	specific	ADJ
fcis-31002	63	20	requirements	requirement	NOUN
fcis-31002	63	21	of	of	ADP
fcis-31002	63	22	enterprise	enterprise	NOUN
fcis-31002	63	23	-	-	PUNCT
fcis-31002	63	24	level	level	NOUN
fcis-31002	63	25	data	datum	NOUN
fcis-31002	63	26	processing	processing	NOUN
fcis-31002	63	27	.	.	PUNCT
fcis-31002	64	1	the	the	DET
fcis-31002	64	2	lora	lora	PROPN
fcis-31002	64	3	(	(	PUNCT
fcis-31002	64	4	low	low	ADJ
fcis-31002	64	5	-	-	PUNCT
fcis-31002	64	6	rank	rank	NOUN
fcis-31002	64	7	adaptive	adaptive	ADJ
fcis-31002	64	8	)	)	PUNCT
fcis-31002	64	9	technology	technology	NOUN
fcis-31002	64	10	proposed	propose	VERB
fcis-31002	64	11	by	by	ADP
fcis-31002	64	12	hu	hu	PROPN
fcis-31002	64	13	et	et	PROPN
fcis-31002	64	14	al	al	PROPN
fcis-31002	64	15	.	.	PUNCT
fcis-31002	65	1	[	[	X
fcis-31002	65	2	11	11	NUM
fcis-31002	65	3	]	]	PUNCT
fcis-31002	65	4	reduces	reduce	VERB
fcis-31002	65	5	the	the	DET
fcis-31002	65	6	number	number	NOUN
fcis-31002	65	7	of	of	ADP
fcis-31002	65	8	training	training	NOUN
fcis-31002	65	9	parameters	parameter	NOUN
fcis-31002	65	10	to	to	ADP
fcis-31002	65	11	one	one	NUM
fcis-31002	65	12	tenthousandth	tenthousandth	NOUN
fcis-31002	65	13	of	of	ADP
fcis-31002	65	14	traditional	traditional	ADJ
fcis-31002	65	15	fine	fine	ADV
fcis-31002	65	16	-	-	PUNCT
fcis-31002	65	17	tuning	tuning	NOUN
fcis-31002	65	18	by	by	ADP
fcis-31002	65	19	freezing	freeze	VERB
fcis-31002	65	20	the	the	DET
fcis-31002	65	21	weights	weight	NOUN
fcis-31002	65	22	of	of	ADP
fcis-31002	65	23	the	the	DET
fcis-31002	65	24	pre	pre	ADJ
fcis-31002	65	25	-	-	ADJ
fcis-31002	65	26	trained	train	VERB
fcis-31002	65	27	model	model	NOUN
fcis-31002	65	28	and	and	CCONJ
fcis-31002	65	29	injecting	inject	VERB
fcis-31002	65	30	a	a	DET
fcis-31002	65	31	low	low	ADJ
fcis-31002	65	32	-	-	PUNCT
fcis-31002	65	33	rank	rank	NOUN
fcis-31002	65	34	matrix	matrix	NOUN
fcis-31002	65	35	.	.	PUNCT
fcis-31002	66	1	it	it	PRON
fcis-31002	66	2	maintains	maintain	VERB
fcis-31002	66	3	comparable	comparable	ADJ
fcis-31002	66	4	performance	performance	NOUN
fcis-31002	66	5	to	to	ADP
fcis-31002	66	6	full	full	ADJ
fcis-31002	66	7	-	-	PUNCT
fcis-31002	66	8	parameter	parameter	NOUN
fcis-31002	66	9	finetuning	finetuning	NOUN
fcis-31002	66	10	in	in	ADP
fcis-31002	66	11	scenarios	scenario	NOUN
fcis-31002	66	12	such	such	ADJ
fcis-31002	66	13	as	as	ADP
fcis-31002	66	14	data	datum	NOUN
fcis-31002	66	15	classification	classification	NOUN
fcis-31002	66	16	and	and	CCONJ
fcis-31002	66	17	information	information	NOUN
fcis-31002	66	18	extraction	extraction	NOUN
fcis-31002	66	19	,	,	PUNCT
fcis-31002	66	20	while	while	SCONJ
fcis-31002	66	21	significantly	significantly	ADV
fcis-31002	66	22	reducing	reduce	VERB
fcis-31002	66	23	the	the	DET
fcis-31002	66	24	consumption	consumption	NOUN
fcis-31002	66	25	of	of	ADP
fcis-31002	66	26	computing	compute	VERB
fcis-31002	66	27	resources	resource	NOUN
fcis-31002	66	28	.	.	PUNCT
fcis-31002	67	1	it	it	PRON
fcis-31002	67	2	provides	provide	VERB
fcis-31002	67	3	a	a	DET
fcis-31002	67	4	feasible	feasible	ADJ
fcis-31002	67	5	path	path	NOUN
fcis-31002	67	6	for	for	ADP
fcis-31002	67	7	the	the	DET
fcis-31002	67	8	lightweight	lightweight	ADJ
fcis-31002	67	9	deployment	deployment	NOUN
fcis-31002	67	10	of	of	ADP
fcis-31002	67	11	enterprise	enterprise	NOUN
fcis-31002	67	12	-	-	PUNCT
fcis-31002	67	13	level	level	NOUN
fcis-31002	67	14	data	datum	NOUN
fcis-31002	67	15	warehouses	warehouse	NOUN
fcis-31002	67	16	.	.	PUNCT
fcis-31002	68	1	in	in	ADP
fcis-31002	68	2	the	the	DET
fcis-31002	68	3	field	field	NOUN
fcis-31002	68	4	of	of	ADP
fcis-31002	68	5	human	human	ADJ
fcis-31002	68	6	-	-	PUNCT
fcis-31002	68	7	machine	machine	NOUN
fcis-31002	68	8	collaboration	collaboration	NOUN
fcis-31002	68	9	,	,	PUNCT
fcis-31002	68	10	the	the	DET
fcis-31002	68	11	coannotating	coannotating	NOUN
fcis-31002	68	12	framework	framework	NOUN
fcis-31002	68	13	developed	develop	VERB
fcis-31002	68	14	by	by	ADP
fcis-31002	68	15	li	li	PROPN
fcis-31002	68	16	et	et	PROPN
fcis-31002	68	17	al	al	PROPN
fcis-31002	68	18	.	.	PUNCT
fcis-31002	69	1	[	[	X
fcis-31002	69	2	12	12	NUM
fcis-31002	69	3	]	]	PUNCT
fcis-31002	69	4	innovatively	innovatively	ADV
fcis-31002	69	5	combines	combine	VERB
fcis-31002	69	6	model	model	NOUN
fcis-31002	69	7	uncertainty	uncertainty	NOUN
fcis-31002	69	8	estimation	estimation	NOUN
fcis-31002	69	9	and	and	CCONJ
fcis-31002	69	10	task	task	NOUN
fcis-31002	69	11	allocation	allocation	NOUN
fcis-31002	69	12	mechanisms	mechanism	NOUN
fcis-31002	69	13	,	,	PUNCT
fcis-31002	69	14	enabling	enable	VERB
fcis-31002	69	15	llms	llm	NOUN
fcis-31002	69	16	to	to	PART
fcis-31002	69	17	form	form	VERB
fcis-31002	69	18	dynamic	dynamic	ADJ
fcis-31002	69	19	complementarity	complementarity	NOUN
fcis-31002	69	20	with	with	ADP
fcis-31002	69	21	manual	manual	ADJ
fcis-31002	69	22	annotation	annotation	NOUN
fcis-31002	69	23	in	in	ADP
fcis-31002	69	24	the	the	DET
fcis-31002	69	25	task	task	NOUN
fcis-31002	69	26	of	of	ADP
fcis-31002	69	27	unstructured	unstructured	ADJ
fcis-31002	69	28	text	text	NOUN
fcis-31002	69	29	annotation	annotation	NOUN
fcis-31002	69	30	.	.	PUNCT
fcis-31002	70	1	experiments	experiment	NOUN
fcis-31002	70	2	show	show	VERB
fcis-31002	70	3	that	that	SCONJ
fcis-31002	70	4	this	this	DET
fcis-31002	70	5	framework	framework	NOUN
fcis-31002	70	6	can	can	AUX
fcis-31002	70	7	increase	increase	VERB
fcis-31002	70	8	the	the	DET
fcis-31002	70	9	comprehensive	comprehensive	ADJ
fcis-31002	70	10	efficiency	efficiency	NOUN
fcis-31002	70	11	by	by	ADP
fcis-31002	70	12	up	up	ADP
fcis-31002	70	13	to	to	PART
fcis-31002	70	14	21	21	NUM
fcis-31002	70	15	%	%	NOUN
fcis-31002	70	16	while	while	SCONJ
fcis-31002	70	17	ensuring	ensure	VERB
fcis-31002	70	18	the	the	DET
fcis-31002	70	19	annotation	annotation	NOUN
fcis-31002	70	20	quality	quality	NOUN
fcis-31002	70	21	.	.	PUNCT
fcis-31002	71	1	it	it	PRON
fcis-31002	71	2	has	have	AUX
fcis-31002	71	3	opened	open	VERB
fcis-31002	71	4	up	up	ADP
fcis-31002	71	5	new	new	ADJ
fcis-31002	71	6	ideas	idea	NOUN
fcis-31002	71	7	for	for	ADP
fcis-31002	71	8	the	the	DET
fcis-31002	71	9	automated	automate	VERB
fcis-31002	71	10	processing	processing	NOUN
fcis-31002	71	11	of	of	ADP
fcis-31002	71	12	massive	massive	ADJ
fcis-31002	71	13	enterprise	enterprise	NOUN
fcis-31002	71	14	data	datum	NOUN
fcis-31002	71	15	.	.	PUNCT
fcis-31002	72	1	trummer	trummer	PROPN
fcis-31002	72	2	et	et	PROPN
fcis-31002	72	3	al	al	PROPN
fcis-31002	72	4	.	.	PUNCT
fcis-31002	73	1	[	[	X
fcis-31002	73	2	13	13	NUM
fcis-31002	73	3	]	]	PUNCT
fcis-31002	73	4	pointed	point	VERB
fcis-31002	73	5	out	out	ADP
fcis-31002	73	6	that	that	SCONJ
fcis-31002	73	7	language	language	NOUN
fcis-31002	73	8	models	model	NOUN
fcis-31002	73	9	have	have	AUX
fcis-31002	73	10	demonstrated	demonstrate	VERB
fcis-31002	73	11	the	the	DET
fcis-31002	73	12	potential	potential	NOUN
fcis-31002	73	13	to	to	PART
fcis-31002	73	14	reconstruct	reconstruct	VERB
fcis-31002	73	15	data	datum	NOUN
fcis-31002	73	16	processing	processing	NOUN
fcis-31002	73	17	flows	flow	NOUN
fcis-31002	73	18	.	.	PUNCT
fcis-31002	74	1	from	from	ADP
fcis-31002	74	2	natural	natural	ADJ
fcis-31002	74	3	language	language	NOUN
fcis-31002	74	4	query	query	NOUN
fcis-31002	74	5	translation	translation	NOUN
fcis-31002	74	6	,	,	PUNCT
fcis-31002	74	7	data	datum	NOUN
fcis-31002	74	8	pattern	pattern	NOUN
fcis-31002	74	9	matching	match	VERB
fcis-31002	74	10	to	to	ADP
fcis-31002	74	11	exception	exception	NOUN
fcis-31002	74	12	detection	detection	NOUN
fcis-31002	74	13	and	and	CCONJ
fcis-31002	74	14	other	other	ADJ
fcis-31002	74	15	links	link	NOUN
fcis-31002	74	16	,	,	PUNCT
fcis-31002	74	17	models	model	NOUN
fcis-31002	74	18	such	such	ADJ
fcis-31002	74	19	as	as	ADP
fcis-31002	74	20	gpt-3	gpt-3	NOUN
fcis-31002	74	21	codex	codex	NOUN
fcis-31002	74	22	can	can	AUX
fcis-31002	74	23	directly	directly	ADV
fcis-31002	74	24	generate	generate	VERB
fcis-31002	74	25	sql	sql	PROPN
fcis-31002	74	26	code	code	NOUN
fcis-31002	74	27	79	79	NUM
fcis-31002	74	28	or	or	CCONJ
fcis-31002	74	29	cleaning	clean	VERB
fcis-31002	74	30	rules	rule	NOUN
fcis-31002	74	31	through	through	ADP
fcis-31002	74	32	context	context	NOUN
fcis-31002	74	33	learning	learning	NOUN
fcis-31002	74	34	.	.	PUNCT
fcis-31002	75	1	this	this	DET
fcis-31002	75	2	end	end	NOUN
fcis-31002	75	3	-	-	PUNCT
fcis-31002	75	4	to	to	ADP
fcis-31002	75	5	-	-	PUNCT
fcis-31002	75	6	end	end	NOUN
fcis-31002	75	7	processing	processing	NOUN
fcis-31002	75	8	capability	capability	NOUN
fcis-31002	75	9	is	be	AUX
fcis-31002	75	10	driving	drive	VERB
fcis-31002	75	11	data	datum	NOUN
fcis-31002	75	12	analysis	analysis	NOUN
fcis-31002	75	13	towards	towards	ADP
fcis-31002	75	14	a	a	DET
fcis-31002	75	15	more	more	ADV
fcis-31002	75	16	intelligent	intelligent	ADJ
fcis-31002	75	17	direction	direction	NOUN
fcis-31002	75	18	.	.	PUNCT
fcis-31002	76	1	these	these	DET
fcis-31002	76	2	technological	technological	ADJ
fcis-31002	76	3	breakthroughs	breakthrough	NOUN
fcis-31002	76	4	not	not	PART
fcis-31002	76	5	only	only	ADV
fcis-31002	76	6	enhance	enhance	VERB
fcis-31002	76	7	the	the	DET
fcis-31002	76	8	efficiency	efficiency	NOUN
fcis-31002	76	9	of	of	ADP
fcis-31002	76	10	data	datum	NOUN
fcis-31002	76	11	processing	processing	NOUN
fcis-31002	76	12	,	,	PUNCT
fcis-31002	76	13	but	but	CCONJ
fcis-31002	76	14	also	also	ADV
fcis-31002	76	15	endow	endow	NOUN
fcis-31002	76	16	enterprise	enterprise	NOUN
fcis-31002	76	17	data	datum	NOUN
fcis-31002	76	18	warehouses	warehouse	NOUN
fcis-31002	76	19	with	with	ADP
fcis-31002	76	20	a	a	DET
fcis-31002	76	21	new	new	ADJ
fcis-31002	76	22	dimension	dimension	NOUN
fcis-31002	76	23	of	of	ADP
fcis-31002	76	24	proactive	proactive	ADJ
fcis-31002	76	25	insight	insight	NOUN
fcis-31002	76	26	into	into	ADP
fcis-31002	76	27	business	business	NOUN
fcis-31002	76	28	value	value	NOUN
fcis-31002	76	29	through	through	ADP
fcis-31002	76	30	semantic	semantic	ADJ
fcis-31002	76	31	understanding	understanding	NOUN
fcis-31002	76	32	capabilities	capability	NOUN
fcis-31002	76	33	.	.	PUNCT
fcis-31002	77	1	3.3	3.3	NUM
fcis-31002	77	2	.	.	PUNCT
fcis-31002	77	3	low	low	ADJ
fcis-31002	77	4	-	-	PUNCT
fcis-31002	77	5	cost	cost	NOUN
fcis-31002	77	6	fine	fine	NOUN
fcis-31002	77	7	-	-	PUNCT
fcis-31002	77	8	tuning	tuning	NOUN
fcis-31002	77	9	and	and	CCONJ
fcis-31002	77	10	private	private	ADJ
fcis-31002	77	11	deployment	deployment	NOUN
fcis-31002	77	12	technologies	technology	NOUN
fcis-31002	77	13	in	in	ADP
fcis-31002	77	14	the	the	DET
fcis-31002	77	15	enterprise	enterprise	NOUN
fcis-31002	77	16	-	-	PUNCT
fcis-31002	77	17	level	level	NOUN
fcis-31002	77	18	application	application	NOUN
fcis-31002	77	19	scenarios	scenario	NOUN
fcis-31002	77	20	of	of	ADP
fcis-31002	77	21	large	large	ADJ
fcis-31002	77	22	language	language	NOUN
fcis-31002	77	23	models	model	NOUN
fcis-31002	77	24	,	,	PUNCT
fcis-31002	77	25	low	low	ADJ
fcis-31002	77	26	-	-	PUNCT
fcis-31002	77	27	cost	cost	NOUN
fcis-31002	77	28	fine	fine	NOUN
fcis-31002	77	29	-	-	PUNCT
fcis-31002	77	30	tuning	tuning	NOUN
fcis-31002	77	31	and	and	CCONJ
fcis-31002	77	32	private	private	ADJ
fcis-31002	77	33	deployment	deployment	NOUN
fcis-31002	77	34	technologies	technology	NOUN
fcis-31002	77	35	have	have	AUX
fcis-31002	77	36	become	become	VERB
fcis-31002	77	37	the	the	DET
fcis-31002	77	38	key	key	ADJ
fcis-31002	77	39	research	research	NOUN
fcis-31002	77	40	directions	direction	NOUN
fcis-31002	77	41	to	to	PART
fcis-31002	77	42	break	break	VERB
fcis-31002	77	43	through	through	ADP
fcis-31002	77	44	resource	resource	NOUN
fcis-31002	77	45	constraints	constraint	NOUN
fcis-31002	77	46	.	.	PUNCT
fcis-31002	78	1	the	the	DET
fcis-31002	78	2	msplora	msplora	NOUN
fcis-31002	78	3	proposed	propose	VERB
fcis-31002	78	4	by	by	ADP
fcis-31002	78	5	jiancheng	jiancheng	PROPN
fcis-31002	78	6	zhao	zhao	PROPN
fcis-31002	78	7	et	et	PROPN
fcis-31002	78	8	al	al	PROPN
fcis-31002	78	9	.	.	PUNCT
fcis-31002	79	1	[	[	X
fcis-31002	79	2	14	14	NUM
fcis-31002	79	3	]	]	PUNCT
fcis-31002	79	4	successfully	successfully	ADV
fcis-31002	79	5	reduces	reduce	VERB
fcis-31002	79	6	the	the	DET
fcis-31002	79	7	number	number	NOUN
fcis-31002	79	8	of	of	ADP
fcis-31002	79	9	trainable	trainable	ADJ
fcis-31002	79	10	parameters	parameter	NOUN
fcis-31002	79	11	by	by	ADP
fcis-31002	79	12	more	more	ADJ
fcis-31002	79	13	than	than	ADP
fcis-31002	79	14	80	80	NUM
fcis-31002	79	15	%	%	NOUN
fcis-31002	79	16	by	by	ADP
fcis-31002	79	17	constructing	construct	VERB
fcis-31002	79	18	a	a	DET
fcis-31002	79	19	multi	multi	ADJ
fcis-31002	79	20	-	-	ADJ
fcis-31002	79	21	scale	scale	ADJ
fcis-31002	79	22	pyramid	pyramid	NOUN
fcis-31002	79	23	lowrank	lowrank	VERB
fcis-31002	79	24	adaptive	adaptive	ADJ
fcis-31002	79	25	structure	structure	NOUN
fcis-31002	79	26	and	and	CCONJ
fcis-31002	79	27	dynamically	dynamically	ADV
fcis-31002	79	28	allocating	allocate	VERB
fcis-31002	79	29	parameters	parameter	NOUN
fcis-31002	79	30	in	in	ADP
fcis-31002	79	31	three	three	NUM
fcis-31002	79	32	dimensions	dimension	NOUN
fcis-31002	79	33	:	:	PUNCT
fcis-31002	79	34	global	global	ADJ
fcis-31002	79	35	,	,	PUNCT
fcis-31002	79	36	intermediate	intermediate	ADJ
fcis-31002	79	37	and	and	CCONJ
fcis-31002	79	38	hierarchical	hierarchical	ADJ
fcis-31002	79	39	,	,	PUNCT
fcis-31002	79	40	while	while	SCONJ
fcis-31002	79	41	maintaining	maintain	VERB
fcis-31002	79	42	the	the	DET
fcis-31002	79	43	performance	performance	NOUN
fcis-31002	79	44	advantage	advantage	NOUN
fcis-31002	79	45	of	of	ADP
fcis-31002	79	46	cross	cross	ADJ
fcis-31002	79	47	-	-	ADJ
fcis-31002	79	48	domain	domain	ADJ
fcis-31002	79	49	nlp	nlp	NOUN
fcis-31002	79	50	tasks	task	NOUN
fcis-31002	79	51	.	.	PUNCT
fcis-31002	80	1	this	this	DET
fcis-31002	80	2	method	method	NOUN
fcis-31002	80	3	effectively	effectively	ADV
fcis-31002	80	4	solves	solve	VERB
fcis-31002	80	5	the	the	DET
fcis-31002	80	6	problem	problem	NOUN
fcis-31002	80	7	of	of	ADP
fcis-31002	80	8	parameter	parameter	NOUN
fcis-31002	80	9	redundancy	redundancy	NOUN
fcis-31002	80	10	in	in	ADP
fcis-31002	80	11	traditional	traditional	ADJ
fcis-31002	80	12	fine	fine	ADV
fcis-31002	80	13	-	-	PUNCT
fcis-31002	80	14	tuning	tuning	NOUN
fcis-31002	80	15	through	through	ADP
fcis-31002	80	16	a	a	DET
fcis-31002	80	17	hierarchical	hierarchical	ADJ
fcis-31002	80	18	feature	feature	NOUN
fcis-31002	80	19	capture	capture	NOUN
fcis-31002	80	20	mechanism	mechanism	NOUN
fcis-31002	80	21	,	,	PUNCT
fcis-31002	80	22	providing	provide	VERB
fcis-31002	80	23	a	a	DET
fcis-31002	80	24	lightweight	lightweight	ADJ
fcis-31002	80	25	solution	solution	NOUN
fcis-31002	80	26	for	for	ADP
fcis-31002	80	27	enterprise	enterprise	NOUN
fcis-31002	80	28	private	private	ADJ
fcis-31002	80	29	deployment	deployment	NOUN
fcis-31002	80	30	.	.	PUNCT
fcis-31002	81	1	the	the	DET
fcis-31002	81	2	elalora	elalora	NOUN
fcis-31002	81	3	developed	develop	VERB
fcis-31002	81	4	by	by	ADP
fcis-31002	81	5	huandong	huandong	PROPN
fcis-31002	81	6	chang	chang	PROPN
fcis-31002	81	7	et	et	PROPN
fcis-31002	81	8	al	al	PROPN
fcis-31002	81	9	.	.	PUNCT
fcis-31002	82	1	[	[	X
fcis-31002	82	2	15	15	NUM
fcis-31002	82	3	]	]	X
fcis-31002	82	4	further	further	ADJ
fcis-31002	82	5	introduces	introduce	VERB
fcis-31002	82	6	an	an	DET
fcis-31002	82	7	elastic	elastic	ADJ
fcis-31002	82	8	rank	rank	NOUN
fcis-31002	82	9	adjustment	adjustment	NOUN
fcis-31002	82	10	mechanism	mechanism	NOUN
fcis-31002	82	11	,	,	PUNCT
fcis-31002	82	12	dynamically	dynamically	ADV
fcis-31002	82	13	pruning	prune	VERB
fcis-31002	82	14	and	and	CCONJ
fcis-31002	82	15	expanding	expand	VERB
fcis-31002	82	16	the	the	DET
fcis-31002	82	17	rank	rank	NOUN
fcis-31002	82	18	based	base	VERB
fcis-31002	82	19	on	on	ADP
fcis-31002	82	20	gradient	gradient	ADJ
fcis-31002	82	21	importance	importance	NOUN
fcis-31002	82	22	.	.	PUNCT
fcis-31002	83	1	under	under	ADP
fcis-31002	83	2	the	the	DET
fcis-31002	83	3	same	same	ADJ
fcis-31002	83	4	parameter	parameter	NOUN
fcis-31002	83	5	budget	budget	NOUN
fcis-31002	83	6	,	,	PUNCT
fcis-31002	83	7	it	it	PRON
fcis-31002	83	8	improves	improve	VERB
fcis-31002	83	9	the	the	DET
fcis-31002	83	10	task	task	NOUN
fcis-31002	83	11	adaptation	adaptation	NOUN
fcis-31002	83	12	efficiency	efficiency	NOUN
fcis-31002	83	13	by	by	ADP
fcis-31002	83	14	37	37	NUM
fcis-31002	83	15	%	%	NOUN
fcis-31002	83	16	compared	compare	VERB
fcis-31002	83	17	with	with	ADP
fcis-31002	83	18	the	the	DET
fcis-31002	83	19	traditional	traditional	ADJ
fcis-31002	83	20	lora	lora	PROPN
fcis-31002	83	21	method	method	NOUN
fcis-31002	83	22	.	.	PUNCT
fcis-31002	84	1	this	this	DET
fcis-31002	84	2	adaptive	adaptive	ADJ
fcis-31002	84	3	resource	resource	NOUN
fcis-31002	84	4	allocation	allocation	NOUN
fcis-31002	84	5	strategy	strategy	NOUN
fcis-31002	84	6	can	can	AUX
fcis-31002	84	7	not	not	PART
fcis-31002	84	8	only	only	ADV
fcis-31002	84	9	meet	meet	VERB
fcis-31002	84	10	the	the	DET
fcis-31002	84	11	computing	computing	NOUN
fcis-31002	84	12	power	power	NOUN
fcis-31002	84	13	conditions	condition	NOUN
fcis-31002	84	14	of	of	ADP
fcis-31002	84	15	enterprises	enterprise	NOUN
fcis-31002	84	16	of	of	ADP
fcis-31002	84	17	different	different	ADJ
fcis-31002	84	18	scales	scale	NOUN
fcis-31002	84	19	,	,	PUNCT
fcis-31002	84	20	but	but	CCONJ
fcis-31002	84	21	also	also	ADV
fcis-31002	84	22	ensure	ensure	VERB
fcis-31002	84	23	the	the	DET
fcis-31002	84	24	flexibility	flexibility	NOUN
fcis-31002	84	25	of	of	ADP
fcis-31002	84	26	model	model	NOUN
fcis-31002	84	27	tuning	tuning	NOUN
fcis-31002	84	28	,	,	PUNCT
fcis-31002	84	29	providing	provide	VERB
fcis-31002	84	30	an	an	DET
fcis-31002	84	31	scalable	scalable	ADJ
fcis-31002	84	32	technical	technical	ADJ
fcis-31002	84	33	path	path	NOUN
fcis-31002	84	34	for	for	ADP
fcis-31002	84	35	private	private	ADJ
fcis-31002	84	36	deployment	deployment	NOUN
fcis-31002	84	37	scenarios	scenario	NOUN
fcis-31002	84	38	.	.	PUNCT
fcis-31002	85	1	the	the	DET
fcis-31002	85	2	aglora	aglora	NOUN
fcis-31002	85	3	designed	design	VERB
fcis-31002	85	4	by	by	ADP
fcis-31002	85	5	the	the	DET
fcis-31002	85	6	team	team	NOUN
fcis-31002	85	7	of	of	ADP
fcis-31002	85	8	qingchen	qingchen	PROPN
fcis-31002	85	9	wang	wang	PROPN
fcis-31002	86	1	[	[	X
fcis-31002	86	2	16	16	NUM
fcis-31002	86	3	]	]	PUNCT
fcis-31002	86	4	achieves	achieve	VERB
fcis-31002	86	5	fine	fine	ADV
fcis-31002	86	6	-	-	PUNCT
fcis-31002	86	7	tuning	tune	VERB
fcis-31002	86	8	performance	performance	NOUN
fcis-31002	86	9	improvement	improvement	NOUN
fcis-31002	86	10	on	on	ADP
fcis-31002	86	11	mainstream	mainstream	NOUN
fcis-31002	86	12	models	model	NOUN
fcis-31002	86	13	such	such	ADJ
fcis-31002	86	14	as	as	ADP
fcis-31002	86	15	llama	llama	NOUN
fcis-31002	86	16	through	through	ADP
fcis-31002	86	17	the	the	DET
fcis-31002	86	18	initialization	initialization	NOUN
fcis-31002	86	19	of	of	ADP
fcis-31002	86	20	singular	singular	ADJ
fcis-31002	86	21	value	value	NOUN
fcis-31002	86	22	decomposition	decomposition	NOUN
fcis-31002	86	23	guided	guide	VERB
fcis-31002	86	24	by	by	ADP
fcis-31002	86	25	the	the	DET
fcis-31002	86	26	activation	activation	NOUN
fcis-31002	86	27	mode	mode	NOUN
fcis-31002	86	28	,	,	PUNCT
fcis-31002	86	29	combined	combine	VERB
fcis-31002	86	30	with	with	ADP
fcis-31002	86	31	the	the	DET
fcis-31002	86	32	global	global	ADJ
fcis-31002	86	33	rank	rank	PROPN
fcis-31002	86	34	allocation	allocation	NOUN
fcis-31002	86	35	strategy	strategy	NOUN
fcis-31002	86	36	,	,	PUNCT
fcis-31002	86	37	while	while	SCONJ
fcis-31002	86	38	reducing	reduce	VERB
fcis-31002	86	39	the	the	DET
fcis-31002	86	40	gpu	gpu	NOUN
fcis-31002	86	41	memory	memory	NOUN
fcis-31002	86	42	consumption	consumption	NOUN
fcis-31002	86	43	to	to	ADP
fcis-31002	86	44	62	62	NUM
fcis-31002	86	45	%	%	NOUN
fcis-31002	86	46	of	of	ADP
fcis-31002	86	47	the	the	DET
fcis-31002	86	48	traditional	traditional	ADJ
fcis-31002	86	49	method	method	NOUN
fcis-31002	86	50	.	.	PUNCT
fcis-31002	87	1	these	these	DET
fcis-31002	87	2	innovative	innovative	ADJ
fcis-31002	87	3	technologies	technology	NOUN
fcis-31002	87	4	systematically	systematically	ADV
fcis-31002	87	5	build	build	VERB
fcis-31002	87	6	a	a	DET
fcis-31002	87	7	technical	technical	ADJ
fcis-31002	87	8	system	system	NOUN
fcis-31002	87	9	for	for	ADP
fcis-31002	87	10	the	the	DET
fcis-31002	87	11	low	low	ADJ
fcis-31002	87	12	-	-	PUNCT
fcis-31002	87	13	cost	cost	NOUN
fcis-31002	87	14	implementation	implementation	NOUN
fcis-31002	87	15	of	of	ADP
fcis-31002	87	16	large	large	ADJ
fcis-31002	87	17	language	language	NOUN
fcis-31002	87	18	models	model	NOUN
fcis-31002	87	19	from	from	ADP
fcis-31002	87	20	multiple	multiple	ADJ
fcis-31002	87	21	dimensions	dimension	NOUN
fcis-31002	87	22	such	such	ADJ
fcis-31002	87	23	as	as	ADP
fcis-31002	87	24	parameter	parameter	NOUN
fcis-31002	87	25	optimization	optimization	NOUN
fcis-31002	87	26	,	,	PUNCT
fcis-31002	87	27	dynamic	dynamic	ADJ
fcis-31002	87	28	adaptation	adaptation	NOUN
fcis-31002	87	29	,	,	PUNCT
fcis-31002	87	30	and	and	CCONJ
fcis-31002	87	31	resource	resource	NOUN
fcis-31002	87	32	allocation	allocation	NOUN
fcis-31002	87	33	,	,	PUNCT
fcis-31002	87	34	providing	provide	VERB
fcis-31002	87	35	a	a	DET
fcis-31002	87	36	reusable	reusable	ADJ
fcis-31002	87	37	methodological	methodological	ADJ
fcis-31002	87	38	framework	framework	NOUN
fcis-31002	87	39	for	for	ADP
fcis-31002	87	40	the	the	DET
fcis-31002	87	41	intelligent	intelligent	ADJ
fcis-31002	87	42	upgrade	upgrade	NOUN
fcis-31002	87	43	of	of	ADP
fcis-31002	87	44	enterprise	enterprise	NOUN
fcis-31002	87	45	-	-	PUNCT
fcis-31002	87	46	level	level	NOUN
fcis-31002	87	47	data	datum	NOUN
fcis-31002	87	48	warehouses	warehouse	NOUN
fcis-31002	87	49	and	and	CCONJ
fcis-31002	87	50	promoting	promote	VERB
fcis-31002	87	51	the	the	DET
fcis-31002	87	52	efficient	efficient	ADJ
fcis-31002	87	53	transformation	transformation	NOUN
fcis-31002	87	54	of	of	ADP
fcis-31002	87	55	large	large	ADJ
fcis-31002	87	56	model	model	NOUN
fcis-31002	87	57	technology	technology	NOUN
fcis-31002	87	58	from	from	ADP
fcis-31002	87	59	laboratory	laboratory	NOUN
fcis-31002	87	60	research	research	NOUN
fcis-31002	87	61	to	to	ADP
fcis-31002	87	62	industrial	industrial	ADJ
fcis-31002	87	63	practice	practice	NOUN
fcis-31002	87	64	.	.	PUNCT
fcis-31002	88	1	4	4	X
fcis-31002	88	2	.	.	X
fcis-31002	88	3	conclusion	conclusion	NOUN
fcis-31002	88	4	this	this	DET
fcis-31002	88	5	study	study	NOUN
fcis-31002	88	6	systematically	systematically	ADV
fcis-31002	88	7	explores	explore	VERB
fcis-31002	88	8	the	the	DET
fcis-31002	88	9	integration	integration	NOUN
fcis-31002	88	10	path	path	NOUN
fcis-31002	88	11	of	of	ADP
fcis-31002	88	12	enterprise	enterprise	NOUN
fcis-31002	88	13	-	-	PUNCT
fcis-31002	88	14	level	level	NOUN
fcis-31002	88	15	data	data	NOUN
fcis-31002	88	16	warehouses	warehouse	NOUN
fcis-31002	88	17	and	and	CCONJ
fcis-31002	88	18	large	large	ADJ
fcis-31002	88	19	language	language	NOUN
fcis-31002	88	20	model	model	NOUN
fcis-31002	88	21	technology	technology	NOUN
fcis-31002	88	22	,	,	PUNCT
fcis-31002	88	23	revealing	reveal	VERB
fcis-31002	88	24	the	the	DET
fcis-31002	88	25	core	core	NOUN
fcis-31002	88	26	bottlenecks	bottleneck	NOUN
fcis-31002	88	27	of	of	ADP
fcis-31002	88	28	traditional	traditional	ADJ
fcis-31002	88	29	data	datum	NOUN
fcis-31002	88	30	warehouses	warehouse	NOUN
fcis-31002	88	31	in	in	ADP
fcis-31002	88	32	real	real	ADJ
fcis-31002	88	33	-	-	PUNCT
fcis-31002	88	34	time	time	NOUN
fcis-31002	88	35	analysis	analysis	NOUN
fcis-31002	88	36	,	,	PUNCT
fcis-31002	88	37	dynamic	dynamic	ADJ
fcis-31002	88	38	expansion	expansion	NOUN
fcis-31002	88	39	and	and	CCONJ
fcis-31002	88	40	heterogeneous	heterogeneous	ADJ
fcis-31002	88	41	data	datum	NOUN
fcis-31002	88	42	processing	processing	NOUN
fcis-31002	88	43	.	.	PUNCT
fcis-31002	89	1	at	at	ADP
fcis-31002	89	2	present	present	ADJ
fcis-31002	89	3	,	,	PUNCT
fcis-31002	89	4	data	datum	NOUN
fcis-31002	89	5	warehouses	warehouse	NOUN
fcis-31002	89	6	are	be	AUX
fcis-31002	89	7	constrained	constrain	VERB
fcis-31002	89	8	by	by	ADP
fcis-31002	89	9	rigid	rigid	ADJ
fcis-31002	89	10	architectures	architecture	NOUN
fcis-31002	89	11	and	and	CCONJ
fcis-31002	89	12	resource	resource	NOUN
fcis-31002	89	13	utilization	utilization	NOUN
fcis-31002	89	14	issues	issue	NOUN
fcis-31002	89	15	,	,	PUNCT
fcis-31002	89	16	making	make	VERB
fcis-31002	89	17	it	it	PRON
fcis-31002	89	18	difficult	difficult	ADJ
fcis-31002	89	19	to	to	PART
fcis-31002	89	20	cope	cope	VERB
fcis-31002	89	21	with	with	ADP
fcis-31002	89	22	the	the	DET
fcis-31002	89	23	demands	demand	NOUN
fcis-31002	89	24	of	of	ADP
fcis-31002	89	25	highconcurrency	highconcurrency	NOUN
fcis-31002	89	26	queries	query	NOUN
fcis-31002	89	27	and	and	CCONJ
fcis-31002	89	28	real	real	ADJ
fcis-31002	89	29	-	-	PUNCT
fcis-31002	89	30	time	time	NOUN
fcis-31002	89	31	decision	decision	NOUN
fcis-31002	89	32	-	-	PUNCT
fcis-31002	89	33	making	making	NOUN
fcis-31002	89	34	.	.	PUNCT
fcis-31002	90	1	however	however	ADV
fcis-31002	90	2	,	,	PUNCT
fcis-31002	90	3	large	large	ADJ
fcis-31002	90	4	language	language	NOUN
fcis-31002	90	5	models	model	NOUN
fcis-31002	90	6	,	,	PUNCT
fcis-31002	90	7	through	through	ADP
fcis-31002	90	8	low	low	ADJ
fcis-31002	90	9	-	-	PUNCT
fcis-31002	90	10	cost	cost	NOUN
fcis-31002	90	11	fine	fine	ADJ
fcis-31002	90	12	-	-	PUNCT
fcis-31002	90	13	tuning	tune	VERB
fcis-31002	90	14	technologies	technology	NOUN
fcis-31002	90	15	such	such	ADJ
fcis-31002	90	16	as	as	ADP
fcis-31002	90	17	lora	lora	PROPN
fcis-31002	90	18	and	and	CCONJ
fcis-31002	90	19	dynamic	dynamic	ADJ
fcis-31002	90	20	rank	rank	NOUN
fcis-31002	90	21	allocation	allocation	NOUN
fcis-31002	90	22	strategies	strategy	NOUN
fcis-31002	90	23	,	,	PUNCT
fcis-31002	90	24	have	have	AUX
fcis-31002	90	25	demonstrated	demonstrate	VERB
fcis-31002	90	26	the	the	DET
fcis-31002	90	27	potential	potential	NOUN
fcis-31002	90	28	to	to	PART
fcis-31002	90	29	restructure	restructure	VERB
fcis-31002	90	30	data	datum	NOUN
fcis-31002	90	31	processing	processing	NOUN
fcis-31002	90	32	flows	flow	NOUN
fcis-31002	90	33	.	.	PUNCT
fcis-31002	91	1	studies	study	NOUN
fcis-31002	91	2	show	show	VERB
fcis-31002	91	3	that	that	SCONJ
fcis-31002	91	4	the	the	DET
fcis-31002	91	5	integration	integration	NOUN
fcis-31002	91	6	of	of	ADP
fcis-31002	91	7	the	the	DET
fcis-31002	91	8	two	two	NUM
fcis-31002	91	9	types	type	NOUN
fcis-31002	91	10	of	of	ADP
fcis-31002	91	11	technologies	technology	NOUN
fcis-31002	91	12	can	can	AUX
fcis-31002	91	13	build	build	VERB
fcis-31002	91	14	an	an	DET
fcis-31002	91	15	intelligent	intelligent	ADJ
fcis-31002	91	16	analysis	analysis	NOUN
fcis-31002	91	17	architecture	architecture	NOUN
fcis-31002	91	18	that	that	PRON
fcis-31002	91	19	supports	support	VERB
fcis-31002	91	20	elastic	elastic	ADJ
fcis-31002	91	21	scalability	scalability	NOUN
fcis-31002	91	22	and	and	CCONJ
fcis-31002	91	23	is	be	AUX
fcis-31002	91	24	expected	expect	VERB
fcis-31002	91	25	to	to	PART
fcis-31002	91	26	break	break	VERB
fcis-31002	91	27	through	through	ADP
fcis-31002	91	28	the	the	DET
fcis-31002	91	29	shackles	shackle	NOUN
fcis-31002	91	30	of	of	ADP
fcis-31002	91	31	the	the	DET
fcis-31002	91	32	efficiency	efficiency	NOUN
fcis-31002	91	33	of	of	ADP
fcis-31002	91	34	multidimensional	multidimensional	ADJ
fcis-31002	91	35	data	datum	NOUN
fcis-31002	91	36	analysis	analysis	NOUN
fcis-31002	91	37	.	.	PUNCT
fcis-31002	92	1	references	reference	NOUN
fcis-31002	92	2	[	[	X
fcis-31002	92	3	1	1	X
fcis-31002	92	4	]	]	PUNCT
fcis-31002	92	5	ferreira	ferreira	PROPN
fcis-31002	92	6	f	f	PROPN
fcis-31002	92	7	e	e	PROPN
fcis-31002	92	8	r	r	NOUN
fcis-31002	92	9	r	r	NOUN
fcis-31002	92	10	,	,	PUNCT
fcis-31002	92	11	fidalgo	fidalgo	NOUN
fcis-31002	92	12	r	r	NOUN
fcis-31002	92	13	d	d	NOUN
fcis-31002	92	14	n.	n.	NOUN
fcis-31002	92	15	a	a	DET
fcis-31002	92	16	performance	performance	NOUN
fcis-31002	92	17	analysis	analysis	NOUN
fcis-31002	92	18	of	of	ADP
fcis-31002	92	19	hybrid	hybrid	NOUN
fcis-31002	92	20	and	and	CCONJ
fcis-31002	92	21	columnar	columnar	ADJ
fcis-31002	92	22	cloud	cloud	NOUN
fcis-31002	92	23	databases	database	NOUN
fcis-31002	92	24	for	for	ADP
fcis-31002	92	25	efficient	efficient	ADJ
fcis-31002	92	26	schema	schema	NOUN
fcis-31002	92	27	design	design	NOUN
fcis-31002	92	28	in	in	ADP
fcis-31002	92	29	distributed	distribute	VERB
fcis-31002	92	30	data	data	NOUN
fcis-31002	92	31	warehouse	warehouse	NOUN
fcis-31002	92	32	as	as	ADP
fcis-31002	92	33	a	a	DET
fcis-31002	92	34	service[j	service[j	NOUN
fcis-31002	92	35	]	]	PUNCT
fcis-31002	92	36	.	.	PUNCT
fcis-31002	93	1	data	datum	NOUN
fcis-31002	93	2	,	,	PUNCT
fcis-31002	93	3	2024	2024	NUM
fcis-31002	93	4	,	,	PUNCT
fcis-31002	93	5	9	9	NUM
fcis-31002	93	6	:	:	SYM
fcis-31002	93	7	99	99	NUM
fcis-31002	93	8	.	.	PUNCT
fcis-31002	94	1	[	[	X
fcis-31002	94	2	2	2	X
fcis-31002	94	3	]	]	X
fcis-31002	94	4	kahn	kahn	PROPN
fcis-31002	94	5	m	m	PROPN
fcis-31002	94	6	,	,	PUNCT
fcis-31002	94	7	mui	mui	PROPN
fcis-31002	94	8	j	j	PROPN
fcis-31002	94	9	y	y	PROPN
fcis-31002	94	10	,	,	PUNCT
fcis-31002	94	11	ames	ames	PROPN
fcis-31002	94	12	m	m	PROPN
fcis-31002	94	13	j	j	PROPN
fcis-31002	94	14	,	,	PUNCT
fcis-31002	94	15	et	et	PROPN
fcis-31002	94	16	al	al	PROPN
fcis-31002	94	17	.	.	PROPN
fcis-31002	94	18	migrating	migrate	VERB
fcis-31002	94	19	a	a	DET
fcis-31002	94	20	research	research	NOUN
fcis-31002	94	21	data	datum	NOUN
fcis-31002	94	22	warehouse	warehouse	NOUN
fcis-31002	94	23	to	to	ADP
fcis-31002	94	24	a	a	DET
fcis-31002	94	25	public	public	ADJ
fcis-31002	94	26	cloud	cloud	NOUN
fcis-31002	94	27	:	:	PUNCT
fcis-31002	94	28	challenges	challenge	NOUN
fcis-31002	94	29	and	and	CCONJ
fcis-31002	94	30	opportunities[j	opportunities[j	NOUN
fcis-31002	94	31	]	]	PUNCT
fcis-31002	94	32	.	.	PUNCT
fcis-31002	95	1	journal	journal	PROPN
fcis-31002	95	2	of	of	ADP
fcis-31002	95	3	the	the	DET
fcis-31002	95	4	american	american	PROPN
fcis-31002	95	5	medical	medical	PROPN
fcis-31002	95	6	informatics	informatics	PROPN
fcis-31002	95	7	association	association	PROPN
fcis-31002	95	8	:	:	PUNCT
fcis-31002	95	9	jamia	jamia	PROPN
fcis-31002	95	10	,	,	PUNCT
fcis-31002	95	11	2021	2021	NUM
fcis-31002	95	12	,	,	PUNCT
fcis-31002	95	13	29	29	NUM
fcis-31002	95	14	:	:	SYM
fcis-31002	95	15	592	592	NUM
fcis-31002	95	16	600	600	NUM
fcis-31002	95	17	.	.	PUNCT
fcis-31002	96	1	[	[	X
fcis-31002	96	2	3	3	NUM
fcis-31002	96	3	]	]	X
fcis-31002	96	4	gourishetti	gourishetti	NOUN
fcis-31002	96	5	s.	s.	PROPN
fcis-31002	96	6	centralized	centralize	VERB
fcis-31002	96	7	data	datum	NOUN
fcis-31002	96	8	warehouse	warehouse	NOUN
fcis-31002	96	9	vs.	vs.	ADP
fcis-31002	96	10	data	data	NOUN
fcis-31002	96	11	mesh	mesh	NOUN
fcis-31002	96	12	:	:	PUNCT
fcis-31002	96	13	a	a	DET
fcis-31002	96	14	comparative	comparative	ADJ
fcis-31002	96	15	analysis	analysis	NOUN
fcis-31002	96	16	of	of	ADP
fcis-31002	96	17	modern	modern	ADJ
fcis-31002	96	18	data	datum	NOUN
fcis-31002	96	19	management	management	NOUN
fcis-31002	96	20	paradigms[j	paradigms[j	PROPN
fcis-31002	96	21	]	]	PUNCT
fcis-31002	96	22	.	.	PUNCT
fcis-31002	97	1	international	international	ADJ
fcis-31002	97	2	journal	journal	PROPN
fcis-31002	97	3	for	for	ADP
fcis-31002	97	4	multidisciplinary	multidisciplinary	ADJ
fcis-31002	97	5	research	research	NOUN
fcis-31002	97	6	,	,	PUNCT
fcis-31002	97	7	2024	2024	NUM
fcis-31002	97	8	.	.	PUNCT
fcis-31002	98	1	[	[	X
fcis-31002	98	2	4	4	X
fcis-31002	98	3	]	]	X
fcis-31002	98	4	shah	shah	PROPN
fcis-31002	98	5	k.	k.	PROPN
fcis-31002	98	6	the	the	DET
fcis-31002	98	7	evolution	evolution	NOUN
fcis-31002	98	8	of	of	ADP
fcis-31002	98	9	data	datum	NOUN
fcis-31002	98	10	warehouse	warehouse	NOUN
fcis-31002	98	11	architectures	architecture	NOUN
fcis-31002	98	12	:	:	PUNCT
fcis-31002	98	13	from	from	ADP
fcis-31002	98	14	on	on	ADP
fcis-31002	98	15	-	-	PUNCT
fcis-31002	98	16	premises	premise	NOUN
fcis-31002	98	17	to	to	ADP
fcis-31002	98	18	cloud	cloud	NOUN
fcis-31002	98	19	-	-	PUNCT
fcis-31002	98	20	native	native	ADJ
fcis-31002	98	21	solutions[j	solutions[j	NOUN
fcis-31002	98	22	]	]	PUNCT
fcis-31002	98	23	.	.	PUNCT
fcis-31002	99	1	world	world	PROPN
fcis-31002	99	2	journal	journal	PROPN
fcis-31002	99	3	of	of	ADP
fcis-31002	99	4	advanced	advanced	ADJ
fcis-31002	99	5	research	research	NOUN
fcis-31002	99	6	and	and	CCONJ
fcis-31002	99	7	reviews	review	NOUN
fcis-31002	99	8	,	,	PUNCT
fcis-31002	99	9	2025	2025	NUM
fcis-31002	99	10	.	.	PUNCT
fcis-31002	100	1	[	[	X
fcis-31002	100	2	5	5	X
fcis-31002	100	3	]	]	PUNCT
fcis-31002	100	4	wang	wang	PROPN
fcis-31002	100	5	y	y	PROPN
fcis-31002	100	6	,	,	PUNCT
fcis-31002	100	7	xing	xing	PROPN
fcis-31002	100	8	k	k	PROPN
fcis-31002	100	9	,	,	PUNCT
fcis-31002	100	10	zheng	zheng	PROPN
fcis-31002	100	11	b.	b.	PROPN
fcis-31002	100	12	multi	multi	ADJ
fcis-31002	100	13	-	-	ADJ
fcis-31002	100	14	dimensional	dimensional	ADJ
fcis-31002	100	15	indexing	indexing	NOUN
fcis-31002	100	16	and	and	CCONJ
fcis-31002	100	17	efficient	efficient	ADJ
fcis-31002	100	18	query	query	NOUN
fcis-31002	100	19	optimization	optimization	NOUN
fcis-31002	100	20	of	of	ADP
fcis-31002	100	21	property	property	NOUN
fcis-31002	100	22	right	right	NOUN
fcis-31002	100	23	digital	digital	ADJ
fcis-31002	100	24	certificate	certificate	NOUN
fcis-31002	100	25	warehouse	warehouse	NOUN
fcis-31002	100	26	based	base	VERB
fcis-31002	100	27	on	on	ADP
fcis-31002	100	28	big	big	ADJ
fcis-31002	100	29	data	datum	NOUN
fcis-31002	100	30	analysis[c]//2024	analysis[c]//2024	PROPN
fcis-31002	100	31	international	international	ADJ
fcis-31002	100	32	conference	conference	NOUN
fcis-31002	100	33	on	on	ADP
fcis-31002	100	34	telecommunications	telecommunication	NOUN
fcis-31002	100	35	and	and	CCONJ
fcis-31002	100	36	power	power	NOUN
fcis-31002	100	37	electronics	electronic	NOUN
fcis-31002	100	38	(	(	PUNCT
fcis-31002	100	39	telepe	telepe	NOUN
fcis-31002	100	40	)	)	PUNCT
fcis-31002	100	41	.	.	PUNCT
fcis-31002	101	1	,	,	PUNCT
fcis-31002	101	2	2024	2024	NUM
fcis-31002	101	3	:	:	PUNCT
fcis-31002	101	4	266	266	NUM
fcis-31002	101	5	-	-	SYM
fcis-31002	101	6	271	271	NUM
fcis-31002	101	7	.	.	PUNCT
fcis-31002	102	1	[	[	X
fcis-31002	102	2	6	6	NUM
fcis-31002	102	3	]	]	PUNCT
fcis-31002	102	4	tang	tang	PROPN
fcis-31002	102	5	j.	j.	PROPN
fcis-31002	102	6	applications	application	NOUN
fcis-31002	102	7	and	and	CCONJ
fcis-31002	102	8	challenges	challenge	NOUN
fcis-31002	102	9	of	of	ADP
fcis-31002	102	10	warehouse	warehouse	NOUN
fcis-31002	102	11	optimization	optimization	NOUN
fcis-31002	102	12	technology	technology	NOUN
fcis-31002	102	13	in	in	ADP
fcis-31002	102	14	e	e	NOUN
fcis-31002	102	15	-	-	NOUN
fcis-31002	102	16	commerce	commerce	NOUN
fcis-31002	102	17	platforms	platform	NOUN
fcis-31002	102	18	under	under	ADP
fcis-31002	102	19	the	the	DET
fcis-31002	102	20	background	background	NOUN
fcis-31002	102	21	big	big	ADJ
fcis-31002	102	22	data[j	data[j	NOUN
fcis-31002	102	23	]	]	PUNCT
fcis-31002	102	24	.	.	PUNCT
fcis-31002	103	1	advances	advance	NOUN
fcis-31002	103	2	in	in	ADP
fcis-31002	103	3	economics	economic	NOUN
fcis-31002	103	4	,	,	PUNCT
fcis-31002	103	5	management	management	NOUN
fcis-31002	103	6	and	and	CCONJ
fcis-31002	103	7	political	political	ADJ
fcis-31002	103	8	sciences	science	NOUN
fcis-31002	103	9	,	,	PUNCT
fcis-31002	103	10	2025	2025	NUM
fcis-31002	103	11	.	.	PUNCT
fcis-31002	104	1	[	[	X
fcis-31002	104	2	7	7	X
fcis-31002	104	3	]	]	X
fcis-31002	104	4	pracucci	pracucci	NOUN
fcis-31002	104	5	a.	a.	NOUN
fcis-31002	104	6	designing	design	VERB
fcis-31002	104	7	digital	digital	ADJ
fcis-31002	104	8	twin	twin	NOUN
fcis-31002	104	9	with	with	ADP
fcis-31002	104	10	iot	iot	PROPN
fcis-31002	104	11	and	and	CCONJ
fcis-31002	104	12	ai	ai	VERB
fcis-31002	104	13	in	in	ADP
fcis-31002	104	14	warehouse	warehouse	NOUN
fcis-31002	104	15	to	to	PART
fcis-31002	104	16	support	support	VERB
fcis-31002	104	17	optimization	optimization	NOUN
fcis-31002	104	18	and	and	CCONJ
fcis-31002	104	19	safety	safety	NOUN
fcis-31002	104	20	in	in	ADP
fcis-31002	104	21	engineer	engineer	NOUN
fcis-31002	104	22	-	-	PUNCT
fcis-31002	104	23	toorder	toorder	NOUN
fcis-31002	104	24	manufacturing	manufacturing	NOUN
fcis-31002	104	25	process	process	NOUN
fcis-31002	104	26	for	for	ADP
fcis-31002	104	27	prefabricated	prefabricate	VERB
fcis-31002	104	28	building	build	VERB
fcis-31002	104	29	products[j	products[j	PROPN
fcis-31002	104	30	]	]	PUNCT
fcis-31002	104	31	.	.	PUNCT
fcis-31002	105	1	applied	apply	VERB
fcis-31002	105	2	sciences	science	NOUN
fcis-31002	105	3	,	,	PUNCT
fcis-31002	105	4	2024	2024	NUM
fcis-31002	105	5	.	.	PUNCT
fcis-31002	106	1	[	[	X
fcis-31002	106	2	8	8	NUM
fcis-31002	106	3	]	]	X
fcis-31002	106	4	chen	chen	PROPN
fcis-31002	106	5	b	b	PROPN
fcis-31002	106	6	,	,	PUNCT
fcis-31002	106	7	li	li	PROPN
fcis-31002	106	8	x	x	PROPN
fcis-31002	106	9	,	,	PUNCT
fcis-31002	106	10	liang	liang	PROPN
fcis-31002	106	11	y	y	PROPN
fcis-31002	106	12	,	,	PUNCT
fcis-31002	106	13	et	et	PROPN
fcis-31002	106	14	al	al	PROPN
fcis-31002	106	15	.	.	PROPN
fcis-31002	106	16	circuit	circuit	PROPN
fcis-31002	106	17	complexity	complexity	NOUN
fcis-31002	106	18	bounds	bound	VERB
fcis-31002	106	19	for	for	ADP
fcis-31002	106	20	rope	rope	NOUN
fcis-31002	106	21	-	-	PUNCT
fcis-31002	106	22	based	base	VERB
fcis-31002	106	23	transformer	transformer	NOUN
fcis-31002	106	24	architecture[j	architecture[j	NOUN
fcis-31002	106	25	]	]	PUNCT
fcis-31002	106	26	.	.	PUNCT
fcis-31002	107	1	arxiv	arxiv	PROPN
fcis-31002	107	2	,	,	PUNCT
fcis-31002	107	3	2024	2024	NUM
fcis-31002	107	4	.	.	PUNCT
fcis-31002	108	1	[	[	X
fcis-31002	108	2	9	9	NUM
fcis-31002	108	3	]	]	PUNCT
fcis-31002	108	4	xiong	xiong	PROPN
fcis-31002	108	5	r	r	PROPN
fcis-31002	108	6	,	,	PUNCT
fcis-31002	108	7	yang	yang	PROPN
fcis-31002	108	8	y	y	PROPN
fcis-31002	108	9	,	,	PUNCT
fcis-31002	108	10	he	he	PRON
fcis-31002	108	11	d	d	VERB
fcis-31002	108	12	,	,	PUNCT
fcis-31002	108	13	et	et	PROPN
fcis-31002	108	14	al	al	PROPN
fcis-31002	108	15	.	.	PROPN
fcis-31002	109	1	on	on	ADP
fcis-31002	109	2	layer	layer	NOUN
fcis-31002	109	3	normalization	normalization	NOUN
fcis-31002	109	4	in	in	ADP
fcis-31002	109	5	the	the	DET
fcis-31002	109	6	transformer	transformer	NOUN
fcis-31002	109	7	architecture[j	architecture[j	NOUN
fcis-31002	109	8	]	]	PUNCT
fcis-31002	109	9	.	.	PUNCT
fcis-31002	110	1	arxiv	arxiv	PROPN
fcis-31002	110	2	,	,	PUNCT
fcis-31002	110	3	2020	2020	NUM
fcis-31002	110	4	.	.	PUNCT
fcis-31002	111	1	[	[	X
fcis-31002	111	2	10	10	NUM
fcis-31002	111	3	]	]	X
fcis-31002	111	4	peng	peng	PROPN
fcis-31002	111	5	b	b	PROPN
fcis-31002	111	6	,	,	PUNCT
fcis-31002	111	7	narayanan	narayanan	PROPN
fcis-31002	111	8	s	s	PROPN
fcis-31002	111	9	,	,	PUNCT
fcis-31002	111	10	papadimitriou	papadimitriou	VERB
fcis-31002	111	11	c.	c.	NOUN
fcis-31002	111	12	on	on	ADP
fcis-31002	111	13	limitations	limitation	NOUN
fcis-31002	111	14	of	of	ADP
fcis-31002	111	15	the	the	DET
fcis-31002	111	16	transformer	transformer	NOUN
fcis-31002	111	17	architecture[j	architecture[j	NOUN
fcis-31002	111	18	]	]	PUNCT
fcis-31002	111	19	.	.	PUNCT
fcis-31002	112	1	arxiv	arxiv	PROPN
fcis-31002	112	2	,	,	PUNCT
fcis-31002	112	3	2024	2024	NUM
fcis-31002	112	4	.	.	PUNCT
fcis-31002	113	1	[	[	X
fcis-31002	113	2	11	11	NUM
fcis-31002	113	3	]	]	SYM
fcis-31002	113	4	hu	hu	PROPN
fcis-31002	113	5	j	j	PROPN
fcis-31002	113	6	e	e	PROPN
fcis-31002	113	7	,	,	PUNCT
fcis-31002	113	8	shen	shen	PROPN
fcis-31002	113	9	y	y	PROPN
fcis-31002	113	10	,	,	PUNCT
fcis-31002	113	11	wallis	wallis	PROPN
fcis-31002	113	12	p	p	PROPN
fcis-31002	113	13	,	,	PUNCT
fcis-31002	113	14	et	et	PROPN
fcis-31002	113	15	al	al	PROPN
fcis-31002	113	16	.	.	PUNCT
fcis-31002	113	17	lora	lora	PROPN
fcis-31002	113	18	:	:	PUNCT
fcis-31002	113	19	low	low	ADJ
fcis-31002	113	20	-	-	PUNCT
fcis-31002	113	21	rank	rank	NOUN
fcis-31002	113	22	adaptation	adaptation	NOUN
fcis-31002	113	23	of	of	ADP
fcis-31002	113	24	large	large	ADJ
fcis-31002	113	25	language	language	NOUN
fcis-31002	113	26	models[j	models[j	PROPN
fcis-31002	113	27	]	]	PUNCT
fcis-31002	113	28	.	.	PUNCT
fcis-31002	114	1	arxiv	arxiv	PROPN
fcis-31002	114	2	,	,	PUNCT
fcis-31002	114	3	2021	2021	NUM
fcis-31002	114	4	.	.	PUNCT
fcis-31002	115	1	[	[	X
fcis-31002	115	2	12	12	NUM
fcis-31002	115	3	]	]	X
fcis-31002	115	4	li	li	PROPN
fcis-31002	115	5	m	m	PROPN
fcis-31002	115	6	,	,	PUNCT
fcis-31002	115	7	shi	shi	PROPN
fcis-31002	115	8	t	t	PROPN
fcis-31002	115	9	,	,	PUNCT
fcis-31002	115	10	ziems	ziem	NOUN
fcis-31002	115	11	c	c	PROPN
fcis-31002	115	12	,	,	PUNCT
fcis-31002	115	13	et	et	PROPN
fcis-31002	115	14	al	al	PROPN
fcis-31002	115	15	.	.	PUNCT
fcis-31002	116	1	coannotating	coannotating	NOUN
fcis-31002	116	2	:	:	PUNCT
fcis-31002	116	3	uncertainty	uncertainty	NOUN
fcis-31002	116	4	-	-	PUNCT
fcis-31002	116	5	guided	guide	VERB
fcis-31002	116	6	work	work	NOUN
fcis-31002	116	7	allocation	allocation	NOUN
fcis-31002	116	8	between	between	ADP
fcis-31002	116	9	human	human	ADJ
fcis-31002	116	10	and	and	CCONJ
fcis-31002	116	11	large	large	ADJ
fcis-31002	116	12	language	language	NOUN
fcis-31002	116	13	models	model	NOUN
fcis-31002	116	14	for	for	ADP
fcis-31002	116	15	data	datum	NOUN
fcis-31002	116	16	annotation[j	annotation[j	PROPN
fcis-31002	116	17	]	]	X
fcis-31002	116	18	.	.	PUNCT
fcis-31002	117	1	arxiv	arxiv	PROPN
fcis-31002	117	2	,	,	PUNCT
fcis-31002	117	3	2023	2023	NUM
fcis-31002	117	4	.	.	PUNCT
fcis-31002	118	1	[	[	X
fcis-31002	118	2	13	13	NUM
fcis-31002	118	3	]	]	X
fcis-31002	118	4	trummer	trummer	ADJ
fcis-31002	118	5	i.	i.	NOUN
fcis-31002	118	6	from	from	ADP
fcis-31002	118	7	bert	bert	PROPN
fcis-31002	118	8	to	to	ADP
fcis-31002	118	9	gpt-3	gpt-3	X
fcis-31002	118	10	codex	codex	NOUN
fcis-31002	118	11	:	:	PUNCT
fcis-31002	118	12	harnessing	harness	VERB
fcis-31002	118	13	the	the	DET
fcis-31002	118	14	potential	potential	NOUN
fcis-31002	118	15	of	of	ADP
fcis-31002	118	16	very	very	ADV
fcis-31002	118	17	large	large	ADJ
fcis-31002	118	18	language	language	NOUN
fcis-31002	118	19	models	model	NOUN
fcis-31002	118	20	for	for	ADP
fcis-31002	118	21	data	datum	NOUN
fcis-31002	118	22	management[j	management[j	NOUN
fcis-31002	118	23	]	]	PUNCT
fcis-31002	118	24	.	.	PUNCT
fcis-31002	119	1	proc	proc	PROPN
fcis-31002	119	2	.	.	PUNCT
fcis-31002	120	1	vldb	vldb	PROPN
fcis-31002	120	2	endow	endow	PROPN
fcis-31002	120	3	.	.	PROPN
fcis-31002	120	4	,	,	PUNCT
fcis-31002	120	5	2022	2022	NUM
fcis-31002	120	6	,	,	PUNCT
fcis-31002	120	7	15	15	NUM
fcis-31002	120	8	:	:	SYM
fcis-31002	120	9	3770	3770	NUM
fcis-31002	120	10	-	-	SYM
fcis-31002	120	11	3773	3773	NUM
fcis-31002	120	12	.	.	PUNCT
fcis-31002	121	1	[	[	X
fcis-31002	121	2	14	14	NUM
fcis-31002	121	3	]	]	X
fcis-31002	121	4	zhao	zhao	PROPN
fcis-31002	121	5	j	j	PROPN
fcis-31002	121	6	,	,	PUNCT
fcis-31002	121	7	yu	yu	PROPN
fcis-31002	121	8	x	x	PROPN
fcis-31002	121	9	,	,	PUNCT
fcis-31002	121	10	yang	yang	PROPN
fcis-31002	121	11	z.	z.	PROPN
fcis-31002	121	12	msplora	msplora	PROPN
fcis-31002	121	13	:	:	PUNCT
fcis-31002	121	14	a	a	DET
fcis-31002	121	15	multi	multi	ADJ
fcis-31002	121	16	-	-	ADJ
fcis-31002	121	17	scale	scale	ADJ
fcis-31002	121	18	pyramid	pyramid	NOUN
fcis-31002	121	19	low	low	ADJ
fcis-31002	121	20	-	-	PUNCT
fcis-31002	121	21	rank	rank	NOUN
fcis-31002	121	22	adaptation	adaptation	NOUN
fcis-31002	121	23	for	for	ADP
fcis-31002	121	24	efficient	efficient	ADJ
fcis-31002	121	25	model	model	NOUN
fcis-31002	121	26	fine	fine	ADJ
fcis-31002	121	27	-	-	PUNCT
fcis-31002	121	28	tuning[j	tuning[j	NOUN
fcis-31002	121	29	]	]	PUNCT
fcis-31002	121	30	.	.	PUNCT
fcis-31002	122	1	arxiv	arxiv	PROPN
fcis-31002	122	2	,	,	PUNCT
fcis-31002	122	3	2025	2025	NUM
fcis-31002	122	4	.	.	PUNCT
fcis-31002	123	1	[	[	X
fcis-31002	123	2	15	15	NUM
fcis-31002	123	3	]	]	X
fcis-31002	123	4	chang	chang	PROPN
fcis-31002	123	5	h	h	PROPN
fcis-31002	123	6	,	,	PUNCT
fcis-31002	123	7	ma	ma	PROPN
fcis-31002	123	8	z	z	PROPN
fcis-31002	123	9	,	,	PUNCT
fcis-31002	123	10	ma	ma	PROPN
fcis-31002	123	11	m	m	PROPN
fcis-31002	123	12	,	,	PUNCT
fcis-31002	123	13	et	et	PROPN
fcis-31002	123	14	al	al	PROPN
fcis-31002	123	15	.	.	PUNCT
fcis-31002	124	1	elalora	elalora	PROPN
fcis-31002	124	2	:	:	PUNCT
fcis-31002	124	3	elastic	elastic	ADJ
fcis-31002	124	4	&	&	CCONJ
fcis-31002	124	5	learnable	learnable	ADJ
fcis-31002	124	6	low	low	ADJ
fcis-31002	124	7	-	-	PUNCT
fcis-31002	124	8	rank	rank	NOUN
fcis-31002	124	9	adaptation	adaptation	NOUN
fcis-31002	124	10	for	for	ADP
fcis-31002	124	11	efficient	efficient	ADJ
fcis-31002	124	12	model	model	NOUN
fcis-31002	124	13	fine	fine	ADJ
fcis-31002	124	14	-	-	PUNCT
fcis-31002	124	15	tuning[j	tuning[j	NOUN
fcis-31002	124	16	]	]	PUNCT
fcis-31002	124	17	.	.	PUNCT
fcis-31002	125	1	arxiv	arxiv	PROPN
fcis-31002	125	2	,	,	PUNCT
fcis-31002	125	3	2025	2025	NUM
fcis-31002	125	4	.	.	PUNCT
fcis-31002	126	1	[	[	X
fcis-31002	126	2	16	16	NUM
fcis-31002	126	3	]	]	X
fcis-31002	126	4	wang	wang	PROPN
fcis-31002	126	5	q	q	PROPN
fcis-31002	126	6	,	,	PUNCT
fcis-31002	126	7	shen	shen	PROPN
fcis-31002	126	8	s.	s.	PROPN
fcis-31002	126	9	activation	activation	NOUN
fcis-31002	126	10	-	-	PUNCT
fcis-31002	126	11	guided	guide	VERB
fcis-31002	126	12	low	low	ADJ
fcis-31002	126	13	-	-	PUNCT
fcis-31002	126	14	rank	rank	NOUN
fcis-31002	126	15	parameter	parameter	NOUN
fcis-31002	126	16	adaptation	adaptation	NOUN
fcis-31002	126	17	for	for	ADP
fcis-31002	126	18	efficient	efficient	ADJ
fcis-31002	126	19	model	model	NOUN
fcis-31002	126	20	fine	fine	ADJ
fcis-31002	126	21	-	-	PUNCT
fcis-31002	126	22	tuning[j	tuning[j	NOUN
fcis-31002	126	23	]	]	PUNCT
fcis-31002	126	24	.	.	PUNCT
fcis-31002	127	1	ieee	ieee	NOUN
fcis-31002	127	2	access	access	NOUN
fcis-31002	127	3	,	,	PUNCT
fcis-31002	127	4	2025	2025	NUM
fcis-31002	127	5	,	,	PUNCT
fcis-31002	127	6	13	13	NUM
fcis-31002	127	7	:	:	SYM
fcis-31002	127	8	70909	70909	NUM
fcis-31002	127	9	-	-	SYM
fcis-31002	127	10	70918	70918	NUM
fcis-31002	127	11	.	.	PUNCT