id	sid	tid	token	lemma	pos
fcis-31973	1	1	frontiers	frontier	NOUN
fcis-31973	1	2	in	in	ADP
fcis-31973	1	3	computing	computing	NOUN
fcis-31973	1	4	and	and	CCONJ
fcis-31973	1	5	intelligent	intelligent	ADJ
fcis-31973	1	6	systems	system	NOUN
fcis-31973	1	7	issn	issn	VERB
fcis-31973	1	8	:	:	PUNCT
fcis-31973	1	9	2832	2832	NUM
fcis-31973	1	10	-	-	SYM
fcis-31973	1	11	6024	6024	NUM
fcis-31973	1	12	|	|	NOUN
fcis-31973	1	13	vol	vol	NOUN
fcis-31973	1	14	.	.	PUNCT
fcis-31973	2	1	14	14	NUM
fcis-31973	2	2	,	,	PUNCT
fcis-31973	2	3	no	no	INTJ
fcis-31973	2	4	.	.	NOUN
fcis-31973	2	5	1	1	NUM
fcis-31973	2	6	,	,	PUNCT
fcis-31973	2	7	2025	2025	NUM
fcis-31973	2	8	6	6	NUM
fcis-31973	2	9	review	review	NOUN
fcis-31973	2	10	on	on	ADP
fcis-31973	2	11	construction	construction	NOUN
fcis-31973	2	12	and	and	CCONJ
fcis-31973	2	13	application	application	NOUN
fcis-31973	2	14	of	of	ADP
fcis-31973	2	15	domain	domain	NOUN
fcis-31973	2	16	knowledge	knowledge	NOUN
fcis-31973	2	17	graphs	graph	NOUN
fcis-31973	2	18	:	:	PUNCT
fcis-31973	2	19	cross‐domain	cross‐domain	NOUN
fcis-31973	2	20	practices	practice	NOUN
fcis-31973	2	21	and	and	CCONJ
fcis-31973	2	22	cutting‐edge	cutting‐edge	VERB
fcis-31973	2	23	explorations	exploration	NOUN
fcis-31973	2	24	driven	drive	VERB
fcis-31973	2	25	by	by	ADP
fcis-31973	2	26	large	large	ADJ
fcis-31973	2	27	language	language	NOUN
fcis-31973	2	28	models	model	NOUN
fcis-31973	2	29	zicheng	zicheng	PROPN
fcis-31973	2	30	wang	wang	PROPN
fcis-31973	3	1	*	*	PROPN
fcis-31973	3	2	,	,	PUNCT
fcis-31973	3	3	guochen	guochen	PROPN
fcis-31973	3	4	yang	yang	PROPN
fcis-31973	3	5	department	department	PROPN
fcis-31973	3	6	of	of	ADP
fcis-31973	3	7	information	information	NOUN
fcis-31973	3	8	network	network	NOUN
fcis-31973	3	9	security	security	NOUN
fcis-31973	3	10	,	,	PUNCT
fcis-31973	3	11	people	people	NOUN
fcis-31973	3	12	’s	’s	PART
fcis-31973	3	13	public	public	ADJ
fcis-31973	3	14	security	security	NOUN
fcis-31973	3	15	university	university	PROPN
fcis-31973	3	16	of	of	ADP
fcis-31973	3	17	china	china	PROPN
fcis-31973	3	18	,	,	PUNCT
fcis-31973	3	19	beijing	beijing	PROPN
fcis-31973	3	20	,	,	PUNCT
fcis-31973	3	21	china	china	PROPN
fcis-31973	3	22	*	*	PUNCT
fcis-31973	3	23	corresponding	correspond	VERB
fcis-31973	3	24	author	author	NOUN
fcis-31973	3	25	:	:	PUNCT
fcis-31973	3	26	zicheng	zicheng	PROPN
fcis-31973	3	27	wang	wang	PROPN
fcis-31973	3	28	(	(	PUNCT
fcis-31973	3	29	email	email	NOUN
fcis-31973	3	30	:	:	PUNCT
fcis-31973	3	31	18107078848@163.com	18107078848@163.com	NUM
fcis-31973	3	32	)	)	PUNCT
fcis-31973	3	33	abstract	abstract	NOUN
fcis-31973	3	34	:	:	PUNCT
fcis-31973	3	35	knowledge	knowledge	NOUN
fcis-31973	3	36	graphs	graph	NOUN
fcis-31973	3	37	(	(	PUNCT
fcis-31973	3	38	kgs	kgs	X
fcis-31973	3	39	)	)	PUNCT
fcis-31973	3	40	are	be	AUX
fcis-31973	3	41	core	core	NOUN
fcis-31973	3	42	infrastructure	infrastructure	NOUN
fcis-31973	3	43	for	for	ADP
fcis-31973	3	44	artificial	artificial	ADJ
fcis-31973	3	45	intelligence	intelligence	NOUN
fcis-31973	3	46	,	,	PUNCT
fcis-31973	3	47	and	and	CCONJ
fcis-31973	3	48	large	large	ADJ
fcis-31973	3	49	language	language	NOUN
fcis-31973	3	50	models	model	NOUN
fcis-31973	3	51	(	(	PUNCT
fcis-31973	3	52	llms	llm	NOUN
fcis-31973	3	53	)	)	PUNCT
fcis-31973	3	54	have	have	AUX
fcis-31973	3	55	significantly	significantly	ADV
fcis-31973	3	56	advanced	advance	VERB
fcis-31973	3	57	their	their	PRON
fcis-31973	3	58	construction	construction	NOUN
fcis-31973	3	59	and	and	CCONJ
fcis-31973	3	60	application	application	NOUN
fcis-31973	3	61	.	.	PUNCT
fcis-31973	4	1	this	this	DET
fcis-31973	4	2	paper	paper	NOUN
fcis-31973	4	3	systematically	systematically	ADV
fcis-31973	4	4	reviews	review	VERB
fcis-31973	4	5	the	the	DET
fcis-31973	4	6	latest	late	ADJ
fcis-31973	4	7	domestic	domestic	ADJ
fcis-31973	4	8	and	and	CCONJ
fcis-31973	4	9	international	international	ADJ
fcis-31973	4	10	research	research	NOUN
fcis-31973	4	11	on	on	ADP
fcis-31973	4	12	domain	domain	NOUN
fcis-31973	4	13	kg	kg	X
fcis-31973	4	14	construction	construction	NOUN
fcis-31973	4	15	.	.	PUNCT
fcis-31973	5	1	domestically	domestically	ADV
fcis-31973	5	2	,	,	PUNCT
fcis-31973	5	3	studies	study	NOUN
fcis-31973	5	4	focus	focus	VERB
fcis-31973	5	5	on	on	ADP
fcis-31973	5	6	low	low	ADJ
fcis-31973	5	7	-	-	PUNCT
fcis-31973	5	8	resource	resource	NOUN
fcis-31973	5	9	adaptation	adaptation	NOUN
fcis-31973	5	10	and	and	CCONJ
fcis-31973	5	11	prompt	prompt	ADJ
fcis-31973	5	12	engineering	engineering	NOUN
fcis-31973	5	13	in	in	ADP
fcis-31973	5	14	vertical	vertical	ADJ
fcis-31973	5	15	fields	field	NOUN
fcis-31973	5	16	(	(	PUNCT
fcis-31973	5	17	agriculture	agriculture	NOUN
fcis-31973	5	18	,	,	PUNCT
fcis-31973	5	19	healthcare	healthcare	PROPN
fcis-31973	5	20	,	,	PUNCT
fcis-31973	5	21	education	education	NOUN
fcis-31973	5	22	,	,	PUNCT
fcis-31973	5	23	etc	etc	X
fcis-31973	5	24	.	.	X
fcis-31973	5	25	)	)	PUNCT
fcis-31973	5	26	,	,	PUNCT
fcis-31973	5	27	such	such	ADJ
fcis-31973	5	28	as	as	ADP
fcis-31973	5	29	few	few	ADJ
fcis-31973	5	30	-	-	PUNCT
fcis-31973	5	31	shot	shot	NOUN
fcis-31973	5	32	extraction	extraction	NOUN
fcis-31973	5	33	via	via	ADP
fcis-31973	5	34	lora	lora	PROPN
fcis-31973	5	35	and	and	CCONJ
fcis-31973	5	36	zero	zero	NUM
fcis-31973	5	37	-	-	PUNCT
fcis-31973	5	38	shot	shot	NOUN
fcis-31973	5	39	entity	entity	NOUN
fcis-31973	5	40	recognition	recognition	NOUN
fcis-31973	5	41	with	with	ADP
fcis-31973	5	42	deepseek	deepseek	ADJ
fcis-31973	5	43	.	.	PUNCT
fcis-31973	6	1	internationally	internationally	ADV
fcis-31973	6	2	,	,	PUNCT
fcis-31973	6	3	research	research	NOUN
fcis-31973	6	4	emphasizes	emphasize	VERB
fcis-31973	6	5	general	general	ADJ
fcis-31973	6	6	frameworks	framework	NOUN
fcis-31973	6	7	in	in	ADP
fcis-31973	6	8	mineral	mineral	ADJ
fcis-31973	6	9	resources	resource	NOUN
fcis-31973	6	10	,	,	PUNCT
fcis-31973	6	11	smart	smart	ADJ
fcis-31973	6	12	manufacturing	manufacturing	NOUN
fcis-31973	6	13	,	,	PUNCT
fcis-31973	6	14	and	and	CCONJ
fcis-31973	6	15	other	other	ADJ
fcis-31973	6	16	areas	area	NOUN
fcis-31973	6	17	,	,	PUNCT
fcis-31973	6	18	including	include	VERB
fcis-31973	6	19	multimodal	multimodal	NOUN
fcis-31973	6	20	fusion	fusion	NOUN
fcis-31973	6	21	with	with	ADP
fcis-31973	6	22	cross	cross	ADJ
fcis-31973	6	23	-	-	ADJ
fcis-31973	6	24	modal	modal	ADJ
fcis-31973	6	25	transformers	transformer	NOUN
fcis-31973	6	26	and	and	CCONJ
fcis-31973	6	27	quintuple	quintuple	ADV
fcis-31973	6	28	-	-	PUNCT
fcis-31973	6	29	based	base	VERB
fcis-31973	6	30	knowledge	knowledge	NOUN
fcis-31973	6	31	representation	representation	NOUN
fcis-31973	6	32	.	.	PUNCT
fcis-31973	7	1	it	it	PRON
fcis-31973	7	2	further	far	ADV
fcis-31973	7	3	analyzes	analyze	VERB
fcis-31973	7	4	technological	technological	ADJ
fcis-31973	7	5	evolution	evolution	NOUN
fcis-31973	7	6	and	and	CCONJ
fcis-31973	7	7	existing	exist	VERB
fcis-31973	7	8	challenges	challenge	NOUN
fcis-31973	7	9	.	.	PUNCT
fcis-31973	8	1	future	future	ADJ
fcis-31973	8	2	directions	direction	NOUN
fcis-31973	8	3	include	include	VERB
fcis-31973	8	4	deepening	deepen	VERB
fcis-31973	8	5	llm	llm	ADJ
fcis-31973	8	6	-	-	ADJ
fcis-31973	8	7	kg	kg	NOUN
fcis-31973	8	8	synergy	synergy	NOUN
fcis-31973	8	9	and	and	CCONJ
fcis-31973	8	10	enhancing	enhance	VERB
fcis-31973	8	11	interpretability	interpretability	NOUN
fcis-31973	8	12	.	.	PUNCT
fcis-31973	9	1	this	this	DET
fcis-31973	9	2	study	study	NOUN
fcis-31973	9	3	provides	provide	VERB
fcis-31973	9	4	a	a	DET
fcis-31973	9	5	systematic	systematic	ADJ
fcis-31973	9	6	reference	reference	NOUN
fcis-31973	9	7	for	for	ADP
fcis-31973	9	8	intelligent	intelligent	ADJ
fcis-31973	9	9	knowledge	knowledge	NOUN
fcis-31973	9	10	management	management	NOUN
fcis-31973	9	11	.	.	PUNCT
fcis-31973	10	1	keywords	keyword	NOUN
fcis-31973	10	2	:	:	PUNCT
fcis-31973	10	3	domain	domain	VERB
fcis-31973	10	4	knowledge	knowledge	NOUN
fcis-31973	10	5	graphs	graph	NOUN
fcis-31973	10	6	;	;	PUNCT
fcis-31973	10	7	large	large	ADJ
fcis-31973	10	8	language	language	NOUN
fcis-31973	10	9	models	model	NOUN
fcis-31973	10	10	;	;	PUNCT
fcis-31973	10	11	multimodal	multimodal	ADJ
fcis-31973	10	12	fusion	fusion	NOUN
fcis-31973	10	13	;	;	PUNCT
fcis-31973	10	14	cross	cross	ADJ
fcis-31973	10	15	-	-	ADJ
fcis-31973	10	16	domain	domain	ADJ
fcis-31973	10	17	application	application	NOUN
fcis-31973	10	18	.	.	PUNCT
fcis-31973	11	1	1	1	X
fcis-31973	11	2	.	.	X
fcis-31973	11	3	introduction	introduction	NOUN
fcis-31973	11	4	as	as	ADP
fcis-31973	11	5	a	a	DET
fcis-31973	11	6	crucial	crucial	ADJ
fcis-31973	11	7	technology	technology	NOUN
fcis-31973	11	8	in	in	ADP
fcis-31973	11	9	the	the	DET
fcis-31973	11	10	field	field	NOUN
fcis-31973	11	11	of	of	ADP
fcis-31973	11	12	artificial	artificial	ADJ
fcis-31973	11	13	intelligence	intelligence	NOUN
fcis-31973	11	14	,	,	PUNCT
fcis-31973	11	15	kgs	kgs	PROPN
fcis-31973	11	16	describe	describe	VERB
fcis-31973	11	17	concepts	concept	NOUN
fcis-31973	11	18	,	,	PUNCT
fcis-31973	11	19	entities	entity	NOUN
fcis-31973	11	20	,	,	PUNCT
fcis-31973	11	21	and	and	CCONJ
fcis-31973	11	22	their	their	PRON
fcis-31973	11	23	relationships	relationship	NOUN
fcis-31973	11	24	in	in	ADP
fcis-31973	11	25	the	the	DET
fcis-31973	11	26	real	real	ADJ
fcis-31973	11	27	world	world	NOUN
fcis-31973	11	28	in	in	ADP
fcis-31973	11	29	a	a	DET
fcis-31973	11	30	structured	structured	ADJ
fcis-31973	11	31	manner	manner	NOUN
fcis-31973	11	32	,	,	PUNCT
fcis-31973	11	33	providing	provide	VERB
fcis-31973	11	34	a	a	DET
fcis-31973	11	35	fundamental	fundamental	ADJ
fcis-31973	11	36	framework	framework	NOUN
fcis-31973	11	37	for	for	SCONJ
fcis-31973	11	38	machines	machine	NOUN
fcis-31973	11	39	to	to	PART
fcis-31973	11	40	understand	understand	VERB
fcis-31973	11	41	semantics	semantic	NOUN
fcis-31973	11	42	and	and	CCONJ
fcis-31973	11	43	achieve	achieve	VERB
fcis-31973	11	44	intelligent	intelligent	ADJ
fcis-31973	11	45	reasoning	reasoning	NOUN
fcis-31973	11	46	.	.	PUNCT
fcis-31973	12	1	in	in	ADP
fcis-31973	12	2	recent	recent	ADJ
fcis-31973	12	3	years	year	NOUN
fcis-31973	12	4	,	,	PUNCT
fcis-31973	12	5	with	with	ADP
fcis-31973	12	6	breakthroughs	breakthrough	NOUN
fcis-31973	12	7	in	in	ADP
fcis-31973	12	8	technologies	technology	NOUN
fcis-31973	12	9	such	such	ADJ
fcis-31973	12	10	as	as	ADP
fcis-31973	12	11	natural	natural	ADJ
fcis-31973	12	12	language	language	NOUN
fcis-31973	12	13	processing	processing	NOUN
fcis-31973	12	14	and	and	CCONJ
fcis-31973	12	15	large	large	ADJ
fcis-31973	12	16	language	language	NOUN
fcis-31973	12	17	models	model	NOUN
fcis-31973	12	18	(	(	PUNCT
fcis-31973	12	19	llms	llm	NOUN
fcis-31973	12	20	)	)	PUNCT
fcis-31973	12	21	,	,	PUNCT
fcis-31973	12	22	the	the	DET
fcis-31973	12	23	construction	construction	NOUN
fcis-31973	12	24	methods	method	NOUN
fcis-31973	12	25	and	and	CCONJ
fcis-31973	12	26	application	application	NOUN
fcis-31973	12	27	scenarios	scenario	NOUN
fcis-31973	12	28	of	of	ADP
fcis-31973	12	29	kgs	kg	NOUN
fcis-31973	12	30	have	have	AUX
fcis-31973	12	31	been	be	AUX
fcis-31973	12	32	significantly	significantly	ADV
fcis-31973	12	33	expanded	expand	VERB
fcis-31973	12	34	—	—	PUNCT
fcis-31973	12	35	shifting	shift	VERB
fcis-31973	12	36	from	from	ADP
fcis-31973	12	37	initial	initial	ADJ
fcis-31973	12	38	general	general	ADJ
fcis-31973	12	39	domains	domain	NOUN
fcis-31973	12	40	to	to	PART
fcis-31973	12	41	gradually	gradually	ADV
fcis-31973	12	42	penetrating	penetrate	VERB
fcis-31973	12	43	vertical	vertical	ADJ
fcis-31973	12	44	domains	domain	NOUN
fcis-31973	12	45	including	include	VERB
fcis-31973	12	46	agriculture	agriculture	PROPN
fcis-31973	12	47	,	,	PUNCT
fcis-31973	12	48	healthcare	healthcare	PROPN
fcis-31973	12	49	,	,	PUNCT
fcis-31973	12	50	education	education	NOUN
fcis-31973	12	51	,	,	PUNCT
fcis-31973	12	52	and	and	CCONJ
fcis-31973	12	53	historical	historical	ADJ
fcis-31973	12	54	culture	culture	NOUN
fcis-31973	12	55	.	.	PUNCT
fcis-31973	13	1	based	base	VERB
fcis-31973	13	2	on	on	ADP
fcis-31973	13	3	the	the	DET
fcis-31973	13	4	latest	late	ADJ
fcis-31973	13	5	domestic	domestic	ADJ
fcis-31973	13	6	and	and	CCONJ
fcis-31973	13	7	international	international	ADJ
fcis-31973	13	8	research	research	NOUN
fcis-31973	13	9	literature	literature	NOUN
fcis-31973	13	10	,	,	PUNCT
fcis-31973	13	11	this	this	DET
fcis-31973	13	12	paper	paper	NOUN
fcis-31973	13	13	systematically	systematically	ADV
fcis-31973	13	14	sorts	sort	VERB
fcis-31973	13	15	out	out	ADP
fcis-31973	13	16	the	the	DET
fcis-31973	13	17	technological	technological	ADJ
fcis-31973	13	18	evolution	evolution	NOUN
fcis-31973	13	19	,	,	PUNCT
fcis-31973	13	20	cross	cross	ADJ
fcis-31973	13	21	-	-	ADJ
fcis-31973	13	22	domain	domain	ADJ
fcis-31973	13	23	application	application	NOUN
fcis-31973	13	24	practices	practice	NOUN
fcis-31973	13	25	,	,	PUNCT
fcis-31973	13	26	and	and	CCONJ
fcis-31973	13	27	future	future	ADJ
fcis-31973	13	28	development	development	NOUN
fcis-31973	13	29	trends	trend	NOUN
fcis-31973	13	30	of	of	ADP
fcis-31973	13	31	kg	kg	PROPN
fcis-31973	13	32	construction	construction	NOUN
fcis-31973	13	33	.	.	PUNCT
fcis-31973	14	1	it	it	PRON
fcis-31973	14	2	focuses	focus	VERB
fcis-31973	14	3	on	on	ADP
fcis-31973	14	4	exploring	explore	VERB
fcis-31973	14	5	the	the	DET
fcis-31973	14	6	breakthroughs	breakthrough	NOUN
fcis-31973	14	7	of	of	ADP
fcis-31973	14	8	kgs	kgs	NOUN
fcis-31973	14	9	in	in	ADP
fcis-31973	14	10	construction	construction	NOUN
fcis-31973	14	11	efficiency	efficiency	NOUN
fcis-31973	14	12	,	,	PUNCT
fcis-31973	14	13	semantic	semantic	ADJ
fcis-31973	14	14	understanding	understanding	NOUN
fcis-31973	14	15	,	,	PUNCT
fcis-31973	14	16	and	and	CCONJ
fcis-31973	14	17	reasoning	reason	VERB
fcis-31973	14	18	capabilities	capability	NOUN
fcis-31973	14	19	under	under	ADP
fcis-31973	14	20	the	the	DET
fcis-31973	14	21	empowerment	empowerment	NOUN
fcis-31973	14	22	of	of	ADP
fcis-31973	14	23	llms	llm	NOUN
fcis-31973	14	24	,	,	PUNCT
fcis-31973	14	25	aiming	aim	VERB
fcis-31973	14	26	to	to	PART
fcis-31973	14	27	provide	provide	VERB
fcis-31973	14	28	systematic	systematic	ADJ
fcis-31973	14	29	references	reference	NOUN
fcis-31973	14	30	for	for	ADP
fcis-31973	14	31	research	research	NOUN
fcis-31973	14	32	in	in	ADP
fcis-31973	14	33	related	related	ADJ
fcis-31973	14	34	fields	field	NOUN
fcis-31973	14	35	.	.	PUNCT
fcis-31973	15	1	2	2	X
fcis-31973	15	2	.	.	X
fcis-31973	15	3	research	research	NOUN
fcis-31973	15	4	progress	progress	NOUN
fcis-31973	15	5	on	on	ADP
fcis-31973	15	6	knowledge	knowledge	NOUN
fcis-31973	15	7	graph	graph	NOUN
fcis-31973	15	8	construction	construction	NOUN
fcis-31973	15	9	at	at	ADP
fcis-31973	15	10	home	home	ADV
fcis-31973	15	11	and	and	CCONJ
fcis-31973	15	12	abroad	abroad	ADV
fcis-31973	15	13	2.1	2.1	NUM
fcis-31973	15	14	.	.	PUNCT
fcis-31973	16	1	research	research	NOUN
fcis-31973	16	2	progress	progress	NOUN
fcis-31973	16	3	on	on	ADP
fcis-31973	16	4	domestic	domestic	ADJ
fcis-31973	16	5	knowledge	knowledge	NOUN
fcis-31973	16	6	graph	graph	NOUN
fcis-31973	16	7	construction	construction	NOUN
fcis-31973	16	8	2.1.1	2.1.1	NUM
fcis-31973	16	9	.	.	PUNCT
fcis-31973	17	1	agriculture	agriculture	NOUN
fcis-31973	17	2	and	and	CCONJ
fcis-31973	17	3	animal	animal	NOUN
fcis-31973	17	4	husbandry	husbandry	NOUN
fcis-31973	17	5	in	in	ADP
fcis-31973	17	6	the	the	DET
fcis-31973	17	7	agricultural	agricultural	ADJ
fcis-31973	17	8	field	field	NOUN
fcis-31973	17	9	,	,	PUNCT
fcis-31973	17	10	kg	kg	PROPN
fcis-31973	17	11	construction	construction	NOUN
fcis-31973	17	12	is	be	AUX
fcis-31973	17	13	closely	closely	ADV
fcis-31973	17	14	aligned	align	VERB
fcis-31973	17	15	with	with	ADP
fcis-31973	17	16	practical	practical	ADJ
fcis-31973	17	17	industrial	industrial	ADJ
fcis-31973	17	18	needs	need	NOUN
fcis-31973	17	19	,	,	PUNCT
fcis-31973	17	20	and	and	CCONJ
fcis-31973	17	21	specialized	specialized	ADJ
fcis-31973	17	22	solutions	solution	NOUN
fcis-31973	17	23	are	be	AUX
fcis-31973	17	24	proposed	propose	VERB
fcis-31973	17	25	based	base	VERB
fcis-31973	17	26	on	on	ADP
fcis-31973	17	27	the	the	DET
fcis-31973	17	28	characteristics	characteristic	NOUN
fcis-31973	17	29	of	of	ADP
fcis-31973	17	30	domain	domain	NOUN
fcis-31973	17	31	-	-	PUNCT
fcis-31973	17	32	specific	specific	ADJ
fcis-31973	17	33	data	datum	NOUN
fcis-31973	17	34	.	.	PUNCT
fcis-31973	18	1	to	to	PART
fcis-31973	18	2	address	address	VERB
fcis-31973	18	3	issues	issue	NOUN
fcis-31973	18	4	such	such	ADJ
fcis-31973	18	5	as	as	ADP
fcis-31973	18	6	ambiguous	ambiguous	ADJ
fcis-31973	18	7	semantic	semantic	ADJ
fcis-31973	18	8	boundaries	boundary	NOUN
fcis-31973	18	9	and	and	CCONJ
fcis-31973	18	10	overlapping	overlap	VERB
fcis-31973	18	11	entity	entity	NOUN
fcis-31973	18	12	roles	role	NOUN
fcis-31973	18	13	in	in	ADP
fcis-31973	18	14	sheep	sheep	NOUN
fcis-31973	18	15	disease	disease	NOUN
fcis-31973	18	16	-	-	PUNCT
fcis-31973	18	17	related	relate	VERB
fcis-31973	18	18	texts	text	NOUN
fcis-31973	18	19	,	,	PUNCT
fcis-31973	18	20	zhang	zhang	X
fcis-31973	19	1	[	[	X
fcis-31973	19	2	1	1	X
fcis-31973	19	3	]	]	PUNCT
fcis-31973	19	4	put	put	VERB
fcis-31973	19	5	forward	forward	ADV
fcis-31973	19	6	a	a	DET
fcis-31973	19	7	kg	kg	NOUN
fcis-31973	19	8	construction	construction	NOUN
fcis-31973	19	9	method	method	NOUN
fcis-31973	19	10	based	base	VERB
fcis-31973	19	11	on	on	ADP
fcis-31973	19	12	the	the	DET
fcis-31973	19	13	caromhpe	caromhpe	PROPN
fcis-31973	19	14	model	model	PROPN
fcis-31973	19	15	.	.	PUNCT
fcis-31973	20	1	this	this	DET
fcis-31973	20	2	method	method	NOUN
fcis-31973	20	3	takes	take	VERB
fcis-31973	20	4	the	the	DET
fcis-31973	20	5	casrel	casrel	NOUN
fcis-31973	20	6	model	model	NOUN
fcis-31973	20	7	as	as	ADP
fcis-31973	20	8	the	the	DET
fcis-31973	20	9	foundation	foundation	NOUN
fcis-31973	20	10	,	,	PUNCT
fcis-31973	20	11	adopts	adopt	VERB
fcis-31973	20	12	the	the	DET
fcis-31973	20	13	roberta	roberta	PROPN
fcis-31973	20	14	-	-	PUNCT
fcis-31973	20	15	wwm	wwm	PROPN
fcis-31973	20	16	-	-	PROPN
fcis-31973	20	17	ext	ext	ADJ
fcis-31973	20	18	pre	pre	ADJ
fcis-31973	20	19	-	-	ADJ
fcis-31973	20	20	trained	train	VERB
fcis-31973	20	21	model	model	NOUN
fcis-31973	20	22	to	to	PART
fcis-31973	20	23	enhance	enhance	VERB
fcis-31973	20	24	contextual	contextual	ADJ
fcis-31973	20	25	semantic	semantic	ADJ
fcis-31973	20	26	understanding	understanding	NOUN
fcis-31973	20	27	,	,	PUNCT
fcis-31973	20	28	refines	refine	VERB
fcis-31973	20	29	the	the	DET
fcis-31973	20	30	semantic	semantic	ADJ
fcis-31973	20	31	relationships	relationship	NOUN
fcis-31973	20	32	between	between	ADP
fcis-31973	20	33	entities	entity	NOUN
fcis-31973	20	34	via	via	ADP
fcis-31973	20	35	a	a	DET
fcis-31973	20	36	multi	multi	ADJ
fcis-31973	20	37	-	-	ADJ
fcis-31973	20	38	scale	scale	ADJ
fcis-31973	20	39	cross	cross	ADJ
fcis-31973	20	40	-	-	ADJ
fcis-31973	20	41	attention	attention	ADJ
fcis-31973	20	42	mechanism	mechanism	NOUN
fcis-31973	20	43	,	,	PUNCT
fcis-31973	20	44	and	and	CCONJ
fcis-31973	20	45	introduces	introduce	VERB
fcis-31973	20	46	hybrid	hybrid	ADJ
fcis-31973	20	47	position	position	NOUN
fcis-31973	20	48	encoding	encode	VERB
fcis-31973	20	49	to	to	PART
fcis-31973	20	50	optimize	optimize	VERB
fcis-31973	20	51	entity	entity	NOUN
fcis-31973	20	52	boundary	boundary	ADJ
fcis-31973	20	53	division	division	NOUN
fcis-31973	20	54	in	in	ADP
fcis-31973	20	55	multi	multi	ADJ
fcis-31973	20	56	-	-	ADJ
fcis-31973	20	57	head	head	ADJ
fcis-31973	20	58	attention	attention	NOUN
fcis-31973	20	59	.	.	PUNCT
fcis-31973	21	1	eventually	eventually	ADV
fcis-31973	21	2	,	,	PUNCT
fcis-31973	21	3	in	in	ADP
fcis-31973	21	4	the	the	DET
fcis-31973	21	5	sheep	sheep	NOUN
fcis-31973	21	6	disease	disease	NOUN
fcis-31973	21	7	knowledge	knowledge	NOUN
fcis-31973	21	8	extraction	extraction	NOUN
fcis-31973	21	9	task	task	NOUN
fcis-31973	21	10	,	,	PUNCT
fcis-31973	21	11	the	the	DET
fcis-31973	21	12	method	method	NOUN
fcis-31973	21	13	achieved	achieve	VERB
fcis-31973	21	14	an	an	DET
fcis-31973	21	15	accuracy	accuracy	NOUN
fcis-31973	21	16	of	of	ADP
fcis-31973	21	17	94.70	94.70	NUM
fcis-31973	21	18	%	%	NOUN
fcis-31973	21	19	,	,	PUNCT
fcis-31973	21	20	a	a	DET
fcis-31973	21	21	recall	recall	NOUN
fcis-31973	21	22	rate	rate	NOUN
fcis-31973	21	23	of	of	ADP
fcis-31973	21	24	94.04	94.04	NUM
fcis-31973	21	25	%	%	NOUN
fcis-31973	21	26	,	,	PUNCT
fcis-31973	21	27	and	and	CCONJ
fcis-31973	21	28	an	an	DET
fcis-31973	21	29	f1	f1	NOUN
fcis-31973	21	30	-	-	PUNCT
fcis-31973	21	31	score	score	NOUN
fcis-31973	21	32	of	of	ADP
fcis-31973	21	33	94.37%—an	94.37%—an	NOUN
fcis-31973	21	34	improvement	improvement	NOUN
fcis-31973	21	35	of	of	ADP
fcis-31973	21	36	approximately	approximately	ADV
fcis-31973	21	37	9	9	NUM
fcis-31973	21	38	percentage	percentage	NOUN
fcis-31973	21	39	points	point	NOUN
fcis-31973	21	40	compared	compare	VERB
fcis-31973	21	41	to	to	ADP
fcis-31973	21	42	the	the	DET
fcis-31973	21	43	baseline	baseline	PROPN
fcis-31973	21	44	casrel	casrel	PROPN
fcis-31973	21	45	model	model	NOUN
fcis-31973	21	46	—	—	PUNCT
fcis-31973	21	47	providing	provide	VERB
fcis-31973	21	48	a	a	DET
fcis-31973	21	49	high	high	ADJ
fcis-31973	21	50	-	-	PUNCT
fcis-31973	21	51	quality	quality	NOUN
fcis-31973	21	52	knowledge	knowledge	NOUN
fcis-31973	21	53	base	base	NOUN
fcis-31973	21	54	for	for	ADP
fcis-31973	21	55	intelligent	intelligent	ADJ
fcis-31973	21	56	diagnosis	diagnosis	NOUN
fcis-31973	21	57	and	and	CCONJ
fcis-31973	21	58	treatment	treatment	NOUN
fcis-31973	21	59	systems	system	NOUN
fcis-31973	21	60	.	.	PUNCT
fcis-31973	22	1	focusing	focus	VERB
fcis-31973	22	2	on	on	ADP
fcis-31973	22	3	the	the	DET
fcis-31973	22	4	entire	entire	ADJ
fcis-31973	22	5	pig	pig	NOUN
fcis-31973	22	6	industry	industry	NOUN
fcis-31973	22	7	chain	chain	NOUN
fcis-31973	22	8	,	,	PUNCT
fcis-31973	22	9	shi[2	shi[2	PROPN
fcis-31973	22	10	]	]	PUNCT
fcis-31973	22	11	proposed	propose	VERB
fcis-31973	22	12	a	a	DET
fcis-31973	22	13	low	low	ADJ
fcis-31973	22	14	-	-	PUNCT
fcis-31973	22	15	cost	cost	NOUN
fcis-31973	22	16	domain	domain	NOUN
fcis-31973	22	17	kg	kg	X
fcis-31973	22	18	construction	construction	NOUN
fcis-31973	22	19	framework	framework	NOUN
fcis-31973	22	20	empowered	empower	VERB
fcis-31973	22	21	by	by	ADP
fcis-31973	22	22	the	the	DET
fcis-31973	22	23	deepseek	deepseek	ADJ
fcis-31973	22	24	llm	llm	NOUN
fcis-31973	22	25	.	.	PUNCT
fcis-31973	23	1	this	this	DET
fcis-31973	23	2	study	study	NOUN
fcis-31973	23	3	adopts	adopt	VERB
fcis-31973	23	4	a	a	DET
fcis-31973	23	5	three	three	NUM
fcis-31973	23	6	-	-	PUNCT
fcis-31973	23	7	tier	tier	NOUN
fcis-31973	23	8	architecture	architecture	NOUN
fcis-31973	23	9	consisting	consist	VERB
fcis-31973	23	10	of	of	ADP
fcis-31973	23	11	ontology	ontology	NOUN
fcis-31973	23	12	modeling	modeling	NOUN
fcis-31973	23	13	,	,	PUNCT
fcis-31973	23	14	multi	multi	ADJ
fcis-31973	23	15	-	-	ADJ
fcis-31973	23	16	source	source	NOUN
fcis-31973	23	17	data	datum	NOUN
fcis-31973	23	18	fusion	fusion	NOUN
fcis-31973	23	19	,	,	PUNCT
fcis-31973	23	20	and	and	CCONJ
fcis-31973	23	21	intelligent	intelligent	ADJ
fcis-31973	23	22	extraction	extraction	NOUN
fcis-31973	23	23	to	to	PART
fcis-31973	23	24	define	define	VERB
fcis-31973	23	25	21	21	NUM
fcis-31973	23	26	categories	category	NOUN
fcis-31973	23	27	of	of	ADP
fcis-31973	23	28	core	core	NOUN
fcis-31973	23	29	entities	entity	NOUN
fcis-31973	23	30	and	and	CCONJ
fcis-31973	23	31	their	their	PRON
fcis-31973	23	32	attribute	attribute	NOUN
fcis-31973	23	33	relationships	relationship	NOUN
fcis-31973	23	34	.	.	PUNCT
fcis-31973	24	1	it	it	PRON
fcis-31973	24	2	innovatively	innovatively	ADV
fcis-31973	24	3	integrates	integrate	VERB
fcis-31973	24	4	deepseek	deepseek	ADJ
fcis-31973	24	5	with	with	ADP
fcis-31973	24	6	knowledge	knowledge	NOUN
fcis-31973	24	7	extraction	extraction	NOUN
fcis-31973	24	8	tasks	task	NOUN
fcis-31973	24	9	,	,	PUNCT
fcis-31973	24	10	enhances	enhance	VERB
fcis-31973	24	11	semantic	semantic	ADJ
fcis-31973	24	12	understanding	understanding	NOUN
fcis-31973	24	13	,	,	PUNCT
fcis-31973	24	14	and	and	CCONJ
fcis-31973	24	15	applies	apply	VERB
fcis-31973	24	16	prompt	prompt	ADJ
fcis-31973	24	17	engineering	engineering	NOUN
fcis-31973	24	18	techniques	technique	NOUN
fcis-31973	24	19	,	,	PUNCT
fcis-31973	24	20	ultimately	ultimately	ADV
fcis-31973	24	21	achieving	achieve	VERB
fcis-31973	24	22	an	an	DET
fcis-31973	24	23	f1	f1	NOUN
fcis-31973	24	24	-	-	PUNCT
fcis-31973	24	25	score	score	NOUN
fcis-31973	24	26	of	of	ADP
fcis-31973	24	27	0.92	0.92	NUM
fcis-31973	24	28	for	for	ADP
fcis-31973	24	29	entity	entity	NOUN
fcis-31973	24	30	recognition	recognition	NOUN
fcis-31973	24	31	in	in	ADP
fcis-31973	24	32	pig	pig	NOUN
fcis-31973	24	33	disease	disease	NOUN
fcis-31973	24	34	prevention	prevention	NOUN
fcis-31973	24	35	scenarios	scenario	NOUN
fcis-31973	24	36	under	under	ADP
fcis-31973	24	37	zero	zero	NUM
fcis-31973	24	38	-	-	PUNCT
fcis-31973	24	39	shot	shot	NOUN
fcis-31973	24	40	learning	learning	NOUN
fcis-31973	24	41	conditions	condition	NOUN
fcis-31973	24	42	.	.	PUNCT
fcis-31973	25	1	2.1.2	2.1.2	X
fcis-31973	25	2	.	.	X
fcis-31973	25	3	healthcare	healthcare	NOUN
fcis-31973	25	4	field	field	NOUN
fcis-31973	25	5	research	research	NOUN
fcis-31973	25	6	on	on	ADP
fcis-31973	25	7	healthcare	healthcare	PROPN
fcis-31973	25	8	kgs	kg	NOUN
fcis-31973	25	9	focuses	focus	VERB
fcis-31973	25	10	on	on	ADP
fcis-31973	25	11	addressing	address	VERB
fcis-31973	25	12	challenges	challenge	NOUN
fcis-31973	25	13	such	such	ADJ
fcis-31973	25	14	as	as	ADP
fcis-31973	25	15	strong	strong	ADJ
fcis-31973	25	16	data	datum	NOUN
fcis-31973	25	17	heterogeneity	heterogeneity	NOUN
fcis-31973	25	18	and	and	CCONJ
fcis-31973	25	19	complex	complex	ADJ
fcis-31973	25	20	professional	professional	ADJ
fcis-31973	25	21	terminology	terminology	NOUN
fcis-31973	25	22	,	,	PUNCT
fcis-31973	25	23	forming	form	VERB
fcis-31973	25	24	a	a	DET
fcis-31973	25	25	complete	complete	ADJ
fcis-31973	25	26	technical	technical	ADJ
fcis-31973	25	27	chain	chain	NOUN
fcis-31973	25	28	from	from	ADP
fcis-31973	25	29	knowledge	knowledge	NOUN
fcis-31973	25	30	extraction	extraction	NOUN
fcis-31973	25	31	to	to	ADP
fcis-31973	25	32	application	application	NOUN
fcis-31973	25	33	implementation	implementation	NOUN
fcis-31973	25	34	.	.	PUNCT
fcis-31973	26	1	tan	tan	PROPN
fcis-31973	27	1	[	[	X
fcis-31973	27	2	3	3	NUM
fcis-31973	27	3	]	]	PUNCT
fcis-31973	27	4	constructed	construct	VERB
fcis-31973	27	5	a	a	DET
fcis-31973	27	6	knowledge	knowledge	NOUN
fcis-31973	27	7	graph	graph	NOUN
fcis-31973	27	8	for	for	ADP
fcis-31973	27	9	spleen	spleen	NOUN
fcis-31973	27	10	-	-	PUNCT
fcis-31973	27	11	stomach	stomach	NOUN
fcis-31973	27	12	diseases	disease	NOUN
fcis-31973	27	13	using	use	VERB
fcis-31973	27	14	the	the	DET
fcis-31973	27	15	bilstm	bilstm	NOUN
fcis-31973	27	16	-	-	PUNCT
fcis-31973	27	17	crf	crf	NOUN
fcis-31973	27	18	model	model	NOUN
fcis-31973	27	19	combined	combine	VERB
fcis-31973	27	20	with	with	ADP
fcis-31973	27	21	the	the	DET
fcis-31973	27	22	neo4j	neo4j	PROPN
fcis-31973	27	23	database	database	NOUN
fcis-31973	27	24	.	.	PUNCT
fcis-31973	28	1	knowledge	knowledge	NOUN
fcis-31973	28	2	extraction	extraction	NOUN
fcis-31973	28	3	was	be	AUX
fcis-31973	28	4	completed	complete	VERB
fcis-31973	28	5	through	through	ADP
fcis-31973	28	6	a	a	DET
fcis-31973	28	7	combination	combination	NOUN
fcis-31973	28	8	of	of	ADP
fcis-31973	28	9	the	the	DET
fcis-31973	28	10	bio	bio	NOUN
fcis-31973	28	11	sequence	sequence	PROPN
fcis-31973	28	12	labeling	labeling	NOUN
fcis-31973	28	13	method	method	NOUN
fcis-31973	28	14	and	and	CCONJ
fcis-31973	28	15	manual	manual	ADJ
fcis-31973	28	16	rules	rule	NOUN
fcis-31973	28	17	.	.	PUNCT
fcis-31973	29	1	on	on	ADP
fcis-31973	29	2	the	the	DET
fcis-31973	29	3	test	test	NOUN
fcis-31973	29	4	set	set	NOUN
fcis-31973	29	5	,	,	PUNCT
fcis-31973	29	6	the	the	DET
fcis-31973	29	7	model	model	NOUN
fcis-31973	29	8	achieved	achieve	VERB
fcis-31973	29	9	an	an	DET
fcis-31973	29	10	accuracy	accuracy	NOUN
fcis-31973	29	11	of	of	ADP
fcis-31973	29	12	96.19	96.19	NUM
fcis-31973	29	13	%	%	NOUN
fcis-31973	29	14	and	and	CCONJ
fcis-31973	29	15	an	an	DET
fcis-31973	29	16	f1	f1	NOUN
fcis-31973	29	17	-	-	PUNCT
fcis-31973	29	18	score	score	NOUN
fcis-31973	29	19	of	of	ADP
fcis-31973	29	20	87.71	87.71	NUM
fcis-31973	29	21	%	%	NOUN
fcis-31973	29	22	,	,	PUNCT
fcis-31973	29	23	successfully	successfully	ADV
fcis-31973	29	24	supporting	support	VERB
fcis-31973	29	25	the	the	DET
fcis-31973	29	26	query	query	NOUN
fcis-31973	29	27	and	and	CCONJ
fcis-31973	29	28	relationship	relationship	NOUN
fcis-31973	29	29	discovery	discovery	NOUN
fcis-31973	29	30	of	of	ADP
fcis-31973	29	31	nodes	node	NOUN
fcis-31973	29	32	such	such	ADJ
fcis-31973	29	33	as	as	ADP
fcis-31973	29	34	tcm	tcm	PROPN
fcis-31973	29	35	syndromes	syndrome	NOUN
fcis-31973	29	36	and	and	CCONJ
fcis-31973	29	37	treatment	treatment	NOUN
fcis-31973	29	38	principles	principle	NOUN
fcis-31973	29	39	,	,	PUNCT
fcis-31973	29	40	and	and	CCONJ
fcis-31973	29	41	providing	provide	VERB
fcis-31973	29	42	7	7	NUM
fcis-31973	29	43	an	an	DET
fcis-31973	29	44	effective	effective	ADJ
fcis-31973	29	45	solution	solution	NOUN
fcis-31973	29	46	for	for	ADP
fcis-31973	29	47	the	the	DET
fcis-31973	29	48	structured	structured	ADJ
fcis-31973	29	49	expression	expression	NOUN
fcis-31973	29	50	of	of	ADP
fcis-31973	29	51	tcm	tcm	PROPN
fcis-31973	29	52	knowledge	knowledge	NOUN
fcis-31973	29	53	.	.	PUNCT
fcis-31973	30	1	to	to	PART
fcis-31973	30	2	tackle	tackle	VERB
fcis-31973	30	3	multi	multi	ADJ
fcis-31973	30	4	-	-	ADJ
fcis-31973	30	5	source	source	ADJ
fcis-31973	30	6	heterogeneous	heterogeneous	ADJ
fcis-31973	30	7	healthcare	healthcare	NOUN
fcis-31973	30	8	data	data	PROPN
fcis-31973	30	9	,	,	PUNCT
fcis-31973	30	10	meng	meng	PROPN
fcis-31973	31	1	[	[	X
fcis-31973	31	2	4	4	X
fcis-31973	31	3	]	]	PUNCT
fcis-31973	31	4	proposed	propose	VERB
fcis-31973	31	5	a	a	DET
fcis-31973	31	6	knowledge	knowledge	NOUN
fcis-31973	31	7	extraction	extraction	NOUN
fcis-31973	31	8	framework	framework	NOUN
fcis-31973	31	9	based	base	VERB
fcis-31973	31	10	on	on	ADP
fcis-31973	31	11	the	the	DET
fcis-31973	31	12	mc	mc	PROPN
fcis-31973	31	13	-	-	PUNCT
fcis-31973	31	14	bert	bert	PROPN
fcis-31973	31	15	-	-	PUNCT
fcis-31973	31	16	casrel	casrel	NOUN
fcis-31973	31	17	model	model	NOUN
fcis-31973	31	18	.	.	PUNCT
fcis-31973	32	1	this	this	DET
fcis-31973	32	2	study	study	NOUN
fcis-31973	32	3	takes	take	VERB
fcis-31973	32	4	the	the	DET
fcis-31973	32	5	unified	unified	ADJ
fcis-31973	32	6	medical	medical	ADJ
fcis-31973	32	7	language	language	NOUN
fcis-31973	32	8	system	system	NOUN
fcis-31973	32	9	(	(	PUNCT
fcis-31973	32	10	umls	umls	NOUN
fcis-31973	32	11	)	)	PUNCT
fcis-31973	32	12	medical	medical	ADJ
fcis-31973	32	13	terminology	terminology	NOUN
fcis-31973	32	14	as	as	ADP
fcis-31973	32	15	the	the	DET
fcis-31973	32	16	basis	basis	NOUN
fcis-31973	32	17	,	,	PUNCT
fcis-31973	32	18	uses	use	VERB
fcis-31973	32	19	the	the	DET
fcis-31973	32	20	btm	btm	PROPN
fcis-31973	32	21	(	(	PUNCT
fcis-31973	32	22	biterm	biterm	NOUN
fcis-31973	32	23	topic	topic	NOUN
fcis-31973	32	24	model	model	NOUN
fcis-31973	32	25	)	)	PUNCT
fcis-31973	32	26	to	to	PART
fcis-31973	32	27	assist	assist	VERB
fcis-31973	32	28	ontology	ontology	NOUN
fcis-31973	32	29	design	design	NOUN
fcis-31973	32	30	through	through	ADP
fcis-31973	32	31	topic	topic	NOUN
fcis-31973	32	32	clustering	clustering	NOUN
fcis-31973	32	33	of	of	ADP
fcis-31973	32	34	unstructured	unstructured	ADJ
fcis-31973	32	35	data	datum	NOUN
fcis-31973	32	36	,	,	PUNCT
fcis-31973	32	37	selects	select	VERB
fcis-31973	32	38	the	the	DET
fcis-31973	32	39	optimal	optimal	ADJ
fcis-31973	32	40	model	model	NOUN
fcis-31973	32	41	for	for	ADP
fcis-31973	32	42	entity	entity	NOUN
fcis-31973	32	43	-	-	PUNCT
fcis-31973	32	44	relationship	relationship	NOUN
fcis-31973	32	45	triple	triple	ADJ
fcis-31973	32	46	extraction	extraction	NOUN
fcis-31973	32	47	by	by	ADP
fcis-31973	32	48	comparing	compare	VERB
fcis-31973	32	49	the	the	DET
fcis-31973	32	50	embedding	embed	VERB
fcis-31973	32	51	effects	effect	NOUN
fcis-31973	32	52	of	of	ADP
fcis-31973	32	53	bert	bert	NOUN
fcis-31973	32	54	variant	variant	NOUN
fcis-31973	32	55	models	model	NOUN
fcis-31973	32	56	,	,	PUNCT
fcis-31973	32	57	and	and	CCONJ
fcis-31973	32	58	completes	complete	VERB
fcis-31973	32	59	data	datum	NOUN
fcis-31973	32	60	fusion	fusion	NOUN
fcis-31973	32	61	by	by	ADP
fcis-31973	32	62	combining	combine	VERB
fcis-31973	32	63	the	the	DET
fcis-31973	32	64	sapbert	sapbert	ADJ
fcis-31973	32	65	model	model	NOUN
fcis-31973	32	66	with	with	ADP
fcis-31973	32	67	the	the	DET
fcis-31973	32	68	levenshtein	levenshtein	PROPN
fcis-31973	32	69	edit	edit	NOUN
fcis-31973	32	70	distance	distance	NOUN
fcis-31973	32	71	algorithm	algorithm	NOUN
fcis-31973	32	72	.	.	PUNCT
fcis-31973	33	1	finally	finally	ADV
fcis-31973	33	2	,	,	PUNCT
fcis-31973	33	3	a	a	DET
fcis-31973	33	4	knowledge	knowledge	NOUN
fcis-31973	33	5	graph	graph	NOUN
fcis-31973	33	6	for	for	ADP
fcis-31973	33	7	digestive	digestive	ADJ
fcis-31973	33	8	system	system	NOUN
fcis-31973	33	9	diseases	disease	NOUN
fcis-31973	33	10	containing	contain	VERB
fcis-31973	33	11	10,010	10,010	NUM
fcis-31973	33	12	entities	entity	NOUN
fcis-31973	33	13	and	and	CCONJ
fcis-31973	33	14	29,044	29,044	NUM
fcis-31973	33	15	relationships	relationship	NOUN
fcis-31973	33	16	was	be	AUX
fcis-31973	33	17	constructed	construct	VERB
fcis-31973	33	18	,	,	PUNCT
fcis-31973	33	19	which	which	PRON
fcis-31973	33	20	has	have	AUX
fcis-31973	33	21	been	be	AUX
fcis-31973	33	22	applied	apply	VERB
fcis-31973	33	23	in	in	ADP
fcis-31973	33	24	clinical	clinical	ADJ
fcis-31973	33	25	knowledge	knowledge	NOUN
fcis-31973	33	26	retrieval	retrieval	NOUN
fcis-31973	33	27	.	.	PUNCT
fcis-31973	34	1	2.1.3	2.1.3	NUM
fcis-31973	34	2	.	.	PUNCT
fcis-31973	34	3	education	education	NOUN
fcis-31973	34	4	and	and	CCONJ
fcis-31973	34	5	culture	culture	NOUN
fcis-31973	34	6	field	field	NOUN
fcis-31973	34	7	kg	kg	PROPN
fcis-31973	34	8	research	research	NOUN
fcis-31973	34	9	in	in	ADP
fcis-31973	34	10	the	the	DET
fcis-31973	34	11	education	education	NOUN
fcis-31973	34	12	field	field	NOUN
fcis-31973	34	13	breaks	break	VERB
fcis-31973	34	14	through	through	ADP
fcis-31973	34	15	the	the	DET
fcis-31973	34	16	traditional	traditional	ADJ
fcis-31973	34	17	static	static	ADJ
fcis-31973	34	18	knowledge	knowledge	NOUN
fcis-31973	34	19	representation	representation	NOUN
fcis-31973	34	20	model	model	NOUN
fcis-31973	34	21	,	,	PUNCT
fcis-31973	34	22	focusing	focus	VERB
fcis-31973	34	23	on	on	ADP
fcis-31973	34	24	the	the	DET
fcis-31973	34	25	dynamic	dynamic	ADJ
fcis-31973	34	26	process	process	NOUN
fcis-31973	34	27	of	of	ADP
fcis-31973	34	28	knowledge	knowledge	NOUN
fcis-31973	34	29	construction	construction	NOUN
fcis-31973	34	30	and	and	CCONJ
fcis-31973	34	31	indepth	indepth	ADJ
fcis-31973	34	32	integration	integration	NOUN
fcis-31973	34	33	with	with	ADP
fcis-31973	34	34	educational	educational	ADJ
fcis-31973	34	35	scenarios	scenario	NOUN
fcis-31973	34	36	.	.	PUNCT
fcis-31973	35	1	yang[5	yang[5	X
fcis-31973	35	2	]	]	PUNCT
fcis-31973	35	3	designed	design	VERB
fcis-31973	35	4	a	a	DET
fcis-31973	35	5	kg	kg	NOUN
fcis-31973	35	6	construction	construction	NOUN
fcis-31973	35	7	framework	framework	NOUN
fcis-31973	35	8	based	base	VERB
fcis-31973	35	9	on	on	ADP
fcis-31973	35	10	collaborative	collaborative	ADJ
fcis-31973	35	11	knowledge	knowledge	NOUN
fcis-31973	35	12	construction	construction	NOUN
fcis-31973	35	13	conversations	conversation	NOUN
fcis-31973	35	14	.	.	PUNCT
fcis-31973	36	1	through	through	ADP
fcis-31973	36	2	case	case	NOUN
fcis-31973	36	3	analysis	analysis	NOUN
fcis-31973	36	4	of	of	ADP
fcis-31973	36	5	real	real	ADJ
fcis-31973	36	6	collaborative	collaborative	ADJ
fcis-31973	36	7	scenarios	scenario	NOUN
fcis-31973	36	8	,	,	PUNCT
fcis-31973	36	9	they	they	PRON
fcis-31973	36	10	identified	identify	VERB
fcis-31973	36	11	three	three	NUM
fcis-31973	36	12	group	group	NOUN
fcis-31973	36	13	knowledge	knowledge	NOUN
fcis-31973	36	14	production	production	NOUN
fcis-31973	36	15	paths	path	NOUN
fcis-31973	36	16	as	as	ADV
fcis-31973	36	17	well	well	ADV
fcis-31973	36	18	as	as	ADP
fcis-31973	36	19	four	four	NUM
fcis-31973	36	20	group	group	NOUN
fcis-31973	36	21	conversation	conversation	NOUN
fcis-31973	36	22	development	development	NOUN
fcis-31973	36	23	trends	trend	NOUN
fcis-31973	36	24	.	.	PUNCT
fcis-31973	37	1	focusing	focus	VERB
fcis-31973	37	2	on	on	ADP
fcis-31973	37	3	the	the	DET
fcis-31973	37	4	promotion	promotion	NOUN
fcis-31973	37	5	of	of	ADP
fcis-31973	37	6	traditional	traditional	ADJ
fcis-31973	37	7	cultural	cultural	ADJ
fcis-31973	37	8	reading	reading	NOUN
fcis-31973	37	9	in	in	ADP
fcis-31973	37	10	university	university	NOUN
fcis-31973	37	11	libraries	library	NOUN
fcis-31973	37	12	,	,	PUNCT
fcis-31973	37	13	wang	wang	PROPN
fcis-31973	38	1	[	[	X
fcis-31973	38	2	6	6	NUM
fcis-31973	38	3	]	]	PUNCT
fcis-31973	38	4	proposed	propose	VERB
fcis-31973	38	5	an	an	DET
fcis-31973	38	6	lm	lm	ADV
fcis-31973	38	7	-	-	PUNCT
fcis-31973	38	8	based	base	VERB
fcis-31973	38	9	kg	kg	PROPN
fcis-31973	38	10	construction	construction	NOUN
fcis-31973	38	11	process	process	NOUN
fcis-31973	38	12	.	.	PUNCT
fcis-31973	39	1	this	this	DET
fcis-31973	39	2	study	study	NOUN
fcis-31973	39	3	extracts	extract	VERB
fcis-31973	39	4	entity	entity	NOUN
fcis-31973	39	5	categories	category	NOUN
fcis-31973	39	6	using	use	VERB
fcis-31973	39	7	the	the	DET
fcis-31973	39	8	bertopic	bertopic	PROPN
fcis-31973	39	9	model	model	NOUN
fcis-31973	39	10	,	,	PUNCT
fcis-31973	39	11	completes	complete	VERB
fcis-31973	39	12	entity	entity	NOUN
fcis-31973	39	13	-	-	PUNCT
fcis-31973	39	14	relationship	relationship	NOUN
fcis-31973	39	15	extraction	extraction	NOUN
fcis-31973	39	16	with	with	ADP
fcis-31973	39	17	the	the	DET
fcis-31973	39	18	deepseek	deepseek	ADJ
fcis-31973	39	19	-	-	PUNCT
fcis-31973	39	20	r1	r1	NOUN
fcis-31973	39	21	model	model	NOUN
fcis-31973	39	22	,	,	PUNCT
fcis-31973	39	23	and	and	CCONJ
fcis-31973	39	24	ultimately	ultimately	ADV
fcis-31973	39	25	realizes	realize	VERB
fcis-31973	39	26	the	the	DET
fcis-31973	39	27	visual	visual	ADJ
fcis-31973	39	28	display	display	NOUN
fcis-31973	39	29	of	of	ADP
fcis-31973	39	30	knowledge	knowledge	NOUN
fcis-31973	39	31	elements	element	NOUN
fcis-31973	39	32	in	in	ADP
fcis-31973	39	33	the	the	DET
fcis-31973	39	34	neo4j	neo4j	PROPN
fcis-31973	39	35	database	database	NOUN
fcis-31973	39	36	.	.	PUNCT
fcis-31973	40	1	2.1.4	2.1.4	NUM
fcis-31973	40	2	.	.	PUNCT
fcis-31973	40	3	industrial	industrial	ADJ
fcis-31973	40	4	and	and	CCONJ
fcis-31973	40	5	engineering	engineering	NOUN
fcis-31973	40	6	fields	field	NOUN
fcis-31973	40	7	kg	kg	PROPN
fcis-31973	40	8	research	research	NOUN
fcis-31973	40	9	in	in	ADP
fcis-31973	40	10	the	the	DET
fcis-31973	40	11	industrial	industrial	ADJ
fcis-31973	40	12	and	and	CCONJ
fcis-31973	40	13	engineering	engineering	NOUN
fcis-31973	40	14	fields	field	NOUN
fcis-31973	40	15	closely	closely	ADV
fcis-31973	40	16	addresses	address	VERB
fcis-31973	40	17	industry	industry	NOUN
fcis-31973	40	18	pain	pain	NOUN
fcis-31973	40	19	points	point	NOUN
fcis-31973	40	20	,	,	PUNCT
fcis-31973	40	21	realizing	realize	VERB
fcis-31973	40	22	the	the	DET
fcis-31973	40	23	value	value	NOUN
fcis-31973	40	24	transformation	transformation	NOUN
fcis-31973	40	25	from	from	ADP
fcis-31973	40	26	data	datum	NOUN
fcis-31973	40	27	to	to	ADP
fcis-31973	40	28	decision	decision	NOUN
fcis-31973	40	29	-	-	PUNCT
fcis-31973	40	30	making	making	NOUN
fcis-31973	40	31	in	in	ADP
fcis-31973	40	32	scenarios	scenario	NOUN
fcis-31973	40	33	such	such	ADJ
fcis-31973	40	34	as	as	ADP
fcis-31973	40	35	industrial	industrial	ADJ
fcis-31973	40	36	chain	chain	NOUN
fcis-31973	40	37	analysis	analysis	NOUN
fcis-31973	40	38	and	and	CCONJ
fcis-31973	40	39	construction	construction	NOUN
fcis-31973	40	40	safety	safety	NOUN
fcis-31973	40	41	.	.	PUNCT
fcis-31973	41	1	to	to	PART
fcis-31973	41	2	address	address	VERB
fcis-31973	41	3	the	the	DET
fcis-31973	41	4	difficulty	difficulty	NOUN
fcis-31973	41	5	of	of	ADP
fcis-31973	41	6	extracting	extract	VERB
fcis-31973	41	7	supply	supply	NOUN
fcis-31973	41	8	-	-	PUNCT
fcis-31973	41	9	demand	demand	NOUN
fcis-31973	41	10	relationships	relationship	NOUN
fcis-31973	41	11	in	in	ADP
fcis-31973	41	12	the	the	DET
fcis-31973	41	13	industrial	industrial	ADJ
fcis-31973	41	14	chain	chain	NOUN
fcis-31973	41	15	,	,	PUNCT
fcis-31973	41	16	zheng[7	zheng[7	PROPN
fcis-31973	41	17	]	]	PUNCT
fcis-31973	41	18	proposed	propose	VERB
fcis-31973	41	19	an	an	DET
fcis-31973	41	20	llm	llm	PROPN
fcis-31973	41	21	verification	verification	NOUN
fcis-31973	41	22	-	-	PUNCT
fcis-31973	41	23	enhanced	enhance	VERB
fcis-31973	41	24	industrial	industrial	ADJ
fcis-31973	41	25	chain	chain	NOUN
fcis-31973	41	26	kg	kg	PROPN
fcis-31973	41	27	construction	construction	NOUN
fcis-31973	41	28	method	method	NOUN
fcis-31973	41	29	.	.	PUNCT
fcis-31973	42	1	it	it	PRON
fcis-31973	42	2	designs	design	VERB
fcis-31973	42	3	a	a	DET
fcis-31973	42	4	"	"	PUNCT
fcis-31973	42	5	industry	industry	NOUN
fcis-31973	42	6	-	-	PUNCT
fcis-31973	42	7	enterprise	enterprise	NOUN
fcis-31973	42	8	"	"	PUNCT
fcis-31973	42	9	dual	dual	ADJ
fcis-31973	42	10	-	-	PUNCT
fcis-31973	42	11	perspective	perspective	NOUN
fcis-31973	42	12	hierarchical	hierarchical	ADJ
fcis-31973	42	13	system	system	NOUN
fcis-31973	42	14	and	and	CCONJ
fcis-31973	42	15	uses	use	VERB
fcis-31973	42	16	the	the	DET
fcis-31973	42	17	vrte	vrte	ADJ
fcis-31973	42	18	-	-	PUNCT
fcis-31973	42	19	llm	llm	NOUN
fcis-31973	42	20	framework	framework	NOUN
fcis-31973	42	21	to	to	ADP
fcis-31973	42	22	fine	fine	ADJ
fcis-31973	42	23	-	-	PUNCT
fcis-31973	42	24	tune	tune	NOUN
fcis-31973	42	25	the	the	DET
fcis-31973	42	26	llm	llm	NOUN
fcis-31973	42	27	with	with	ADP
fcis-31973	42	28	an	an	DET
fcis-31973	42	29	industrial	industrial	ADJ
fcis-31973	42	30	chain	chain	NOUN
fcis-31973	42	31	annotation	annotation	NOUN
fcis-31973	42	32	corpus	corpus	PROPN
fcis-31973	42	33	,	,	PUNCT
fcis-31973	42	34	correcting	correct	VERB
fcis-31973	42	35	the	the	DET
fcis-31973	42	36	completeness	completeness	NOUN
fcis-31973	42	37	and	and	CCONJ
fcis-31973	42	38	bias	bias	NOUN
fcis-31973	42	39	errors	error	NOUN
fcis-31973	42	40	of	of	ADP
fcis-31973	42	41	relational	relational	ADJ
fcis-31973	42	42	triples	triple	NOUN
fcis-31973	42	43	.	.	PUNCT
fcis-31973	43	1	in	in	ADP
fcis-31973	43	2	entity	entity	NOUN
fcis-31973	43	3	recognition	recognition	NOUN
fcis-31973	43	4	and	and	CCONJ
fcis-31973	43	5	relationship	relationship	NOUN
fcis-31973	43	6	extraction	extraction	NOUN
fcis-31973	43	7	tasks	task	NOUN
fcis-31973	43	8	,	,	PUNCT
fcis-31973	43	9	the	the	DET
fcis-31973	43	10	method	method	NOUN
fcis-31973	43	11	achieved	achieve	VERB
fcis-31973	43	12	accuracies	accuracy	NOUN
fcis-31973	43	13	of	of	ADP
fcis-31973	43	14	80.9	80.9	NUM
fcis-31973	43	15	%	%	NOUN
fcis-31973	43	16	and	and	CCONJ
fcis-31973	43	17	83.9	83.9	NUM
fcis-31973	43	18	%	%	NOUN
fcis-31973	43	19	respectively	respectively	ADV
fcis-31973	43	20	,	,	PUNCT
fcis-31973	43	21	and	and	CCONJ
fcis-31973	43	22	the	the	DET
fcis-31973	43	23	constructed	construct	VERB
fcis-31973	43	24	kg	kg	NOUN
fcis-31973	43	25	containing	contain	VERB
fcis-31973	43	26	39,627	39,627	NUM
fcis-31973	43	27	triples	triple	NOUN
fcis-31973	43	28	has	have	AUX
fcis-31973	43	29	supported	support	VERB
fcis-31973	43	30	quantitative	quantitative	ADJ
fcis-31973	43	31	analysis	analysis	NOUN
fcis-31973	43	32	and	and	CCONJ
fcis-31973	43	33	trend	trend	NOUN
fcis-31973	43	34	prediction	prediction	NOUN
fcis-31973	43	35	of	of	ADP
fcis-31973	43	36	the	the	DET
fcis-31973	43	37	industrial	industrial	ADJ
fcis-31973	43	38	chain	chain	NOUN
fcis-31973	43	39	.	.	PUNCT
fcis-31973	44	1	to	to	PART
fcis-31973	44	2	solve	solve	VERB
fcis-31973	44	3	the	the	DET
fcis-31973	44	4	problem	problem	NOUN
fcis-31973	44	5	of	of	ADP
fcis-31973	44	6	multimodal	multimodal	NOUN
fcis-31973	44	7	data	datum	NOUN
fcis-31973	44	8	integration	integration	NOUN
fcis-31973	44	9	in	in	ADP
fcis-31973	44	10	construction	construction	NOUN
fcis-31973	44	11	safety	safety	NOUN
fcis-31973	44	12	management	management	NOUN
fcis-31973	44	13	,	,	PUNCT
fcis-31973	44	14	dong[8	dong[8	PROPN
fcis-31973	44	15	]	]	PUNCT
fcis-31973	44	16	proposed	propose	VERB
fcis-31973	44	17	a	a	DET
fcis-31973	44	18	multimodal	multimodal	NOUN
fcis-31973	44	19	llm	llm	ADV
fcis-31973	44	20	-	-	PUNCT
fcis-31973	44	21	based	base	VERB
fcis-31973	44	22	kg	kg	PROPN
fcis-31973	44	23	construction	construction	NOUN
fcis-31973	44	24	method	method	NOUN
fcis-31973	44	25	.	.	PUNCT
fcis-31973	45	1	this	this	DET
fcis-31973	45	2	study	study	NOUN
fcis-31973	45	3	constructs	construct	VERB
fcis-31973	45	4	a	a	DET
fcis-31973	45	5	construction	construction	NOUN
fcis-31973	45	6	safety	safety	NOUN
fcis-31973	45	7	knowledge	knowledge	NOUN
fcis-31973	45	8	ontology	ontology	NOUN
fcis-31973	45	9	,	,	PUNCT
fcis-31973	45	10	realizes	realize	VERB
fcis-31973	45	11	the	the	DET
fcis-31973	45	12	fusion	fusion	NOUN
fcis-31973	45	13	extraction	extraction	NOUN
fcis-31973	45	14	of	of	ADP
fcis-31973	45	15	text	text	NOUN
fcis-31973	45	16	-	-	PUNCT
fcis-31973	45	17	based	base	VERB
fcis-31973	45	18	accident	accident	NOUN
fcis-31973	45	19	knowledge	knowledge	NOUN
fcis-31973	45	20	and	and	CCONJ
fcis-31973	45	21	on	on	ADP
fcis-31973	45	22	-	-	PUNCT
fcis-31973	45	23	site	site	NOUN
fcis-31973	45	24	image	image	NOUN
fcis-31973	45	25	information	information	NOUN
fcis-31973	45	26	through	through	ADP
fcis-31973	45	27	multimodal	multimodal	NOUN
fcis-31973	45	28	llms	llm	NOUN
fcis-31973	45	29	,	,	PUNCT
fcis-31973	45	30	and	and	CCONJ
fcis-31973	45	31	achieves	achieve	VERB
fcis-31973	45	32	high	high	ADJ
fcis-31973	45	33	accuracy	accuracy	NOUN
fcis-31973	45	34	in	in	ADP
fcis-31973	45	35	image	image	NOUN
fcis-31973	45	36	content	content	NOUN
fcis-31973	45	37	understanding	understanding	NOUN
fcis-31973	45	38	and	and	CCONJ
fcis-31973	45	39	structuring	structuring	NOUN
fcis-31973	45	40	tasks	task	NOUN
fcis-31973	45	41	.	.	PUNCT
fcis-31973	46	1	the	the	DET
fcis-31973	46	2	constructed	construct	VERB
fcis-31973	46	3	multimodal	multimodal	NOUN
fcis-31973	46	4	kg	kg	NOUN
fcis-31973	46	5	significantly	significantly	ADV
fcis-31973	46	6	improves	improve	VERB
fcis-31973	46	7	the	the	DET
fcis-31973	46	8	comprehensiveness	comprehensiveness	NOUN
fcis-31973	46	9	of	of	ADP
fcis-31973	46	10	safety	safety	NOUN
fcis-31973	46	11	hazard	hazard	NOUN
fcis-31973	46	12	identification	identification	NOUN
fcis-31973	46	13	on	on	ADP
fcis-31973	46	14	construction	construction	NOUN
fcis-31973	46	15	sites	site	NOUN
fcis-31973	46	16	,	,	PUNCT
fcis-31973	46	17	provides	provide	VERB
fcis-31973	46	18	visualized	visualized	ADJ
fcis-31973	46	19	knowledge	knowledge	NOUN
fcis-31973	46	20	support	support	NOUN
fcis-31973	46	21	for	for	ADP
fcis-31973	46	22	management	management	NOUN
fcis-31973	46	23	decisions	decision	NOUN
fcis-31973	46	24	,	,	PUNCT
fcis-31973	46	25	and	and	CCONJ
fcis-31973	46	26	verifies	verifie	NOUN
fcis-31973	46	27	the	the	DET
fcis-31973	46	28	application	application	NOUN
fcis-31973	46	29	value	value	NOUN
fcis-31973	46	30	of	of	ADP
fcis-31973	46	31	multimodal	multimodal	NOUN
fcis-31973	46	32	knowledge	knowledge	NOUN
fcis-31973	46	33	representation	representation	NOUN
fcis-31973	46	34	in	in	ADP
fcis-31973	46	35	the	the	DET
fcis-31973	46	36	engineering	engineering	NOUN
fcis-31973	46	37	field	field	NOUN
fcis-31973	46	38	.	.	PUNCT
fcis-31973	47	1	2.1.5	2.1.5	NUM
fcis-31973	47	2	.	.	PUNCT
fcis-31973	47	3	historical	historical	ADJ
fcis-31973	47	4	culture	culture	NOUN
fcis-31973	47	5	and	and	CCONJ
fcis-31973	47	6	social	social	ADJ
fcis-31973	47	7	sciences	science	NOUN
fcis-31973	47	8	fields	field	NOUN
fcis-31973	47	9	kg	kg	PROPN
fcis-31973	47	10	research	research	NOUN
fcis-31973	47	11	in	in	ADP
fcis-31973	47	12	the	the	DET
fcis-31973	47	13	historical	historical	ADJ
fcis-31973	47	14	culture	culture	NOUN
fcis-31973	47	15	field	field	NOUN
fcis-31973	47	16	is	be	AUX
fcis-31973	47	17	committed	commit	VERB
fcis-31973	47	18	to	to	ADP
fcis-31973	47	19	breaking	break	VERB
fcis-31973	47	20	through	through	ADP
fcis-31973	47	21	the	the	DET
fcis-31973	47	22	limitations	limitation	NOUN
fcis-31973	47	23	of	of	ADP
fcis-31973	47	24	traditional	traditional	ADJ
fcis-31973	47	25	narratives	narrative	NOUN
fcis-31973	47	26	,	,	PUNCT
fcis-31973	47	27	realizing	realize	VERB
fcis-31973	47	28	the	the	DET
fcis-31973	47	29	systematic	systematic	ADJ
fcis-31973	47	30	organization	organization	NOUN
fcis-31973	47	31	and	and	CCONJ
fcis-31973	47	32	in	in	ADP
fcis-31973	47	33	-	-	PUNCT
fcis-31973	47	34	depth	depth	NOUN
fcis-31973	47	35	excavation	excavation	NOUN
fcis-31973	47	36	of	of	ADP
fcis-31973	47	37	historical	historical	ADJ
fcis-31973	47	38	resources	resource	NOUN
fcis-31973	47	39	.	.	PUNCT
fcis-31973	48	1	zhang[9	zhang[9	X
fcis-31973	48	2	]	]	PUNCT
fcis-31973	48	3	proposed	propose	VERB
fcis-31973	48	4	a	a	DET
fcis-31973	48	5	method	method	NOUN
fcis-31973	48	6	for	for	ADP
fcis-31973	48	7	constructing	construct	VERB
fcis-31973	48	8	a	a	DET
fcis-31973	48	9	knowledge	knowledge	NOUN
fcis-31973	48	10	graph	graph	NOUN
fcis-31973	48	11	of	of	ADP
fcis-31973	48	12	red	red	ADJ
fcis-31973	48	13	figures	figure	NOUN
fcis-31973	48	14	of	of	ADP
fcis-31973	48	15	the	the	DET
fcis-31973	48	16	northeast	northeast	ADJ
fcis-31973	48	17	anti	anti	ADJ
fcis-31973	48	18	-	-	ADJ
fcis-31973	48	19	japanese	japanese	ADJ
fcis-31973	48	20	united	united	PROPN
fcis-31973	48	21	army	army	PROPN
fcis-31973	48	22	based	base	VERB
fcis-31973	48	23	on	on	ADP
fcis-31973	48	24	llms	llm	NOUN
fcis-31973	48	25	and	and	CCONJ
fcis-31973	48	26	lora	lora	PROPN
fcis-31973	48	27	.	.	PUNCT
fcis-31973	49	1	by	by	ADP
fcis-31973	49	2	designing	design	VERB
fcis-31973	49	3	information	information	NOUN
fcis-31973	49	4	extraction	extraction	NOUN
fcis-31973	49	5	prompt	prompt	ADJ
fcis-31973	49	6	templates	template	NOUN
fcis-31973	49	7	and	and	CCONJ
fcis-31973	49	8	constructing	construct	VERB
fcis-31973	49	9	an	an	DET
fcis-31973	49	10	instruction	instruction	NOUN
fcis-31973	49	11	dataset	dataset	NOUN
fcis-31973	49	12	,	,	PUNCT
fcis-31973	49	13	they	they	PRON
fcis-31973	49	14	performed	perform	VERB
fcis-31973	49	15	fewshot	fewshot	PROPN
fcis-31973	49	16	lora	lora	PROPN
fcis-31973	49	17	fine	fine	ADV
fcis-31973	49	18	-	-	PUNCT
fcis-31973	49	19	tuning	tuning	NOUN
fcis-31973	49	20	on	on	ADP
fcis-31973	49	21	llms	llm	NOUN
fcis-31973	49	22	such	such	ADJ
fcis-31973	49	23	as	as	ADP
fcis-31973	49	24	qwen2.5	qwen2.5	NOUN
fcis-31973	49	25	-	-	NOUN
fcis-31973	49	26	7b	7b	NUM
fcis-31973	49	27	.	.	PUNCT
fcis-31973	50	1	when	when	SCONJ
fcis-31973	50	2	the	the	DET
fcis-31973	50	3	number	number	NOUN
fcis-31973	50	4	of	of	ADP
fcis-31973	50	5	training	training	NOUN
fcis-31973	50	6	samples	sample	NOUN
fcis-31973	50	7	was	be	AUX
fcis-31973	50	8	100	100	NUM
fcis-31973	50	9	,	,	PUNCT
fcis-31973	50	10	the	the	DET
fcis-31973	50	11	precision	precision	NOUN
fcis-31973	50	12	of	of	ADP
fcis-31973	50	13	joint	joint	ADJ
fcis-31973	50	14	entity	entity	NOUN
fcis-31973	50	15	-	-	PUNCT
fcis-31973	50	16	relationship	relationship	NOUN
fcis-31973	50	17	extraction	extraction	NOUN
fcis-31973	50	18	reached	reach	VERB
fcis-31973	50	19	95.10	95.10	NUM
fcis-31973	50	20	%	%	NOUN
fcis-31973	50	21	,	,	PUNCT
fcis-31973	50	22	successfully	successfully	ADV
fcis-31973	50	23	constructing	construct	VERB
fcis-31973	50	24	a	a	DET
fcis-31973	50	25	knowledge	knowledge	NOUN
fcis-31973	50	26	graph	graph	NOUN
fcis-31973	50	27	containing	contain	VERB
fcis-31973	50	28	the	the	DET
fcis-31973	50	29	life	life	NOUN
fcis-31973	50	30	stories	story	NOUN
fcis-31973	50	31	,	,	PUNCT
fcis-31973	50	32	deeds	deed	NOUN
fcis-31973	50	33	,	,	PUNCT
fcis-31973	50	34	and	and	CCONJ
fcis-31973	50	35	related	related	ADJ
fcis-31973	50	36	events	event	NOUN
fcis-31973	50	37	of	of	ADP
fcis-31973	50	38	red	red	ADJ
fcis-31973	50	39	figures	figure	NOUN
fcis-31973	50	40	,	,	PUNCT
fcis-31973	50	41	which	which	PRON
fcis-31973	50	42	provides	provide	VERB
fcis-31973	50	43	a	a	DET
fcis-31973	50	44	technical	technical	ADJ
fcis-31973	50	45	paradigm	paradigm	NOUN
fcis-31973	50	46	for	for	ADP
fcis-31973	50	47	the	the	DET
fcis-31973	50	48	digital	digital	ADJ
fcis-31973	50	49	preservation	preservation	NOUN
fcis-31973	50	50	of	of	ADP
fcis-31973	50	51	red	red	ADJ
fcis-31973	50	52	cultural	cultural	ADJ
fcis-31973	50	53	resources	resource	NOUN
fcis-31973	50	54	under	under	ADP
fcis-31973	50	55	low	low	ADJ
fcis-31973	50	56	-	-	PUNCT
fcis-31973	50	57	resource	resource	NOUN
fcis-31973	50	58	conditions	condition	NOUN
fcis-31973	50	59	.	.	PUNCT
fcis-31973	51	1	from	from	ADP
fcis-31973	51	2	an	an	DET
fcis-31973	51	3	eventdriven	eventdriven	ADJ
fcis-31973	51	4	perspective	perspective	NOUN
fcis-31973	51	5	,	,	PUNCT
fcis-31973	51	6	yang[10	yang[10	PROPN
fcis-31973	51	7	]	]	PUNCT
fcis-31973	51	8	constructed	construct	VERB
fcis-31973	51	9	an	an	DET
fcis-31973	51	10	anti	anti	ADJ
fcis-31973	51	11	-	-	ADJ
fcis-31973	51	12	japanese	japanese	ADJ
fcis-31973	51	13	war	war	NOUN
fcis-31973	51	14	kg	kg	PROPN
fcis-31973	51	15	.	.	PUNCT
fcis-31973	52	1	they	they	PRON
fcis-31973	52	2	identified	identify	VERB
fcis-31973	52	3	temporal	temporal	ADJ
fcis-31973	52	4	,	,	PUNCT
fcis-31973	52	5	causal	causal	NOUN
fcis-31973	52	6	,	,	PUNCT
fcis-31973	52	7	and	and	CCONJ
fcis-31973	52	8	inclusive	inclusive	ADJ
fcis-31973	52	9	relationships	relationship	NOUN
fcis-31973	52	10	among	among	ADP
fcis-31973	52	11	1,022	1,022	NUM
fcis-31973	52	12	anti	anti	ADJ
fcis-31973	52	13	-	-	ADJ
fcis-31973	52	14	japanese	japanese	ADJ
fcis-31973	52	15	war	war	NOUN
fcis-31973	52	16	events	event	NOUN
fcis-31973	52	17	,	,	PUNCT
fcis-31973	52	18	completed	complete	VERB
fcis-31973	52	19	entity	entity	NOUN
fcis-31973	52	20	extraction	extraction	NOUN
fcis-31973	52	21	and	and	CCONJ
fcis-31973	52	22	relationship	relationship	NOUN
fcis-31973	52	23	recognition	recognition	NOUN
fcis-31973	52	24	with	with	ADP
fcis-31973	52	25	llms	llm	NOUN
fcis-31973	52	26	,	,	PUNCT
fcis-31973	52	27	and	and	CCONJ
fcis-31973	52	28	finally	finally	ADV
fcis-31973	52	29	realized	realize	VERB
fcis-31973	52	30	the	the	DET
fcis-31973	52	31	visual	visual	ADJ
fcis-31973	52	32	storage	storage	NOUN
fcis-31973	52	33	and	and	CCONJ
fcis-31973	52	34	intelligent	intelligent	ADJ
fcis-31973	52	35	question	question	NOUN
fcis-31973	52	36	-	-	PUNCT
fcis-31973	52	37	answering	answer	VERB
fcis-31973	52	38	application	application	NOUN
fcis-31973	52	39	of	of	ADP
fcis-31973	52	40	historical	historical	ADJ
fcis-31973	52	41	events	event	NOUN
fcis-31973	52	42	in	in	ADP
fcis-31973	52	43	the	the	DET
fcis-31973	52	44	neo4j	neo4j	PROPN
fcis-31973	52	45	database	database	NOUN
fcis-31973	52	46	.	.	PUNCT
fcis-31973	53	1	2.2	2.2	NUM
fcis-31973	53	2	.	.	PUNCT
fcis-31973	54	1	research	research	NOUN
fcis-31973	54	2	progress	progress	NOUN
fcis-31973	54	3	on	on	ADP
fcis-31973	54	4	international	international	ADJ
fcis-31973	54	5	knowledge	knowledge	NOUN
fcis-31973	54	6	graph	graph	NOUN
fcis-31973	54	7	construction	construction	NOUN
fcis-31973	54	8	2.2.1	2.2.1	NUM
fcis-31973	54	9	.	.	PUNCT
fcis-31973	54	10	mineral	mineral	NOUN
fcis-31973	54	11	resources	resource	NOUN
fcis-31973	54	12	field	field	NOUN
fcis-31973	54	13	to	to	PART
fcis-31973	54	14	address	address	VERB
fcis-31973	54	15	the	the	DET
fcis-31973	54	16	difficulty	difficulty	NOUN
fcis-31973	54	17	in	in	ADP
fcis-31973	54	18	identifying	identify	VERB
fcis-31973	54	19	theoretical	theoretical	ADJ
fcis-31973	54	20	components	component	NOUN
fcis-31973	54	21	for	for	ADP
fcis-31973	54	22	porphyry	porphyry	ADJ
fcis-31973	54	23	copper	copper	NOUN
fcis-31973	54	24	deposit	deposit	NOUN
fcis-31973	54	25	(	(	PUNCT
fcis-31973	54	26	pcd	pcd	NOUN
fcis-31973	54	27	)	)	PUNCT
fcis-31973	54	28	exploration	exploration	NOUN
fcis-31973	54	29	,	,	PUNCT
fcis-31973	54	30	mo[11	mo[11	PROPN
fcis-31973	54	31	]	]	PUNCT
fcis-31973	54	32	proposed	propose	VERB
fcis-31973	54	33	a	a	DET
fcis-31973	54	34	mineralization	mineralization	NOUN
fcis-31973	54	35	system	system	NOUN
fcis-31973	54	36	modeling	modeling	NOUN
fcis-31973	54	37	method	method	NOUN
fcis-31973	54	38	based	base	VERB
fcis-31973	54	39	on	on	ADP
fcis-31973	54	40	kgs	kg	NOUN
fcis-31973	54	41	and	and	CCONJ
fcis-31973	54	42	knowledge	knowledge	NOUN
fcis-31973	54	43	discovery	discovery	NOUN
fcis-31973	54	44	.	.	PUNCT
fcis-31973	55	1	using	use	VERB
fcis-31973	55	2	global	global	ADJ
fcis-31973	55	3	pcd	pcd	PROPN
fcis-31973	55	4	geological	geological	ADJ
fcis-31973	55	5	reports	report	NOUN
fcis-31973	55	6	and	and	CCONJ
fcis-31973	55	7	exploration	exploration	NOUN
fcis-31973	55	8	data	datum	NOUN
fcis-31973	55	9	as	as	ADP
fcis-31973	55	10	data	datum	NOUN
fcis-31973	55	11	sources	source	NOUN
fcis-31973	55	12	,	,	PUNCT
fcis-31973	55	13	this	this	DET
fcis-31973	55	14	study	study	NOUN
fcis-31973	55	15	extracts	extract	VERB
fcis-31973	55	16	entities	entity	NOUN
fcis-31973	55	17	such	such	ADJ
fcis-31973	55	18	as	as	ADP
fcis-31973	55	19	"	"	PUNCT
fcis-31973	55	20	mineralized	mineralize	VERB
fcis-31973	55	21	intrusions	intrusion	NOUN
fcis-31973	55	22	,	,	PUNCT
fcis-31973	55	23	"	"	PUNCT
fcis-31973	55	24	"	"	PUNCT
fcis-31973	55	25	mineralization	mineralization	NOUN
fcis-31973	55	26	zones	zone	NOUN
fcis-31973	55	27	,	,	PUNCT
fcis-31973	55	28	"	"	PUNCT
fcis-31973	55	29	and	and	CCONJ
fcis-31973	55	30	"	"	PUNCT
fcis-31973	55	31	ore	ore	NOUN
fcis-31973	55	32	-	-	PUNCT
fcis-31973	55	33	controlling	control	VERB
fcis-31973	55	34	structures	structure	NOUN
fcis-31973	55	35	"	"	PUNCT
fcis-31973	55	36	through	through	ADP
fcis-31973	55	37	the	the	DET
fcis-31973	55	38	universal	universal	ADJ
fcis-31973	55	39	information	information	NOUN
fcis-31973	55	40	extraction	extraction	NOUN
fcis-31973	55	41	(	(	PUNCT
fcis-31973	55	42	uie	uie	NOUN
fcis-31973	55	43	)	)	PUNCT
fcis-31973	55	44	framework	framework	NOUN
fcis-31973	55	45	,	,	PUNCT
fcis-31973	55	46	and	and	CCONJ
fcis-31973	55	47	models	model	VERB
fcis-31973	55	48	the	the	DET
fcis-31973	55	49	relationships	relationship	NOUN
fcis-31973	55	50	of	of	ADP
fcis-31973	55	51	spatial	spatial	ADJ
fcis-31973	55	52	entities	entity	NOUN
fcis-31973	55	53	in	in	ADP
fcis-31973	55	54	geological	geological	ADJ
fcis-31973	55	55	maps	map	NOUN
fcis-31973	55	56	using	use	VERB
fcis-31973	55	57	arcgis	arcgis	PROPN
fcis-31973	55	58	pro	pro	ADJ
fcis-31973	55	59	software	software	NOUN
fcis-31973	55	60	.	.	PUNCT
fcis-31973	56	1	the	the	DET
fcis-31973	56	2	constructed	construct	VERB
fcis-31973	56	3	kg	kg	NOUN
fcis-31973	56	4	contains	contain	VERB
fcis-31973	56	5	more	more	ADJ
fcis-31973	56	6	than	than	ADP
fcis-31973	56	7	100,000	100,000	NUM
fcis-31973	56	8	association	association	NOUN
fcis-31973	56	9	relationships	relationship	NOUN
fcis-31973	56	10	of	of	ADP
fcis-31973	56	11	mineralization	mineralization	NOUN
fcis-31973	56	12	elements	element	NOUN
fcis-31973	56	13	.	.	PUNCT
fcis-31973	57	1	tian[12	tian[12	NOUN
fcis-31973	57	2	]	]	PUNCT
fcis-31973	57	3	proposed	propose	VERB
fcis-31973	57	4	a	a	DET
fcis-31973	57	5	construction	construction	NOUN
fcis-31973	57	6	method	method	NOUN
fcis-31973	57	7	for	for	ADP
fcis-31973	57	8	the	the	DET
fcis-31973	57	9	polymetallic	polymetallic	ADJ
fcis-31973	57	10	mineral	mineral	NOUN
fcis-31973	57	11	resources	resource	NOUN
fcis-31973	57	12	knowledge	knowledge	NOUN
fcis-31973	57	13	graph	graph	NOUN
fcis-31973	57	14	.	.	PUNCT
fcis-31973	58	1	taking	take	VERB
fcis-31973	58	2	mineral	mineral	NOUN
fcis-31973	58	3	geological	geological	ADJ
fcis-31973	58	4	survey	survey	NOUN
fcis-31973	58	5	reports	report	NOUN
fcis-31973	58	6	,	,	PUNCT
fcis-31973	58	7	geological	geological	ADJ
fcis-31973	58	8	maps	map	NOUN
fcis-31973	58	9	,	,	PUNCT
fcis-31973	58	10	and	and	CCONJ
fcis-31973	58	11	remote	remote	ADJ
fcis-31973	58	12	sensing	sensing	NOUN
fcis-31973	58	13	images	image	NOUN
fcis-31973	58	14	as	as	ADP
fcis-31973	58	15	data	datum	NOUN
fcis-31973	58	16	sources	source	NOUN
fcis-31973	58	17	,	,	PUNCT
fcis-31973	58	18	this	this	DET
fcis-31973	58	19	study	study	NOUN
fcis-31973	58	20	extracts	extract	VERB
fcis-31973	58	21	text	text	NOUN
fcis-31973	58	22	-	-	PUNCT
fcis-31973	58	23	based	base	VERB
fcis-31973	58	24	entities	entity	NOUN
fcis-31973	58	25	through	through	ADP
fcis-31973	58	26	the	the	DET
fcis-31973	58	27	uie	uie	PROPN
fcis-31973	58	28	framework	framework	NOUN
fcis-31973	58	29	and	and	CCONJ
fcis-31973	58	30	uses	use	VERB
fcis-31973	58	31	remote	remote	ADJ
fcis-31973	58	32	sensing	sense	VERB
fcis-31973	58	33	image	image	NOUN
fcis-31973	58	34	interpretation	interpretation	NOUN
fcis-31973	58	35	technology	technology	NOUN
fcis-31973	58	36	to	to	PART
fcis-31973	58	37	extract	extract	VERB
fcis-31973	58	38	spatial	spatial	ADJ
fcis-31973	58	39	entities	entity	NOUN
fcis-31973	58	40	such	such	ADJ
fcis-31973	58	41	as	as	ADP
fcis-31973	58	42	"	"	PUNCT
fcis-31973	58	43	landform	landform	ADJ
fcis-31973	58	44	types	type	NOUN
fcis-31973	58	45	"	"	PUNCT
fcis-31973	58	46	and	and	CCONJ
fcis-31973	58	47	"	"	PUNCT
fcis-31973	58	48	vegetation	vegetation	NOUN
fcis-31973	58	49	coverage	coverage	NOUN
fcis-31973	58	50	.	.	PUNCT
fcis-31973	58	51	"	"	PUNCT
fcis-31973	59	1	in	in	ADP
fcis-31973	59	2	the	the	DET
fcis-31973	59	3	knowledge	knowledge	NOUN
fcis-31973	59	4	fusion	fusion	NOUN
fcis-31973	59	5	stage	stage	NOUN
fcis-31973	59	6	,	,	PUNCT
fcis-31973	59	7	it	it	PRON
fcis-31973	59	8	realizes	realize	VERB
fcis-31973	59	9	the	the	DET
fcis-31973	59	10	association	association	NOUN
fcis-31973	59	11	between	between	ADP
fcis-31973	59	12	text	text	NOUN
fcis-31973	59	13	entities	entity	NOUN
fcis-31973	59	14	and	and	CCONJ
fcis-31973	59	15	spatial	spatial	ADJ
fcis-31973	59	16	entities	entity	NOUN
fcis-31973	59	17	through	through	ADP
fcis-31973	59	18	geographic	geographic	ADJ
fcis-31973	59	19	coordinate	coordinate	NOUN
fcis-31973	59	20	alignment	alignment	NOUN
fcis-31973	59	21	,	,	PUNCT
fcis-31973	59	22	and	and	CCONJ
fcis-31973	59	23	designs	design	VERB
fcis-31973	59	24	kg	kg	PROPN
fcis-31973	59	25	applications	application	NOUN
fcis-31973	59	26	from	from	ADP
fcis-31973	59	27	four	four	NUM
fcis-31973	59	28	dimensions	dimension	NOUN
fcis-31973	59	29	:	:	PUNCT
fcis-31973	59	30	mineralization	mineralization	NOUN
fcis-31973	59	31	element	element	NOUN
fcis-31973	59	32	analysis	analysis	NOUN
fcis-31973	59	33	,	,	PUNCT
fcis-31973	59	34	semantic	semantic	ADJ
fcis-31973	59	35	understanding	understanding	NOUN
fcis-31973	59	36	,	,	PUNCT
fcis-31973	59	37	intelligent	intelligent	ADJ
fcis-31973	59	38	prediction	prediction	NOUN
fcis-31973	59	39	,	,	PUNCT
fcis-31973	59	40	and	and	CCONJ
fcis-31973	59	41	decision	decision	NOUN
fcis-31973	59	42	support	support	NOUN
fcis-31973	59	43	.	.	PUNCT
fcis-31973	60	1	2.2.2	2.2.2	X
fcis-31973	60	2	.	.	PUNCT
fcis-31973	60	3	smart	smart	ADJ
fcis-31973	60	4	manufacturing	manufacturing	NOUN
fcis-31973	60	5	field	field	NOUN
fcis-31973	60	6	kg	kg	PROPN
fcis-31973	60	7	research	research	NOUN
fcis-31973	60	8	in	in	ADP
fcis-31973	60	9	the	the	DET
fcis-31973	60	10	smart	smart	ADJ
fcis-31973	60	11	manufacturing	manufacturing	NOUN
fcis-31973	60	12	field	field	NOUN
fcis-31973	60	13	focuses	focus	VERB
fcis-31973	60	14	on	on	ADP
fcis-31973	60	15	process	process	NOUN
fcis-31973	60	16	knowledge	knowledge	NOUN
fcis-31973	60	17	reuse	reuse	NOUN
fcis-31973	60	18	,	,	PUNCT
fcis-31973	60	19	intelligent	intelligent	ADJ
fcis-31973	60	20	equipment	equipment	NOUN
fcis-31973	60	21	operation	operation	NOUN
fcis-31973	60	22	and	and	CCONJ
fcis-31973	60	23	maintenance	maintenance	NOUN
fcis-31973	60	24	,	,	PUNCT
fcis-31973	60	25	and	and	CCONJ
fcis-31973	60	26	dynamic	dynamic	ADJ
fcis-31973	60	27	knowledge	knowledge	NOUN
fcis-31973	60	28	management	management	NOUN
fcis-31973	60	29	,	,	PUNCT
fcis-31973	60	30	forming	form	VERB
fcis-31973	60	31	technical	technical	ADJ
fcis-31973	60	32	characteristics	characteristic	NOUN
fcis-31973	60	33	of	of	ADP
fcis-31973	60	34	multimodal	multimodal	NOUN
fcis-31973	60	35	fusion	fusion	NOUN
fcis-31973	60	36	and	and	CCONJ
fcis-31973	60	37	incremental	incremental	ADJ
fcis-31973	60	38	learning	learning	NOUN
fcis-31973	60	39	.	.	PUNCT
fcis-31973	61	1	to	to	PART
fcis-31973	61	2	solve	solve	VERB
fcis-31973	61	3	the	the	DET
fcis-31973	61	4	problem	problem	NOUN
fcis-31973	61	5	of	of	ADP
fcis-31973	61	6	difficult	difficult	ADJ
fcis-31973	61	7	multimodal	multimodal	NOUN
fcis-31973	61	8	data	datum	NOUN
fcis-31973	61	9	association	association	NOUN
fcis-31973	61	10	in	in	ADP
fcis-31973	61	11	intelligent	intelligent	ADJ
fcis-31973	61	12	process	process	NOUN
fcis-31973	61	13	planning	planning	NOUN
fcis-31973	61	14	,	,	PUNCT
fcis-31973	61	15	xu[13	xu[13	PROPN
fcis-31973	61	16	]	]	PUNCT
fcis-31973	61	17	proposed	propose	VERB
fcis-31973	61	18	a	a	DET
fcis-31973	61	19	method	method	NOUN
fcis-31973	61	20	for	for	ADP
fcis-31973	61	21	constructing	construct	VERB
fcis-31973	61	22	a	a	DET
fcis-31973	61	23	multimodal	multimodal	NOUN
fcis-31973	61	24	process	process	NOUN
fcis-31973	61	25	knowledge	knowledge	NOUN
fcis-31973	61	26	graph	graph	NOUN
fcis-31973	61	27	based	base	VERB
fcis-31973	61	28	on	on	ADP
fcis-31973	61	29	cross	cross	ADJ
fcis-31973	61	30	-	-	ADJ
fcis-31973	61	31	modal	modal	ADJ
fcis-31973	61	32	transformers	transformer	NOUN
fcis-31973	61	33	.	.	PUNCT
fcis-31973	62	1	taking	take	VERB
fcis-31973	62	2	the	the	DET
fcis-31973	62	3	mechanical	mechanical	ADJ
fcis-31973	62	4	machining	machining	NOUN
fcis-31973	62	5	process	process	NOUN
fcis-31973	62	6	as	as	ADP
fcis-31973	62	7	the	the	DET
fcis-31973	62	8	research	research	NOUN
fcis-31973	62	9	object	object	NOUN
fcis-31973	62	10	,	,	PUNCT
fcis-31973	62	11	this	this	DET
fcis-31973	62	12	study	study	NOUN
fcis-31973	62	13	developed	develop	VERB
fcis-31973	62	14	the	the	DET
fcis-31973	62	15	mf36	mf36	PROPN
fcis-31973	62	16	dataset	dataset	NOUN
fcis-31973	62	17	containing	contain	VERB
fcis-31973	62	18	36	36	NUM
fcis-31973	62	19	machining	machining	NOUN
fcis-31973	62	20	features	feature	NOUN
fcis-31973	62	21	,	,	PUNCT
fcis-31973	62	22	covering	cover	VERB
fcis-31973	62	23	three	three	NUM
fcis-31973	62	24	modalities	modality	NOUN
fcis-31973	62	25	:	:	PUNCT
fcis-31973	62	26	8	8	NUM
fcis-31973	62	27	3d	3d	NUM
fcis-31973	62	28	models	model	NOUN
fcis-31973	62	29	,	,	PUNCT
fcis-31973	62	30	engineering	engineering	NOUN
fcis-31973	62	31	drawings	drawing	NOUN
fcis-31973	62	32	,	,	PUNCT
fcis-31973	62	33	and	and	CCONJ
fcis-31973	62	34	text	text	NOUN
fcis-31973	62	35	descriptions	description	NOUN
fcis-31973	62	36	.	.	PUNCT
fcis-31973	63	1	it	it	PRON
fcis-31973	63	2	designs	design	VERB
fcis-31973	63	3	a	a	DET
fcis-31973	63	4	cross	cross	ADJ
fcis-31973	63	5	-	-	ADJ
fcis-31973	63	6	modal	modal	ADJ
fcis-31973	63	7	framework	framework	NOUN
fcis-31973	63	8	:	:	PUNCT
fcis-31973	63	9	the	the	DET
fcis-31973	63	10	lert	lert	PROPN
fcis-31973	63	11	-	-	PUNCT
fcis-31973	63	12	crf	crf	NOUN
fcis-31973	63	13	model	model	NOUN
fcis-31973	63	14	is	be	AUX
fcis-31973	63	15	used	use	VERB
fcis-31973	63	16	to	to	PART
fcis-31973	63	17	extract	extract	VERB
fcis-31973	63	18	text	text	NOUN
fcis-31973	63	19	-	-	PUNCT
fcis-31973	63	20	based	base	VERB
fcis-31973	63	21	entities	entity	NOUN
fcis-31973	63	22	such	such	ADJ
fcis-31973	63	23	as	as	ADP
fcis-31973	63	24	"	"	PUNCT
fcis-31973	63	25	machining	machining	NOUN
fcis-31973	63	26	methods	method	NOUN
fcis-31973	63	27	"	"	PUNCT
fcis-31973	63	28	and	and	CCONJ
fcis-31973	63	29	"	"	PUNCT
fcis-31973	63	30	tool	tool	NOUN
fcis-31973	63	31	types	type	NOUN
fcis-31973	63	32	,	,	PUNCT
fcis-31973	63	33	"	"	PUNCT
fcis-31973	63	34	while	while	SCONJ
fcis-31973	63	35	the	the	DET
fcis-31973	63	36	pa	pa	PROPN
fcis-31973	63	37	-	-	PUNCT
fcis-31973	63	38	vit	vit	PROPN
fcis-31973	63	39	model	model	NOUN
fcis-31973	63	40	(	(	PUNCT
fcis-31973	63	41	with	with	ADP
fcis-31973	63	42	a	a	DET
fcis-31973	63	43	pooling	pool	VERB
fcis-31973	63	44	attention	attention	NOUN
fcis-31973	63	45	mechanism	mechanism	NOUN
fcis-31973	63	46	)	)	PUNCT
fcis-31973	63	47	extracts	extract	VERB
fcis-31973	63	48	visual	visual	ADJ
fcis-31973	63	49	entities	entity	NOUN
fcis-31973	63	50	such	such	ADJ
fcis-31973	63	51	as	as	ADP
fcis-31973	63	52	"	"	PUNCT
fcis-31973	63	53	geometric	geometric	ADJ
fcis-31973	63	54	features	feature	NOUN
fcis-31973	63	55	"	"	PUNCT
fcis-31973	63	56	and	and	CCONJ
fcis-31973	63	57	"	"	PUNCT
fcis-31973	63	58	dimensional	dimensional	ADJ
fcis-31973	63	59	tolerances	tolerance	NOUN
fcis-31973	63	60	"	"	PUNCT
fcis-31973	63	61	from	from	ADP
fcis-31973	63	62	3d	3d	PROPN
fcis-31973	63	63	models	model	NOUN
fcis-31973	63	64	and	and	CCONJ
fcis-31973	63	65	engineering	engineering	NOUN
fcis-31973	63	66	drawings	drawing	NOUN
fcis-31973	63	67	.	.	PUNCT
fcis-31973	64	1	through	through	ADP
fcis-31973	64	2	cross	cross	ADJ
fcis-31973	64	3	-	-	ADJ
fcis-31973	64	4	modal	modal	ADJ
fcis-31973	64	5	transformers	transformer	NOUN
fcis-31973	64	6	,	,	PUNCT
fcis-31973	64	7	the	the	DET
fcis-31973	64	8	alignment	alignment	NOUN
fcis-31973	64	9	of	of	ADP
fcis-31973	64	10	text	text	NOUN
fcis-31973	64	11	and	and	CCONJ
fcis-31973	64	12	visual	visual	ADJ
fcis-31973	64	13	features	feature	NOUN
fcis-31973	64	14	is	be	AUX
fcis-31973	64	15	realized	realize	VERB
fcis-31973	64	16	,	,	PUNCT
fcis-31973	64	17	constructing	construct	VERB
fcis-31973	64	18	cross	cross	ADJ
fcis-31973	64	19	-	-	ADJ
fcis-31973	64	20	modal	modal	ADJ
fcis-31973	64	21	relationships	relationship	NOUN
fcis-31973	64	22	such	such	ADJ
fcis-31973	64	23	as	as	ADP
fcis-31973	64	24	"	"	PUNCT
fcis-31973	64	25	machining	machine	VERB
fcis-31973	64	26	features	feature	NOUN
fcis-31973	64	27	-	-	PUNCT
fcis-31973	64	28	corresponding	correspond	VERB
fcis-31973	64	29	-	-	PUNCT
fcis-31973	64	30	machining	machining	NOUN
fcis-31973	64	31	methods	method	NOUN
fcis-31973	64	32	"	"	PUNCT
fcis-31973	64	33	and	and	CCONJ
fcis-31973	64	34	"	"	PUNCT
fcis-31973	64	35	geometric	geometric	ADJ
fcis-31973	64	36	features	feature	NOUN
fcis-31973	64	37	-	-	PUNCT
fcis-31973	64	38	constraining	constrain	VERB
fcis-31973	64	39	-	-	PUNCT
fcis-31973	64	40	process	process	NOUN
fcis-31973	64	41	parameters	parameter	NOUN
fcis-31973	64	42	.	.	PUNCT
fcis-31973	64	43	"	"	PUNCT
fcis-31973	65	1	experiments	experiment	NOUN
fcis-31973	65	2	show	show	VERB
fcis-31973	65	3	that	that	SCONJ
fcis-31973	65	4	this	this	DET
fcis-31973	65	5	kg	kg	NOUN
fcis-31973	65	6	improves	improve	VERB
fcis-31973	65	7	the	the	DET
fcis-31973	65	8	process	process	NOUN
fcis-31973	65	9	planning	planning	NOUN
fcis-31973	65	10	efficiency	efficiency	NOUN
fcis-31973	65	11	of	of	ADP
fcis-31973	65	12	complex	complex	ADJ
fcis-31973	65	13	parts	part	NOUN
fcis-31973	65	14	by	by	ADP
fcis-31973	65	15	40	40	NUM
fcis-31973	65	16	%	%	NOUN
fcis-31973	65	17	and	and	CCONJ
fcis-31973	65	18	achieves	achieve	VERB
fcis-31973	65	19	a	a	DET
fcis-31973	65	20	multimodal	multimodal	ADJ
fcis-31973	65	21	knowledge	knowledge	NOUN
fcis-31973	65	22	fusion	fusion	NOUN
fcis-31973	65	23	accuracy	accuracy	NOUN
fcis-31973	65	24	of	of	ADP
fcis-31973	65	25	91.2	91.2	NUM
fcis-31973	65	26	%	%	NOUN
fcis-31973	65	27	.	.	PUNCT
fcis-31973	66	1	to	to	PART
fcis-31973	66	2	address	address	VERB
fcis-31973	66	3	the	the	DET
fcis-31973	66	4	continuous	continuous	ADJ
fcis-31973	66	5	accumulation	accumulation	NOUN
fcis-31973	66	6	of	of	ADP
fcis-31973	66	7	manufacturing	manufacturing	NOUN
fcis-31973	66	8	knowledge	knowledge	NOUN
fcis-31973	66	9	,	,	PUNCT
fcis-31973	66	10	jing[14	jing[14	PROPN
fcis-31973	66	11	]	]	PUNCT
fcis-31973	66	12	proposed	propose	VERB
fcis-31973	66	13	a	a	DET
fcis-31973	66	14	manufacturing	manufacture	VERB
fcis-31973	66	15	knowledge	knowledge	NOUN
fcis-31973	66	16	graph	graph	NOUN
fcis-31973	66	17	construction	construction	NOUN
fcis-31973	66	18	method	method	NOUN
fcis-31973	66	19	based	base	VERB
fcis-31973	66	20	on	on	ADP
fcis-31973	66	21	meta	meta	NOUN
fcis-31973	66	22	-	-	PUNCT
fcis-31973	66	23	learning	learning	NOUN
fcis-31973	66	24	.	.	PUNCT
fcis-31973	67	1	based	base	VERB
fcis-31973	67	2	on	on	ADP
fcis-31973	67	3	the	the	DET
fcis-31973	67	4	manufacturing	manufacturing	NOUN
fcis-31973	67	5	knowledge	knowledge	NOUN
fcis-31973	67	6	ontology	ontology	NOUN
fcis-31973	67	7	(	(	PUNCT
fcis-31973	67	8	including	include	VERB
fcis-31973	67	9	entities	entity	NOUN
fcis-31973	67	10	such	such	ADJ
fcis-31973	67	11	as	as	ADP
fcis-31973	67	12	"	"	PUNCT
fcis-31973	67	13	products	product	NOUN
fcis-31973	67	14	,	,	PUNCT
fcis-31973	67	15	"	"	PUNCT
fcis-31973	67	16	"	"	PUNCT
fcis-31973	67	17	processes	process	NOUN
fcis-31973	67	18	,	,	PUNCT
fcis-31973	67	19	"	"	PUNCT
fcis-31973	67	20	and	and	CCONJ
fcis-31973	67	21	"	"	PUNCT
fcis-31973	67	22	equipment	equipment	NOUN
fcis-31973	67	23	"	"	PUNCT
fcis-31973	67	24	)	)	PUNCT
fcis-31973	67	25	,	,	PUNCT
fcis-31973	67	26	a	a	DET
fcis-31973	67	27	twostage	twostage	NOUN
fcis-31973	67	28	knowledge	knowledge	NOUN
fcis-31973	67	29	extraction	extraction	NOUN
fcis-31973	67	30	model	model	NOUN
fcis-31973	67	31	is	be	AUX
fcis-31973	67	32	designed	design	VERB
fcis-31973	67	33	:	:	PUNCT
fcis-31973	67	34	the	the	DET
fcis-31973	67	35	first	first	ADJ
fcis-31973	67	36	stage	stage	NOUN
fcis-31973	67	37	trains	train	VERB
fcis-31973	67	38	a	a	DET
fcis-31973	67	39	"	"	PUNCT
fcis-31973	67	40	domain	domain	NOUN
fcis-31973	67	41	-	-	PUNCT
fcis-31973	67	42	general	general	ADJ
fcis-31973	67	43	extractor	extractor	NOUN
fcis-31973	67	44	"	"	PUNCT
fcis-31973	67	45	through	through	ADP
fcis-31973	67	46	meta	meta	ADV
fcis-31973	67	47	-	-	PUNCT
fcis-31973	67	48	learning	learning	NOUN
fcis-31973	67	49	to	to	PART
fcis-31973	67	50	acquire	acquire	VERB
fcis-31973	67	51	the	the	DET
fcis-31973	67	52	commonalities	commonality	NOUN
fcis-31973	67	53	of	of	ADP
fcis-31973	67	54	knowledge	knowledge	NOUN
fcis-31973	67	55	extraction	extraction	NOUN
fcis-31973	67	56	across	across	ADP
fcis-31973	67	57	different	different	ADJ
fcis-31973	67	58	manufacturing	manufacturing	NOUN
fcis-31973	67	59	scenarios	scenario	NOUN
fcis-31973	67	60	;	;	PUNCT
fcis-31973	67	61	the	the	DET
fcis-31973	67	62	second	second	ADJ
fcis-31973	67	63	stage	stage	NOUN
fcis-31973	67	64	fine	fine	NOUN
fcis-31973	67	65	-	-	PUNCT
fcis-31973	67	66	tunes	tune	NOUN
fcis-31973	67	67	the	the	DET
fcis-31973	67	68	model	model	NOUN
fcis-31973	67	69	with	with	ADP
fcis-31973	67	70	a	a	DET
fcis-31973	67	71	small	small	ADJ
fcis-31973	67	72	number	number	NOUN
fcis-31973	67	73	of	of	ADP
fcis-31973	67	74	labeled	label	VERB
fcis-31973	67	75	samples	sample	NOUN
fcis-31973	67	76	for	for	ADP
fcis-31973	67	77	newly	newly	ADV
fcis-31973	67	78	accumulated	accumulate	VERB
fcis-31973	67	79	manufacturing	manufacturing	NOUN
fcis-31973	67	80	knowledge	knowledge	NOUN
fcis-31973	67	81	,	,	PUNCT
fcis-31973	67	82	realizing	realize	VERB
fcis-31973	67	83	lowresource	lowresource	NOUN
fcis-31973	67	84	entity	entity	NOUN
fcis-31973	67	85	recognition	recognition	NOUN
fcis-31973	67	86	.	.	PUNCT
fcis-31973	68	1	breaking	break	VERB
fcis-31973	68	2	through	through	ADP
fcis-31973	68	3	the	the	DET
fcis-31973	68	4	limitations	limitation	NOUN
fcis-31973	68	5	of	of	ADP
fcis-31973	68	6	traditional	traditional	ADJ
fcis-31973	68	7	triple	triple	ADJ
fcis-31973	68	8	-	-	PUNCT
fcis-31973	68	9	based	base	VERB
fcis-31973	68	10	knowledge	knowledge	NOUN
fcis-31973	68	11	representation	representation	NOUN
fcis-31973	68	12	,	,	PUNCT
fcis-31973	68	13	shao[15	shao[15	PROPN
fcis-31973	68	14	]	]	PUNCT
fcis-31973	68	15	proposed	propose	VERB
fcis-31973	68	16	a	a	DET
fcis-31973	68	17	quintuple	quintuple	NOUN
fcis-31973	68	18	-	-	PUNCT
fcis-31973	68	19	based	base	VERB
fcis-31973	68	20	(	(	PUNCT
fcis-31973	68	21	entity	entity	NOUN
fcis-31973	68	22	1	1	NUM
fcis-31973	68	23	,	,	PUNCT
fcis-31973	68	24	relationship	relationship	NOUN
fcis-31973	68	25	,	,	PUNCT
fcis-31973	68	26	entity	entity	NOUN
fcis-31973	68	27	2	2	NUM
fcis-31973	68	28	,	,	PUNCT
fcis-31973	68	29	attribute	attribute	NOUN
fcis-31973	68	30	,	,	PUNCT
fcis-31973	68	31	context	context	NOUN
fcis-31973	68	32	)	)	PUNCT
fcis-31973	68	33	assembly	assembly	NOUN
fcis-31973	68	34	kg	kg	PROPN
fcis-31973	68	35	construction	construction	NOUN
fcis-31973	68	36	framework	framework	NOUN
fcis-31973	68	37	.	.	PUNCT
fcis-31973	69	1	to	to	PART
fcis-31973	69	2	address	address	VERB
fcis-31973	69	3	the	the	DET
fcis-31973	69	4	lack	lack	NOUN
fcis-31973	69	5	of	of	ADP
fcis-31973	69	6	contextual	contextual	ADJ
fcis-31973	69	7	information	information	NOUN
fcis-31973	69	8	in	in	ADP
fcis-31973	69	9	assembly	assembly	NOUN
fcis-31973	69	10	processes	process	NOUN
fcis-31973	69	11	,	,	PUNCT
fcis-31973	69	12	this	this	DET
fcis-31973	69	13	study	study	NOUN
fcis-31973	69	14	uses	use	VERB
fcis-31973	69	15	llms	llm	NOUN
fcis-31973	69	16	to	to	PART
fcis-31973	69	17	process	process	VERB
fcis-31973	69	18	implicit	implicit	ADJ
fcis-31973	69	19	relationships	relationship	NOUN
fcis-31973	69	20	in	in	ADP
fcis-31973	69	21	assembly	assembly	NOUN
fcis-31973	69	22	texts	text	NOUN
fcis-31973	69	23	(	(	PUNCT
fcis-31973	69	24	e.g.	e.g.	ADV
fcis-31973	69	25	,	,	PUNCT
fcis-31973	69	26	the	the	DET
fcis-31973	69	27	"	"	PUNCT
fcis-31973	69	28	tightening	tightening	ADJ
fcis-31973	69	29	torque	torque	NOUN
fcis-31973	69	30	"	"	PUNCT
fcis-31973	69	31	attribute	attribute	NOUN
fcis-31973	69	32	and	and	CCONJ
fcis-31973	69	33	"	"	PUNCT
fcis-31973	69	34	assembly	assembly	NOUN
fcis-31973	69	35	sequence	sequence	NOUN
fcis-31973	69	36	"	"	PUNCT
fcis-31973	69	37	context	context	NOUN
fcis-31973	69	38	of	of	ADP
fcis-31973	69	39	"	"	PUNCT
fcis-31973	69	40	boltconnecting	boltconnecte	VERB
fcis-31973	69	41	-	-	PUNCT
fcis-31973	69	42	flange	flange	NOUN
fcis-31973	69	43	"	"	PUNCT
fcis-31973	69	44	)	)	PUNCT
fcis-31973	69	45	.	.	PUNCT
fcis-31973	70	1	it	it	PRON
fcis-31973	70	2	decomposes	decompose	VERB
fcis-31973	70	3	assembly	assembly	NOUN
fcis-31973	70	4	kg	kg	PROPN
fcis-31973	70	5	construction	construction	NOUN
fcis-31973	70	6	into	into	ADP
fcis-31973	70	7	five	five	NUM
fcis-31973	70	8	tasks	task	NOUN
fcis-31973	70	9	:	:	PUNCT
fcis-31973	70	10	entity	entity	NOUN
fcis-31973	70	11	extraction	extraction	NOUN
fcis-31973	70	12	,	,	PUNCT
fcis-31973	70	13	relationship	relationship	NOUN
fcis-31973	70	14	recognition	recognition	NOUN
fcis-31973	70	15	,	,	PUNCT
fcis-31973	70	16	attribute	attribute	NOUN
fcis-31973	70	17	completion	completion	NOUN
fcis-31973	70	18	,	,	PUNCT
fcis-31973	70	19	context	context	NOUN
fcis-31973	70	20	modeling	modeling	NOUN
fcis-31973	70	21	,	,	PUNCT
fcis-31973	70	22	and	and	CCONJ
fcis-31973	70	23	knowledge	knowledge	NOUN
fcis-31973	70	24	fusion	fusion	NOUN
fcis-31973	70	25	,	,	PUNCT
fcis-31973	70	26	which	which	PRON
fcis-31973	70	27	are	be	AUX
fcis-31973	70	28	implemented	implement	VERB
fcis-31973	70	29	using	use	VERB
fcis-31973	70	30	llm	llm	PROPN
fcis-31973	70	31	finetuning	finetuning	NOUN
fcis-31973	70	32	,	,	PUNCT
fcis-31973	70	33	rule	rule	NOUN
fcis-31973	70	34	matching	matching	NOUN
fcis-31973	70	35	,	,	PUNCT
fcis-31973	70	36	and	and	CCONJ
fcis-31973	70	37	context	context	NOUN
fcis-31973	70	38	reasoning	reasoning	NOUN
fcis-31973	70	39	respectively	respectively	ADV
fcis-31973	70	40	.	.	PUNCT
fcis-31973	71	1	the	the	DET
fcis-31973	71	2	constructed	construct	VERB
fcis-31973	71	3	kg	kg	PROPN
fcis-31973	71	4	contains	contain	VERB
fcis-31973	71	5	assembly	assembly	NOUN
fcis-31973	71	6	knowledge	knowledge	NOUN
fcis-31973	71	7	of	of	ADP
fcis-31973	71	8	complex	complex	ADJ
fcis-31973	71	9	products	product	NOUN
fcis-31973	71	10	such	such	ADJ
fcis-31973	71	11	as	as	ADP
fcis-31973	71	12	aero	aero	NOUN
fcis-31973	71	13	-	-	PUNCT
fcis-31973	71	14	engines	engine	NOUN
fcis-31973	71	15	and	and	CCONJ
fcis-31973	71	16	automobile	automobile	NOUN
fcis-31973	71	17	chassis	chassis	NOUN
fcis-31973	71	18	,	,	PUNCT
fcis-31973	71	19	and	and	CCONJ
fcis-31973	71	20	its	its	PRON
fcis-31973	71	21	process	process	NOUN
fcis-31973	71	22	reuse	reuse	NOUN
fcis-31973	71	23	module	module	NOUN
fcis-31973	71	24	matches	match	VERB
fcis-31973	71	25	similar	similar	ADJ
fcis-31973	71	26	assembly	assembly	NOUN
fcis-31973	71	27	cases	case	NOUN
fcis-31973	71	28	through	through	ADP
fcis-31973	71	29	the	the	DET
fcis-31973	71	30	knn	knn	PROPN
fcis-31973	71	31	algorithm	algorithm	PROPN
fcis-31973	71	32	,	,	PUNCT
fcis-31973	71	33	shortening	shorten	VERB
fcis-31973	71	34	the	the	DET
fcis-31973	71	35	assembly	assembly	NOUN
fcis-31973	71	36	process	process	NOUN
fcis-31973	71	37	planning	planning	NOUN
fcis-31973	71	38	time	time	NOUN
fcis-31973	71	39	by	by	ADP
fcis-31973	71	40	45	45	NUM
fcis-31973	71	41	%	%	NOUN
fcis-31973	71	42	.	.	PUNCT
fcis-31973	72	1	2.2.3	2.2.3	X
fcis-31973	72	2	.	.	PUNCT
fcis-31973	73	1	healthcare	healthcare	NOUN
fcis-31973	73	2	field	field	PROPN
fcis-31973	73	3	international	international	ADJ
fcis-31973	73	4	research	research	NOUN
fcis-31973	73	5	on	on	ADP
fcis-31973	73	6	healthcare	healthcare	PROPN
fcis-31973	73	7	kgs	kg	NOUN
fcis-31973	73	8	focuses	focus	VERB
fcis-31973	73	9	on	on	ADP
fcis-31973	73	10	largescale	largescale	ADJ
fcis-31973	73	11	clinical	clinical	ADJ
fcis-31973	73	12	evidence	evidence	NOUN
fcis-31973	73	13	integration	integration	NOUN
fcis-31973	73	14	and	and	CCONJ
fcis-31973	73	15	knowledge	knowledge	NOUN
fcis-31973	73	16	modeling	modeling	NOUN
fcis-31973	73	17	of	of	ADP
fcis-31973	73	18	complex	complex	ADJ
fcis-31973	73	19	diseases	disease	NOUN
fcis-31973	73	20	such	such	ADJ
fcis-31973	73	21	as	as	ADP
fcis-31973	73	22	mental	mental	ADJ
fcis-31973	73	23	illnesses	illness	NOUN
fcis-31973	73	24	,	,	PUNCT
fcis-31973	73	25	using	use	VERB
fcis-31973	73	26	llms	llm	NOUN
fcis-31973	73	27	to	to	PART
fcis-31973	73	28	improve	improve	VERB
fcis-31973	73	29	the	the	DET
fcis-31973	73	30	scalability	scalability	NOUN
fcis-31973	73	31	and	and	CCONJ
fcis-31973	73	32	accuracy	accuracy	NOUN
fcis-31973	73	33	of	of	ADP
fcis-31973	73	34	knowledge	knowledge	NOUN
fcis-31973	73	35	extraction	extraction	NOUN
fcis-31973	73	36	.	.	PUNCT
fcis-31973	74	1	to	to	PART
fcis-31973	74	2	solve	solve	VERB
fcis-31973	74	3	the	the	DET
fcis-31973	74	4	problem	problem	NOUN
fcis-31973	74	5	of	of	ADP
fcis-31973	74	6	fragmented	fragmented	ADJ
fcis-31973	74	7	evidence	evidence	NOUN
fcis-31973	74	8	in	in	ADP
fcis-31973	74	9	mental	mental	ADJ
fcis-31973	74	10	illness	illness	NOUN
fcis-31973	74	11	research	research	NOUN
fcis-31973	74	12	,	,	PUNCT
fcis-31973	74	13	gao[16	gao[16	PROPN
fcis-31973	74	14	]	]	PUNCT
fcis-31973	74	15	constructed	construct	VERB
fcis-31973	74	16	a	a	DET
fcis-31973	74	17	mental	mental	ADJ
fcis-31973	74	18	disorders	disorder	NOUN
fcis-31973	74	19	knowledge	knowledge	NOUN
fcis-31973	74	20	graph	graph	NOUN
fcis-31973	74	21	based	base	VERB
fcis-31973	74	22	on	on	ADP
fcis-31973	74	23	llms	llm	NOUN
fcis-31973	74	24	.	.	PUNCT
fcis-31973	75	1	this	this	DET
fcis-31973	75	2	study	study	NOUN
fcis-31973	75	3	integrates	integrate	VERB
fcis-31973	75	4	mental	mental	ADJ
fcis-31973	75	5	illness	illness	NOUN
fcis-31973	75	6	data	datum	NOUN
fcis-31973	75	7	from	from	ADP
fcis-31973	75	8	pubmed	pubmed	PROPN
fcis-31973	75	9	literature	literature	PROPN
fcis-31973	75	10	,	,	PUNCT
fcis-31973	75	11	clinical	clinical	ADJ
fcis-31973	75	12	databases	database	NOUN
fcis-31973	75	13	(	(	PUNCT
fcis-31973	75	14	e.g.	e.g.	ADV
fcis-31973	75	15	,	,	PUNCT
fcis-31973	75	16	uk	uk	PROPN
fcis-31973	75	17	biobank	biobank	NOUN
fcis-31973	75	18	)	)	PUNCT
fcis-31973	75	19	,	,	PUNCT
fcis-31973	75	20	and	and	CCONJ
fcis-31973	75	21	electronic	electronic	ADJ
fcis-31973	75	22	health	health	NOUN
fcis-31973	75	23	records	record	NOUN
fcis-31973	75	24	,	,	PUNCT
fcis-31973	75	25	extracts	extract	VERB
fcis-31973	75	26	entities	entity	NOUN
fcis-31973	75	27	such	such	ADJ
fcis-31973	75	28	as	as	ADP
fcis-31973	75	29	"	"	PUNCT
fcis-31973	75	30	disease	disease	NOUN
fcis-31973	75	31	types	type	NOUN
fcis-31973	75	32	,	,	PUNCT
fcis-31973	75	33	"	"	PUNCT
fcis-31973	75	34	"	"	PUNCT
fcis-31973	75	35	symptoms	symptom	NOUN
fcis-31973	75	36	,	,	PUNCT
fcis-31973	75	37	"	"	PUNCT
fcis-31973	75	38	and	and	CCONJ
fcis-31973	75	39	"	"	PUNCT
fcis-31973	75	40	risk	risk	NOUN
fcis-31973	75	41	factors	factor	NOUN
fcis-31973	75	42	"	"	PUNCT
fcis-31973	75	43	through	through	ADP
fcis-31973	75	44	llms	llm	NOUN
fcis-31973	75	45	,	,	PUNCT
fcis-31973	75	46	and	and	CCONJ
fcis-31973	75	47	constructs	construct	VERB
fcis-31973	75	48	relationships	relationship	NOUN
fcis-31973	75	49	such	such	ADJ
fcis-31973	75	50	as	as	ADP
fcis-31973	75	51	"	"	PUNCT
fcis-31973	75	52	disease	disease	NOUN
fcis-31973	75	53	-	-	PUNCT
fcis-31973	75	54	accompanying	accompanying	ADJ
fcis-31973	75	55	-	-	PUNCT
fcis-31973	75	56	symptoms	symptom	NOUN
fcis-31973	75	57	"	"	PUNCT
fcis-31973	75	58	and	and	CCONJ
fcis-31973	75	59	"	"	PUNCT
fcis-31973	75	60	risk	risk	NOUN
fcis-31973	75	61	factorscausing	factorscausing	NOUN
fcis-31973	75	62	-	-	PUNCT
fcis-31973	75	63	diseases	disease	NOUN
fcis-31973	75	64	.	.	PUNCT
fcis-31973	75	65	"	"	PUNCT
fcis-31973	76	1	mdkg	mdkg	PROPN
fcis-31973	76	2	contains	contain	VERB
fcis-31973	76	3	more	more	ADJ
fcis-31973	76	4	than	than	ADP
fcis-31973	76	5	10	10	NUM
fcis-31973	76	6	million	million	NUM
fcis-31973	76	7	relationships	relationship	NOUN
fcis-31973	76	8	,	,	PUNCT
fcis-31973	76	9	among	among	ADP
fcis-31973	76	10	which	which	PRON
fcis-31973	76	11	nearly	nearly	ADV
fcis-31973	76	12	1	1	NUM
fcis-31973	76	13	million	million	NUM
fcis-31973	76	14	are	be	AUX
fcis-31973	76	15	novel	novel	ADJ
fcis-31973	76	16	associations	association	NOUN
fcis-31973	76	17	not	not	PART
fcis-31973	76	18	found	find	VERB
fcis-31973	76	19	in	in	ADP
fcis-31973	76	20	existing	exist	VERB
fcis-31973	76	21	databases	database	NOUN
fcis-31973	76	22	(	(	PUNCT
fcis-31973	76	23	e.g.	e.g.	ADV
fcis-31973	76	24	,	,	PUNCT
fcis-31973	76	25	disgenet	disgenet	NOUN
fcis-31973	76	26	)	)	PUNCT
fcis-31973	76	27	.	.	PUNCT
fcis-31973	77	1	experiments	experiment	NOUN
fcis-31973	77	2	show	show	VERB
fcis-31973	77	3	that	that	SCONJ
fcis-31973	77	4	the	the	DET
fcis-31973	77	5	prediction	prediction	NOUN
fcis-31973	77	6	model	model	NOUN
fcis-31973	77	7	enhanced	enhance	VERB
fcis-31973	77	8	by	by	ADP
fcis-31973	77	9	mdkg	mdkg	PROPN
fcis-31973	77	10	improves	improve	VERB
fcis-31973	77	11	the	the	DET
fcis-31973	77	12	auc	auc	ADJ
fcis-31973	77	13	value	value	NOUN
fcis-31973	77	14	of	of	ADP
fcis-31973	77	15	mental	mental	ADJ
fcis-31973	77	16	illness	illness	NOUN
fcis-31973	77	17	risk	risk	NOUN
fcis-31973	77	18	prediction	prediction	NOUN
fcis-31973	77	19	by	by	ADP
fcis-31973	77	20	18	18	NUM
fcis-31973	77	21	%	%	NOUN
fcis-31973	77	22	and	and	CCONJ
fcis-31973	77	23	shortens	shorten	VERB
fcis-31973	77	24	the	the	DET
fcis-31973	77	25	expert	expert	NOUN
fcis-31973	77	26	verification	verification	NOUN
fcis-31973	77	27	time	time	NOUN
fcis-31973	77	28	by	by	ADP
fcis-31973	77	29	70	70	NUM
fcis-31973	77	30	%	%	NOUN
fcis-31973	77	31	.	.	PUNCT
fcis-31973	78	1	2.2.4	2.2.4	X
fcis-31973	78	2	.	.	X
fcis-31973	78	3	urban	urban	ADJ
fcis-31973	78	4	and	and	CCONJ
fcis-31973	78	5	crisis	crisis	NOUN
fcis-31973	78	6	management	management	NOUN
fcis-31973	78	7	field	field	NOUN
fcis-31973	78	8	kg	kg	PROPN
fcis-31973	78	9	research	research	NOUN
fcis-31973	78	10	in	in	ADP
fcis-31973	78	11	the	the	DET
fcis-31973	78	12	urban	urban	ADJ
fcis-31973	78	13	and	and	CCONJ
fcis-31973	78	14	crisis	crisis	NOUN
fcis-31973	78	15	management	management	NOUN
fcis-31973	78	16	field	field	NOUN
fcis-31973	78	17	focuses	focus	VERB
fcis-31973	78	18	on	on	ADP
fcis-31973	78	19	using	use	VERB
fcis-31973	78	20	llms	llm	NOUN
fcis-31973	78	21	to	to	PART
fcis-31973	78	22	improve	improve	VERB
fcis-31973	78	23	knowledge	knowledge	NOUN
fcis-31973	78	24	extraction	extraction	NOUN
fcis-31973	78	25	from	from	ADP
fcis-31973	78	26	unstructured	unstructured	ADJ
fcis-31973	78	27	texts	text	NOUN
fcis-31973	78	28	.	.	PUNCT
fcis-31973	79	1	to	to	PART
fcis-31973	79	2	address	address	VERB
fcis-31973	79	3	the	the	DET
fcis-31973	79	4	difficulty	difficulty	NOUN
fcis-31973	79	5	in	in	ADP
fcis-31973	79	6	mining	mining	NOUN
fcis-31973	79	7	association	association	NOUN
fcis-31973	79	8	patterns	pattern	NOUN
fcis-31973	79	9	of	of	ADP
fcis-31973	79	10	compound	compound	ADJ
fcis-31973	79	11	urban	urban	ADJ
fcis-31973	79	12	crises	crisis	NOUN
fcis-31973	79	13	(	(	PUNCT
fcis-31973	79	14	e.g.	e.g.	ADV
fcis-31973	79	15	,	,	PUNCT
fcis-31973	79	16	natural	natural	ADJ
fcis-31973	79	17	disasters	disaster	NOUN
fcis-31973	79	18	overlapping	overlap	VERB
fcis-31973	79	19	with	with	ADP
fcis-31973	79	20	public	public	ADJ
fcis-31973	79	21	health	health	NOUN
fcis-31973	79	22	events	event	NOUN
fcis-31973	79	23	)	)	PUNCT
fcis-31973	79	24	,	,	PUNCT
fcis-31973	79	25	hao[17	hao[17	PROPN
fcis-31973	79	26	]	]	PUNCT
fcis-31973	79	27	proposed	propose	VERB
fcis-31973	79	28	an	an	DET
fcis-31973	79	29	llm	llm	ADV
fcis-31973	79	30	-	-	PUNCT
fcis-31973	79	31	based	base	VERB
fcis-31973	79	32	kg	kg	PROPN
fcis-31973	79	33	construction	construction	NOUN
fcis-31973	79	34	method	method	NOUN
fcis-31973	79	35	.	.	PUNCT
fcis-31973	80	1	using	use	VERB
fcis-31973	80	2	1,941	1,941	NUM
fcis-31973	80	3	urban	urban	ADJ
fcis-31973	80	4	crisis	crisis	NOUN
fcis-31973	80	5	news	news	NOUN
fcis-31973	80	6	reports	report	NOUN
fcis-31973	80	7	from	from	ADP
fcis-31973	80	8	shenzhen	shenzhen	PROPN
fcis-31973	80	9	as	as	ADP
fcis-31973	80	10	data	datum	NOUN
fcis-31973	80	11	sources	source	NOUN
fcis-31973	80	12	,	,	PUNCT
fcis-31973	80	13	this	this	DET
fcis-31973	80	14	study	study	NOUN
fcis-31973	80	15	enhances	enhance	VERB
fcis-31973	80	16	the	the	DET
fcis-31973	80	17	domain	domain	NOUN
fcis-31973	80	18	adaptability	adaptability	NOUN
fcis-31973	80	19	of	of	ADP
fcis-31973	80	20	llms	llm	NOUN
fcis-31973	80	21	through	through	ADP
fcis-31973	80	22	retrieval	retrieval	NOUN
fcis-31973	80	23	-	-	PUNCT
fcis-31973	80	24	augmented	augment	VERB
fcis-31973	80	25	generation	generation	NOUN
fcis-31973	80	26	(	(	PUNCT
fcis-31973	80	27	rag	rag	NOUN
fcis-31973	80	28	)	)	PUNCT
fcis-31973	80	29	technology	technology	NOUN
fcis-31973	80	30	,	,	PUNCT
fcis-31973	80	31	extracts	extract	VERB
fcis-31973	80	32	entities	entity	NOUN
fcis-31973	80	33	such	such	ADJ
fcis-31973	80	34	as	as	ADP
fcis-31973	80	35	"	"	PUNCT
fcis-31973	80	36	crisis	crisis	NOUN
fcis-31973	80	37	types	type	NOUN
fcis-31973	80	38	,	,	PUNCT
fcis-31973	80	39	"	"	PUNCT
fcis-31973	80	40	"	"	PUNCT
fcis-31973	80	41	impact	impact	NOUN
fcis-31973	80	42	scopes	scope	NOUN
fcis-31973	80	43	,	,	PUNCT
fcis-31973	80	44	"	"	PUNCT
fcis-31973	80	45	and	and	CCONJ
fcis-31973	80	46	"	"	PUNCT
fcis-31973	80	47	response	response	NOUN
fcis-31973	80	48	measures	measure	NOUN
fcis-31973	80	49	,	,	PUNCT
fcis-31973	80	50	"	"	PUNCT
fcis-31973	80	51	and	and	CCONJ
fcis-31973	80	52	identifies	identify	VERB
fcis-31973	80	53	compound	compound	NOUN
fcis-31973	80	54	relationships	relationship	NOUN
fcis-31973	80	55	such	such	ADJ
fcis-31973	80	56	as	as	ADP
fcis-31973	80	57	"	"	PUNCT
fcis-31973	80	58	crisis	crisis	NOUN
fcis-31973	80	59	-	-	PUNCT
fcis-31973	80	60	triggering	trigger	VERB
fcis-31973	80	61	-	-	PUNCT
fcis-31973	80	62	crisis	crisis	NOUN
fcis-31973	80	63	"	"	PUNCT
fcis-31973	80	64	(	(	PUNCT
fcis-31973	80	65	e.g.	e.g.	ADV
fcis-31973	80	66	,	,	PUNCT
fcis-31973	80	67	"	"	PUNCT
fcis-31973	80	68	heavy	heavy	ADJ
fcis-31973	80	69	rain	rain	NOUN
fcis-31973	80	70	-	-	PUNCT
fcis-31973	80	71	leading	lead	VERB
fcis-31973	80	72	towaterlogging	towaterlogge	VERB
fcis-31973	80	73	-	-	PUNCT
fcis-31973	80	74	causing	cause	VERB
fcis-31973	80	75	-	-	PUNCT
fcis-31973	80	76	traffic	traffic	NOUN
fcis-31973	80	77	disruption	disruption	NOUN
fcis-31973	80	78	"	"	PUNCT
fcis-31973	80	79	)	)	PUNCT
fcis-31973	80	80	.	.	PUNCT
fcis-31973	81	1	the	the	DET
fcis-31973	81	2	constructed	construct	VERB
fcis-31973	81	3	kg	kg	PROPN
fcis-31973	81	4	contains	contain	VERB
fcis-31973	81	5	an	an	DET
fcis-31973	81	6	association	association	NOUN
fcis-31973	81	7	network	network	NOUN
fcis-31973	81	8	of	of	ADP
fcis-31973	81	9	13	13	NUM
fcis-31973	81	10	types	type	NOUN
fcis-31973	81	11	of	of	ADP
fcis-31973	81	12	urban	urban	ADJ
fcis-31973	81	13	crises	crisis	NOUN
fcis-31973	81	14	(	(	PUNCT
fcis-31973	81	15	natural	natural	ADJ
fcis-31973	81	16	disasters	disaster	NOUN
fcis-31973	81	17	,	,	PUNCT
fcis-31973	81	18	public	public	ADJ
fcis-31973	81	19	health	health	NOUN
fcis-31973	81	20	,	,	PUNCT
fcis-31973	81	21	technical	technical	ADJ
fcis-31973	81	22	failures	failure	NOUN
fcis-31973	81	23	,	,	PUNCT
fcis-31973	81	24	etc	etc	X
fcis-31973	81	25	.	.	X
fcis-31973	81	26	)	)	PUNCT
fcis-31973	81	27	,	,	PUNCT
fcis-31973	81	28	and	and	CCONJ
fcis-31973	81	29	typical	typical	ADJ
fcis-31973	81	30	compound	compound	NOUN
fcis-31973	81	31	chains	chain	NOUN
fcis-31973	81	32	such	such	ADJ
fcis-31973	81	33	as	as	ADP
fcis-31973	81	34	"	"	PUNCT
fcis-31973	81	35	extreme	extreme	ADJ
fcis-31973	81	36	weatherinfrastructure	weatherinfrastructure	NOUN
fcis-31973	81	37	failure	failure	NOUN
fcis-31973	81	38	-	-	PUNCT
fcis-31973	81	39	public	public	ADJ
fcis-31973	81	40	service	service	NOUN
fcis-31973	81	41	disruption	disruption	NOUN
fcis-31973	81	42	"	"	PUNCT
fcis-31973	81	43	are	be	AUX
fcis-31973	81	44	identified	identify	VERB
fcis-31973	81	45	through	through	ADP
fcis-31973	81	46	community	community	NOUN
fcis-31973	81	47	detection	detection	NOUN
fcis-31973	81	48	algorithms	algorithm	NOUN
fcis-31973	81	49	.	.	PUNCT
fcis-31973	82	1	experiments	experiment	NOUN
fcis-31973	82	2	show	show	VERB
fcis-31973	82	3	that	that	SCONJ
fcis-31973	82	4	this	this	DET
fcis-31973	82	5	kg	kg	NOUN
fcis-31973	82	6	achieves	achieve	VERB
fcis-31973	82	7	an	an	DET
fcis-31973	82	8	82	82	NUM
fcis-31973	82	9	%	%	NOUN
fcis-31973	82	10	accuracy	accuracy	NOUN
fcis-31973	82	11	in	in	ADP
fcis-31973	82	12	compound	compound	NOUN
fcis-31973	82	13	crisis	crisis	NOUN
fcis-31973	82	14	prediction	prediction	NOUN
fcis-31973	82	15	,	,	PUNCT
fcis-31973	82	16	providing	provide	VERB
fcis-31973	82	17	decision	decision	NOUN
fcis-31973	82	18	support	support	NOUN
fcis-31973	82	19	for	for	ADP
fcis-31973	82	20	"	"	PUNCT
fcis-31973	82	21	early	early	ADJ
fcis-31973	82	22	warningresponse	warningresponse	NOUN
fcis-31973	82	23	"	"	PUNCT
fcis-31973	82	24	of	of	ADP
fcis-31973	82	25	urban	urban	ADJ
fcis-31973	82	26	crises.to	crises.to	PROPN
fcis-31973	82	27	address	address	VERB
fcis-31973	82	28	the	the	DET
fcis-31973	82	29	problem	problem	NOUN
fcis-31973	82	30	of	of	ADP
fcis-31973	82	31	"	"	PUNCT
fcis-31973	82	32	fragmented	fragmented	ADJ
fcis-31973	82	33	cybersecurity	cybersecurity	NOUN
fcis-31973	82	34	threat	threat	NOUN
fcis-31973	82	35	reports	report	VERB
fcis-31973	82	36	,	,	PUNCT
fcis-31973	82	37	"	"	PUNCT
fcis-31973	82	38	wang[18	wang[18	X
fcis-31973	82	39	]	]	PUNCT
fcis-31973	82	40	proposed	propose	VERB
fcis-31973	82	41	a	a	DET
fcis-31973	82	42	cybersecurity	cybersecurity	NOUN
fcis-31973	82	43	kg	kg	NOUN
fcis-31973	82	44	construction	construction	NOUN
fcis-31973	82	45	method	method	NOUN
fcis-31973	82	46	(	(	PUNCT
fcis-31973	82	47	sc	sc	NOUN
fcis-31973	82	48	-	-	PUNCT
fcis-31973	82	49	lkm	lkm	NOUN
fcis-31973	82	50	)	)	PUNCT
fcis-31973	82	51	based	base	VERB
fcis-31973	82	52	on	on	ADP
fcis-31973	82	53	semantic	semantic	ADJ
fcis-31973	82	54	chunking	chunking	NOUN
fcis-31973	82	55	and	and	CCONJ
fcis-31973	82	56	llms	llm	NOUN
fcis-31973	82	57	.	.	PUNCT
fcis-31973	83	1	breaking	break	VERB
fcis-31973	83	2	through	through	ADP
fcis-31973	83	3	the	the	DET
fcis-31973	83	4	limitation	limitation	NOUN
fcis-31973	83	5	of	of	ADP
fcis-31973	83	6	"	"	PUNCT
fcis-31973	83	7	fixed	fix	VERB
fcis-31973	83	8	-	-	PUNCT
fcis-31973	83	9	length	length	NOUN
fcis-31973	83	10	chunking	chunking	NOUN
fcis-31973	83	11	"	"	PUNCT
fcis-31973	83	12	in	in	ADP
fcis-31973	83	13	traditional	traditional	ADJ
fcis-31973	83	14	graphrag	graphrag	NOUN
fcis-31973	83	15	,	,	PUNCT
fcis-31973	83	16	this	this	DET
fcis-31973	83	17	study	study	NOUN
fcis-31973	83	18	adopts	adopt	VERB
fcis-31973	83	19	hierarchical	hierarchical	ADJ
fcis-31973	83	20	semantic	semantic	ADJ
fcis-31973	83	21	chunking	chunk	VERB
fcis-31973	83	22	technology	technology	NOUN
fcis-31973	83	23	to	to	PART
fcis-31973	83	24	split	split	VERB
fcis-31973	83	25	threat	threat	NOUN
fcis-31973	83	26	reports	report	NOUN
fcis-31973	83	27	into	into	ADP
fcis-31973	83	28	"	"	PUNCT
fcis-31973	83	29	report	report	VERB
fcis-31973	83	30	chapters	chapter	NOUN
fcis-31973	83	31	-	-	PUNCT
fcis-31973	83	32	topic	topic	NOUN
fcis-31973	83	33	paragraphs	paragraph	NOUN
fcis-31973	83	34	-	-	PUNCT
fcis-31973	83	35	key	key	ADJ
fcis-31973	83	36	sentences	sentence	NOUN
fcis-31973	83	37	,	,	PUNCT
fcis-31973	83	38	"	"	PUNCT
fcis-31973	83	39	preserving	preserve	VERB
fcis-31973	83	40	the	the	DET
fcis-31973	83	41	semantic	semantic	ADJ
fcis-31973	83	42	integrity	integrity	NOUN
fcis-31973	83	43	of	of	ADP
fcis-31973	83	44	the	the	DET
fcis-31973	83	45	text	text	NOUN
fcis-31973	83	46	.	.	PUNCT
fcis-31973	84	1	through	through	ADP
fcis-31973	84	2	llms	llm	NOUN
fcis-31973	84	3	,	,	PUNCT
fcis-31973	84	4	entities	entity	NOUN
fcis-31973	84	5	such	such	ADJ
fcis-31973	84	6	as	as	ADP
fcis-31973	84	7	"	"	PUNCT
fcis-31973	84	8	attack	attack	NOUN
fcis-31973	84	9	types	type	NOUN
fcis-31973	84	10	,	,	PUNCT
fcis-31973	84	11	"	"	PUNCT
fcis-31973	84	12	"	"	PUNCT
fcis-31973	84	13	vulnerability	vulnerability	NOUN
fcis-31973	84	14	numbers	number	NOUN
fcis-31973	84	15	,	,	PUNCT
fcis-31973	84	16	"	"	PUNCT
fcis-31973	84	17	and	and	CCONJ
fcis-31973	84	18	"	"	PUNCT
fcis-31973	84	19	affected	affected	ADJ
fcis-31973	84	20	devices	device	NOUN
fcis-31973	84	21	"	"	PUNCT
fcis-31973	84	22	are	be	AUX
fcis-31973	84	23	extracted	extract	VERB
fcis-31973	84	24	,	,	PUNCT
fcis-31973	84	25	and	and	CCONJ
fcis-31973	84	26	relationships	relationship	NOUN
fcis-31973	84	27	such	such	ADJ
fcis-31973	84	28	as	as	ADP
fcis-31973	84	29	"	"	PUNCT
fcis-31973	84	30	attack	attack	NOUN
fcis-31973	84	31	-	-	PUNCT
fcis-31973	84	32	exploiting	exploit	VERB
fcis-31973	84	33	-	-	PUNCT
fcis-31973	84	34	vulnerability	vulnerability	NOUN
fcis-31973	84	35	"	"	PUNCT
fcis-31973	84	36	and	and	CCONJ
fcis-31973	84	37	"	"	PUNCT
fcis-31973	84	38	vulnerability	vulnerability	NOUN
fcis-31973	84	39	-	-	PUNCT
fcis-31973	84	40	impacting	impact	VERB
fcis-31973	84	41	-	-	PUNCT
fcis-31973	84	42	device	device	NOUN
fcis-31973	84	43	"	"	PUNCT
fcis-31973	84	44	are	be	AUX
fcis-31973	84	45	constructed	construct	VERB
fcis-31973	84	46	.	.	PUNCT
fcis-31973	85	1	a	a	DET
fcis-31973	85	2	predefined	predefine	VERB
fcis-31973	85	3	cybersecurity	cybersecurity	NOUN
fcis-31973	85	4	rule	rule	NOUN
fcis-31973	85	5	base	base	NOUN
fcis-31973	85	6	(	(	PUNCT
fcis-31973	85	7	e.g.	e.g.	ADV
fcis-31973	85	8	,	,	PUNCT
fcis-31973	85	9	the	the	DET
fcis-31973	85	10	mitre	mitre	NOUN
fcis-31973	85	11	att&ck	att&ck	NOUN
fcis-31973	85	12	framework	framework	NOUN
fcis-31973	85	13	)	)	PUNCT
fcis-31973	85	14	is	be	AUX
fcis-31973	85	15	introduced	introduce	VERB
fcis-31973	85	16	to	to	PART
fcis-31973	85	17	verify	verify	VERB
fcis-31973	85	18	the	the	DET
fcis-31973	85	19	rationality	rationality	NOUN
fcis-31973	85	20	of	of	ADP
fcis-31973	85	21	triples	triple	NOUN
fcis-31973	85	22	,	,	PUNCT
fcis-31973	85	23	eliminating	eliminate	VERB
fcis-31973	85	24	issues	issue	NOUN
fcis-31973	85	25	such	such	ADJ
fcis-31973	85	26	as	as	ADP
fcis-31973	85	27	"	"	PUNCT
fcis-31973	85	28	attack	attack	NOUN
fcis-31973	85	29	type	type	NOUN
fcis-31973	85	30	misjudgment	misjudgment	NOUN
fcis-31973	85	31	"	"	PUNCT
fcis-31973	85	32	and	and	CCONJ
fcis-31973	85	33	"	"	PUNCT
fcis-31973	85	34	vulnerability	vulnerability	NOUN
fcis-31973	85	35	association	association	NOUN
fcis-31973	85	36	errors	error	NOUN
fcis-31973	85	37	.	.	PUNCT
fcis-31973	85	38	"	"	PUNCT
fcis-31973	86	1	the	the	DET
fcis-31973	86	2	constructed	construct	VERB
fcis-31973	86	3	kg	kg	PROPN
fcis-31973	86	4	shortens	shorten	VERB
fcis-31973	86	5	the	the	DET
fcis-31973	86	6	traceability	traceability	NOUN
fcis-31973	86	7	time	time	NOUN
fcis-31973	86	8	of	of	ADP
fcis-31973	86	9	cybersecurity	cybersecurity	NOUN
fcis-31973	86	10	incidents	incident	NOUN
fcis-31973	86	11	by	by	ADP
fcis-31973	86	12	50	50	NUM
fcis-31973	86	13	%	%	NOUN
fcis-31973	86	14	and	and	CCONJ
fcis-31973	86	15	improves	improve	VERB
fcis-31973	86	16	the	the	DET
fcis-31973	86	17	utilization	utilization	NOUN
fcis-31973	86	18	rate	rate	NOUN
fcis-31973	86	19	of	of	ADP
fcis-31973	86	20	threat	threat	NOUN
fcis-31973	86	21	intelligence	intelligence	NOUN
fcis-31973	86	22	by	by	ADP
fcis-31973	86	23	45	45	NUM
fcis-31973	86	24	%	%	NOUN
fcis-31973	86	25	.	.	PUNCT
fcis-31973	87	1	2.2.5	2.2.5	X
fcis-31973	87	2	.	.	PUNCT
fcis-31973	87	3	transportation	transportation	NOUN
fcis-31973	87	4	and	and	CCONJ
fcis-31973	87	5	geographic	geographic	ADJ
fcis-31973	87	6	information	information	NOUN
fcis-31973	87	7	field	field	NOUN
fcis-31973	87	8	kg	kg	PROPN
fcis-31973	87	9	research	research	NOUN
fcis-31973	87	10	in	in	ADP
fcis-31973	87	11	the	the	DET
fcis-31973	87	12	transportation	transportation	NOUN
fcis-31973	87	13	and	and	CCONJ
fcis-31973	87	14	geographic	geographic	ADJ
fcis-31973	87	15	information	information	NOUN
fcis-31973	87	16	field	field	NOUN
fcis-31973	87	17	focuses	focus	VERB
fcis-31973	87	18	on	on	ADP
fcis-31973	87	19	"	"	PUNCT
fcis-31973	87	20	spatial	spatial	ADJ
fcis-31973	87	21	relationship	relationship	NOUN
fcis-31973	87	22	modeling	modeling	NOUN
fcis-31973	87	23	"	"	PUNCT
fcis-31973	87	24	and	and	CCONJ
fcis-31973	87	25	"	"	PUNCT
fcis-31973	87	26	traffic	traffic	NOUN
fcis-31973	87	27	entity	entity	NOUN
fcis-31973	87	28	prediction	prediction	NOUN
fcis-31973	87	29	,	,	PUNCT
fcis-31973	87	30	"	"	PUNCT
fcis-31973	87	31	improving	improve	VERB
fcis-31973	87	32	the	the	DET
fcis-31973	87	33	spatiotemporal	spatiotemporal	ADJ
fcis-31973	87	34	awareness	awareness	NOUN
fcis-31973	87	35	of	of	ADP
fcis-31973	87	36	kgs	kgs	PROPN
fcis-31973	87	37	through	through	ADP
fcis-31973	87	38	high	high	ADJ
fcis-31973	87	39	-	-	PUNCT
fcis-31973	87	40	definition	definition	NOUN
fcis-31973	87	41	(	(	PUNCT
fcis-31973	87	42	hd	hd	NOUN
fcis-31973	87	43	)	)	PUNCT
fcis-31973	87	44	maps	map	NOUN
fcis-31973	87	45	and	and	CCONJ
fcis-31973	87	46	cooccurrence	cooccurrence	NOUN
fcis-31973	87	47	relationships	relationship	NOUN
fcis-31973	87	48	.	.	PUNCT
fcis-31973	88	1	to	to	PART
fcis-31973	88	2	address	address	VERB
fcis-31973	88	3	the	the	DET
fcis-31973	88	4	insufficient	insufficient	ADJ
fcis-31973	88	5	coverage	coverage	NOUN
fcis-31973	88	6	of	of	ADP
fcis-31973	88	7	long	long	ADJ
fcis-31973	88	8	-	-	PUNCT
fcis-31973	88	9	tail	tail	NOUN
fcis-31973	88	10	scenarios	scenario	NOUN
fcis-31973	88	11	in	in	ADP
fcis-31973	88	12	traffic	traffic	NOUN
fcis-31973	88	13	entity	entity	NOUN
fcis-31973	88	14	prediction	prediction	NOUN
fcis-31973	88	15	for	for	ADP
fcis-31973	88	16	autonomous	autonomous	ADJ
fcis-31973	88	17	driving	driving	NOUN
fcis-31973	88	18	,	,	PUNCT
fcis-31973	88	19	yin[19	yin[19	PROPN
fcis-31973	88	20	]	]	PUNCT
fcis-31973	88	21	proposed	propose	VERB
fcis-31973	88	22	a	a	DET
fcis-31973	88	23	kg	kg	NOUN
fcis-31973	88	24	construction	construction	NOUN
fcis-31973	88	25	method	method	NOUN
fcis-31973	88	26	based	base	VERB
fcis-31973	88	27	on	on	ADP
fcis-31973	88	28	hd	hd	NOUN
fcis-31973	88	29	maps	map	NOUN
fcis-31973	88	30	and	and	CCONJ
fcis-31973	88	31	co	co	NOUN
fcis-31973	88	32	-	-	NOUN
fcis-31973	88	33	occurrence	occurrence	ADJ
fcis-31973	88	34	relationships	relationship	NOUN
fcis-31973	88	35	.	.	PUNCT
fcis-31973	89	1	this	this	DET
fcis-31973	89	2	study	study	NOUN
fcis-31973	89	3	adopts	adopt	VERB
fcis-31973	89	4	a	a	DET
fcis-31973	89	5	"	"	PUNCT
fcis-31973	89	6	top	top	ADJ
fcis-31973	89	7	-	-	PUNCT
fcis-31973	89	8	down	down	ADP
fcis-31973	89	9	"	"	PUNCT
fcis-31973	89	10	construction	construction	NOUN
fcis-31973	89	11	strategy	strategy	NOUN
fcis-31973	89	12	,	,	PUNCT
fcis-31973	89	13	taking	take	VERB
fcis-31973	89	14	concepts	concept	NOUN
fcis-31973	89	15	such	such	ADJ
fcis-31973	89	16	as	as	ADP
fcis-31973	89	17	"	"	PUNCT
fcis-31973	89	18	traffic	traffic	NOUN
fcis-31973	89	19	signs	sign	NOUN
fcis-31973	89	20	,	,	PUNCT
fcis-31973	89	21	"	"	PUNCT
fcis-31973	89	22	"	"	PUNCT
fcis-31973	89	23	lane	lane	NOUN
fcis-31973	89	24	lines	line	NOUN
fcis-31973	89	25	,	,	PUNCT
fcis-31973	89	26	"	"	PUNCT
fcis-31973	89	27	and	and	CCONJ
fcis-31973	89	28	"	"	PUNCT
fcis-31973	89	29	intersections	intersection	NOUN
fcis-31973	89	30	"	"	PUNCT
fcis-31973	89	31	defined	define	VERB
fcis-31973	89	32	in	in	ADP
fcis-31973	89	33	hd	hd	NOUN
fcis-31973	89	34	maps	map	NOUN
fcis-31973	89	35	as	as	ADP
fcis-31973	89	36	the	the	DET
fcis-31973	89	37	ontological	ontological	ADJ
fcis-31973	89	38	foundation	foundation	NOUN
fcis-31973	89	39	.	.	PUNCT
fcis-31973	90	1	it	it	PRON
fcis-31973	90	2	models	model	VERB
fcis-31973	90	3	entity	entity	NOUN
fcis-31973	90	4	associations	association	NOUN
fcis-31973	90	5	through	through	ADP
fcis-31973	90	6	a	a	DET
fcis-31973	90	7	cooccurrence	cooccurrence	NOUN
fcis-31973	90	8	semantic	semantic	ADJ
fcis-31973	90	9	network	network	NOUN
fcis-31973	90	10	(	(	PUNCT
fcis-31973	90	11	e.g.	e.g.	ADV
fcis-31973	90	12	,	,	PUNCT
fcis-31973	90	13	"	"	PUNCT
fcis-31973	90	14	parking	parking	NOUN
fcis-31973	90	15	signs	sign	NOUN
fcis-31973	90	16	-	-	PUNCT
fcis-31973	90	17	often	often	ADV
fcis-31973	90	18	appearing	appear	VERB
fcis-31973	90	19	at	at	ADP
fcis-31973	90	20	-	-	PUNCT
fcis-31973	90	21	residential	residential	ADJ
fcis-31973	90	22	area	area	NOUN
fcis-31973	90	23	intersections	intersection	NOUN
fcis-31973	90	24	"	"	PUNCT
fcis-31973	90	25	and	and	CCONJ
fcis-31973	90	26	"	"	PUNCT
fcis-31973	90	27	bus	bus	NOUN
fcis-31973	90	28	lanesadjacent	lanesadjacent	NOUN
fcis-31973	90	29	to	to	ADP
fcis-31973	90	30	-	-	PUNCT
fcis-31973	90	31	bus	bus	NOUN
fcis-31973	90	32	stops	stop	NOUN
fcis-31973	90	33	"	"	PUNCT
fcis-31973	90	34	)	)	PUNCT
fcis-31973	90	35	and	and	CCONJ
fcis-31973	90	36	uses	use	VERB
fcis-31973	90	37	prior	prior	ADJ
fcis-31973	90	38	knowledge	knowledge	NOUN
fcis-31973	90	39	to	to	PART
fcis-31973	90	40	make	make	VERB
fcis-31973	90	41	up	up	ADP
fcis-31973	90	42	for	for	ADP
fcis-31973	90	43	the	the	DET
fcis-31973	90	44	deficiencies	deficiency	NOUN
fcis-31973	90	45	of	of	ADP
fcis-31973	90	46	labeled	label	VERB
fcis-31973	90	47	datasets	dataset	NOUN
fcis-31973	90	48	.	.	PUNCT
fcis-31973	91	1	in	in	ADP
fcis-31973	91	2	the	the	DET
fcis-31973	91	3	traffic	traffic	NOUN
fcis-31973	91	4	entity	entity	NOUN
fcis-31973	91	5	prediction	prediction	NOUN
fcis-31973	91	6	module	module	NOUN
fcis-31973	91	7	,	,	PUNCT
fcis-31973	91	8	by	by	ADP
fcis-31973	91	9	mining	mining	NOUN
fcis-31973	91	10	association	association	NOUN
fcis-31973	91	11	rules	rule	NOUN
fcis-31973	91	12	such	such	ADJ
fcis-31973	91	13	as	as	ADP
fcis-31973	91	14	"	"	PUNCT
fcis-31973	91	15	seeing	see	VERB
fcis-31973	91	16	traffic	traffic	NOUN
fcis-31973	91	17	lights	light	NOUN
fcis-31973	91	18	-	-	PUNCT
fcis-31973	91	19	predicting	predicting	NOUN
fcis-31973	91	20	-	-	PUNCT
fcis-31973	91	21	intersections	intersection	NOUN
fcis-31973	91	22	ahead	ahead	ADV
fcis-31973	91	23	,	,	PUNCT
fcis-31973	91	24	"	"	PUNCT
fcis-31973	91	25	the	the	DET
fcis-31973	91	26	prediction	prediction	NOUN
fcis-31973	91	27	accuracy	accuracy	NOUN
fcis-31973	91	28	of	of	ADP
fcis-31973	91	29	long	long	ADJ
fcis-31973	91	30	-	-	PUNCT
fcis-31973	91	31	tail	tail	NOUN
fcis-31973	91	32	scenarios	scenario	NOUN
fcis-31973	91	33	(	(	PUNCT
fcis-31973	91	34	e.g.	e.g.	ADV
fcis-31973	91	35	,	,	PUNCT
fcis-31973	91	36	traffic	traffic	NOUN
fcis-31973	91	37	entity	entity	NOUN
fcis-31973	91	38	recognition	recognition	NOUN
fcis-31973	91	39	under	under	ADP
fcis-31973	91	40	special	special	ADJ
fcis-31973	91	41	weather	weather	NOUN
fcis-31973	91	42	conditions	condition	NOUN
fcis-31973	91	43	)	)	PUNCT
fcis-31973	91	44	is	be	AUX
fcis-31973	91	45	improved	improve	VERB
fcis-31973	91	46	by	by	ADP
fcis-31973	91	47	27	27	NUM
fcis-31973	91	48	%	%	NOUN
fcis-31973	91	49	,	,	PUNCT
fcis-31973	91	50	providing	provide	VERB
fcis-31973	91	51	a	a	DET
fcis-31973	91	52	theoretical	theoretical	ADJ
fcis-31973	91	53	basis	basis	NOUN
fcis-31973	91	54	for	for	ADP
fcis-31973	91	55	the	the	DET
fcis-31973	91	56	"	"	PUNCT
fcis-31973	91	57	safety	safety	NOUN
fcis-31973	91	58	calibration	calibration	NOUN
fcis-31973	91	59	"	"	PUNCT
fcis-31973	91	60	of	of	ADP
fcis-31973	91	61	autonomous	autonomous	ADJ
fcis-31973	91	62	driving	driving	NOUN
fcis-31973	91	63	.	.	PUNCT
fcis-31973	92	1	to	to	PART
fcis-31973	92	2	meet	meet	VERB
fcis-31973	92	3	the	the	DET
fcis-31973	92	4	needs	need	NOUN
fcis-31973	92	5	of	of	ADP
fcis-31973	92	6	"	"	PUNCT
fcis-31973	92	7	knowledge	knowledge	NOUN
fcis-31973	92	8	visualization	visualization	NOUN
fcis-31973	92	9	and	and	CCONJ
fcis-31973	92	10	9	9	NUM
fcis-31973	92	11	automated	automate	VERB
fcis-31973	92	12	construction	construction	NOUN
fcis-31973	92	13	"	"	PUNCT
fcis-31973	92	14	in	in	ADP
fcis-31973	92	15	virtual	virtual	ADJ
fcis-31973	92	16	geographic	geographic	ADJ
fcis-31973	92	17	scenarios	scenario	NOUN
fcis-31973	92	18	,	,	PUNCT
fcis-31973	92	19	guo[20	guo[20	PROPN
fcis-31973	92	20	]	]	PUNCT
fcis-31973	92	21	proposed	propose	VERB
fcis-31973	92	22	a	a	DET
fcis-31973	92	23	3d	3d	NUM
fcis-31973	92	24	kg	kg	NOUN
fcis-31973	92	25	construction	construction	NOUN
fcis-31973	92	26	method	method	NOUN
fcis-31973	92	27	based	base	VERB
fcis-31973	92	28	on	on	ADP
fcis-31973	92	29	multi	multi	ADJ
fcis-31973	92	30	-	-	ADJ
fcis-31973	92	31	agent	agent	ADJ
fcis-31973	92	32	systems	system	NOUN
fcis-31973	92	33	.	.	PUNCT
fcis-31973	93	1	a	a	DET
fcis-31973	93	2	multi	multi	ADJ
fcis-31973	93	3	-	-	ADJ
fcis-31973	93	4	agent	agent	ADJ
fcis-31973	93	5	system	system	NOUN
fcis-31973	93	6	is	be	AUX
fcis-31973	93	7	designed	design	VERB
fcis-31973	93	8	:	:	PUNCT
fcis-31973	93	9	the	the	DET
fcis-31973	93	10	"	"	PUNCT
fcis-31973	93	11	entity	entity	NOUN
fcis-31973	93	12	extraction	extraction	NOUN
fcis-31973	93	13	agent	agent	NOUN
fcis-31973	93	14	"	"	PUNCT
fcis-31973	93	15	identifies	identify	VERB
fcis-31973	93	16	entities	entity	NOUN
fcis-31973	93	17	such	such	ADJ
fcis-31973	93	18	as	as	ADP
fcis-31973	93	19	"	"	PUNCT
fcis-31973	93	20	buildings	building	NOUN
fcis-31973	93	21	,	,	PUNCT
fcis-31973	93	22	"	"	PUNCT
fcis-31973	93	23	"	"	PUNCT
fcis-31973	93	24	roads	road	NOUN
fcis-31973	93	25	,	,	PUNCT
fcis-31973	93	26	"	"	PUNCT
fcis-31973	93	27	and	and	CCONJ
fcis-31973	93	28	"	"	PUNCT
fcis-31973	93	29	vegetation	vegetation	NOUN
fcis-31973	93	30	"	"	PUNCT
fcis-31973	93	31	in	in	ADP
fcis-31973	93	32	virtual	virtual	ADJ
fcis-31973	93	33	geographic	geographic	ADJ
fcis-31973	93	34	scenarios	scenario	NOUN
fcis-31973	93	35	(	(	PUNCT
fcis-31973	93	36	e.g.	e.g.	ADV
fcis-31973	93	37	,	,	PUNCT
fcis-31973	93	38	3d	3d	NUM
fcis-31973	93	39	urban	urban	ADJ
fcis-31973	93	40	models	model	NOUN
fcis-31973	93	41	)	)	PUNCT
fcis-31973	93	42	;	;	PUNCT
fcis-31973	93	43	the	the	DET
fcis-31973	93	44	"	"	PUNCT
fcis-31973	93	45	relationship	relationship	NOUN
fcis-31973	93	46	modeling	modeling	NOUN
fcis-31973	93	47	agent	agent	NOUN
fcis-31973	93	48	"	"	PUNCT
fcis-31973	93	49	constructs	construct	VERB
fcis-31973	93	50	spatiotemporal	spatiotemporal	ADJ
fcis-31973	93	51	relationships	relationship	NOUN
fcis-31973	93	52	such	such	ADJ
fcis-31973	93	53	as	as	ADP
fcis-31973	93	54	"	"	PUNCT
fcis-31973	93	55	spatial	spatial	ADJ
fcis-31973	93	56	adjacency	adjacency	NOUN
fcis-31973	93	57	,	,	PUNCT
fcis-31973	93	58	"	"	PUNCT
fcis-31973	93	59	"	"	PUNCT
fcis-31973	93	60	inclusion	inclusion	NOUN
fcis-31973	93	61	,	,	PUNCT
fcis-31973	93	62	"	"	PUNCT
fcis-31973	93	63	and	and	CCONJ
fcis-31973	93	64	"	"	PUNCT
fcis-31973	93	65	orientation	orientation	NOUN
fcis-31973	93	66	"	"	PUNCT
fcis-31973	93	67	;	;	PUNCT
fcis-31973	93	68	the	the	DET
fcis-31973	93	69	"	"	PUNCT
fcis-31973	93	70	visualization	visualization	NOUN
fcis-31973	93	71	agent	agent	NOUN
fcis-31973	93	72	"	"	PUNCT
fcis-31973	93	73	realizes	realize	VERB
fcis-31973	93	74	the	the	DET
fcis-31973	93	75	3d	3d	NUM
fcis-31973	93	76	display	display	NOUN
fcis-31973	93	77	of	of	ADP
fcis-31973	93	78	the	the	DET
fcis-31973	93	79	kg	kg	PROPN
fcis-31973	93	80	.	.	PUNCT
fcis-31973	94	1	entity	entity	NOUN
fcis-31973	94	2	relationship	relationship	NOUN
fcis-31973	94	3	modeling	modeling	NOUN
fcis-31973	94	4	is	be	AUX
fcis-31973	94	5	optimized	optimize	VERB
fcis-31973	94	6	through	through	ADP
fcis-31973	94	7	spatiotemporal	spatiotemporal	ADJ
fcis-31973	94	8	constraint	constraint	NOUN
fcis-31973	94	9	rules	rule	NOUN
fcis-31973	94	10	(	(	PUNCT
fcis-31973	94	11	e.g.	e.g.	ADV
fcis-31973	94	12	,	,	PUNCT
fcis-31973	94	13	"	"	PUNCT
fcis-31973	94	14	buildings	building	NOUN
fcis-31973	94	15	-	-	PUNCT
fcis-31973	94	16	located	locate	VERB
fcis-31973	94	17	on	on	ADP
fcis-31973	94	18	-	-	PUNCT
fcis-31973	94	19	both	both	PRON
fcis-31973	94	20	sides	side	NOUN
fcis-31973	94	21	of	of	ADP
fcis-31973	94	22	roads	road	NOUN
fcis-31973	94	23	"	"	PUNCT
fcis-31973	94	24	)	)	PUNCT
fcis-31973	94	25	.	.	PUNCT
fcis-31973	95	1	experiments	experiment	NOUN
fcis-31973	95	2	conducted	conduct	VERB
fcis-31973	95	3	on	on	ADP
fcis-31973	95	4	a	a	DET
fcis-31973	95	5	virtual	virtual	ADJ
fcis-31973	95	6	scenario	scenario	NOUN
fcis-31973	95	7	containing	contain	VERB
fcis-31973	95	8	2,183	2,183	NUM
fcis-31973	95	9	objects	object	NOUN
fcis-31973	95	10	show	show	VERB
fcis-31973	95	11	that	that	SCONJ
fcis-31973	95	12	the	the	DET
fcis-31973	95	13	constructed	construct	VERB
fcis-31973	95	14	3d	3d	NOUN
fcis-31973	95	15	kg	kg	PROPN
fcis-31973	95	16	improves	improve	VERB
fcis-31973	95	17	the	the	DET
fcis-31973	95	18	cognitive	cognitive	ADJ
fcis-31973	95	19	efficiency	efficiency	NOUN
fcis-31973	95	20	of	of	ADP
fcis-31973	95	21	geographic	geographic	ADJ
fcis-31973	95	22	knowledge	knowledge	NOUN
fcis-31973	95	23	by	by	ADP
fcis-31973	95	24	40	40	NUM
fcis-31973	95	25	%	%	NOUN
fcis-31973	95	26	,	,	PUNCT
fcis-31973	95	27	providing	provide	VERB
fcis-31973	95	28	support	support	NOUN
fcis-31973	95	29	for	for	ADP
fcis-31973	95	30	"	"	PUNCT
fcis-31973	95	31	intelligent	intelligent	ADJ
fcis-31973	95	32	interaction	interaction	NOUN
fcis-31973	95	33	"	"	PUNCT
fcis-31973	95	34	in	in	ADP
fcis-31973	95	35	virtual	virtual	ADJ
fcis-31973	95	36	geographic	geographic	ADJ
fcis-31973	95	37	environments	environment	NOUN
fcis-31973	95	38	.	.	PUNCT
fcis-31973	96	1	3	3	X
fcis-31973	96	2	.	.	X
fcis-31973	96	3	technological	technological	ADJ
fcis-31973	96	4	evolution	evolution	NOUN
fcis-31973	96	5	of	of	ADP
fcis-31973	96	6	knowledge	knowledge	NOUN
fcis-31973	96	7	graph	graph	NOUN
fcis-31973	96	8	construction	construction	NOUN
fcis-31973	96	9	driven	drive	VERB
fcis-31973	96	10	by	by	ADP
fcis-31973	96	11	large	large	ADJ
fcis-31973	96	12	language	language	NOUN
fcis-31973	96	13	models	model	NOUN
fcis-31973	96	14	3.1	3.1	NUM
fcis-31973	96	15	.	.	PUNCT
fcis-31973	96	16	multimodal	multimodal	ADJ
fcis-31973	96	17	knowledge	knowledge	NOUN
fcis-31973	96	18	fusion	fusion	NOUN
fcis-31973	96	19	multimodal	multimodal	NOUN
fcis-31973	96	20	knowledge	knowledge	NOUN
fcis-31973	96	21	fusion	fusion	NOUN
fcis-31973	96	22	(	(	PUNCT
fcis-31973	96	23	integrating	integrate	VERB
fcis-31973	96	24	text	text	NOUN
fcis-31973	96	25	,	,	PUNCT
fcis-31973	96	26	images	image	NOUN
fcis-31973	96	27	,	,	PUNCT
fcis-31973	96	28	3d	3d	NUM
fcis-31973	96	29	models	model	NOUN
fcis-31973	96	30	,	,	PUNCT
fcis-31973	96	31	logs	log	NOUN
fcis-31973	96	32	,	,	PUNCT
fcis-31973	96	33	etc	etc	X
fcis-31973	96	34	.	.	X
fcis-31973	96	35	)	)	PUNCT
fcis-31973	96	36	has	have	AUX
fcis-31973	96	37	become	become	VERB
fcis-31973	96	38	a	a	DET
fcis-31973	96	39	key	key	ADJ
fcis-31973	96	40	technology	technology	NOUN
fcis-31973	96	41	in	in	ADP
fcis-31973	96	42	domain	domain	NOUN
fcis-31973	96	43	kg	kg	X
fcis-31973	96	44	construction	construction	NOUN
fcis-31973	96	45	.	.	PUNCT
fcis-31973	97	1	domestic	domestic	ADJ
fcis-31973	97	2	research	research	NOUN
fcis-31973	97	3	focuses	focus	VERB
fcis-31973	97	4	on	on	ADP
fcis-31973	97	5	scenario	scenario	NOUN
fcis-31973	97	6	-	-	PUNCT
fcis-31973	97	7	specific	specific	ADJ
fcis-31973	97	8	adaptation	adaptation	NOUN
fcis-31973	97	9	,	,	PUNCT
fcis-31973	97	10	while	while	SCONJ
fcis-31973	97	11	international	international	ADJ
fcis-31973	97	12	research	research	NOUN
fcis-31973	97	13	emphasizes	emphasize	VERB
fcis-31973	97	14	the	the	DET
fcis-31973	97	15	design	design	NOUN
fcis-31973	97	16	of	of	ADP
fcis-31973	97	17	general	general	ADJ
fcis-31973	97	18	frameworks	framework	NOUN
fcis-31973	97	19	.	.	PUNCT
fcis-31973	98	1	domestically	domestically	ADV
fcis-31973	98	2	,	,	PUNCT
fcis-31973	98	3	wang[21	wang[21	PROPN
fcis-31973	98	4	]	]	PUNCT
fcis-31973	98	5	proposed	propose	VERB
fcis-31973	98	6	a	a	DET
fcis-31973	98	7	bimodal	bimodal	NOUN
fcis-31973	98	8	knowledge	knowledge	NOUN
fcis-31973	98	9	extraction	extraction	NOUN
fcis-31973	98	10	framework	framework	NOUN
fcis-31973	98	11	that	that	PRON
fcis-31973	98	12	integrates	integrate	VERB
fcis-31973	98	13	device	device	NOUN
fcis-31973	98	14	manual	manual	ADJ
fcis-31973	98	15	information	information	NOUN
fcis-31973	98	16	(	(	PUNCT
fcis-31973	98	17	text	text	NOUN
fcis-31973	98	18	+	+	CCONJ
fcis-31973	98	19	images	image	NOUN
fcis-31973	98	20	)	)	PUNCT
fcis-31973	98	21	and	and	CCONJ
fcis-31973	98	22	user	user	NOUN
fcis-31973	98	23	behavior	behavior	NOUN
fcis-31973	98	24	logs	log	NOUN
fcis-31973	98	25	,	,	PUNCT
fcis-31973	98	26	realizing	realize	VERB
fcis-31973	98	27	the	the	DET
fcis-31973	98	28	association	association	NOUN
fcis-31973	98	29	between	between	ADP
fcis-31973	98	30	images	image	NOUN
fcis-31973	98	31	and	and	CCONJ
fcis-31973	98	32	text	text	NOUN
fcis-31973	98	33	through	through	ADP
fcis-31973	98	34	relative	relative	ADJ
fcis-31973	98	35	position	position	NOUN
fcis-31973	98	36	layout	layout	NOUN
fcis-31973	98	37	matching	matching	NOUN
fcis-31973	98	38	(	(	PUNCT
fcis-31973	98	39	rplm	rplm	NOUN
fcis-31973	98	40	)	)	PUNCT
fcis-31973	98	41	to	to	PART
fcis-31973	98	42	construct	construct	VERB
fcis-31973	98	43	a	a	DET
fcis-31973	98	44	spatiotemporal	spatiotemporal	ADJ
fcis-31973	98	45	kg	kg	NOUN
fcis-31973	98	46	for	for	ADP
fcis-31973	98	47	smart	smart	ADJ
fcis-31973	98	48	homes	home	NOUN
fcis-31973	98	49	,	,	PUNCT
fcis-31973	98	50	with	with	ADP
fcis-31973	98	51	an	an	DET
fcis-31973	98	52	accuracy	accuracy	NOUN
fcis-31973	98	53	of	of	ADP
fcis-31973	98	54	96.39	96.39	NUM
fcis-31973	98	55	%	%	NOUN
fcis-31973	98	56	;	;	PUNCT
fcis-31973	98	57	dong[8	dong[8	PROPN
fcis-31973	98	58	]	]	PUNCT
fcis-31973	98	59	integrated	integrate	VERB
fcis-31973	98	60	textbased	textbase	VERB
fcis-31973	98	61	accident	accident	NOUN
fcis-31973	98	62	knowledge	knowledge	NOUN
fcis-31973	98	63	and	and	CCONJ
fcis-31973	98	64	on	on	ADP
fcis-31973	98	65	-	-	PUNCT
fcis-31973	98	66	site	site	NOUN
fcis-31973	98	67	images	image	NOUN
fcis-31973	98	68	in	in	ADP
fcis-31973	98	69	their	their	PRON
fcis-31973	98	70	construction	construction	NOUN
fcis-31973	98	71	safety	safety	NOUN
fcis-31973	98	72	kg	kg	NOUN
fcis-31973	98	73	,	,	PUNCT
fcis-31973	98	74	improving	improve	VERB
fcis-31973	98	75	the	the	DET
fcis-31973	98	76	comprehensiveness	comprehensiveness	NOUN
fcis-31973	98	77	of	of	ADP
fcis-31973	98	78	hazard	hazard	NOUN
fcis-31973	98	79	identification	identification	NOUN
fcis-31973	98	80	.	.	PUNCT
fcis-31973	99	1	internationally	internationally	ADV
fcis-31973	99	2	,	,	PUNCT
fcis-31973	99	3	xu[13	xu[13	PROPN
fcis-31973	99	4	]	]	PUNCT
fcis-31973	99	5	realized	realize	VERB
fcis-31973	99	6	the	the	DET
fcis-31973	99	7	joint	joint	ADJ
fcis-31973	99	8	feature	feature	NOUN
fcis-31973	99	9	extraction	extraction	NOUN
fcis-31973	99	10	of	of	ADP
fcis-31973	99	11	3d	3d	PROPN
fcis-31973	99	12	models	model	NOUN
fcis-31973	99	13	,	,	PUNCT
fcis-31973	99	14	engineering	engineering	NOUN
fcis-31973	99	15	drawings	drawing	NOUN
fcis-31973	99	16	,	,	PUNCT
fcis-31973	99	17	and	and	CCONJ
fcis-31973	99	18	text	text	NOUN
fcis-31973	99	19	with	with	ADP
fcis-31973	99	20	cross	cross	ADJ
fcis-31973	99	21	-	-	ADJ
fcis-31973	99	22	modal	modal	ADJ
fcis-31973	99	23	transformers	transformer	NOUN
fcis-31973	99	24	;	;	PUNCT
fcis-31973	99	25	yang[22	yang[22	ADJ
fcis-31973	99	26	]	]	PUNCT
fcis-31973	99	27	improved	improve	VERB
fcis-31973	99	28	the	the	DET
fcis-31973	99	29	accuracy	accuracy	NOUN
fcis-31973	99	30	of	of	ADP
fcis-31973	99	31	equipment	equipment	NOUN
fcis-31973	99	32	image	image	NOUN
fcis-31973	99	33	recognition	recognition	NOUN
fcis-31973	99	34	in	in	ADP
fcis-31973	99	35	their	their	PRON
fcis-31973	99	36	lng	lng	PROPN
fcis-31973	99	37	carrier	carrier	NOUN
fcis-31973	99	38	psc	psc	PROPN
fcis-31973	99	39	(	(	PUNCT
fcis-31973	99	40	port	port	NOUN
fcis-31973	99	41	state	state	NOUN
fcis-31973	99	42	control	control	NOUN
fcis-31973	99	43	)	)	PUNCT
fcis-31973	99	44	inspection	inspection	NOUN
fcis-31973	99	45	kg	kg	NOUN
fcis-31973	99	46	through	through	ADP
fcis-31973	99	47	an	an	DET
fcis-31973	99	48	optimized	optimize	VERB
fcis-31973	99	49	visual	visual	ADJ
fcis-31973	99	50	prompt	prompt	ADJ
fcis-31973	99	51	tuning	tuning	NOUN
fcis-31973	99	52	(	(	PUNCT
fcis-31973	99	53	evpt	evpt	NOUN
fcis-31973	99	54	)	)	PUNCT
fcis-31973	99	55	model	model	NOUN
fcis-31973	99	56	.	.	PUNCT
fcis-31973	100	1	3.2	3.2	NUM
fcis-31973	100	2	.	.	PUNCT
fcis-31973	101	1	llm	llm	PROPN
fcis-31973	101	2	empowerment	empowerment	NOUN
fcis-31973	101	3	drives	drive	NOUN
fcis-31973	101	4	paradigm	paradigm	NOUN
fcis-31973	101	5	innovation	innovation	NOUN
fcis-31973	101	6	in	in	ADP
fcis-31973	101	7	knowledge	knowledge	NOUN
fcis-31973	101	8	extraction	extraction	NOUN
fcis-31973	101	9	equipped	equip	VERB
fcis-31973	101	10	with	with	ADP
fcis-31973	101	11	semantic	semantic	ADJ
fcis-31973	101	12	understanding	understanding	NOUN
fcis-31973	101	13	and	and	CCONJ
fcis-31973	101	14	contextual	contextual	ADJ
fcis-31973	101	15	modeling	modeling	NOUN
fcis-31973	101	16	capabilities	capability	NOUN
fcis-31973	101	17	,	,	PUNCT
fcis-31973	101	18	large	large	ADJ
fcis-31973	101	19	language	language	NOUN
fcis-31973	101	20	models	model	NOUN
fcis-31973	101	21	(	(	PUNCT
fcis-31973	101	22	llms	llm	NOUN
fcis-31973	101	23	)	)	PUNCT
fcis-31973	101	24	break	break	VERB
fcis-31973	101	25	through	through	ADP
fcis-31973	101	26	the	the	DET
fcis-31973	101	27	reliance	reliance	NOUN
fcis-31973	101	28	of	of	ADP
fcis-31973	101	29	traditional	traditional	ADJ
fcis-31973	101	30	methods	method	NOUN
fcis-31973	101	31	on	on	ADP
fcis-31973	101	32	manual	manual	ADJ
fcis-31973	101	33	annotation	annotation	NOUN
fcis-31973	101	34	.	.	PUNCT
fcis-31973	102	1	domestic	domestic	ADJ
fcis-31973	102	2	research	research	NOUN
fcis-31973	102	3	focuses	focus	VERB
fcis-31973	102	4	on	on	ADP
fcis-31973	102	5	low	low	ADJ
fcis-31973	102	6	-	-	PUNCT
fcis-31973	102	7	resource	resource	NOUN
fcis-31973	102	8	adaptation	adaptation	NOUN
fcis-31973	102	9	and	and	CCONJ
fcis-31973	102	10	prompt	prompt	ADJ
fcis-31973	102	11	engineering	engineering	NOUN
fcis-31973	102	12	,	,	PUNCT
fcis-31973	102	13	while	while	SCONJ
fcis-31973	102	14	international	international	ADJ
fcis-31973	102	15	research	research	NOUN
fcis-31973	102	16	emphasizes	emphasize	VERB
fcis-31973	102	17	general	general	ADJ
fcis-31973	102	18	capability	capability	NOUN
fcis-31973	102	19	and	and	CCONJ
fcis-31973	102	20	knowledge	knowledge	NOUN
fcis-31973	102	21	discovery	discovery	NOUN
fcis-31973	102	22	.	.	PUNCT
fcis-31973	103	1	domestically	domestically	ADV
fcis-31973	103	2	,	,	PUNCT
fcis-31973	103	3	examples	example	NOUN
fcis-31973	103	4	include	include	VERB
fcis-31973	103	5	:	:	PUNCT
fcis-31973	103	6	achieving	achieve	VERB
fcis-31973	103	7	fewshot	fewshot	ADJ
fcis-31973	103	8	knowledge	knowledge	NOUN
fcis-31973	103	9	extraction	extraction	NOUN
fcis-31973	103	10	via	via	ADP
fcis-31973	103	11	lora	lora	PROPN
fcis-31973	103	12	(	(	PUNCT
fcis-31973	103	13	low	low	ADJ
fcis-31973	103	14	-	-	PUNCT
fcis-31973	103	15	rank	rank	NOUN
fcis-31973	103	16	adaptation	adaptation	NOUN
fcis-31973	103	17	)	)	PUNCT
fcis-31973	103	18	fine	fine	ADV
fcis-31973	103	19	-	-	PUNCT
fcis-31973	103	20	tuning	tune	VERB
fcis-31973	103	21	technology	technology	NOUN
fcis-31973	103	22	,	,	PUNCT
fcis-31973	103	23	and	and	CCONJ
fcis-31973	103	24	realizing	realize	VERB
fcis-31973	103	25	zero	zero	NUM
fcis-31973	103	26	-	-	PUNCT
fcis-31973	103	27	shot	shot	NOUN
fcis-31973	103	28	entity	entity	NOUN
fcis-31973	103	29	recognition	recognition	NOUN
fcis-31973	103	30	using	use	VERB
fcis-31973	103	31	the	the	DET
fcis-31973	103	32	deepseek	deepseek	ADJ
fcis-31973	103	33	model	model	NOUN
fcis-31973	103	34	.	.	PUNCT
fcis-31973	104	1	internationally	internationally	ADV
fcis-31973	104	2	,	,	PUNCT
fcis-31973	104	3	efforts	effort	NOUN
fcis-31973	104	4	include	include	VERB
fcis-31973	104	5	integrating	integrate	VERB
fcis-31973	104	6	knowledge	knowledge	NOUN
fcis-31973	104	7	via	via	ADP
fcis-31973	104	8	llms	llm	NOUN
fcis-31973	104	9	to	to	PART
fcis-31973	104	10	discover	discover	VERB
fcis-31973	104	11	nearly	nearly	ADV
fcis-31973	104	12	new	new	ADJ
fcis-31973	104	13	associations[23	associations[23	NOUN
fcis-31973	104	14	]	]	PUNCT
fcis-31973	104	15	,	,	PUNCT
fcis-31973	104	16	and	and	CCONJ
fcis-31973	104	17	leveraging	leverage	VERB
fcis-31973	104	18	llms	llm	NOUN
fcis-31973	104	19	to	to	PART
fcis-31973	104	20	assist	assist	VERB
fcis-31973	104	21	in	in	ADP
fcis-31973	104	22	quintuple	quintuple	ADV
fcis-31973	104	23	-	-	PUNCT
fcis-31973	104	24	based	base	VERB
fcis-31973	104	25	knowledge	knowledge	NOUN
fcis-31973	104	26	extraction	extraction	NOUN
fcis-31973	104	27	,	,	PUNCT
fcis-31973	104	28	thereby	thereby	ADV
fcis-31973	104	29	enhancing	enhance	VERB
fcis-31973	104	30	the	the	DET
fcis-31973	104	31	integrity	integrity	NOUN
fcis-31973	104	32	of	of	ADP
fcis-31973	104	33	complex	complex	ADJ
fcis-31973	104	34	knowledge	knowledge	NOUN
fcis-31973	104	35	representation	representation	NOUN
fcis-31973	104	36	.	.	PUNCT
fcis-31973	105	1	4	4	X
fcis-31973	105	2	.	.	X
fcis-31973	105	3	challenges	challenge	NOUN
fcis-31973	105	4	and	and	CCONJ
fcis-31973	105	5	prospects	prospect	NOUN
fcis-31973	105	6	of	of	ADP
fcis-31973	105	7	knowledge	knowledge	NOUN
fcis-31973	105	8	graph	graph	NOUN
fcis-31973	105	9	construction	construction	NOUN
fcis-31973	105	10	and	and	CCONJ
fcis-31973	105	11	application	application	NOUN
fcis-31973	105	12	.	.	PUNCT
fcis-31973	106	1	4.1	4.1	NUM
fcis-31973	106	2	.	.	PUNCT
fcis-31973	106	3	analysis	analysis	NOUN
fcis-31973	106	4	of	of	ADP
fcis-31973	106	5	existing	exist	VERB
fcis-31973	106	6	challenges	challenge	NOUN
fcis-31973	106	7	despite	despite	SCONJ
fcis-31973	106	8	significant	significant	ADJ
fcis-31973	106	9	progress	progress	NOUN
fcis-31973	106	10	in	in	ADP
fcis-31973	106	11	kgs	kgs	PROPN
fcis-31973	106	12	empowered	empower	VERB
fcis-31973	106	13	by	by	ADP
fcis-31973	106	14	llms	llm	NOUN
fcis-31973	106	15	,	,	PUNCT
fcis-31973	106	16	numerous	numerous	ADJ
fcis-31973	106	17	challenges	challenge	NOUN
fcis-31973	106	18	remain	remain	VERB
fcis-31973	106	19	.	.	PUNCT
fcis-31973	107	1	technically	technically	ADV
fcis-31973	107	2	,	,	PUNCT
fcis-31973	107	3	the	the	DET
fcis-31973	107	4	accuracy	accuracy	NOUN
fcis-31973	107	5	of	of	ADP
fcis-31973	107	6	knowledge	knowledge	NOUN
fcis-31973	107	7	extraction	extraction	NOUN
fcis-31973	107	8	still	still	ADV
fcis-31973	107	9	needs	need	VERB
fcis-31973	107	10	to	to	PART
fcis-31973	107	11	be	be	AUX
fcis-31973	107	12	improved	improve	VERB
fcis-31973	107	13	in	in	ADP
fcis-31973	107	14	complex	complex	ADJ
fcis-31973	107	15	scenarios	scenario	NOUN
fcis-31973	107	16	;	;	PUNCT
fcis-31973	107	17	in	in	ADP
fcis-31973	107	18	terms	term	NOUN
fcis-31973	107	19	of	of	ADP
fcis-31973	107	20	knowledge	knowledge	NOUN
fcis-31973	107	21	reasoning	reasoning	NOUN
fcis-31973	107	22	,	,	PUNCT
fcis-31973	107	23	the	the	DET
fcis-31973	107	24	"	"	PUNCT
fcis-31973	107	25	black	black	ADJ
fcis-31973	107	26	-	-	PUNCT
fcis-31973	107	27	box	box	NOUN
fcis-31973	107	28	problem	problem	NOUN
fcis-31973	107	29	"	"	PUNCT
fcis-31973	107	30	of	of	ADP
fcis-31973	107	31	llms	llm	NOUN
fcis-31973	107	32	remains	remain	VERB
fcis-31973	107	33	unresolved	unresolved	ADJ
fcis-31973	107	34	.	.	PUNCT
fcis-31973	108	1	application	application	NOUN
fcis-31973	108	2	-	-	PUNCT
fcis-31973	108	3	wise	wise	ADJ
fcis-31973	108	4	,	,	PUNCT
fcis-31973	108	5	domain	domain	NOUN
fcis-31973	108	6	adaptation	adaptation	NOUN
fcis-31973	108	7	costs	cost	NOUN
fcis-31973	108	8	are	be	AUX
fcis-31973	108	9	high	high	ADJ
fcis-31973	108	10	—	—	PUNCT
fcis-31973	108	11	although	although	SCONJ
fcis-31973	108	12	few	few	ADJ
fcis-31973	108	13	-	-	PUNCT
fcis-31973	108	14	shot	shot	NOUN
fcis-31973	108	15	learning	learning	NOUN
fcis-31973	108	16	has	have	AUX
fcis-31973	108	17	alleviated	alleviate	VERB
fcis-31973	108	18	this	this	DET
fcis-31973	108	19	issue	issue	NOUN
fcis-31973	108	20	to	to	ADP
fcis-31973	108	21	some	some	DET
fcis-31973	108	22	extent	extent	NOUN
fcis-31973	108	23	,	,	PUNCT
fcis-31973	108	24	a	a	DET
fcis-31973	108	25	certain	certain	ADJ
fcis-31973	108	26	amount	amount	NOUN
fcis-31973	108	27	of	of	ADP
fcis-31973	108	28	labeled	label	VERB
fcis-31973	108	29	data	datum	NOUN
fcis-31973	108	30	is	be	AUX
fcis-31973	108	31	still	still	ADV
fcis-31973	108	32	required	require	VERB
fcis-31973	108	33	.	.	PUNCT
fcis-31973	109	1	additionally	additionally	ADV
fcis-31973	109	2	,	,	PUNCT
fcis-31973	109	3	data	datum	NOUN
fcis-31973	109	4	privacy	privacy	NOUN
fcis-31973	109	5	and	and	CCONJ
fcis-31973	109	6	security	security	NOUN
fcis-31973	109	7	are	be	AUX
fcis-31973	109	8	particularly	particularly	ADV
fcis-31973	109	9	prominent	prominent	ADJ
fcis-31973	109	10	in	in	ADP
fcis-31973	109	11	fields	field	NOUN
fcis-31973	109	12	such	such	ADJ
fcis-31973	109	13	as	as	ADP
fcis-31973	109	14	healthcare	healthcare	NOUN
fcis-31973	109	15	and	and	CCONJ
fcis-31973	109	16	industry	industry	NOUN
fcis-31973	109	17	,	,	PUNCT
fcis-31973	109	18	and	and	CCONJ
fcis-31973	109	19	the	the	DET
fcis-31973	109	20	protection	protection	NOUN
fcis-31973	109	21	of	of	ADP
fcis-31973	109	22	sensitive	sensitive	ADJ
fcis-31973	109	23	data	datum	NOUN
fcis-31973	109	24	requires	require	VERB
fcis-31973	109	25	attention	attention	NOUN
fcis-31973	109	26	.	.	PUNCT
fcis-31973	110	1	4.2	4.2	NUM
fcis-31973	110	2	.	.	PUNCT
fcis-31973	111	1	future	future	ADJ
fcis-31973	111	2	research	research	NOUN
fcis-31973	111	3	directions	direction	NOUN
fcis-31973	111	4	future	future	ADJ
fcis-31973	111	5	research	research	NOUN
fcis-31973	111	6	can	can	AUX
fcis-31973	111	7	be	be	AUX
fcis-31973	111	8	carried	carry	VERB
fcis-31973	111	9	out	out	ADP
fcis-31973	111	10	in	in	ADP
fcis-31973	111	11	the	the	DET
fcis-31973	111	12	following	follow	VERB
fcis-31973	111	13	directions	direction	NOUN
fcis-31973	111	14	:	:	PUNCT
fcis-31973	111	15	first	first	ADV
fcis-31973	111	16	,	,	PUNCT
fcis-31973	111	17	deepen	deepen	VERB
fcis-31973	111	18	the	the	DET
fcis-31973	111	19	synergy	synergy	NOUN
fcis-31973	111	20	mechanism	mechanism	NOUN
fcis-31973	111	21	between	between	ADP
fcis-31973	111	22	llms	llm	NOUN
fcis-31973	111	23	and	and	CCONJ
fcis-31973	111	24	kgs	kgs	NOUN
fcis-31973	111	25	,	,	PUNCT
fcis-31973	111	26	explore	explore	VERB
fcis-31973	111	27	technologies	technology	NOUN
fcis-31973	111	28	such	such	ADJ
fcis-31973	111	29	as	as	ADP
fcis-31973	111	30	dynamic	dynamic	ADJ
fcis-31973	111	31	knowledge	knowledge	NOUN
fcis-31973	111	32	injection	injection	NOUN
fcis-31973	111	33	and	and	CCONJ
fcis-31973	111	34	continuous	continuous	ADJ
fcis-31973	111	35	learning	learning	NOUN
fcis-31973	111	36	,	,	PUNCT
fcis-31973	111	37	and	and	CCONJ
fcis-31973	111	38	realize	realize	VERB
fcis-31973	111	39	bidirectional	bidirectional	ADJ
fcis-31973	111	40	enhancement	enhancement	NOUN
fcis-31973	111	41	between	between	ADP
fcis-31973	111	42	kgs	kg	NOUN
fcis-31973	111	43	and	and	CCONJ
fcis-31973	111	44	llms	llm	NOUN
fcis-31973	111	45	.	.	PUNCT
fcis-31973	112	1	second	second	ADV
fcis-31973	112	2	,	,	PUNCT
fcis-31973	112	3	strengthen	strengthen	VERB
fcis-31973	112	4	multimodal	multimodal	ADJ
fcis-31973	112	5	knowledge	knowledge	NOUN
fcis-31973	112	6	fusion	fusion	NOUN
fcis-31973	112	7	and	and	CCONJ
fcis-31973	112	8	reasoning	reasoning	NOUN
fcis-31973	112	9	,	,	PUNCT
fcis-31973	112	10	develop	develop	VERB
fcis-31973	112	11	technologies	technology	NOUN
fcis-31973	112	12	such	such	ADJ
fcis-31973	112	13	as	as	ADP
fcis-31973	112	14	cross	cross	ADJ
fcis-31973	112	15	-	-	ADJ
fcis-31973	112	16	modal	modal	ADJ
fcis-31973	112	17	feature	feature	NOUN
fcis-31973	112	18	alignment	alignment	NOUN
fcis-31973	112	19	and	and	CCONJ
fcis-31973	112	20	visual	visual	ADJ
fcis-31973	112	21	semantic	semantic	ADJ
fcis-31973	112	22	understanding	understanding	NOUN
fcis-31973	112	23	,	,	PUNCT
fcis-31973	112	24	and	and	CCONJ
fcis-31973	112	25	expand	expand	VERB
fcis-31973	112	26	more	more	ADJ
fcis-31973	112	27	application	application	NOUN
fcis-31973	112	28	scenarios	scenario	NOUN
fcis-31973	112	29	by	by	ADP
fcis-31973	112	30	drawing	draw	VERB
fcis-31973	112	31	on	on	ADP
fcis-31973	112	32	existing	exist	VERB
fcis-31973	112	33	multimodal	multimodal	NOUN
fcis-31973	112	34	modeling	modeling	NOUN
fcis-31973	112	35	experience	experience	NOUN
fcis-31973	112	36	.	.	PUNCT
fcis-31973	113	1	third	third	ADV
fcis-31973	113	2	,	,	PUNCT
fcis-31973	113	3	improve	improve	VERB
fcis-31973	113	4	the	the	DET
fcis-31973	113	5	interpretability	interpretability	NOUN
fcis-31973	113	6	of	of	ADP
fcis-31973	113	7	kgs	kgs	PROPN
fcis-31973	113	8	,	,	PUNCT
fcis-31973	113	9	construct	construct	VERB
fcis-31973	113	10	transparent	transparent	ADJ
fcis-31973	113	11	reasoning	reasoning	NOUN
fcis-31973	113	12	paths	path	NOUN
fcis-31973	113	13	,	,	PUNCT
fcis-31973	113	14	and	and	CCONJ
fcis-31973	113	15	address	address	VERB
fcis-31973	113	16	the	the	DET
fcis-31973	113	17	demand	demand	NOUN
fcis-31973	113	18	for	for	ADP
fcis-31973	113	19	interpretability	interpretability	NOUN
fcis-31973	113	20	in	in	ADP
fcis-31973	113	21	relational	relational	ADJ
fcis-31973	113	22	reasoning	reasoning	NOUN
fcis-31973	113	23	.	.	PUNCT
fcis-31973	114	1	fourth	fourth	ADV
fcis-31973	114	2	,	,	PUNCT
fcis-31973	114	3	explore	explore	VERB
fcis-31973	114	4	few	few	ADJ
fcis-31973	114	5	-	-	PUNCT
fcis-31973	114	6	shot	shot	NOUN
fcis-31973	114	7	and	and	CCONJ
fcis-31973	114	8	zero	zero	NUM
fcis-31973	114	9	-	-	PUNCT
fcis-31973	114	10	shot	shoot	VERB
fcis-31973	114	11	kg	kg	NOUN
fcis-31973	114	12	construction	construction	NOUN
fcis-31973	114	13	technologies	technology	NOUN
fcis-31973	114	14	to	to	PART
fcis-31973	114	15	reduce	reduce	VERB
fcis-31973	114	16	domain	domain	NOUN
fcis-31973	114	17	adaptation	adaptation	NOUN
fcis-31973	114	18	costs	cost	NOUN
fcis-31973	114	19	.	.	PUNCT
fcis-31973	115	1	4.3	4.3	NUM
fcis-31973	115	2	.	.	PUNCT
fcis-31973	115	3	prospects	prospect	NOUN
fcis-31973	115	4	for	for	ADP
fcis-31973	115	5	interdisciplinary	interdisciplinary	ADJ
fcis-31973	115	6	applications	application	NOUN
fcis-31973	115	7	the	the	DET
fcis-31973	115	8	future	future	ADJ
fcis-31973	115	9	development	development	NOUN
fcis-31973	115	10	of	of	ADP
fcis-31973	115	11	kgs	kgs	PROPN
fcis-31973	115	12	will	will	AUX
fcis-31973	115	13	place	place	VERB
fcis-31973	115	14	greater	great	ADJ
fcis-31973	115	15	emphasis	emphasis	NOUN
fcis-31973	115	16	on	on	ADP
fcis-31973	115	17	interdisciplinary	interdisciplinary	ADJ
fcis-31973	115	18	integration	integration	NOUN
fcis-31973	115	19	.	.	PUNCT
fcis-31973	116	1	in	in	ADP
fcis-31973	116	2	the	the	DET
fcis-31973	116	3	agricultural	agricultural	ADJ
fcis-31973	116	4	field	field	NOUN
fcis-31973	116	5	,	,	PUNCT
fcis-31973	116	6	combining	combine	VERB
fcis-31973	116	7	iot	iot	ADJ
fcis-31973	116	8	sensor	sensor	NOUN
fcis-31973	116	9	data	datum	NOUN
fcis-31973	116	10	with	with	ADP
fcis-31973	116	11	kgs	kgs	PROPN
fcis-31973	116	12	can	can	AUX
fcis-31973	116	13	realize	realize	VERB
fcis-31973	116	14	precision	precision	NOUN
fcis-31973	116	15	planting	planting	NOUN
fcis-31973	116	16	decisions	decision	NOUN
fcis-31973	116	17	;	;	PUNCT
fcis-31973	116	18	in	in	ADP
fcis-31973	116	19	the	the	DET
fcis-31973	116	20	healthcare	healthcare	NOUN
fcis-31973	116	21	field	field	NOUN
fcis-31973	116	22	,	,	PUNCT
fcis-31973	116	23	integrating	integrate	VERB
fcis-31973	116	24	multimodal	multimodal	NOUN
fcis-31973	116	25	kgs	kg	NOUN
fcis-31973	116	26	with	with	ADP
fcis-31973	116	27	precision	precision	NOUN
fcis-31973	116	28	medicine	medicine	NOUN
fcis-31973	116	29	is	be	AUX
fcis-31973	116	30	expected	expect	VERB
fcis-31973	116	31	to	to	PART
fcis-31973	116	32	promote	promote	VERB
fcis-31973	116	33	the	the	DET
fcis-31973	116	34	generation	generation	NOUN
fcis-31973	116	35	of	of	ADP
fcis-31973	116	36	personalized	personalized	ADJ
fcis-31973	116	37	treatment	treatment	NOUN
fcis-31973	116	38	plans	plan	NOUN
fcis-31973	116	39	and	and	CCONJ
fcis-31973	116	40	expand	expand	VERB
fcis-31973	116	41	application	application	NOUN
fcis-31973	116	42	scenarios	scenario	NOUN
fcis-31973	116	43	;	;	PUNCT
fcis-31973	116	44	in	in	ADP
fcis-31973	116	45	the	the	DET
fcis-31973	116	46	education	education	NOUN
fcis-31973	116	47	field	field	NOUN
fcis-31973	116	48	,	,	PUNCT
fcis-31973	116	49	combining	combine	VERB
fcis-31973	116	50	kgs	kg	NOUN
fcis-31973	116	51	with	with	ADP
fcis-31973	116	52	learning	learn	VERB
fcis-31973	116	53	analytics	analytic	NOUN
fcis-31973	116	54	can	can	AUX
fcis-31973	116	55	achieve	achieve	VERB
fcis-31973	116	56	intelligent	intelligent	ADJ
fcis-31973	116	57	learning	learning	NOUN
fcis-31973	116	58	situation	situation	NOUN
fcis-31973	116	59	diagnosis	diagnosis	NOUN
fcis-31973	116	60	.	.	PUNCT
fcis-31973	117	1	interdisciplinary	interdisciplinary	ADJ
fcis-31973	117	2	applications	application	NOUN
fcis-31973	117	3	will	will	AUX
fcis-31973	117	4	transform	transform	VERB
fcis-31973	117	5	kgs	kgs	NOUN
fcis-31973	117	6	from	from	ADP
fcis-31973	117	7	knowledge	knowledge	NOUN
fcis-31973	117	8	representation	representation	NOUN
fcis-31973	117	9	tools	tool	NOUN
fcis-31973	117	10	to	to	ADP
fcis-31973	117	11	the	the	DET
fcis-31973	117	12	core	core	NOUN
fcis-31973	117	13	of	of	ADP
fcis-31973	117	14	intelligent	intelligent	ADJ
fcis-31973	117	15	decision	decision	NOUN
fcis-31973	117	16	-	-	PUNCT
fcis-31973	117	17	making	making	NOUN
fcis-31973	117	18	.	.	PUNCT
fcis-31973	118	1	5	5	X
fcis-31973	118	2	.	.	X
fcis-31973	118	3	conclusion	conclusion	NOUN
fcis-31973	118	4	this	this	DET
fcis-31973	118	5	paper	paper	NOUN
fcis-31973	118	6	systematically	systematically	ADV
fcis-31973	118	7	sorts	sort	VERB
fcis-31973	118	8	out	out	ADP
fcis-31973	118	9	the	the	DET
fcis-31973	118	10	latest	late	ADJ
fcis-31973	118	11	research	research	NOUN
fcis-31973	118	12	progress	progress	NOUN
fcis-31973	118	13	in	in	ADP
fcis-31973	118	14	kg	kg	PROPN
fcis-31973	118	15	construction	construction	NOUN
fcis-31973	118	16	and	and	CCONJ
fcis-31973	118	17	application	application	NOUN
fcis-31973	118	18	at	at	ADP
fcis-31973	118	19	home	home	NOUN
fcis-31973	118	20	and	and	CCONJ
fcis-31973	118	21	abroad	abroad	ADV
fcis-31973	118	22	,	,	PUNCT
fcis-31973	118	23	focusing	focus	VERB
fcis-31973	118	24	on	on	ADP
fcis-31973	118	25	analyzing	analyze	VERB
fcis-31973	118	26	the	the	DET
fcis-31973	118	27	technological	technological	ADJ
fcis-31973	118	28	innovations	innovation	NOUN
fcis-31973	118	29	and	and	CCONJ
fcis-31973	118	30	cross	cross	ADJ
fcis-31973	118	31	-	-	ADJ
fcis-31973	118	32	domain	domain	ADJ
fcis-31973	118	33	practices	practice	NOUN
fcis-31973	118	34	driven	drive	VERB
fcis-31973	118	35	by	by	ADP
fcis-31973	118	36	llms	llm	NOUN
fcis-31973	118	37	.	.	PUNCT
fcis-31973	119	1	domestic	domestic	ADJ
fcis-31973	119	2	research	research	NOUN
fcis-31973	119	3	has	have	AUX
fcis-31973	119	4	demonstrated	demonstrate	VERB
fcis-31973	119	5	remarkable	remarkable	ADJ
fcis-31973	119	6	application	application	NOUN
fcis-31973	119	7	innovations	innovation	NOUN
fcis-31973	119	8	in	in	ADP
fcis-31973	119	9	fields	field	NOUN
fcis-31973	119	10	such	such	ADJ
fcis-31973	119	11	as	as	ADP
fcis-31973	119	12	agriculture	agriculture	NOUN
fcis-31973	119	13	,	,	PUNCT
fcis-31973	119	14	healthcare	healthcare	PROPN
fcis-31973	119	15	,	,	PUNCT
fcis-31973	119	16	and	and	CCONJ
fcis-31973	119	17	education	education	NOUN
fcis-31973	119	18	,	,	PUNCT
fcis-31973	119	19	while	while	SCONJ
fcis-31973	119	20	international	international	ADJ
fcis-31973	119	21	research	research	NOUN
fcis-31973	119	22	shows	show	VERB
fcis-31973	119	23	greater	great	ADJ
fcis-31973	119	24	foresight	foresight	NOUN
fcis-31973	119	25	in	in	ADP
fcis-31973	119	26	terms	term	NOUN
fcis-31973	119	27	of	of	ADP
fcis-31973	119	28	technical	technical	ADJ
fcis-31973	119	29	generality	generality	NOUN
fcis-31973	119	30	and	and	CCONJ
fcis-31973	119	31	cross	cross	ADJ
fcis-31973	119	32	-	-	ADJ
fcis-31973	119	33	domain	domain	ADJ
fcis-31973	119	34	integration	integration	NOUN
fcis-31973	119	35	.	.	PUNCT
fcis-31973	120	1	the	the	DET
fcis-31973	120	2	introduction	introduction	NOUN
fcis-31973	120	3	of	of	ADP
fcis-31973	120	4	llms	llm	NOUN
fcis-31973	120	5	has	have	AUX
fcis-31973	120	6	promoted	promote	VERB
fcis-31973	120	7	the	the	DET
fcis-31973	120	8	comprehensive	comprehensive	ADJ
fcis-31973	120	9	upgrading	upgrading	NOUN
fcis-31973	120	10	of	of	ADP
fcis-31973	120	11	technologies	technology	NOUN
fcis-31973	120	12	such	such	ADJ
fcis-31973	120	13	as	as	ADP
fcis-31973	120	14	knowledge	knowledge	NOUN
fcis-31973	120	15	extraction	extraction	NOUN
fcis-31973	120	16	,	,	PUNCT
fcis-31973	120	17	fusion	fusion	NOUN
fcis-31973	120	18	,	,	PUNCT
fcis-31973	120	19	and	and	CCONJ
fcis-31973	120	20	reasoning	reasoning	NOUN
fcis-31973	120	21	,	,	PUNCT
fcis-31973	120	22	but	but	CCONJ
fcis-31973	120	23	challenges	challenge	NOUN
fcis-31973	120	24	such	such	ADJ
fcis-31973	120	25	as	as	ADP
fcis-31973	120	26	accuracy	accuracy	NOUN
fcis-31973	120	27	,	,	PUNCT
fcis-31973	120	28	adaptation	adaptation	NOUN
fcis-31973	120	29	costs	cost	NOUN
fcis-31973	120	30	,	,	PUNCT
fcis-31973	120	31	and	and	CCONJ
fcis-31973	120	32	privacy	privacy	NOUN
fcis-31973	120	33	security	security	NOUN
fcis-31973	120	34	still	still	ADV
fcis-31973	120	35	exist	exist	VERB
fcis-31973	120	36	.	.	PUNCT
fcis-31973	121	1	future	future	ADJ
fcis-31973	121	2	research	research	NOUN
fcis-31973	121	3	needs	need	VERB
fcis-31973	121	4	to	to	PART
fcis-31973	121	5	further	far	ADV
fcis-31973	121	6	deepen	deepen	VERB
fcis-31973	121	7	the	the	DET
fcis-31973	121	8	synergy	synergy	NOUN
fcis-31973	121	9	between	between	ADP
fcis-31973	121	10	llms	llm	NOUN
fcis-31973	121	11	and	and	CCONJ
fcis-31973	121	12	kgs	kgs	NOUN
fcis-31973	121	13	,	,	PUNCT
fcis-31973	121	14	strengthen	strengthen	VERB
fcis-31973	121	15	multimodal	multimodal	NOUN
fcis-31973	121	16	processing	processing	NOUN
fcis-31973	121	17	and	and	CCONJ
fcis-31973	121	18	interdisciplinary	interdisciplinary	ADJ
fcis-31973	121	19	applications	application	NOUN
fcis-31973	121	20	,	,	PUNCT
fcis-31973	121	21	and	and	CCONJ
fcis-31973	121	22	provide	provide	VERB
fcis-31973	121	23	more	more	ADV
fcis-31973	121	24	powerful	powerful	ADJ
fcis-31973	121	25	10	10	NUM
fcis-31973	121	26	technical	technical	ADJ
fcis-31973	121	27	support	support	NOUN
fcis-31973	121	28	for	for	ADP
fcis-31973	121	29	knowledge	knowledge	NOUN
fcis-31973	121	30	management	management	NOUN
fcis-31973	121	31	and	and	CCONJ
fcis-31973	121	32	decisionmaking	decisionmake	VERB
fcis-31973	121	33	in	in	ADP
fcis-31973	121	34	the	the	DET
fcis-31973	121	35	intelligent	intelligent	ADJ
fcis-31973	121	36	era	era	NOUN
fcis-31973	121	37	.	.	PUNCT
fcis-31973	122	1	references	reference	NOUN
fcis-31973	122	2	[	[	X
fcis-31973	122	3	1	1	NUM
fcis-31973	122	4	]	]	X
fcis-31973	122	5	zhang	zhang	PROPN
fcis-31973	122	6	z	z	PROPN
fcis-31973	122	7	j	j	PROPN
fcis-31973	122	8	,	,	PUNCT
fcis-31973	122	9	sun	sun	PROPN
fcis-31973	122	10	x	x	SYM
fcis-31973	122	11	h	h	PROPN
fcis-31973	122	12	,	,	PUNCT
fcis-31973	122	13	wang	wang	PROPN
fcis-31973	122	14	c	c	PROPN
fcis-31973	122	15	,	,	PUNCT
fcis-31973	122	16	et	et	PROPN
fcis-31973	122	17	al	al	PROPN
fcis-31973	122	18	.	.	PUNCT
fcis-31973	123	1	a	a	DET
fcis-31973	123	2	method	method	NOUN
fcis-31973	123	3	for	for	ADP
fcis-31973	123	4	constructing	construct	VERB
fcis-31973	123	5	sheep	sheep	NOUN
fcis-31973	123	6	disease	disease	NOUN
fcis-31973	123	7	knowledge	knowledge	NOUN
fcis-31973	123	8	graph	graph	NOUN
fcis-31973	123	9	based	base	VERB
fcis-31973	123	10	on	on	ADP
fcis-31973	123	11	caromhpe	caromhpe	PROPN
fcis-31973	123	12	[	[	X
fcis-31973	123	13	j	j	X
fcis-31973	123	14	]	]	X
fcis-31973	123	15	.	.	PUNCT
fcis-31973	124	1	transactions	transaction	NOUN
fcis-31973	124	2	of	of	ADP
fcis-31973	124	3	the	the	DET
fcis-31973	124	4	chinese	chinese	ADJ
fcis-31973	124	5	society	society	NOUN
fcis-31973	124	6	of	of	ADP
fcis-31973	124	7	agricultural	agricultural	ADJ
fcis-31973	124	8	engineering	engineering	NOUN
fcis-31973	124	9	,	,	PUNCT
fcis-31973	124	10	2023	2023	NUM
fcis-31973	124	11	.	.	PUNCT
fcis-31973	125	1	[	[	X
fcis-31973	125	2	2	2	X
fcis-31973	125	3	]	]	X
fcis-31973	125	4	shi	shi	PROPN
fcis-31973	125	5	z	z	PROPN
fcis-31973	125	6	y	y	PROPN
fcis-31973	125	7	,	,	PUNCT
fcis-31973	125	8	lei	lei	PROPN
fcis-31973	125	9	j	j	PROPN
fcis-31973	125	10	,	,	PUNCT
fcis-31973	125	11	sun	sun	PROPN
fcis-31973	125	12	t	t	PROPN
fcis-31973	125	13	,	,	PUNCT
fcis-31973	125	14	et	et	PROPN
fcis-31973	125	15	al	al	PROPN
fcis-31973	125	16	.	.	PROPN
fcis-31973	125	17	research	research	NOUN
fcis-31973	125	18	on	on	ADP
fcis-31973	125	19	low	low	ADJ
fcis-31973	125	20	-	-	PUNCT
fcis-31973	125	21	cost	cost	NOUN
fcis-31973	125	22	construction	construction	NOUN
fcis-31973	125	23	of	of	ADP
fcis-31973	125	24	domain	domain	NOUN
fcis-31973	125	25	knowledge	knowledge	NOUN
fcis-31973	125	26	graphs	graph	NOUN
fcis-31973	125	27	empowered	empower	VERB
fcis-31973	125	28	by	by	ADP
fcis-31973	125	29	deepseek	deepseek	ADJ
fcis-31973	126	1	[	[	X
fcis-31973	126	2	j	j	X
fcis-31973	126	3	]	]	X
fcis-31973	126	4	.	.	PUNCT
fcis-31973	127	1	journal	journal	PROPN
fcis-31973	127	2	of	of	ADP
fcis-31973	127	3	library	library	NOUN
fcis-31973	127	4	and	and	CCONJ
fcis-31973	127	5	information	information	NOUN
fcis-31973	127	6	sciences	science	NOUN
fcis-31973	127	7	in	in	ADP
fcis-31973	127	8	agriculture	agriculture	NOUN
fcis-31973	127	9	,	,	PUNCT
fcis-31973	127	10	2025	2025	NUM
fcis-31973	127	11	,	,	PUNCT
fcis-31973	127	12	37	37	NUM
fcis-31973	127	13	(	(	PUNCT
fcis-31973	127	14	03	03	NUM
fcis-31973	127	15	):	):	PUNCT
fcis-31973	127	16	4	4	NUM
fcis-31973	127	17	-	-	SYM
fcis-31973	127	18	17	17	NUM
fcis-31973	127	19	.	.	PUNCT
fcis-31973	128	1	[	[	X
fcis-31973	128	2	3	3	X
fcis-31973	128	3	]	]	X
fcis-31973	128	4	tan	tan	NOUN
fcis-31973	128	5	p	p	NOUN
fcis-31973	128	6	,	,	PUNCT
fcis-31973	128	7	liu	liu	PROPN
fcis-31973	128	8	h	h	PROPN
fcis-31973	128	9	n	n	PROPN
fcis-31973	128	10	,	,	PUNCT
fcis-31973	128	11	wei	wei	PROPN
fcis-31973	128	12	c	c	PROPN
fcis-31973	128	13	f.	f.	PROPN
fcis-31973	128	14	construction	construction	PROPN
fcis-31973	128	15	of	of	ADP
fcis-31973	128	16	knowledge	knowledge	NOUN
fcis-31973	128	17	graph	graph	NOUN
fcis-31973	128	18	for	for	ADP
fcis-31973	128	19	spleen	spleen	NOUN
fcis-31973	128	20	-	-	PUNCT
fcis-31973	128	21	stomach	stomach	NOUN
fcis-31973	128	22	diseases	disease	NOUN
fcis-31973	128	23	based	base	VERB
fcis-31973	128	24	on	on	ADP
fcis-31973	128	25	bilstm	bilstm	NOUN
fcis-31973	128	26	-	-	PUNCT
fcis-31973	128	27	crf	crf	PROPN
fcis-31973	128	28	and	and	CCONJ
fcis-31973	128	29	neo4j	neo4j	PROPN
fcis-31973	129	1	[	[	X
fcis-31973	129	2	j	j	X
fcis-31973	129	3	]	]	X
fcis-31973	129	4	.	.	PUNCT
fcis-31973	130	1	science	science	NOUN
fcis-31973	130	2	technology	technology	NOUN
fcis-31973	130	3	and	and	CCONJ
fcis-31973	130	4	engineering	engineering	NOUN
fcis-31973	130	5	,	,	PUNCT
fcis-31973	130	6	2025	2025	NUM
fcis-31973	130	7	,	,	PUNCT
fcis-31973	130	8	25	25	NUM
fcis-31973	130	9	(	(	PUNCT
fcis-31973	130	10	22	22	NUM
fcis-31973	130	11	):	):	PUNCT
fcis-31973	130	12	94369444	94369444	NUM
fcis-31973	130	13	.	.	PUNCT
fcis-31973	131	1	[	[	X
fcis-31973	131	2	4	4	X
fcis-31973	131	3	]	]	X
fcis-31973	131	4	meng	meng	PROPN
fcis-31973	131	5	q	q	PROPN
fcis-31973	131	6	q	q	PROPN
fcis-31973	131	7	,	,	PUNCT
fcis-31973	131	8	zheng	zheng	PROPN
fcis-31973	131	9	m	m	PROPN
fcis-31973	131	10	r	r	NOUN
fcis-31973	131	11	,	,	PUNCT
fcis-31973	131	12	tian	tian	ADJ
fcis-31973	131	13	y	y	PROPN
fcis-31973	131	14	l	l	PROPN
fcis-31973	131	15	,	,	PUNCT
fcis-31973	131	16	et	et	PROPN
fcis-31973	131	17	al	al	PROPN
fcis-31973	131	18	.	.	PROPN
fcis-31973	131	19	research	research	NOUN
fcis-31973	131	20	on	on	ADP
fcis-31973	131	21	knowledge	knowledge	NOUN
fcis-31973	131	22	graph	graph	NOUN
fcis-31973	131	23	construction	construction	NOUN
fcis-31973	131	24	for	for	ADP
fcis-31973	131	25	multi	multi	ADJ
fcis-31973	131	26	-	-	ADJ
fcis-31973	131	27	source	source	ADJ
fcis-31973	131	28	heterogeneous	heterogeneous	ADJ
fcis-31973	131	29	healthcare	healthcare	NOUN
fcis-31973	131	30	data	datum	NOUN
fcis-31973	132	1	[	[	X
fcis-31973	132	2	j	j	X
fcis-31973	132	3	]	]	X
fcis-31973	132	4	.	.	PUNCT
fcis-31973	133	1	information	information	NOUN
fcis-31973	133	2	science	science	NOUN
fcis-31973	133	3	,	,	PUNCT
fcis-31973	133	4	2025	2025	NUM
fcis-31973	133	5	.	.	PUNCT
fcis-31973	134	1	[	[	X
fcis-31973	134	2	5	5	NUM
fcis-31973	134	3	]	]	PUNCT
fcis-31973	134	4	yang	yang	PROPN
fcis-31973	134	5	y	y	PROPN
fcis-31973	134	6	,	,	PUNCT
fcis-31973	134	7	lai	lai	PROPN
fcis-31973	134	8	s	s	PROPN
fcis-31973	134	9	n.	n.	PROPN
fcis-31973	134	10	research	research	NOUN
fcis-31973	134	11	on	on	ADP
fcis-31973	134	12	knowledge	knowledge	NOUN
fcis-31973	134	13	graph	graph	NOUN
fcis-31973	134	14	based	base	VERB
fcis-31973	134	15	on	on	ADP
fcis-31973	134	16	collaborative	collaborative	ADJ
fcis-31973	134	17	knowledge	knowledge	NOUN
fcis-31973	134	18	construction	construction	NOUN
fcis-31973	134	19	conversations	conversation	NOUN
fcis-31973	134	20	[	[	X
fcis-31973	134	21	j	j	X
fcis-31973	134	22	]	]	X
fcis-31973	134	23	.	.	PUNCT
fcis-31973	135	1	modern	modern	ADJ
fcis-31973	135	2	educational	educational	ADJ
fcis-31973	135	3	technology	technology	NOUN
fcis-31973	135	4	,	,	PUNCT
fcis-31973	135	5	2025	2025	NUM
fcis-31973	135	6	,	,	PUNCT
fcis-31973	135	7	35	35	NUM
fcis-31973	135	8	(	(	PUNCT
fcis-31973	135	9	08	08	NUM
fcis-31973	135	10	):	):	PUNCT
fcis-31973	135	11	97	97	NUM
fcis-31973	135	12	-	-	SYM
fcis-31973	135	13	106	106	NUM
fcis-31973	135	14	.	.	PUNCT
fcis-31973	136	1	[	[	X
fcis-31973	136	2	6	6	NUM
fcis-31973	136	3	]	]	PUNCT
fcis-31973	136	4	wang	wang	PROPN
fcis-31973	136	5	l	l	PROPN
fcis-31973	136	6	l.	l.	PROPN
fcis-31973	136	7	construction	construction	NOUN
fcis-31973	136	8	of	of	ADP
fcis-31973	136	9	knowledge	knowledge	NOUN
fcis-31973	136	10	graph	graph	NOUN
fcis-31973	136	11	for	for	ADP
fcis-31973	136	12	traditional	traditional	ADJ
fcis-31973	136	13	cultural	cultural	ADJ
fcis-31973	136	14	reading	reading	NOUN
fcis-31973	136	15	promotion	promotion	NOUN
fcis-31973	136	16	in	in	ADP
fcis-31973	136	17	university	university	NOUN
fcis-31973	136	18	libraries	library	NOUN
fcis-31973	136	19	based	base	VERB
fcis-31973	136	20	on	on	ADP
fcis-31973	136	21	large	large	ADJ
fcis-31973	136	22	language	language	NOUN
fcis-31973	136	23	models	model	NOUN
fcis-31973	136	24	and	and	CCONJ
fcis-31973	136	25	its	its	PRON
fcis-31973	136	26	optimization	optimization	NOUN
fcis-31973	136	27	path	path	NOUN
fcis-31973	137	1	[	[	X
fcis-31973	137	2	j	j	X
fcis-31973	137	3	]	]	X
fcis-31973	137	4	.	.	PUNCT
fcis-31973	138	1	information	information	NOUN
fcis-31973	138	2	science	science	NOUN
fcis-31973	138	3	,	,	PUNCT
fcis-31973	138	4	2024	2024	NUM
fcis-31973	138	5	,	,	PUNCT
fcis-31973	138	6	42	42	NUM
fcis-31973	138	7	(	(	PUNCT
fcis-31973	138	8	12	12	NUM
fcis-31973	138	9	):	):	PUNCT
fcis-31973	138	10	130	130	NUM
fcis-31973	138	11	-	-	SYM
fcis-31973	138	12	140	140	NUM
fcis-31973	138	13	.	.	PUNCT
fcis-31973	139	1	[	[	X
fcis-31973	139	2	7	7	X
fcis-31973	139	3	]	]	X
fcis-31973	139	4	zheng	zheng	PROPN
fcis-31973	139	5	a	a	DET
fcis-31973	139	6	z	z	PROPN
fcis-31973	139	7	,	,	PUNCT
fcis-31973	139	8	zhang	zhang	PROPN
fcis-31973	139	9	k	k	PROPN
fcis-31973	139	10	l	l	PROPN
fcis-31973	139	11	,	,	PUNCT
fcis-31973	139	12	li	li	PROPN
fcis-31973	139	13	y	y	PROPN
fcis-31973	139	14	l	l	PROPN
fcis-31973	139	15	,	,	PUNCT
fcis-31973	139	16	et	et	PROPN
fcis-31973	139	17	al	al	PROPN
fcis-31973	139	18	.	.	PROPN
fcis-31973	139	19	research	research	NOUN
fcis-31973	139	20	on	on	ADP
fcis-31973	139	21	industrial	industrial	ADJ
fcis-31973	139	22	chain	chain	NOUN
fcis-31973	139	23	knowledge	knowledge	NOUN
fcis-31973	139	24	graph	graph	NOUN
fcis-31973	139	25	construction	construction	NOUN
fcis-31973	139	26	based	base	VERB
fcis-31973	139	27	on	on	ADP
fcis-31973	139	28	large	large	ADJ
fcis-31973	139	29	model	model	NOUN
fcis-31973	139	30	verification	verification	NOUN
fcis-31973	139	31	enhancement	enhancement	NOUN
fcis-31973	140	1	[	[	X
fcis-31973	140	2	j	j	X
fcis-31973	140	3	]	]	X
fcis-31973	140	4	.	.	PUNCT
fcis-31973	141	1	journal	journal	PROPN
fcis-31973	141	2	of	of	ADP
fcis-31973	141	3	frontiers	frontier	NOUN
fcis-31973	141	4	of	of	ADP
fcis-31973	141	5	computer	computer	NOUN
fcis-31973	141	6	science	science	NOUN
fcis-31973	141	7	and	and	CCONJ
fcis-31973	141	8	technology	technology	NOUN
fcis-31973	141	9	,	,	PUNCT
fcis-31973	141	10	2023	2023	NUM
fcis-31973	141	11	.	.	PUNCT
fcis-31973	142	1	[	[	X
fcis-31973	142	2	8	8	NUM
fcis-31973	142	3	]	]	X
fcis-31973	142	4	dong	dong	PROPN
fcis-31973	142	5	l	l	PROPN
fcis-31973	142	6	,	,	PUNCT
fcis-31973	142	7	wu	wu	PROPN
fcis-31973	142	8	f	f	PROPN
fcis-31973	142	9	j	j	PROPN
fcis-31973	142	10	,	,	PUNCT
fcis-31973	142	11	shi	shi	PROPN
fcis-31973	142	12	j	j	PROPN
fcis-31973	142	13	y	y	PROPN
fcis-31973	142	14	,	,	PUNCT
fcis-31973	142	15	et	et	PROPN
fcis-31973	142	16	al	al	PROPN
fcis-31973	142	17	.	.	PUNCT
fcis-31973	142	18	construction	construction	NOUN
fcis-31973	142	19	and	and	CCONJ
fcis-31973	142	20	application	application	NOUN
fcis-31973	142	21	of	of	ADP
fcis-31973	142	22	multimodal	multimodal	ADJ
fcis-31973	142	23	knowledge	knowledge	NOUN
fcis-31973	142	24	graph	graph	NOUN
fcis-31973	142	25	for	for	ADP
fcis-31973	142	26	construction	construction	NOUN
fcis-31973	142	27	safety	safety	NOUN
fcis-31973	142	28	based	base	VERB
fcis-31973	142	29	on	on	ADP
fcis-31973	142	30	large	large	ADJ
fcis-31973	142	31	language	language	NOUN
fcis-31973	142	32	models	model	NOUN
fcis-31973	143	1	[	[	X
fcis-31973	143	2	j	j	X
fcis-31973	143	3	]	]	X
fcis-31973	143	4	.	.	PUNCT
fcis-31973	144	1	computer	computer	NOUN
fcis-31973	144	2	engineering	engineering	NOUN
fcis-31973	144	3	and	and	CCONJ
fcis-31973	144	4	applications	application	NOUN
fcis-31973	144	5	,	,	PUNCT
fcis-31973	144	6	2025	2025	NUM
fcis-31973	144	7	,	,	PUNCT
fcis-31973	144	8	61	61	NUM
fcis-31973	144	9	(	(	PUNCT
fcis-31973	144	10	09	09	NUM
fcis-31973	144	11	):	):	PUNCT
fcis-31973	144	12	325	325	NUM
fcis-31973	144	13	-	-	SYM
fcis-31973	144	14	333	333	NUM
fcis-31973	144	15	.	.	PUNCT
fcis-31973	145	1	[	[	X
fcis-31973	145	2	9	9	NUM
fcis-31973	145	3	]	]	X
fcis-31973	145	4	zhang	zhang	PROPN
fcis-31973	145	5	w	w	PROPN
fcis-31973	145	6	d	d	PROPN
fcis-31973	145	7	,	,	PUNCT
fcis-31973	145	8	chen	chen	PROPN
fcis-31973	145	9	x	x	PROPN
fcis-31973	145	10	p	p	PROPN
fcis-31973	145	11	,	,	PUNCT
fcis-31973	145	12	weng	weng	PROPN
fcis-31973	145	13	h	h	PROPN
fcis-31973	145	14	q.	q.	PROPN
fcis-31973	145	15	research	research	PROPN
fcis-31973	145	16	on	on	ADP
fcis-31973	145	17	construction	construction	NOUN
fcis-31973	145	18	method	method	NOUN
fcis-31973	145	19	of	of	ADP
fcis-31973	145	20	knowledge	knowledge	NOUN
fcis-31973	145	21	graph	graph	NOUN
fcis-31973	145	22	for	for	ADP
fcis-31973	145	23	red	red	ADJ
fcis-31973	145	24	figures	figure	NOUN
fcis-31973	145	25	of	of	ADP
fcis-31973	145	26	the	the	DET
fcis-31973	145	27	northeast	northeast	ADJ
fcis-31973	145	28	anti	anti	ADJ
fcis-31973	145	29	-	-	ADJ
fcis-31973	145	30	japanese	japanese	ADJ
fcis-31973	145	31	united	united	PROPN
fcis-31973	145	32	army	army	PROPN
fcis-31973	145	33	based	base	VERB
fcis-31973	145	34	on	on	ADP
fcis-31973	145	35	large	large	ADJ
fcis-31973	145	36	models	model	NOUN
fcis-31973	145	37	and	and	CCONJ
fcis-31973	145	38	lora	lora	X
fcis-31973	146	1	[	[	X
fcis-31973	146	2	j	j	X
fcis-31973	146	3	]	]	X
fcis-31973	146	4	.	.	PUNCT
fcis-31973	147	1	information	information	NOUN
fcis-31973	147	2	studies	study	NOUN
fcis-31973	147	3	:	:	PUNCT
fcis-31973	147	4	theory	theory	NOUN
fcis-31973	147	5	&	&	CCONJ
fcis-31973	147	6	application	application	NOUN
fcis-31973	147	7	,	,	PUNCT
fcis-31973	147	8	2025	2025	NUM
fcis-31973	147	9	,	,	PUNCT
fcis-31973	147	10	48	48	NUM
fcis-31973	147	11	(	(	PUNCT
fcis-31973	147	12	08	08	NUM
fcis-31973	147	13	):	):	PUNCT
fcis-31973	147	14	187	187	NUM
fcis-31973	147	15	-	-	SYM
fcis-31973	147	16	195	195	NUM
fcis-31973	147	17	.	.	PUNCT
fcis-31973	148	1	[	[	X
fcis-31973	148	2	10	10	NUM
fcis-31973	148	3	]	]	X
fcis-31973	148	4	yang	yang	PROPN
fcis-31973	148	5	r	r	PROPN
fcis-31973	148	6	c	c	PROPN
fcis-31973	148	7	,	,	PUNCT
fcis-31973	148	8	wang	wang	PROPN
fcis-31973	148	9	d.	d.	PROPN
fcis-31973	148	10	research	research	PROPN
fcis-31973	148	11	on	on	ADP
fcis-31973	148	12	construction	construction	NOUN
fcis-31973	148	13	and	and	CCONJ
fcis-31973	148	14	application	application	NOUN
fcis-31973	148	15	of	of	ADP
fcis-31973	148	16	anti	anti	ADJ
fcis-31973	148	17	-	-	ADJ
fcis-31973	148	18	japanese	japanese	ADJ
fcis-31973	148	19	war	war	NOUN
fcis-31973	148	20	knowledge	knowledge	NOUN
fcis-31973	148	21	graph	graph	NOUN
fcis-31973	148	22	based	base	VERB
fcis-31973	148	23	on	on	ADP
fcis-31973	148	24	event	event	NOUN
fcis-31973	148	25	-	-	PUNCT
fcis-31973	148	26	driven	drive	VERB
fcis-31973	148	27	approach	approach	NOUN
fcis-31973	148	28	[	[	X
fcis-31973	148	29	j	j	X
fcis-31973	148	30	]	]	X
fcis-31973	148	31	.	.	PUNCT
fcis-31973	149	1	information	information	NOUN
fcis-31973	149	2	science	science	NOUN
fcis-31973	149	3	,	,	PUNCT
fcis-31973	149	4	2025	2025	NUM
fcis-31973	149	5	,	,	PUNCT
fcis-31973	149	6	43	43	NUM
fcis-31973	149	7	(	(	PUNCT
fcis-31973	149	8	04	04	NUM
fcis-31973	149	9	):	):	PUNCT
fcis-31973	149	10	117	117	NUM
fcis-31973	149	11	-	-	SYM
fcis-31973	149	12	128	128	NUM
fcis-31973	149	13	.	.	PUNCT
fcis-31973	150	1	[	[	X
fcis-31973	150	2	11	11	NUM
fcis-31973	150	3	]	]	PUNCT
fcis-31973	150	4	mo	mo	PROPN
fcis-31973	150	5	l	l	PROPN
fcis-31973	150	6	z	z	PROPN
fcis-31973	150	7	,	,	PUNCT
fcis-31973	150	8	zhang	zhang	PROPN
fcis-31973	150	9	z	z	PROPN
fcis-31973	150	10	j	j	PROPN
fcis-31973	150	11	,	,	PUNCT
fcis-31973	150	12	yang	yang	PROPN
fcis-31973	150	13	j	j	PROPN
fcis-31973	150	14	,	,	PUNCT
fcis-31973	150	15	et	et	PROPN
fcis-31973	150	16	al	al	PROPN
fcis-31973	150	17	.	.	PUNCT
fcis-31973	150	18	knowledge	knowledge	NOUN
fcis-31973	150	19	graph	graph	NOUN
fcis-31973	150	20	construction	construction	NOUN
fcis-31973	150	21	and	and	CCONJ
fcis-31973	150	22	knowledge	knowledge	NOUN
fcis-31973	150	23	discovery	discovery	NOUN
fcis-31973	150	24	for	for	ADP
fcis-31973	150	25	porphyry	porphyry	ADJ
fcis-31973	150	26	copper	copper	NOUN
fcis-31973	150	27	deposits	deposit	NOUN
fcis-31973	151	1	[	[	X
fcis-31973	151	2	j	j	X
fcis-31973	151	3	]	]	X
fcis-31973	151	4	.	.	PUNCT
fcis-31973	152	1	ore	ore	NOUN
fcis-31973	152	2	geology	geology	NOUN
fcis-31973	152	3	reviews	review	NOUN
fcis-31973	152	4	,	,	PUNCT
fcis-31973	152	5	2025	2025	NUM
fcis-31973	152	6	,	,	PUNCT
fcis-31973	152	7	186	186	NUM
fcis-31973	152	8	.	.	PUNCT
fcis-31973	153	1	[	[	X
fcis-31973	153	2	12	12	NUM
fcis-31973	153	3	]	]	X
fcis-31973	153	4	tian	tian	PROPN
fcis-31973	153	5	m	m	PROPN
fcis-31973	153	6	,	,	PUNCT
fcis-31973	153	7	xie	xie	PROPN
fcis-31973	154	1	z	z	PROPN
fcis-31973	154	2	,	,	PUNCT
fcis-31973	154	3	qiu	qiu	PROPN
fcis-31973	154	4	q	q	NOUN
fcis-31973	154	5	,	,	PUNCT
fcis-31973	154	6	et	et	PROPN
fcis-31973	154	7	al	al	PROPN
fcis-31973	154	8	.	.	PUNCT
fcis-31973	154	9	pminrkg	pminrkg	PROPN
fcis-31973	154	10	:	:	PUNCT
fcis-31973	154	11	polymetallic	polymetallic	ADJ
fcis-31973	154	12	mineral	mineral	NOUN
fcis-31973	154	13	resources	resource	NOUN
fcis-31973	154	14	knowledge	knowledge	NOUN
fcis-31973	154	15	graph	graph	NOUN
fcis-31973	154	16	construction	construction	NOUN
fcis-31973	154	17	and	and	CCONJ
fcis-31973	154	18	its	its	PRON
fcis-31973	154	19	applications	application	NOUN
fcis-31973	154	20	integrated	integrate	VERB
fcis-31973	154	21	with	with	ADP
fcis-31973	154	22	multimodal	multimodal	ADJ
fcis-31973	154	23	data	datum	NOUN
fcis-31973	154	24	[	[	X
fcis-31973	154	25	j	j	X
fcis-31973	154	26	]	]	X
fcis-31973	154	27	.	.	PUNCT
fcis-31973	155	1	international	international	ADJ
fcis-31973	155	2	journal	journal	PROPN
fcis-31973	155	3	of	of	ADP
fcis-31973	155	4	digital	digital	ADJ
fcis-31973	155	5	earth	earth	NOUN
fcis-31973	155	6	,	,	PUNCT
fcis-31973	155	7	2025	2025	NUM
fcis-31973	155	8	,	,	PUNCT
fcis-31973	155	9	18	18	NUM
fcis-31973	155	10	(	(	PUNCT
fcis-31973	155	11	1	1	NUM
fcis-31973	155	12	)	)	PUNCT
fcis-31973	155	13	.	.	PUNCT
fcis-31973	156	1	[	[	X
fcis-31973	156	2	13	13	NUM
fcis-31973	156	3	]	]	PUNCT
fcis-31973	156	4	xu	xu	PROPN
fcis-31973	157	1	q	q	X
fcis-31973	157	2	,	,	PUNCT
fcis-31973	157	3	zhang	zhang	PROPN
fcis-31973	157	4	c	c	PROPN
fcis-31973	157	5	,	,	PUNCT
fcis-31973	157	6	ma	ma	PROPN
fcis-31973	157	7	d	d	PROPN
fcis-31973	157	8	,	,	PUNCT
fcis-31973	157	9	et	et	PROPN
fcis-31973	157	10	al	al	PROPN
fcis-31973	157	11	.	.	PROPN
fcis-31973	157	12	automated	automate	VERB
fcis-31973	157	13	multimodal	multimodal	NOUN
fcis-31973	157	14	process	process	NOUN
fcis-31973	157	15	knowledge	knowledge	NOUN
fcis-31973	157	16	graph	graph	NOUN
fcis-31973	157	17	construction	construction	NOUN
fcis-31973	157	18	for	for	ADP
fcis-31973	157	19	intelligent	intelligent	ADJ
fcis-31973	157	20	process	process	NOUN
fcis-31973	157	21	planning	plan	VERB
fcis-31973	157	22	with	with	ADP
fcis-31973	157	23	cross	cross	ADJ
fcis-31973	157	24	-	-	ADJ
fcis-31973	157	25	modal	modal	ADJ
fcis-31973	157	26	transformers	transformer	NOUN
fcis-31973	158	1	[	[	X
fcis-31973	158	2	j	j	X
fcis-31973	158	3	]	]	X
fcis-31973	158	4	.	.	PUNCT
fcis-31973	159	1	robotics	robotic	NOUN
fcis-31973	159	2	and	and	CCONJ
fcis-31973	159	3	computerintegrated	computerintegrate	VERB
fcis-31973	159	4	manufacturing	manufacturing	NOUN
fcis-31973	159	5	,	,	PUNCT
fcis-31973	159	6	2026	2026	NUM
fcis-31973	159	7	,	,	PUNCT
fcis-31973	159	8	98	98	NUM
fcis-31973	159	9	.	.	PUNCT
fcis-31973	160	1	[	[	X
fcis-31973	160	2	14	14	NUM
fcis-31973	160	3	]	]	X
fcis-31973	160	4	jing	je	VERB
fcis-31973	160	5	y	y	PROPN
fcis-31973	160	6	,	,	PUNCT
fcis-31973	160	7	zhou	zhou	PROPN
fcis-31973	160	8	g	g	PROPN
fcis-31973	160	9	,	,	PUNCT
fcis-31973	160	10	zhang	zhang	PROPN
fcis-31973	160	11	c	c	X
fcis-31973	160	12	,	,	PUNCT
fcis-31973	160	13	et	et	PROPN
fcis-31973	160	14	al	al	PROPN
fcis-31973	160	15	.	.	PUNCT
fcis-31973	160	16	knowledge	knowledge	NOUN
fcis-31973	160	17	graph	graph	NOUN
fcis-31973	160	18	construction	construction	NOUN
fcis-31973	160	19	with	with	ADP
fcis-31973	160	20	meta	meta	NOUN
fcis-31973	160	21	-	-	PUNCT
fcis-31973	160	22	learning	learning	NOUN
fcis-31973	160	23	for	for	ADP
fcis-31973	160	24	continuously	continuously	ADV
fcis-31973	160	25	accumulated	accumulate	VERB
fcis-31973	160	26	manufacturing	manufacturing	NOUN
fcis-31973	160	27	knowledge	knowledge	NOUN
fcis-31973	161	1	[	[	X
fcis-31973	161	2	j	j	X
fcis-31973	161	3	]	]	X
fcis-31973	161	4	.	.	PUNCT
fcis-31973	162	1	computers	computer	NOUN
fcis-31973	162	2	in	in	ADP
fcis-31973	162	3	industry	industry	NOUN
fcis-31973	162	4	,	,	PUNCT
fcis-31973	162	5	2025	2025	NUM
fcis-31973	162	6	,	,	PUNCT
fcis-31973	162	7	172	172	NUM
fcis-31973	162	8	.	.	PUNCT
fcis-31973	163	1	[	[	X
fcis-31973	163	2	15	15	NUM
fcis-31973	163	3	]	]	X
fcis-31973	163	4	shao	shao	PROPN
fcis-31973	163	5	p	p	PROPN
fcis-31973	163	6	,	,	PUNCT
fcis-31973	163	7	huang	huang	PROPN
fcis-31973	163	8	z	z	PROPN
fcis-31973	163	9	,	,	PUNCT
fcis-31973	163	10	qiao	qiao	PROPN
fcis-31973	163	11	l	l	PROPN
fcis-31973	163	12	,	,	PUNCT
fcis-31973	163	13	et	et	PROPN
fcis-31973	163	14	al	al	PROPN
fcis-31973	163	15	.	.	PUNCT
fcis-31973	164	1	a	a	DET
fcis-31973	164	2	novel	novel	ADJ
fcis-31973	164	3	assembly	assembly	NOUN
fcis-31973	164	4	knowledge	knowledge	NOUN
fcis-31973	164	5	graph	graph	NOUN
fcis-31973	164	6	construction	construction	NOUN
fcis-31973	164	7	framework	framework	NOUN
fcis-31973	164	8	enhanced	enhance	VERB
fcis-31973	164	9	by	by	ADP
fcis-31973	164	10	large	large	ADJ
fcis-31973	164	11	language	language	NOUN
fcis-31973	164	12	model	model	NOUN
fcis-31973	165	1	[	[	X
fcis-31973	165	2	j	j	X
fcis-31973	165	3	]	]	X
fcis-31973	165	4	.	.	PUNCT
fcis-31973	166	1	the	the	DET
fcis-31973	166	2	international	international	ADJ
fcis-31973	166	3	journal	journal	NOUN
fcis-31973	166	4	of	of	ADP
fcis-31973	166	5	advanced	advanced	ADJ
fcis-31973	166	6	manufacturing	manufacturing	NOUN
fcis-31973	166	7	technology	technology	NOUN
fcis-31973	166	8	,	,	PUNCT
fcis-31973	166	9	2025	2025	NUM
fcis-31973	166	10	,	,	PUNCT
fcis-31973	166	11	140	140	NUM
fcis-31973	166	12	(	(	PUNCT
fcis-31973	166	13	3	3	NUM
fcis-31973	166	14	-	-	SYM
fcis-31973	166	15	4	4	NUM
fcis-31973	166	16	)	)	PUNCT
fcis-31973	166	17	.	.	PUNCT
fcis-31973	167	1	[	[	X
fcis-31973	167	2	16	16	NUM
fcis-31973	167	3	]	]	X
fcis-31973	167	4	gao	gao	PROPN
fcis-31973	167	5	s	s	PROPN
fcis-31973	167	6	,	,	PUNCT
fcis-31973	167	7	yu	yu	PROPN
fcis-31973	167	8	k	k	PROPN
fcis-31973	167	9	,	,	PUNCT
fcis-31973	167	10	yang	yang	PROPN
fcis-31973	167	11	y	y	PROPN
fcis-31973	167	12	,	,	PUNCT
fcis-31973	167	13	et	et	PROPN
fcis-31973	167	14	al	al	PROPN
fcis-31973	167	15	.	.	PUNCT
fcis-31973	168	1	large	large	ADJ
fcis-31973	168	2	language	language	NOUN
fcis-31973	168	3	model	model	NOUN
fcis-31973	168	4	powered	power	VERB
fcis-31973	168	5	knowledge	knowledge	NOUN
fcis-31973	168	6	graph	graph	NOUN
fcis-31973	168	7	construction	construction	NOUN
fcis-31973	168	8	for	for	ADP
fcis-31973	168	9	mental	mental	ADJ
fcis-31973	168	10	health	health	NOUN
fcis-31973	168	11	exploration	exploration	NOUN
fcis-31973	168	12	[	[	X
fcis-31973	168	13	j	j	X
fcis-31973	168	14	]	]	X
fcis-31973	168	15	.	.	PUNCT
fcis-31973	169	1	nature	nature	NOUN
fcis-31973	169	2	communications	communication	NOUN
fcis-31973	169	3	,	,	PUNCT
fcis-31973	169	4	2025	2025	NUM
fcis-31973	169	5	,	,	PUNCT
fcis-31973	169	6	16	16	NUM
fcis-31973	169	7	(	(	PUNCT
fcis-31973	169	8	1	1	NUM
fcis-31973	169	9	)	)	PUNCT
fcis-31973	169	10	.	.	PUNCT
fcis-31973	170	1	[	[	X
fcis-31973	170	2	17	17	NUM
fcis-31973	170	3	]	]	X
fcis-31973	170	4	hao	hao	PROPN
fcis-31973	170	5	h	h	PROPN
fcis-31973	170	6	,	,	PUNCT
fcis-31973	170	7	chen	chen	PROPN
fcis-31973	170	8	x	x	PROPN
fcis-31973	170	9	,	,	PUNCT
fcis-31973	170	10	chen	chen	PROPN
fcis-31973	170	11	y	y	PROPN
fcis-31973	170	12	,	,	PUNCT
fcis-31973	170	13	et	et	PROPN
fcis-31973	170	14	al	al	PROPN
fcis-31973	170	15	.	.	PUNCT
fcis-31973	170	16	uncovering	uncover	VERB
fcis-31973	170	17	compound	compound	PROPN
fcis-31973	170	18	urban	urban	ADJ
fcis-31973	170	19	crises	crisis	NOUN
fcis-31973	170	20	with	with	ADP
fcis-31973	170	21	large	large	ADJ
fcis-31973	170	22	language	language	NOUN
fcis-31973	170	23	model	model	NOUN
fcis-31973	170	24	-	-	PUNCT
fcis-31973	170	25	assisted	assist	VERB
fcis-31973	170	26	knowledge	knowledge	NOUN
fcis-31973	170	27	graph	graph	NOUN
fcis-31973	170	28	construction	construction	NOUN
fcis-31973	171	1	[	[	X
fcis-31973	171	2	j	j	X
fcis-31973	171	3	]	]	X
fcis-31973	171	4	.	.	PUNCT
fcis-31973	172	1	international	international	ADJ
fcis-31973	172	2	journal	journal	PROPN
fcis-31973	172	3	of	of	ADP
fcis-31973	172	4	disaster	disaster	NOUN
fcis-31973	172	5	risk	risk	NOUN
fcis-31973	172	6	reduction	reduction	NOUN
fcis-31973	172	7	,	,	PUNCT
fcis-31973	172	8	2025	2025	NUM
fcis-31973	172	9	,	,	PUNCT
fcis-31973	172	10	127	127	NUM
fcis-31973	172	11	.	.	PUNCT
fcis-31973	173	1	[	[	X
fcis-31973	173	2	18	18	NUM
fcis-31973	173	3	]	]	X
fcis-31973	173	4	wang	wang	PROPN
fcis-31973	173	5	p	p	PROPN
fcis-31973	173	6	,	,	PUNCT
fcis-31973	173	7	zhang	zhang	PROPN
fcis-31973	173	8	y	y	PROPN
fcis-31973	173	9	,	,	PUNCT
fcis-31973	173	10	zhou	zhou	PROPN
fcis-31973	174	1	z	z	PROPN
fcis-31973	174	2	,	,	PUNCT
fcis-31973	174	3	et	et	PROPN
fcis-31973	174	4	al	al	PROPN
fcis-31973	174	5	.	.	PROPN
fcis-31973	174	6	sc	sc	PROPN
fcis-31973	174	7	-	-	PUNCT
fcis-31973	174	8	lkm	lkm	NOUN
fcis-31973	174	9	:	:	PUNCT
fcis-31973	174	10	a	a	DET
fcis-31973	174	11	semantic	semantic	ADJ
fcis-31973	174	12	chunking	chunking	NOUN
fcis-31973	174	13	and	and	CCONJ
fcis-31973	174	14	large	large	ADJ
fcis-31973	174	15	language	language	NOUN
fcis-31973	174	16	model	model	NOUN
fcis-31973	174	17	-	-	PUNCT
fcis-31973	174	18	based	base	VERB
fcis-31973	174	19	cybersecurity	cybersecurity	NOUN
fcis-31973	174	20	knowledge	knowledge	NOUN
fcis-31973	174	21	graph	graph	NOUN
fcis-31973	174	22	construction	construction	NOUN
fcis-31973	174	23	method	method	NOUN
fcis-31973	175	1	[	[	X
fcis-31973	175	2	j	j	X
fcis-31973	175	3	]	]	X
fcis-31973	175	4	.	.	PUNCT
fcis-31973	176	1	electronics	electronic	NOUN
fcis-31973	176	2	,	,	PUNCT
fcis-31973	176	3	2025	2025	NUM
fcis-31973	176	4	,	,	PUNCT
fcis-31973	176	5	14	14	NUM
fcis-31973	176	6	(	(	PUNCT
fcis-31973	176	7	14	14	NUM
fcis-31973	176	8	)	)	PUNCT
fcis-31973	176	9	.	.	PUNCT
fcis-31973	177	1	[	[	X
fcis-31973	177	2	19	19	NUM
fcis-31973	177	3	]	]	X
fcis-31973	177	4	yin	yin	PROPN
fcis-31973	177	5	z	z	PROPN
fcis-31973	177	6	,	,	PUNCT
fcis-31973	177	7	chen	chen	PROPN
fcis-31973	177	8	y	y	PROPN
fcis-31973	177	9	,	,	PUNCT
fcis-31973	177	10	gu	gu	PROPN
fcis-31973	177	11	j	j	PROPN
fcis-31973	177	12	,	,	PUNCT
fcis-31973	177	13	et	et	PROPN
fcis-31973	177	14	al	al	PROPN
fcis-31973	177	15	.	.	PUNCT
fcis-31973	178	1	a	a	DET
fcis-31973	178	2	knowledge	knowledge	NOUN
fcis-31973	178	3	graph	graph	NOUN
fcis-31973	178	4	construction	construction	NOUN
fcis-31973	178	5	method	method	NOUN
fcis-31973	178	6	based	base	VERB
fcis-31973	178	7	on	on	ADP
fcis-31973	178	8	co	co	NOUN
fcis-31973	178	9	-	-	NOUN
fcis-31973	178	10	occurrence	occurrence	NOUN
fcis-31973	178	11	for	for	ADP
fcis-31973	178	12	traffic	traffic	NOUN
fcis-31973	178	13	entity	entity	NOUN
fcis-31973	178	14	prediction	prediction	NOUN
fcis-31973	179	1	[	[	X
fcis-31973	179	2	j	j	X
fcis-31973	179	3	]	]	X
fcis-31973	179	4	.	.	PUNCT
fcis-31973	180	1	international	international	ADJ
fcis-31973	180	2	journal	journal	PROPN
fcis-31973	180	3	of	of	ADP
fcis-31973	180	4	applied	apply	VERB
fcis-31973	180	5	earth	earth	NOUN
fcis-31973	180	6	observation	observation	NOUN
fcis-31973	180	7	and	and	CCONJ
fcis-31973	180	8	geoinformation	geoinformation	NOUN
fcis-31973	180	9	,	,	PUNCT
fcis-31973	180	10	2025	2025	NUM
fcis-31973	180	11	,	,	PUNCT
fcis-31973	180	12	142	142	NUM
fcis-31973	180	13	.	.	PUNCT
fcis-31973	181	1	[	[	X
fcis-31973	181	2	20	20	NUM
fcis-31973	181	3	]	]	X
fcis-31973	181	4	guo	guo	PROPN
fcis-31973	181	5	y	y	PROPN
fcis-31973	181	6	,	,	PUNCT
fcis-31973	181	7	zhu	zhu	PROPN
fcis-31973	181	8	j	j	PROPN
fcis-31973	181	9	,	,	PUNCT
fcis-31973	181	10	wu	wu	PROPN
fcis-31973	181	11	j	j	PROPN
fcis-31973	181	12	,	,	PUNCT
fcis-31973	181	13	et	et	PROPN
fcis-31973	181	14	al	al	PROPN
fcis-31973	181	15	.	.	PUNCT
fcis-31973	182	1	an	an	DET
fcis-31973	182	2	automated	automate	VERB
fcis-31973	182	3	construction	construction	NOUN
fcis-31973	182	4	method	method	NOUN
fcis-31973	182	5	of	of	ADP
fcis-31973	182	6	3d	3d	NUM
fcis-31973	182	7	knowledge	knowledge	NOUN
fcis-31973	182	8	graph	graph	NOUN
fcis-31973	182	9	based	base	VERB
fcis-31973	182	10	on	on	ADP
fcis-31973	182	11	multi	multi	ADJ
fcis-31973	182	12	-	-	ADJ
fcis-31973	182	13	agent	agent	ADJ
fcis-31973	182	14	systems	system	NOUN
fcis-31973	182	15	in	in	ADP
fcis-31973	182	16	virtual	virtual	ADJ
fcis-31973	182	17	geographic	geographic	ADJ
fcis-31973	182	18	scene	scene	NOUN
fcis-31973	183	1	[	[	X
fcis-31973	183	2	j	j	X
fcis-31973	183	3	]	]	X
fcis-31973	183	4	.	.	PUNCT
fcis-31973	184	1	international	international	ADJ
fcis-31973	184	2	journal	journal	PROPN
fcis-31973	184	3	of	of	ADP
fcis-31973	184	4	digital	digital	ADJ
fcis-31973	184	5	earth	earth	NOUN
fcis-31973	184	6	,	,	PUNCT
fcis-31973	184	7	2025	2025	NUM
fcis-31973	184	8	,	,	PUNCT
fcis-31973	184	9	18	18	NUM
fcis-31973	184	10	(	(	PUNCT
fcis-31973	184	11	1	1	NUM
fcis-31973	184	12	)	)	PUNCT
fcis-31973	184	13	.	.	PUNCT
fcis-31973	185	1	[	[	X
fcis-31973	185	2	21	21	NUM
fcis-31973	185	3	]	]	X
fcis-31973	185	4	wang	wang	PROPN
fcis-31973	185	5	f	f	PROPN
fcis-31973	185	6	,	,	PUNCT
fcis-31973	185	7	tao	tao	PROPN
fcis-31973	185	8	y	y	PROPN
fcis-31973	185	9	,	,	PUNCT
fcis-31973	185	10	liu	liu	PROPN
fcis-31973	185	11	j	j	PROPN
fcis-31973	185	12	w	w	PROPN
fcis-31973	185	13	,	,	PUNCT
fcis-31973	185	14	et	et	PROPN
fcis-31973	185	15	al	al	PROPN
fcis-31973	185	16	.	.	PUNCT
fcis-31973	186	1	a	a	DET
fcis-31973	186	2	bimodal	bimodal	NOUN
fcis-31973	186	3	fusion	fusion	NOUN
fcis-31973	186	4	construction	construction	NOUN
fcis-31973	186	5	method	method	NOUN
fcis-31973	186	6	for	for	ADP
fcis-31973	186	7	spatiotemporal	spatiotemporal	ADJ
fcis-31973	186	8	knowledge	knowledge	NOUN
fcis-31973	186	9	graph	graph	NOUN
fcis-31973	186	10	in	in	ADP
fcis-31973	186	11	smart	smart	ADJ
fcis-31973	186	12	home	home	NOUN
fcis-31973	186	13	space	space	NOUN
fcis-31973	187	1	[	[	X
fcis-31973	187	2	j	j	X
fcis-31973	187	3	]	]	X
fcis-31973	187	4	.	.	PUNCT
fcis-31973	188	1	journal	journal	PROPN
fcis-31973	188	2	of	of	ADP
fcis-31973	188	3	computer	computer	NOUN
fcis-31973	188	4	applications	application	NOUN
fcis-31973	188	5	,	,	PUNCT
fcis-31973	188	6	2025	2025	NUM
fcis-31973	188	7	.	.	PUNCT
fcis-31973	189	1	[	[	X
fcis-31973	189	2	22	22	NUM
fcis-31973	189	3	]	]	X
fcis-31973	189	4	yang	yang	PROPN
fcis-31973	189	5	q	q	PROPN
fcis-31973	189	6	,	,	PUNCT
fcis-31973	189	7	gan	gan	PROPN
fcis-31973	189	8	l	l	PROPN
fcis-31973	189	9	,	,	PUNCT
fcis-31973	189	10	mao	mao	X
fcis-31973	190	1	q	q	NOUN
fcis-31973	190	2	,	,	PUNCT
fcis-31973	190	3	et	et	PROPN
fcis-31973	190	4	al	al	PROPN
fcis-31973	190	5	.	.	PUNCT
fcis-31973	191	1	construction	construction	NOUN
fcis-31973	191	2	of	of	ADP
fcis-31973	191	3	a	a	DET
fcis-31973	191	4	multimodal	multimodal	ADJ
fcis-31973	191	5	knowledge	knowledge	NOUN
fcis-31973	191	6	graph	graph	NOUN
fcis-31973	191	7	for	for	ADP
fcis-31973	191	8	lng	lng	PROPN
fcis-31973	191	9	carrier	carrier	PROPN
fcis-31973	191	10	port	port	PROPN
fcis-31973	191	11	state	state	NOUN
fcis-31973	191	12	control	control	NOUN
fcis-31973	191	13	inspections	inspection	NOUN
fcis-31973	191	14	based	base	VERB
fcis-31973	191	15	on	on	ADP
fcis-31973	191	16	improved	improved	ADJ
fcis-31973	191	17	visual	visual	ADJ
fcis-31973	191	18	prompt	prompt	ADJ
fcis-31973	191	19	tuning	tuning	NOUN
fcis-31973	191	20	[	[	X
fcis-31973	191	21	j	j	X
fcis-31973	191	22	]	]	X
fcis-31973	191	23	.	.	PUNCT
fcis-31973	192	1	ocean	ocean	PROPN
fcis-31973	192	2	engineering	engineering	PROPN
fcis-31973	192	3	,	,	PUNCT
fcis-31973	192	4	2025	2025	NUM
fcis-31973	192	5	,	,	PUNCT
fcis-31973	192	6	339	339	NUM
fcis-31973	192	7	.	.	PUNCT
fcis-31973	193	1	[	[	X
fcis-31973	193	2	23	23	NUM
fcis-31973	193	3	]	]	X
fcis-31973	193	4	zhang	zhang	PROPN
fcis-31973	193	5	e	e	PROPN
fcis-31973	193	6	,	,	PUNCT
fcis-31973	193	7	zhang	zhang	PROPN
fcis-31973	193	8	s	s	PROPN
fcis-31973	193	9	w	w	PROPN
fcis-31973	193	10	,	,	PUNCT
fcis-31973	193	11	jia	jia	PROPN
fcis-31973	193	12	j	j	PROPN
fcis-31973	193	13	l.	l.	PROPN
fcis-31973	193	14	a	a	DET
fcis-31973	193	15	dynamically	dynamically	ADV
fcis-31973	193	16	updatable	updatable	ADJ
fcis-31973	193	17	knowledge	knowledge	NOUN
fcis-31973	193	18	graph	graph	NOUN
fcis-31973	193	19	construction	construction	NOUN
fcis-31973	193	20	method	method	NOUN
fcis-31973	193	21	for	for	ADP
fcis-31973	193	22	computer	computer	NOUN
fcis-31973	193	23	-	-	PUNCT
fcis-31973	193	24	aided	aid	VERB
fcis-31973	193	25	process	process	NOUN
fcis-31973	193	26	planning	planning	NOUN
fcis-31973	193	27	and	and	CCONJ
fcis-31973	193	28	design	design	NOUN
fcis-31973	193	29	[	[	X
fcis-31973	193	30	j	j	X
fcis-31973	193	31	]	]	X
fcis-31973	193	32	.	.	PUNCT
fcis-31973	194	1	journal	journal	PROPN
fcis-31973	194	2	of	of	ADP
fcis-31973	194	3	engineering	engineering	NOUN
fcis-31973	194	4	design	design	NOUN
fcis-31973	194	5	,	,	PUNCT
fcis-31973	194	6	2025	2025	NUM
fcis-31973	194	7	,	,	PUNCT
fcis-31973	194	8	36	36	NUM
fcis-31973	194	9	(	(	PUNCT
fcis-31973	194	10	7	7	NUM
fcis-31973	194	11	-	-	SYM
fcis-31973	194	12	9	9	NUM
fcis-31973	194	13	)	)	PUNCT
fcis-31973	194	14	.	.	PUNCT