id	sid	tid	token	lemma	pos
fcis-31623	1	1	frontiers	frontier	NOUN
fcis-31623	1	2	in	in	ADP
fcis-31623	1	3	computing	computing	NOUN
fcis-31623	1	4	and	and	CCONJ
fcis-31623	1	5	intelligent	intelligent	ADJ
fcis-31623	1	6	systems	system	NOUN
fcis-31623	1	7	issn	issn	VERB
fcis-31623	1	8	:	:	PUNCT
fcis-31623	1	9	2832	2832	NUM
fcis-31623	1	10	-	-	SYM
fcis-31623	1	11	6024	6024	NUM
fcis-31623	1	12	|	|	NOUN
fcis-31623	1	13	vol	vol	NOUN
fcis-31623	1	14	.	.	PROPN
fcis-31623	2	1	13	13	NUM
fcis-31623	2	2	,	,	PUNCT
fcis-31623	2	3	no	no	INTJ
fcis-31623	2	4	.	.	NOUN
fcis-31623	2	5	2	2	NUM
fcis-31623	2	6	,	,	PUNCT
fcis-31623	2	7	2025	2025	NUM
fcis-31623	2	8	60	60	NUM
fcis-31623	2	9	exploring	explore	VERB
fcis-31623	2	10	the	the	DET
fcis-31623	2	11	depths	depth	NOUN
fcis-31623	2	12	of	of	ADP
fcis-31623	2	13	user	user	NOUN
fcis-31623	2	14	interest	interest	NOUN
fcis-31623	2	15	:	:	PUNCT
fcis-31623	2	16	how	how	SCONJ
fcis-31623	2	17	llms	llm	NOUN
fcis-31623	2	18	are	be	AUX
fcis-31623	2	19	revolutionizing	revolutionize	VERB
fcis-31623	2	20	personalized	personalized	ADJ
fcis-31623	2	21	shopping	shopping	NOUN
fcis-31623	2	22	xin	xin	PROPN
fcis-31623	2	23	guan	guan	PROPN
fcis-31623	2	24	*	*	PUNCT
fcis-31623	2	25	international	international	PROPN
fcis-31623	2	26	school	school	NOUN
fcis-31623	2	27	,	,	PUNCT
fcis-31623	2	28	beijing	beijing	PROPN
fcis-31623	2	29	university	university	PROPN
fcis-31623	2	30	of	of	ADP
fcis-31623	2	31	posts	post	NOUN
fcis-31623	2	32	and	and	CCONJ
fcis-31623	2	33	telecommunications	telecommunication	NOUN
fcis-31623	2	34	,	,	PUNCT
fcis-31623	2	35	beijing	beijing	PROPN
fcis-31623	2	36	,	,	PUNCT
fcis-31623	2	37	100876	100876	NUM
fcis-31623	2	38	,	,	PUNCT
fcis-31623	2	39	china	china	PROPN
fcis-31623	2	40	*	*	PUNCT
fcis-31623	2	41	corresponding	correspond	VERB
fcis-31623	2	42	author	author	NOUN
fcis-31623	2	43	email	email	NOUN
fcis-31623	2	44	:	:	PUNCT
fcis-31623	2	45	guanxin2021@bupt.edu.cn	guanxin2021@bupt.edu.cn	ADJ
fcis-31623	2	46	abstract	abstract	NOUN
fcis-31623	2	47	:	:	PUNCT
fcis-31623	2	48	this	this	DET
fcis-31623	2	49	paper	paper	NOUN
fcis-31623	2	50	explores	explore	VERB
fcis-31623	2	51	the	the	DET
fcis-31623	2	52	transformative	transformative	ADJ
fcis-31623	2	53	impact	impact	NOUN
fcis-31623	2	54	of	of	ADP
fcis-31623	2	55	large	large	ADJ
fcis-31623	2	56	language	language	NOUN
fcis-31623	2	57	models	model	NOUN
fcis-31623	2	58	(	(	PUNCT
fcis-31623	2	59	llms	llm	NOUN
fcis-31623	2	60	)	)	PUNCT
fcis-31623	2	61	on	on	ADP
fcis-31623	2	62	personalized	personalized	ADJ
fcis-31623	2	63	shopping	shopping	NOUN
fcis-31623	2	64	,	,	PUNCT
fcis-31623	2	65	highlighting	highlight	VERB
fcis-31623	2	66	their	their	PRON
fcis-31623	2	67	revolutionary	revolutionary	ADJ
fcis-31623	2	68	capabilities	capability	NOUN
fcis-31623	2	69	in	in	ADP
fcis-31623	2	70	natural	natural	ADJ
fcis-31623	2	71	language	language	NOUN
fcis-31623	2	72	understanding	understanding	NOUN
fcis-31623	2	73	,	,	PUNCT
fcis-31623	2	74	dynamic	dynamic	ADJ
fcis-31623	2	75	interest	interest	NOUN
fcis-31623	2	76	modeling	modeling	NOUN
fcis-31623	2	77	,	,	PUNCT
fcis-31623	2	78	and	and	CCONJ
fcis-31623	2	79	multimodal	multimodal	NOUN
fcis-31623	2	80	interaction	interaction	NOUN
fcis-31623	2	81	.	.	PUNCT
fcis-31623	3	1	it	it	PRON
fcis-31623	3	2	discusses	discuss	VERB
fcis-31623	3	3	how	how	SCONJ
fcis-31623	3	4	llms	llm	NOUN
fcis-31623	3	5	address	address	VERB
fcis-31623	3	6	the	the	DET
fcis-31623	3	7	limitations	limitation	NOUN
fcis-31623	3	8	of	of	ADP
fcis-31623	3	9	traditional	traditional	ADJ
fcis-31623	3	10	recommendation	recommendation	NOUN
fcis-31623	3	11	systems	system	NOUN
fcis-31623	3	12	by	by	ADP
fcis-31623	3	13	enabling	enable	VERB
fcis-31623	3	14	semantic	semantic	ADJ
fcis-31623	3	15	deconstruction	deconstruction	NOUN
fcis-31623	3	16	of	of	ADP
fcis-31623	3	17	user	user	NOUN
fcis-31623	3	18	queries	query	NOUN
fcis-31623	3	19	,	,	PUNCT
fcis-31623	3	20	real	real	ADJ
fcis-31623	3	21	-	-	PUNCT
fcis-31623	3	22	time	time	NOUN
fcis-31623	3	23	strategy	strategy	NOUN
fcis-31623	3	24	updates	update	VERB
fcis-31623	3	25	,	,	PUNCT
fcis-31623	3	26	and	and	CCONJ
fcis-31623	3	27	scenario	scenario	NOUN
fcis-31623	3	28	-	-	PUNCT
fcis-31623	3	29	based	base	VERB
fcis-31623	3	30	solutions	solution	NOUN
fcis-31623	3	31	.	.	PUNCT
fcis-31623	4	1	the	the	DET
fcis-31623	4	2	study	study	NOUN
fcis-31623	4	3	reviews	review	VERB
fcis-31623	4	4	the	the	DET
fcis-31623	4	5	evolution	evolution	NOUN
fcis-31623	4	6	of	of	ADP
fcis-31623	4	7	llms	llm	NOUN
fcis-31623	4	8	and	and	CCONJ
fcis-31623	4	9	personalized	personalized	ADJ
fcis-31623	4	10	recommendation	recommendation	NOUN
fcis-31623	4	11	systems	system	NOUN
fcis-31623	4	12	,	,	PUNCT
fcis-31623	4	13	emphasizing	emphasize	VERB
fcis-31623	4	14	breakthroughs	breakthrough	NOUN
fcis-31623	4	15	in	in	ADP
fcis-31623	4	16	contextual	contextual	ADJ
fcis-31623	4	17	reasoning	reasoning	NOUN
fcis-31623	4	18	and	and	CCONJ
fcis-31623	4	19	cross	cross	ADJ
fcis-31623	4	20	-	-	ADJ
fcis-31623	4	21	modal	modal	ADJ
fcis-31623	4	22	feature	feature	NOUN
fcis-31623	4	23	fusion	fusion	NOUN
fcis-31623	4	24	.	.	PUNCT
fcis-31623	5	1	practical	practical	ADJ
fcis-31623	5	2	implementation	implementation	NOUN
fcis-31623	5	3	strategies	strategy	NOUN
fcis-31623	5	4	are	be	AUX
fcis-31623	5	5	proposed	propose	VERB
fcis-31623	5	6	,	,	PUNCT
fcis-31623	5	7	including	include	VERB
fcis-31623	5	8	lightweight	lightweight	ADJ
fcis-31623	5	9	technology	technology	NOUN
fcis-31623	5	10	deployment	deployment	NOUN
fcis-31623	5	11	,	,	PUNCT
fcis-31623	5	12	cross	cross	ADJ
fcis-31623	5	13	-	-	ADJ
fcis-31623	5	14	departmental	departmental	ADJ
fcis-31623	5	15	collaboration	collaboration	NOUN
fcis-31623	5	16	,	,	PUNCT
fcis-31623	5	17	and	and	CCONJ
fcis-31623	5	18	user	user	NOUN
fcis-31623	5	19	-	-	PUNCT
fcis-31623	5	20	centric	centric	ADJ
fcis-31623	5	21	experience	experience	NOUN
fcis-31623	5	22	design	design	NOUN
fcis-31623	5	23	.	.	PUNCT
fcis-31623	6	1	the	the	DET
fcis-31623	6	2	paper	paper	NOUN
fcis-31623	6	3	concludes	conclude	VERB
fcis-31623	6	4	by	by	ADP
fcis-31623	6	5	underscoring	underscore	VERB
fcis-31623	6	6	the	the	DET
fcis-31623	6	7	dual	dual	ADJ
fcis-31623	6	8	technical	technical	ADJ
fcis-31623	6	9	and	and	CCONJ
fcis-31623	6	10	commercial	commercial	ADJ
fcis-31623	6	11	value	value	NOUN
fcis-31623	6	12	of	of	ADP
fcis-31623	6	13	llms	llm	NOUN
fcis-31623	6	14	,	,	PUNCT
fcis-31623	6	15	advocating	advocate	VERB
fcis-31623	6	16	for	for	ADP
fcis-31623	6	17	future	future	ADJ
fcis-31623	6	18	research	research	NOUN
fcis-31623	6	19	in	in	ADP
fcis-31623	6	20	causal	causal	ADJ
fcis-31623	6	21	reasoning	reasoning	NOUN
fcis-31623	6	22	and	and	CCONJ
fcis-31623	6	23	multimodal	multimodal	NOUN
fcis-31623	6	24	evaluation	evaluation	NOUN
fcis-31623	6	25	to	to	PART
fcis-31623	6	26	enhance	enhance	VERB
fcis-31623	6	27	algorithmic	algorithmic	ADJ
fcis-31623	6	28	fairness	fairness	NOUN
fcis-31623	6	29	and	and	CCONJ
fcis-31623	6	30	sustainability	sustainability	NOUN
fcis-31623	6	31	.	.	PUNCT
fcis-31623	7	1	keywords	keyword	NOUN
fcis-31623	7	2	:	:	PUNCT
fcis-31623	7	3	large	large	ADJ
fcis-31623	7	4	language	language	NOUN
fcis-31623	7	5	models	model	NOUN
fcis-31623	7	6	(	(	PUNCT
fcis-31623	7	7	llms	llm	NOUN
fcis-31623	7	8	)	)	PUNCT
fcis-31623	7	9	;	;	PUNCT
fcis-31623	7	10	personalized	personalized	ADJ
fcis-31623	7	11	recommendation	recommendation	NOUN
fcis-31623	7	12	;	;	PUNCT
fcis-31623	7	13	intelligent	intelligent	ADJ
fcis-31623	7	14	e	e	NOUN
fcis-31623	7	15	-	-	NOUN
fcis-31623	7	16	commerce	commerce	NOUN
fcis-31623	7	17	;	;	PUNCT
fcis-31623	7	18	natural	natural	ADJ
fcis-31623	7	19	language	language	NOUN
fcis-31623	7	20	understanding	understanding	NOUN
fcis-31623	7	21	;	;	PUNCT
fcis-31623	7	22	multimodal	multimodal	NOUN
fcis-31623	7	23	interaction	interaction	NOUN
fcis-31623	7	24	;	;	PUNCT
fcis-31623	7	25	dynamic	dynamic	ADJ
fcis-31623	7	26	interest	interest	NOUN
fcis-31623	7	27	modeling	modeling	NOUN
fcis-31623	7	28	.	.	PUNCT
fcis-31623	8	1	1	1	X
fcis-31623	8	2	.	.	X
fcis-31623	8	3	introduction	introduction	NOUN
fcis-31623	8	4	the	the	DET
fcis-31623	8	5	emergence	emergence	NOUN
fcis-31623	8	6	of	of	ADP
fcis-31623	8	7	large	large	ADJ
fcis-31623	8	8	language	language	NOUN
fcis-31623	8	9	models	model	NOUN
fcis-31623	8	10	(	(	PUNCT
fcis-31623	8	11	llms	llm	NOUN
fcis-31623	8	12	)	)	PUNCT
fcis-31623	8	13	marks	mark	VERB
fcis-31623	8	14	a	a	DET
fcis-31623	8	15	revolution	revolution	NOUN
fcis-31623	8	16	in	in	ADP
fcis-31623	8	17	the	the	DET
fcis-31623	8	18	field	field	NOUN
fcis-31623	8	19	of	of	ADP
fcis-31623	8	20	artificial	artificial	ADJ
fcis-31623	8	21	intelligence	intelligence	NOUN
fcis-31623	8	22	.	.	PUNCT
fcis-31623	9	1	these	these	DET
fcis-31623	9	2	models	model	NOUN
fcis-31623	9	3	have	have	AUX
fcis-31623	9	4	achieved	achieve	VERB
fcis-31623	9	5	astonishing	astonishing	ADJ
fcis-31623	9	6	performance	performance	NOUN
fcis-31623	9	7	,	,	PUNCT
fcis-31623	9	8	especially	especially	ADV
fcis-31623	9	9	in	in	ADP
fcis-31623	9	10	aspects	aspect	NOUN
fcis-31623	9	11	such	such	ADJ
fcis-31623	9	12	as	as	ADP
fcis-31623	9	13	understanding	understanding	NOUN
fcis-31623	9	14	,	,	PUNCT
fcis-31623	9	15	language	language	NOUN
fcis-31623	9	16	synthesis	synthesis	NOUN
fcis-31623	9	17	,	,	PUNCT
fcis-31623	9	18	and	and	CCONJ
fcis-31623	9	19	common	common	ADJ
fcis-31623	9	20	sense	sense	NOUN
fcis-31623	9	21	reasoning	reasoning	NOUN
fcis-31623	9	22	,	,	PUNCT
fcis-31623	9	23	almost	almost	ADV
fcis-31623	9	24	comparable	comparable	ADJ
fcis-31623	9	25	to	to	ADP
fcis-31623	9	26	human	human	ADJ
fcis-31623	9	27	capabilities	capability	NOUN
fcis-31623	9	28	.	.	PUNCT
fcis-31623	10	1	this	this	DET
fcis-31623	10	2	leap	leap	NOUN
fcis-31623	10	3	in	in	ADP
fcis-31623	10	4	general	general	ADJ
fcis-31623	10	5	ai	ai	AUX
fcis-31623	10	6	capabilities	capability	NOUN
fcis-31623	10	7	will	will	AUX
fcis-31623	10	8	profoundly	profoundly	ADV
fcis-31623	10	9	transform	transform	VERB
fcis-31623	10	10	the	the	DET
fcis-31623	10	11	implementation	implementation	NOUN
fcis-31623	10	12	of	of	ADP
fcis-31623	10	13	personalized	personalized	ADJ
fcis-31623	10	14	services	service	NOUN
fcis-31623	10	15	.	.	PUNCT
fcis-31623	11	1	in	in	ADP
fcis-31623	11	2	the	the	DET
fcis-31623	11	3	era	era	NOUN
fcis-31623	11	4	of	of	ADP
fcis-31623	11	5	the	the	DET
fcis-31623	11	6	rapid	rapid	ADJ
fcis-31623	11	7	development	development	NOUN
fcis-31623	11	8	of	of	ADP
fcis-31623	11	9	large	large	ADJ
fcis-31623	11	10	language	language	NOUN
fcis-31623	11	11	models	model	NOUN
fcis-31623	11	12	,	,	PUNCT
fcis-31623	11	13	the	the	DET
fcis-31623	11	14	ideas	idea	NOUN
fcis-31623	11	15	of	of	ADP
fcis-31623	11	16	personalized	personalized	ADJ
fcis-31623	11	17	marketing	marketing	NOUN
fcis-31623	11	18	are	be	AUX
fcis-31623	11	19	undergoing	undergo	VERB
fcis-31623	11	20	a	a	DET
fcis-31623	11	21	profound	profound	ADJ
fcis-31623	11	22	transformation	transformation	NOUN
fcis-31623	11	23	from	from	ADP
fcis-31623	11	24	"	"	PUNCT
fcis-31623	11	25	weak	weak	ADJ
fcis-31623	11	26	intelligence	intelligence	NOUN
fcis-31623	11	27	"	"	PUNCT
fcis-31623	11	28	to	to	ADP
fcis-31623	11	29	"	"	PUNCT
fcis-31623	11	30	strong	strong	ADJ
fcis-31623	11	31	intelligence	intelligence	NOUN
fcis-31623	11	32	"	"	PUNCT
fcis-31623	11	33	.	.	PUNCT
fcis-31623	12	1	the	the	DET
fcis-31623	12	2	driving	drive	VERB
fcis-31623	12	3	force	force	NOUN
fcis-31623	12	4	behind	behind	ADP
fcis-31623	12	5	this	this	DET
fcis-31623	12	6	transformation	transformation	NOUN
fcis-31623	12	7	stems	stem	VERB
fcis-31623	12	8	from	from	ADP
fcis-31623	12	9	the	the	DET
fcis-31623	12	10	challenges	challenge	NOUN
fcis-31623	12	11	to	to	ADP
fcis-31623	12	12	traditional	traditional	ADJ
fcis-31623	12	13	personalized	personalized	ADJ
fcis-31623	12	14	marketing	marketing	NOUN
fcis-31623	12	15	methods	method	NOUN
fcis-31623	12	16	,	,	PUNCT
fcis-31623	12	17	and	and	CCONJ
fcis-31623	12	18	the	the	DET
fcis-31623	12	19	rise	rise	NOUN
fcis-31623	12	20	of	of	ADP
fcis-31623	12	21	large	large	ADJ
fcis-31623	12	22	language	language	NOUN
fcis-31623	12	23	models	model	NOUN
fcis-31623	12	24	injects	inject	VERB
fcis-31623	12	25	a	a	DET
fcis-31623	12	26	more	more	ADV
fcis-31623	12	27	intelligent	intelligent	ADJ
fcis-31623	12	28	and	and	CCONJ
fcis-31623	12	29	flexible	flexible	ADJ
fcis-31623	12	30	impetus	impetus	NOUN
fcis-31623	12	31	into	into	ADP
fcis-31623	12	32	personalized	personalized	ADJ
fcis-31623	12	33	marketing	marketing	NOUN
fcis-31623	12	34	.	.	PUNCT
fcis-31623	13	1	it	it	PRON
fcis-31623	13	2	will	will	AUX
fcis-31623	13	3	greatly	greatly	ADV
fcis-31623	13	4	expand	expand	VERB
fcis-31623	13	5	the	the	DET
fcis-31623	13	6	scope	scope	NOUN
fcis-31623	13	7	of	of	ADP
fcis-31623	13	8	personalized	personalized	ADJ
fcis-31623	13	9	services	service	NOUN
fcis-31623	13	10	,	,	PUNCT
fcis-31623	13	11	evolving	evolve	VERB
fcis-31623	13	12	them	they	PRON
fcis-31623	13	13	into	into	ADP
fcis-31623	13	14	services	service	NOUN
fcis-31623	13	15	that	that	PRON
fcis-31623	13	16	provide	provide	VERB
fcis-31623	13	17	more	more	ADJ
fcis-31623	13	18	complex	complex	ADJ
fcis-31623	13	19	functions	function	NOUN
fcis-31623	13	20	.	.	PUNCT
fcis-31623	14	1	traditional	traditional	ADJ
fcis-31623	14	2	personalized	personalized	ADJ
fcis-31623	14	3	marketing	marketing	NOUN
fcis-31623	14	4	methods	method	NOUN
fcis-31623	14	5	often	often	ADV
fcis-31623	14	6	rely	rely	VERB
fcis-31623	14	7	on	on	ADP
fcis-31623	14	8	pre	pre	ADJ
fcis-31623	14	9	defined	define	VERB
fcis-31623	14	10	rules	rule	NOUN
fcis-31623	14	11	and	and	CCONJ
fcis-31623	14	12	algorithms	algorithm	NOUN
fcis-31623	14	13	,	,	PUNCT
fcis-31623	14	14	with	with	ADP
fcis-31623	14	15	relatively	relatively	ADV
fcis-31623	14	16	fixed	fix	VERB
fcis-31623	14	17	decision	decision	NOUN
fcis-31623	14	18	making	make	VERB
fcis-31623	14	19	logic	logic	NOUN
fcis-31623	14	20	,	,	PUNCT
fcis-31623	14	21	making	make	VERB
fcis-31623	14	22	it	it	PRON
fcis-31623	14	23	difficult	difficult	ADJ
fcis-31623	14	24	to	to	PART
fcis-31623	14	25	flexibly	flexibly	ADV
fcis-31623	14	26	meet	meet	VERB
fcis-31623	14	27	the	the	DET
fcis-31623	14	28	diverse	diverse	ADJ
fcis-31623	14	29	needs	need	NOUN
fcis-31623	14	30	of	of	ADP
fcis-31623	14	31	users	user	NOUN
fcis-31623	14	32	.	.	PUNCT
fcis-31623	15	1	the	the	DET
fcis-31623	15	2	emergence	emergence	NOUN
fcis-31623	15	3	of	of	ADP
fcis-31623	15	4	large	large	ADJ
fcis-31623	15	5	language	language	NOUN
fcis-31623	15	6	models	model	NOUN
fcis-31623	15	7	has	have	AUX
fcis-31623	15	8	brought	bring	VERB
fcis-31623	15	9	about	about	ADP
fcis-31623	15	10	a	a	DET
fcis-31623	15	11	disruptive	disruptive	ADJ
fcis-31623	15	12	change	change	NOUN
fcis-31623	15	13	to	to	ADP
fcis-31623	15	14	personalized	personalized	ADJ
fcis-31623	15	15	marketing	marketing	NOUN
fcis-31623	15	16	.	.	PUNCT
fcis-31623	16	1	by	by	ADP
fcis-31623	16	2	using	use	VERB
fcis-31623	16	3	large	large	ADJ
fcis-31623	16	4	language	language	NOUN
fcis-31623	16	5	models	model	NOUN
fcis-31623	16	6	as	as	ADP
fcis-31623	16	7	a	a	DET
fcis-31623	16	8	general	general	ADJ
fcis-31623	16	9	interface	interface	NOUN
fcis-31623	16	10	,	,	PUNCT
fcis-31623	16	11	personalized	personalized	ADJ
fcis-31623	16	12	systems	system	NOUN
fcis-31623	16	13	can	can	AUX
fcis-31623	16	14	compile	compile	VERB
fcis-31623	16	15	user	user	NOUN
fcis-31623	16	16	requests	request	NOUN
fcis-31623	16	17	into	into	ADP
fcis-31623	16	18	plans	plan	NOUN
fcis-31623	16	19	,	,	PUNCT
fcis-31623	16	20	call	call	VERB
fcis-31623	16	21	external	external	ADJ
fcis-31623	16	22	tools	tool	NOUN
fcis-31623	16	23	to	to	PART
fcis-31623	16	24	execute	execute	VERB
fcis-31623	16	25	these	these	DET
fcis-31623	16	26	plans	plan	NOUN
fcis-31623	16	27	,	,	PUNCT
fcis-31623	16	28	and	and	CCONJ
fcis-31623	16	29	integrate	integrate	VERB
fcis-31623	16	30	the	the	DET
fcis-31623	16	31	outputs	output	NOUN
fcis-31623	16	32	,	,	PUNCT
fcis-31623	16	33	achieving	achieve	VERB
fcis-31623	16	34	end	end	NOUN
fcis-31623	16	35	to	to	PART
fcis-31623	16	36	end	end	VERB
fcis-31623	16	37	personalized	personalized	ADJ
fcis-31623	16	38	tasks	task	NOUN
fcis-31623	16	39	.	.	PUNCT
fcis-31623	17	1	this	this	PRON
fcis-31623	17	2	makes	make	VERB
fcis-31623	17	3	personalized	personalized	ADJ
fcis-31623	17	4	promotion	promotion	NOUN
fcis-31623	17	5	more	more	ADV
fcis-31623	17	6	flexible	flexible	ADJ
fcis-31623	17	7	,	,	PUNCT
fcis-31623	17	8	enabling	enable	VERB
fcis-31623	17	9	a	a	DET
fcis-31623	17	10	better	well	ADJ
fcis-31623	17	11	understanding	understanding	NOUN
fcis-31623	17	12	and	and	CCONJ
fcis-31623	17	13	interpretation	interpretation	NOUN
fcis-31623	17	14	of	of	ADP
fcis-31623	17	15	users	user	NOUN
fcis-31623	17	16	'	'	PART
fcis-31623	17	17	true	true	ADJ
fcis-31623	17	18	needs	need	NOUN
fcis-31623	17	19	,	,	PUNCT
fcis-31623	17	20	marking	mark	VERB
fcis-31623	17	21	a	a	DET
fcis-31623	17	22	significant	significant	ADJ
fcis-31623	17	23	step	step	NOUN
fcis-31623	17	24	forward	forward	ADV
fcis-31623	17	25	in	in	ADP
fcis-31623	17	26	the	the	DET
fcis-31623	17	27	field	field	NOUN
fcis-31623	17	28	of	of	ADP
fcis-31623	17	29	personalized	personalized	ADJ
fcis-31623	17	30	marketing	marketing	NOUN
fcis-31623	17	31	.	.	PUNCT
fcis-31623	18	1	against	against	ADP
fcis-31623	18	2	this	this	DET
fcis-31623	18	3	backdrop	backdrop	NOUN
fcis-31623	18	4	,	,	PUNCT
fcis-31623	18	5	this	this	DET
fcis-31623	18	6	study	study	NOUN
fcis-31623	18	7	aims	aim	VERB
fcis-31623	18	8	to	to	PART
fcis-31623	18	9	deeply	deeply	ADV
fcis-31623	18	10	explore	explore	VERB
fcis-31623	18	11	the	the	DET
fcis-31623	18	12	underlying	underlie	VERB
fcis-31623	18	13	logic	logic	NOUN
fcis-31623	18	14	of	of	ADP
fcis-31623	18	15	personalized	personalized	ADJ
fcis-31623	18	16	promotion	promotion	NOUN
fcis-31623	18	17	,	,	PUNCT
fcis-31623	18	18	systematically	systematically	ADV
fcis-31623	18	19	sort	sort	VERB
fcis-31623	18	20	out	out	ADP
fcis-31623	18	21	the	the	DET
fcis-31623	18	22	development	development	NOUN
fcis-31623	18	23	context	context	NOUN
fcis-31623	18	24	of	of	ADP
fcis-31623	18	25	changes	change	NOUN
fcis-31623	18	26	in	in	ADP
fcis-31623	18	27	the	the	DET
fcis-31623	18	28	underlying	underlie	VERB
fcis-31623	18	29	logic	logic	NOUN
fcis-31623	18	30	of	of	ADP
fcis-31623	18	31	personalized	personalized	ADJ
fcis-31623	18	32	promotion	promotion	NOUN
fcis-31623	18	33	,	,	PUNCT
fcis-31623	18	34	examine	examine	VERB
fcis-31623	18	35	the	the	DET
fcis-31623	18	36	challenges	challenge	NOUN
fcis-31623	18	37	faced	face	VERB
fcis-31623	18	38	by	by	ADP
fcis-31623	18	39	personalized	personalized	ADJ
fcis-31623	18	40	services	service	NOUN
fcis-31623	18	41	,	,	PUNCT
fcis-31623	18	42	and	and	CCONJ
fcis-31623	18	43	use	use	VERB
fcis-31623	18	44	large	large	ADJ
fcis-31623	18	45	language	language	NOUN
fcis-31623	18	46	models	model	NOUN
fcis-31623	18	47	to	to	PART
fcis-31623	18	48	address	address	VERB
fcis-31623	18	49	them	they	PRON
fcis-31623	18	50	.	.	PUNCT
fcis-31623	19	1	it	it	PRON
fcis-31623	19	2	also	also	ADV
fcis-31623	19	3	elaborates	elaborate	VERB
fcis-31623	19	4	on	on	ADP
fcis-31623	19	5	specific	specific	ADJ
fcis-31623	19	6	application	application	NOUN
fcis-31623	19	7	scenarios	scenario	NOUN
fcis-31623	19	8	in	in	ADP
fcis-31623	19	9	detail	detail	NOUN
fcis-31623	19	10	and	and	CCONJ
fcis-31623	19	11	proposes	propose	VERB
fcis-31623	19	12	ideas	idea	NOUN
fcis-31623	19	13	for	for	ADP
fcis-31623	19	14	personalized	personalized	ADJ
fcis-31623	19	15	marketing	marketing	NOUN
fcis-31623	19	16	in	in	ADP
fcis-31623	19	17	the	the	DET
fcis-31623	19	18	era	era	NOUN
fcis-31623	19	19	of	of	ADP
fcis-31623	19	20	large	large	ADJ
fcis-31623	19	21	language	language	NOUN
fcis-31623	19	22	models	model	NOUN
fcis-31623	19	23	.	.	PUNCT
fcis-31623	20	1	2	2	X
fcis-31623	20	2	.	.	X
fcis-31623	20	3	review	review	NOUN
fcis-31623	20	4	of	of	ADP
fcis-31623	20	5	domestic	domestic	ADJ
fcis-31623	20	6	and	and	CCONJ
fcis-31623	20	7	foreign	foreign	ADJ
fcis-31623	20	8	research	research	NOUN
fcis-31623	20	9	status	status	NOUN
fcis-31623	20	10	2.1	2.1	NUM
fcis-31623	20	11	.	.	PUNCT
fcis-31623	21	1	large	large	ADJ
fcis-31623	21	2	language	language	NOUN
fcis-31623	21	3	models	model	NOUN
fcis-31623	21	4	(	(	PUNCT
fcis-31623	21	5	llms	llm	NOUN
fcis-31623	21	6	)	)	PUNCT
fcis-31623	21	7	in	in	ADP
fcis-31623	21	8	recent	recent	ADJ
fcis-31623	21	9	years	year	NOUN
fcis-31623	21	10	,	,	PUNCT
fcis-31623	21	11	researchers	researcher	NOUN
fcis-31623	21	12	have	have	AUX
fcis-31623	21	13	found	find	VERB
fcis-31623	21	14	that	that	SCONJ
fcis-31623	21	15	by	by	ADP
fcis-31623	21	16	increasing	increase	VERB
fcis-31623	21	17	the	the	DET
fcis-31623	21	18	number	number	NOUN
fcis-31623	21	19	of	of	ADP
fcis-31623	21	20	parameters	parameter	NOUN
fcis-31623	21	21	and	and	CCONJ
fcis-31623	21	22	the	the	DET
fcis-31623	21	23	amount	amount	NOUN
fcis-31623	21	24	of	of	ADP
fcis-31623	21	25	data	datum	NOUN
fcis-31623	21	26	in	in	ADP
fcis-31623	21	27	pre	pre	X
fcis-31623	21	28	trained	train	VERB
fcis-31623	21	29	language	language	NOUN
fcis-31623	21	30	models	model	NOUN
fcis-31623	21	31	,	,	PUNCT
fcis-31623	21	32	large	large	ADJ
fcis-31623	21	33	language	language	NOUN
fcis-31623	21	34	models	model	NOUN
fcis-31623	21	35	can	can	AUX
fcis-31623	21	36	significantly	significantly	ADV
fcis-31623	21	37	improve	improve	VERB
fcis-31623	21	38	their	their	PRON
fcis-31623	21	39	performance	performance	NOUN
fcis-31623	21	40	and	and	CCONJ
fcis-31623	21	41	demonstrate	demonstrate	VERB
fcis-31623	21	42	many	many	ADJ
fcis-31623	21	43	special	special	ADJ
fcis-31623	21	44	capabilities	capability	NOUN
fcis-31623	21	45	that	that	PRON
fcis-31623	21	46	small	small	ADJ
fcis-31623	21	47	models	model	NOUN
fcis-31623	21	48	do	do	AUX
fcis-31623	21	49	not	not	PART
fcis-31623	21	50	possess	possess	VERB
fcis-31623	21	51	(	(	PUNCT
fcis-31623	21	52	such	such	ADJ
fcis-31623	21	53	as	as	ADP
fcis-31623	21	54	context	context	NOUN
fcis-31623	21	55	learning	learning	NOUN
fcis-31623	21	56	ability	ability	NOUN
fcis-31623	21	57	,	,	PUNCT
fcis-31623	21	58	step	step	NOUN
fcis-31623	21	59	by	by	ADP
fcis-31623	21	60	step	step	NOUN
fcis-31623	21	61	reasoning	reasoning	NOUN
fcis-31623	21	62	ability	ability	NOUN
fcis-31623	21	63	,	,	PUNCT
fcis-31623	21	64	etc	etc	X
fcis-31623	21	65	.	.	X
fcis-31623	21	66	)	)	PUNCT
fcis-31623	22	1	[	[	X
fcis-31623	22	2	1	1	NUM
fcis-31623	22	3	]	]	PUNCT
fcis-31623	22	4	.	.	PUNCT
fcis-31623	23	1	in	in	ADP
fcis-31623	23	2	2018	2018	NUM
fcis-31623	23	3	,	,	PUNCT
fcis-31623	23	4	google	google	PROPN
fcis-31623	23	5	proposed	propose	VERB
fcis-31623	23	6	the	the	DET
fcis-31623	23	7	bert	bert	PROPN
fcis-31623	23	8	model	model	NOUN
fcis-31623	23	9	,	,	PUNCT
fcis-31623	23	10	which	which	PRON
fcis-31623	23	11	achieved	achieve	VERB
fcis-31623	23	12	astonishing	astonishing	ADJ
fcis-31623	23	13	performance	performance	NOUN
fcis-31623	23	14	on	on	ADP
fcis-31623	23	15	a	a	DET
fcis-31623	23	16	large	large	ADJ
fcis-31623	23	17	scale	scale	NOUN
fcis-31623	23	18	corpus	corpus	NOUN
fcis-31623	23	19	through	through	ADP
fcis-31623	23	20	pre	pre	NOUN
fcis-31623	23	21	training	training	NOUN
fcis-31623	23	22	[	[	X
fcis-31623	23	23	2	2	NUM
fcis-31623	23	24	]	]	PUNCT
fcis-31623	23	25	.	.	PUNCT
fcis-31623	24	1	the	the	DET
fcis-31623	24	2	introduction	introduction	NOUN
fcis-31623	24	3	of	of	ADP
fcis-31623	24	4	the	the	DET
fcis-31623	24	5	transformer	transformer	NOUN
fcis-31623	24	6	model	model	NOUN
fcis-31623	24	7	makes	make	VERB
fcis-31623	24	8	the	the	DET
fcis-31623	24	9	model	model	NOUN
fcis-31623	24	10	more	more	ADV
fcis-31623	24	11	effective	effective	ADJ
fcis-31623	24	12	in	in	ADP
fcis-31623	24	13	handling	handle	VERB
fcis-31623	24	14	long	long	ADJ
fcis-31623	24	15	distance	distance	NOUN
fcis-31623	24	16	dependencies	dependency	NOUN
fcis-31623	24	17	.	.	PUNCT
fcis-31623	25	1	recently	recently	ADV
fcis-31623	25	2	,	,	PUNCT
fcis-31623	25	3	openai	openai	PROPN
fcis-31623	25	4	's	's	PART
fcis-31623	25	5	gpt	gpt	NOUN
fcis-31623	25	6	series	series	NOUN
fcis-31623	25	7	(	(	PUNCT
fcis-31623	25	8	generative	generative	ADJ
fcis-31623	25	9	pre	pre	ADJ
fcis-31623	25	10	trained	train	VERB
fcis-31623	25	11	transformer	transformer	NOUN
fcis-31623	25	12	)	)	PUNCT
fcis-31623	25	13	has	have	AUX
fcis-31623	25	14	rapidly	rapidly	ADV
fcis-31623	25	15	promoted	promote	VERB
fcis-31623	25	16	the	the	DET
fcis-31623	25	17	development	development	NOUN
fcis-31623	25	18	of	of	ADP
fcis-31623	25	19	large	large	ADJ
fcis-31623	25	20	language	language	NOUN
fcis-31623	25	21	models	model	NOUN
fcis-31623	25	22	.	.	PUNCT
fcis-31623	26	1	gpt	gpt	NOUN
fcis-31623	26	2	3	3	NUM
fcis-31623	26	3	,	,	PUNCT
fcis-31623	26	4	with	with	ADP
fcis-31623	26	5	175	175	NUM
fcis-31623	26	6	billion	billion	NUM
fcis-31623	26	7	parameters	parameter	NOUN
fcis-31623	26	8	,	,	PUNCT
fcis-31623	26	9	set	set	VERB
fcis-31623	26	10	a	a	DET
fcis-31623	26	11	new	new	ADJ
fcis-31623	26	12	record	record	NOUN
fcis-31623	26	13	in	in	ADP
fcis-31623	26	14	model	model	NOUN
fcis-31623	26	15	scale	scale	NOUN
fcis-31623	26	16	,	,	PUNCT
fcis-31623	26	17	achieving	achieve	VERB
fcis-31623	26	18	great	great	ADJ
fcis-31623	26	19	success	success	NOUN
fcis-31623	26	20	in	in	ADP
fcis-31623	26	21	understanding	understanding	NOUN
fcis-31623	26	22	and	and	CCONJ
fcis-31623	26	23	generating	generate	VERB
fcis-31623	26	24	natural	natural	ADJ
fcis-31623	26	25	language	language	NOUN
fcis-31623	26	26	.	.	PUNCT
fcis-31623	27	1	in	in	ADP
fcis-31623	27	2	2024	2024	NUM
fcis-31623	27	3	,	,	PUNCT
fcis-31623	27	4	gpt	gpt	NOUN
fcis-31623	27	5	4o	4o	NUM
fcis-31623	27	6	released	release	VERB
fcis-31623	27	7	by	by	ADP
fcis-31623	27	8	openai	openai	NOUN
fcis-31623	27	9	showed	show	VERB
fcis-31623	27	10	outstanding	outstanding	ADJ
fcis-31623	27	11	performance	performance	NOUN
fcis-31623	27	12	in	in	ADP
fcis-31623	27	13	multimodal	multimodal	NOUN
fcis-31623	27	14	interaction	interaction	NOUN
fcis-31623	27	15	,	,	PUNCT
fcis-31623	27	16	greatly	greatly	ADV
fcis-31623	27	17	enhancing	enhance	VERB
fcis-31623	27	18	the	the	DET
fcis-31623	27	19	ability	ability	NOUN
fcis-31623	27	20	to	to	PART
fcis-31623	27	21	understand	understand	VERB
fcis-31623	27	22	and	and	CCONJ
fcis-31623	27	23	generate	generate	VERB
fcis-31623	27	24	complex	complex	ADJ
fcis-31623	27	25	long	long	ADJ
fcis-31623	27	26	texts	text	NOUN
fcis-31623	27	27	,	,	PUNCT
fcis-31623	27	28	and	and	CCONJ
fcis-31623	27	29	further	far	ADV
fcis-31623	27	30	improving	improve	VERB
fcis-31623	27	31	controllability	controllability	NOUN
fcis-31623	27	32	,	,	PUNCT
fcis-31623	27	33	attracting	attract	VERB
fcis-31623	27	34	widespread	widespread	ADJ
fcis-31623	27	35	attention	attention	NOUN
fcis-31623	27	36	from	from	ADP
fcis-31623	27	37	the	the	DET
fcis-31623	27	38	global	global	ADJ
fcis-31623	27	39	technology	technology	PROPN
fcis-31623	27	40	community	community	NOUN
fcis-31623	27	41	[	[	X
fcis-31623	27	42	3	3	NUM
fcis-31623	27	43	]	]	PUNCT
fcis-31623	27	44	.	.	PUNCT
fcis-31623	28	1	with	with	ADP
fcis-31623	28	2	the	the	DET
fcis-31623	28	3	introduction	introduction	NOUN
fcis-31623	28	4	of	of	ADP
fcis-31623	28	5	the	the	DET
fcis-31623	28	6	gpt	gpt	NOUN
fcis-31623	28	7	series	series	NOUN
fcis-31623	28	8	,	,	PUNCT
fcis-31623	28	9	chinese	chinese	ADJ
fcis-31623	28	10	researchers	researcher	NOUN
fcis-31623	28	11	have	have	AUX
fcis-31623	28	12	actively	actively	ADV
fcis-31623	28	13	participated	participate	VERB
fcis-31623	28	14	in	in	ADP
fcis-31623	28	15	the	the	DET
fcis-31623	28	16	development	development	NOUN
fcis-31623	28	17	of	of	ADP
fcis-31623	28	18	large	large	ADJ
fcis-31623	28	19	language	language	NOUN
fcis-31623	28	20	models	model	NOUN
fcis-31623	28	21	.	.	PUNCT
fcis-31623	29	1	some	some	DET
fcis-31623	29	2	research	research	NOUN
fcis-31623	29	3	institutions	institution	NOUN
fcis-31623	29	4	have	have	AUX
fcis-31623	29	5	made	make	VERB
fcis-31623	29	6	localized	localized	ADJ
fcis-31623	29	7	improvements	improvement	NOUN
fcis-31623	29	8	based	base	VERB
fcis-31623	29	9	on	on	ADP
fcis-31623	29	10	gpt	gpt	NOUN
fcis-31623	29	11	,	,	PUNCT
fcis-31623	29	12	making	make	VERB
fcis-31623	29	13	these	these	DET
fcis-31623	29	14	models	model	NOUN
fcis-31623	29	15	more	more	ADV
fcis-31623	29	16	suitable	suitable	ADJ
fcis-31623	29	17	for	for	ADP
fcis-31623	29	18	the	the	DET
fcis-31623	29	19	chinese	chinese	ADJ
fcis-31623	29	20	language	language	NOUN
fcis-31623	29	21	environment	environment	NOUN
fcis-31623	29	22	and	and	CCONJ
fcis-31623	29	23	have	have	AUX
fcis-31623	29	24	actively	actively	ADV
fcis-31623	29	25	launched	launch	VERB
fcis-31623	29	26	their	their	PRON
fcis-31623	29	27	own	own	ADJ
fcis-31623	29	28	large	large	ADJ
fcis-31623	29	29	language	language	NOUN
fcis-31623	29	30	models	model	NOUN
fcis-31623	29	31	.	.	PUNCT
fcis-31623	30	1	for	for	ADP
fcis-31623	30	2	example	example	NOUN
fcis-31623	30	3	,	,	PUNCT
fcis-31623	30	4	baidu	baidu	PROPN
fcis-31623	30	5	's	's	PART
fcis-31623	30	6	"	"	PUNCT
fcis-31623	30	7	wenxin	wenxin	PROPN
fcis-31623	30	8	yiyan	yiyan	PROPN
fcis-31623	30	9	"	"	PUNCT
fcis-31623	30	10	,	,	PUNCT
fcis-31623	30	11	360	360	NUM
fcis-31623	30	12	's	's	PART
fcis-31623	30	13	large	large	ADJ
fcis-31623	30	14	language	language	NOUN
fcis-31623	30	15	model	model	NOUN
fcis-31623	30	16	,	,	PUNCT
fcis-31623	30	17	alibaba	alibaba	PROPN
fcis-31623	30	18	's	's	PART
fcis-31623	30	19	"	"	PUNCT
fcis-31623	30	20	tongyi	tongyi	NOUN
fcis-31623	30	21	qianwen	qianwen	NOUN
fcis-31623	30	22	"	"	PUNCT
fcis-31623	30	23	,	,	PUNCT
fcis-31623	30	24	and	and	CCONJ
fcis-31623	30	25	sensetime	sensetime	NOUN
fcis-31623	30	26	's	's	PART
fcis-31623	30	27	"	"	PUNCT
fcis-31623	30	28	shangliang	shangliang	NOUN
fcis-31623	30	29	"	"	PUNCT
fcis-31623	30	30	were	be	AUX
fcis-31623	30	31	all	all	PRON
fcis-31623	30	32	launched	launch	VERB
fcis-31623	30	33	.	.	PUNCT
fcis-31623	31	1	they	they	PRON
fcis-31623	31	2	are	be	AUX
fcis-31623	31	3	committed	commit	VERB
fcis-31623	31	4	to	to	ADP
fcis-31623	31	5	applying	apply	VERB
fcis-31623	31	6	large	large	ADJ
fcis-31623	31	7	language	language	NOUN
fcis-31623	31	8	models	model	NOUN
fcis-31623	31	9	to	to	ADP
fcis-31623	31	10	practical	practical	ADJ
fcis-31623	31	11	scenarios	scenario	NOUN
fcis-31623	31	12	such	such	ADJ
fcis-31623	31	13	as	as	ADP
fcis-31623	31	14	61	61	NUM
fcis-31623	31	15	search	search	NOUN
fcis-31623	31	16	engines	engine	NOUN
fcis-31623	31	17	and	and	CCONJ
fcis-31623	31	18	speech	speech	NOUN
fcis-31623	31	19	recognition	recognition	NOUN
fcis-31623	31	20	and	and	CCONJ
fcis-31623	31	21	have	have	AUX
fcis-31623	31	22	achieved	achieve	VERB
fcis-31623	31	23	remarkable	remarkable	ADJ
fcis-31623	31	24	results	result	NOUN
fcis-31623	31	25	.	.	PUNCT
fcis-31623	32	1	at	at	ADP
fcis-31623	32	2	the	the	DET
fcis-31623	32	3	same	same	ADJ
fcis-31623	32	4	time	time	NOUN
fcis-31623	32	5	,	,	PUNCT
fcis-31623	32	6	the	the	DET
fcis-31623	32	7	deepseek	deepseek	ADJ
fcis-31623	32	8	model	model	NOUN
fcis-31623	32	9	has	have	AUX
fcis-31623	32	10	emerged	emerge	VERB
fcis-31623	32	11	.	.	PUNCT
fcis-31623	33	1	based	base	VERB
fcis-31623	33	2	on	on	ADP
fcis-31623	33	3	the	the	DET
fcis-31623	33	4	transformer	transformer	NOUN
fcis-31623	33	5	architecture	architecture	NOUN
fcis-31623	33	6	,	,	PUNCT
fcis-31623	33	7	it	it	PRON
fcis-31623	33	8	independently	independently	ADV
fcis-31623	33	9	develops	develop	VERB
fcis-31623	33	10	deep	deep	ADJ
fcis-31623	33	11	neural	neural	ADJ
fcis-31623	33	12	networks	network	NOUN
fcis-31623	33	13	and	and	CCONJ
fcis-31623	33	14	has	have	VERB
fcis-31623	33	15	outstanding	outstanding	ADJ
fcis-31623	33	16	capabilities	capability	NOUN
fcis-31623	33	17	in	in	ADP
fcis-31623	33	18	many	many	ADJ
fcis-31623	33	19	aspects	aspect	NOUN
fcis-31623	33	20	such	such	ADJ
fcis-31623	33	21	as	as	ADP
fcis-31623	33	22	intelligent	intelligent	ADJ
fcis-31623	33	23	dialogue	dialogue	NOUN
fcis-31623	33	24	,	,	PUNCT
fcis-31623	33	25	text	text	NOUN
fcis-31623	33	26	generation	generation	NOUN
fcis-31623	33	27	,	,	PUNCT
fcis-31623	33	28	and	and	CCONJ
fcis-31623	33	29	semantic	semantic	ADJ
fcis-31623	33	30	understanding	understanding	NOUN
fcis-31623	33	31	.	.	PUNCT
fcis-31623	34	1	deepseek	deepseek	ADJ
fcis-31623	34	2	r1	r1	PROPN
fcis-31623	34	3	contains	contain	VERB
fcis-31623	34	4	671	671	NUM
fcis-31623	34	5	billion	billion	NUM
fcis-31623	34	6	parameters	parameter	NOUN
fcis-31623	34	7	and	and	CCONJ
fcis-31623	34	8	is	be	AUX
fcis-31623	34	9	trained	train	VERB
fcis-31623	34	10	on	on	ADP
fcis-31623	34	11	a	a	DET
fcis-31623	34	12	dataset	dataset	NOUN
fcis-31623	34	13	of	of	ADP
fcis-31623	34	14	2	2	NUM
fcis-31623	34	15	trillion	trillion	NUM
fcis-31623	34	16	tokens	token	NOUN
fcis-31623	34	17	,	,	PUNCT
fcis-31623	34	18	covering	cover	VERB
fcis-31623	34	19	chinese	chinese	ADJ
fcis-31623	34	20	and	and	CCONJ
fcis-31623	34	21	english	english	PROPN
fcis-31623	34	22	.	.	PUNCT
fcis-31623	35	1	it	it	PRON
fcis-31623	35	2	performs	perform	VERB
fcis-31623	35	3	excellently	excellently	ADV
fcis-31623	35	4	in	in	ADP
fcis-31623	35	5	reasoning	reasoning	NOUN
fcis-31623	35	6	,	,	PUNCT
fcis-31623	35	7	coding	coding	NOUN
fcis-31623	35	8	,	,	PUNCT
fcis-31623	35	9	mathematics	mathematic	NOUN
fcis-31623	35	10	,	,	PUNCT
fcis-31623	35	11	and	and	CCONJ
fcis-31623	35	12	chinese	chinese	ADJ
fcis-31623	35	13	understanding	understanding	NOUN
fcis-31623	35	14	,	,	PUNCT
fcis-31623	35	15	surpassing	surpass	VERB
fcis-31623	35	16	some	some	DET
fcis-31623	35	17	similar	similar	ADJ
fcis-31623	35	18	models	model	NOUN
fcis-31623	35	19	.	.	PUNCT
fcis-31623	36	1	in	in	ADP
fcis-31623	36	2	general	general	ADJ
fcis-31623	36	3	,	,	PUNCT
fcis-31623	36	4	the	the	DET
fcis-31623	36	5	emergence	emergence	NOUN
fcis-31623	36	6	of	of	ADP
fcis-31623	36	7	large	large	ADJ
fcis-31623	36	8	language	language	NOUN
fcis-31623	36	9	models	model	NOUN
fcis-31623	36	10	represents	represent	VERB
fcis-31623	36	11	a	a	DET
fcis-31623	36	12	major	major	ADJ
fcis-31623	36	13	breakthrough	breakthrough	NOUN
fcis-31623	36	14	in	in	ADP
fcis-31623	36	15	the	the	DET
fcis-31623	36	16	field	field	NOUN
fcis-31623	36	17	of	of	ADP
fcis-31623	36	18	artificial	artificial	ADJ
fcis-31623	36	19	intelligence	intelligence	NOUN
fcis-31623	36	20	.	.	PUNCT
fcis-31623	37	1	their	their	PRON
fcis-31623	37	2	enhanced	enhance	VERB
fcis-31623	37	3	capabilities	capability	NOUN
fcis-31623	37	4	in	in	ADP
fcis-31623	37	5	understanding	understanding	NOUN
fcis-31623	37	6	,	,	PUNCT
fcis-31623	37	7	language	language	NOUN
fcis-31623	37	8	analysis	analysis	NOUN
fcis-31623	37	9	,	,	PUNCT
fcis-31623	37	10	and	and	CCONJ
fcis-31623	37	11	common	common	ADJ
fcis-31623	37	12	sense	sense	NOUN
fcis-31623	37	13	reasoning	reasoning	NOUN
fcis-31623	37	14	open	open	VERB
fcis-31623	37	15	up	up	ADP
fcis-31623	37	16	new	new	ADJ
fcis-31623	37	17	possibilities	possibility	NOUN
fcis-31623	37	18	for	for	ADP
fcis-31623	37	19	personalization	personalization	NOUN
fcis-31623	37	20	.	.	PUNCT
fcis-31623	38	1	2.2	2.2	NUM
fcis-31623	38	2	.	.	PUNCT
fcis-31623	39	1	personalized	personalize	VERB
fcis-31623	39	2	recommendation	recommendation	NOUN
fcis-31623	39	3	personalized	personalize	VERB
fcis-31623	39	4	recommendation	recommendation	NOUN
fcis-31623	39	5	systems	system	NOUN
fcis-31623	39	6	are	be	AUX
fcis-31623	39	7	the	the	DET
fcis-31623	39	8	product	product	NOUN
fcis-31623	39	9	of	of	ADP
fcis-31623	39	10	the	the	DET
fcis-31623	39	11	development	development	NOUN
fcis-31623	39	12	of	of	ADP
fcis-31623	39	13	the	the	DET
fcis-31623	39	14	internet	internet	NOUN
fcis-31623	39	15	and	and	CCONJ
fcis-31623	39	16	e	e	PROPN
fcis-31623	39	17	commerce	commerce	PROPN
fcis-31623	39	18	.	.	PUNCT
fcis-31623	40	1	they	they	PRON
fcis-31623	40	2	were	be	AUX
fcis-31623	40	3	proposed	propose	VERB
fcis-31623	40	4	to	to	PART
fcis-31623	40	5	solve	solve	VERB
fcis-31623	40	6	the	the	DET
fcis-31623	40	7	problem	problem	NOUN
fcis-31623	40	8	of	of	ADP
fcis-31623	40	9	information	information	NOUN
fcis-31623	40	10	overload	overload	NOUN
fcis-31623	40	11	through	through	ADP
fcis-31623	40	12	information	information	NOUN
fcis-31623	40	13	retrieval	retrieval	NOUN
fcis-31623	40	14	and	and	CCONJ
fcis-31623	40	15	filtering	filtering	NOUN
fcis-31623	40	16	.	.	PUNCT
fcis-31623	41	1	the	the	DET
fcis-31623	41	2	first	first	ADJ
fcis-31623	41	3	collaborative	collaborative	ADJ
fcis-31623	41	4	filtering	filtering	NOUN
fcis-31623	41	5	system	system	NOUN
fcis-31623	41	6	was	be	AUX
fcis-31623	41	7	published	publish	VERB
fcis-31623	41	8	by	by	ADP
fcis-31623	41	9	scholars	scholar	NOUN
fcis-31623	41	10	such	such	ADJ
fcis-31623	41	11	as	as	ADP
fcis-31623	41	12	david	david	PROPN
fcis-31623	41	13	goldberg	goldberg	PROPN
fcis-31623	41	14	and	and	CCONJ
fcis-31623	41	15	david	david	PROPN
fcis-31623	41	16	nichols	nichols	PROPN
fcis-31623	41	17	(	(	PUNCT
fcis-31623	41	18	1992	1992	NUM
fcis-31623	41	19	)	)	PUNCT
fcis-31623	41	20	,	,	PUNCT
fcis-31623	41	21	aiming	aim	VERB
fcis-31623	41	22	to	to	PART
fcis-31623	41	23	solve	solve	VERB
fcis-31623	41	24	the	the	DET
fcis-31623	41	25	problem	problem	NOUN
fcis-31623	41	26	of	of	ADP
fcis-31623	41	27	information	information	NOUN
fcis-31623	41	28	overload	overload	NOUN
fcis-31623	41	29	in	in	ADP
fcis-31623	41	30	users	user	NOUN
fcis-31623	41	31	'	'	PART
fcis-31623	41	32	emails	email	NOUN
fcis-31623	41	33	[	[	X
fcis-31623	41	34	4	4	NUM
fcis-31623	41	35	]	]	PUNCT
fcis-31623	41	36	.	.	PUNCT
fcis-31623	42	1	later	later	ADV
fcis-31623	42	2	,	,	PUNCT
fcis-31623	42	3	resnick	resnick	PROPN
fcis-31623	42	4	and	and	CCONJ
fcis-31623	42	5	varian	varian	PROPN
fcis-31623	42	6	(	(	PUNCT
fcis-31623	42	7	1997	1997	NUM
fcis-31623	42	8	)	)	PUNCT
fcis-31623	42	9	gave	give	VERB
fcis-31623	42	10	a	a	DET
fcis-31623	42	11	clear	clear	ADJ
fcis-31623	42	12	definition	definition	NOUN
fcis-31623	42	13	of	of	ADP
fcis-31623	42	14	recommendation	recommendation	NOUN
fcis-31623	42	15	systems	system	NOUN
fcis-31623	42	16	:	:	PUNCT
fcis-31623	42	17	using	use	VERB
fcis-31623	42	18	e	e	PROPN
fcis-31623	42	19	commerce	commerce	NOUN
fcis-31623	42	20	websites	website	NOUN
fcis-31623	42	21	to	to	PART
fcis-31623	42	22	provide	provide	VERB
fcis-31623	42	23	customers	customer	NOUN
fcis-31623	42	24	with	with	ADP
fcis-31623	42	25	product	product	NOUN
fcis-31623	42	26	information	information	NOUN
fcis-31623	42	27	and	and	CCONJ
fcis-31623	42	28	suggestions	suggestion	NOUN
fcis-31623	42	29	,	,	PUNCT
fcis-31623	42	30	helping	help	VERB
fcis-31623	42	31	users	user	NOUN
fcis-31623	42	32	decide	decide	VERB
fcis-31623	42	33	what	what	PRON
fcis-31623	42	34	products	product	NOUN
fcis-31623	42	35	to	to	PART
fcis-31623	42	36	buy	buy	VERB
fcis-31623	42	37	,	,	PUNCT
fcis-31623	42	38	simulating	simulate	VERB
fcis-31623	42	39	the	the	DET
fcis-31623	42	40	process	process	NOUN
fcis-31623	42	41	of	of	ADP
fcis-31623	42	42	salespeople	salesperson	NOUN
fcis-31623	42	43	helping	help	VERB
fcis-31623	42	44	customers	customer	NOUN
fcis-31623	42	45	complete	complete	VERB
fcis-31623	42	46	purchases	purchase	NOUN
fcis-31623	42	47	[	[	X
fcis-31623	42	48	5	5	NUM
fcis-31623	42	49	]	]	PUNCT
fcis-31623	42	50	.	.	PUNCT
fcis-31623	43	1	with	with	ADP
fcis-31623	43	2	the	the	DET
fcis-31623	43	3	rise	rise	NOUN
fcis-31623	43	4	of	of	ADP
fcis-31623	43	5	deep	deep	ADJ
fcis-31623	43	6	learning	learning	NOUN
fcis-31623	43	7	technology	technology	NOUN
fcis-31623	43	8	,	,	PUNCT
fcis-31623	43	9	foreign	foreign	ADJ
fcis-31623	43	10	researchers	researcher	NOUN
fcis-31623	43	11	began	begin	VERB
fcis-31623	43	12	to	to	PART
fcis-31623	43	13	introduce	introduce	VERB
fcis-31623	43	14	deep	deep	ADJ
fcis-31623	43	15	learning	learning	NOUN
fcis-31623	43	16	into	into	ADP
fcis-31623	43	17	the	the	DET
fcis-31623	43	18	field	field	NOUN
fcis-31623	43	19	of	of	ADP
fcis-31623	43	20	personalized	personalized	ADJ
fcis-31623	43	21	recommendation	recommendation	NOUN
fcis-31623	43	22	.	.	PUNCT
fcis-31623	44	1	they	they	PRON
fcis-31623	44	2	proposed	propose	VERB
fcis-31623	44	3	a	a	DET
fcis-31623	44	4	series	series	NOUN
fcis-31623	44	5	of	of	ADP
fcis-31623	44	6	recommendation	recommendation	NOUN
fcis-31623	44	7	algorithms	algorithm	NOUN
fcis-31623	44	8	based	base	VERB
fcis-31623	44	9	on	on	ADP
fcis-31623	44	10	neural	neural	ADJ
fcis-31623	44	11	networks	network	NOUN
fcis-31623	44	12	,	,	PUNCT
fcis-31623	44	13	such	such	ADJ
fcis-31623	44	14	as	as	ADP
fcis-31623	44	15	models	model	NOUN
fcis-31623	44	16	based	base	VERB
fcis-31623	44	17	on	on	ADP
fcis-31623	44	18	rnn	rnn	PROPN
fcis-31623	44	19	and	and	CCONJ
fcis-31623	44	20	cnn	cnn	PROPN
fcis-31623	44	21	,	,	PUNCT
fcis-31623	44	22	achieving	achieve	VERB
fcis-31623	44	23	significant	significant	ADJ
fcis-31623	44	24	performance	performance	NOUN
fcis-31623	44	25	improvements	improvement	NOUN
fcis-31623	44	26	.	.	PUNCT
fcis-31623	45	1	when	when	SCONJ
fcis-31623	45	2	big	big	ADJ
fcis-31623	45	3	data	datum	NOUN
fcis-31623	45	4	technology	technology	NOUN
fcis-31623	45	5	became	become	VERB
fcis-31623	45	6	more	more	ADV
fcis-31623	45	7	mature	mature	ADJ
fcis-31623	45	8	,	,	PUNCT
fcis-31623	45	9	foreign	foreign	ADJ
fcis-31623	45	10	researchers	researcher	NOUN
fcis-31623	45	11	proposed	propose	VERB
fcis-31623	45	12	more	more	ADV
fcis-31623	45	13	accurate	accurate	ADJ
fcis-31623	45	14	recommendation	recommendation	NOUN
fcis-31623	45	15	algorithms	algorithm	NOUN
fcis-31623	45	16	through	through	ADP
fcis-31623	45	17	the	the	DET
fcis-31623	45	18	analysis	analysis	NOUN
fcis-31623	45	19	of	of	ADP
fcis-31623	45	20	large	large	ADJ
fcis-31623	45	21	scale	scale	NOUN
fcis-31623	45	22	user	user	NOUN
fcis-31623	45	23	behavior	behavior	NOUN
fcis-31623	45	24	data	datum	NOUN
fcis-31623	45	25	.	.	PUNCT
fcis-31623	46	1	these	these	DET
fcis-31623	46	2	algorithms	algorithm	NOUN
fcis-31623	46	3	can	can	AUX
fcis-31623	46	4	better	well	ADV
fcis-31623	46	5	understand	understand	VERB
fcis-31623	46	6	users	user	NOUN
fcis-31623	46	7	'	'	PART
fcis-31623	46	8	interests	interest	NOUN
fcis-31623	46	9	and	and	CCONJ
fcis-31623	46	10	behavior	behavior	NOUN
fcis-31623	46	11	patterns	pattern	NOUN
fcis-31623	46	12	,	,	PUNCT
fcis-31623	46	13	significantly	significantly	ADV
fcis-31623	46	14	improving	improve	VERB
fcis-31623	46	15	the	the	DET
fcis-31623	46	16	personalization	personalization	NOUN
fcis-31623	46	17	level	level	NOUN
fcis-31623	46	18	of	of	ADP
fcis-31623	46	19	recommendation	recommendation	NOUN
fcis-31623	46	20	systems	system	NOUN
fcis-31623	46	21	.	.	PUNCT
fcis-31623	47	1	china	china	PROPN
fcis-31623	47	2	entered	enter	VERB
fcis-31623	47	3	the	the	DET
fcis-31623	47	4	initial	initial	ADJ
fcis-31623	47	5	stage	stage	NOUN
fcis-31623	47	6	of	of	ADP
fcis-31623	47	7	research	research	NOUN
fcis-31623	47	8	on	on	ADP
fcis-31623	47	9	personalized	personalized	ADJ
fcis-31623	47	10	recommendation	recommendation	NOUN
fcis-31623	47	11	systems	system	NOUN
fcis-31623	47	12	only	only	ADV
fcis-31623	47	13	after	after	ADP
fcis-31623	47	14	the	the	DET
fcis-31623	47	15	21st	21st	ADJ
fcis-31623	47	16	century	century	NOUN
fcis-31623	47	17	.	.	PUNCT
fcis-31623	48	1	around	around	ADP
fcis-31623	48	2	2010	2010	NUM
fcis-31623	48	3	,	,	PUNCT
fcis-31623	48	4	domestic	domestic	ADJ
fcis-31623	48	5	researchers	researcher	NOUN
fcis-31623	48	6	mainly	mainly	ADV
fcis-31623	48	7	focused	focus	VERB
fcis-31623	48	8	on	on	ADP
fcis-31623	48	9	traditional	traditional	ADJ
fcis-31623	48	10	collaborative	collaborative	ADJ
fcis-31623	48	11	filtering	filter	VERB
fcis-31623	48	12	methods	method	NOUN
fcis-31623	48	13	and	and	CCONJ
fcis-31623	48	14	gradually	gradually	ADV
fcis-31623	48	15	introduced	introduce	VERB
fcis-31623	48	16	machine	machine	NOUN
fcis-31623	48	17	learning	learning	NOUN
fcis-31623	48	18	based	base	VERB
fcis-31623	48	19	recommendation	recommendation	NOUN
fcis-31623	48	20	technologies	technology	NOUN
fcis-31623	48	21	,	,	PUNCT
fcis-31623	48	22	striving	strive	VERB
fcis-31623	48	23	to	to	PART
fcis-31623	48	24	solve	solve	VERB
fcis-31623	48	25	the	the	DET
fcis-31623	48	26	problems	problem	NOUN
fcis-31623	48	27	of	of	ADP
fcis-31623	48	28	user	user	NOUN
fcis-31623	48	29	cold	cold	ADJ
fcis-31623	48	30	start	start	NOUN
fcis-31623	48	31	and	and	CCONJ
fcis-31623	48	32	data	datum	NOUN
fcis-31623	48	33	sparsity	sparsity	NOUN
fcis-31623	48	34	to	to	PART
fcis-31623	48	35	improve	improve	VERB
fcis-31623	48	36	the	the	DET
fcis-31623	48	37	accuracy	accuracy	NOUN
fcis-31623	48	38	and	and	CCONJ
fcis-31623	48	39	coverage	coverage	NOUN
fcis-31623	48	40	of	of	ADP
fcis-31623	48	41	recommendation	recommendation	NOUN
fcis-31623	48	42	systems	system	NOUN
fcis-31623	48	43	[	[	X
fcis-31623	48	44	6	6	NUM
fcis-31623	48	45	]	]	PUNCT
fcis-31623	48	46	.	.	PUNCT
fcis-31623	49	1	with	with	ADP
fcis-31623	49	2	the	the	DET
fcis-31623	49	3	increasing	increase	VERB
fcis-31623	49	4	emphasis	emphasis	NOUN
fcis-31623	49	5	on	on	ADP
fcis-31623	49	6	deep	deep	ADJ
fcis-31623	49	7	learning	learning	NOUN
fcis-31623	49	8	technology	technology	NOUN
fcis-31623	49	9	in	in	ADP
fcis-31623	49	10	china	china	PROPN
fcis-31623	49	11	,	,	PUNCT
fcis-31623	49	12	research	research	NOUN
fcis-31623	49	13	on	on	ADP
fcis-31623	49	14	personalized	personalized	ADJ
fcis-31623	49	15	recommendation	recommendation	NOUN
fcis-31623	49	16	has	have	AUX
fcis-31623	49	17	gradually	gradually	ADV
fcis-31623	49	18	incorporated	incorporate	VERB
fcis-31623	49	19	deep	deep	ADJ
fcis-31623	49	20	learning	learning	NOUN
fcis-31623	49	21	.	.	PUNCT
fcis-31623	50	1	some	some	DET
fcis-31623	50	2	domestic	domestic	ADJ
fcis-31623	50	3	research	research	NOUN
fcis-31623	50	4	institutions	institution	NOUN
fcis-31623	50	5	and	and	CCONJ
fcis-31623	50	6	enterprises	enterprise	NOUN
fcis-31623	50	7	began	begin	VERB
fcis-31623	50	8	to	to	PART
fcis-31623	50	9	propose	propose	VERB
fcis-31623	50	10	recommendation	recommendation	NOUN
fcis-31623	50	11	algorithms	algorithm	NOUN
fcis-31623	50	12	based	base	VERB
fcis-31623	50	13	on	on	ADP
fcis-31623	50	14	neural	neural	ADJ
fcis-31623	50	15	networks	network	NOUN
fcis-31623	50	16	and	and	CCONJ
fcis-31623	50	17	initially	initially	ADV
fcis-31623	50	18	achieved	achieve	VERB
fcis-31623	50	19	some	some	DET
fcis-31623	50	20	results	result	NOUN
fcis-31623	50	21	.	.	PUNCT
fcis-31623	51	1	with	with	ADP
fcis-31623	51	2	the	the	DET
fcis-31623	51	3	advent	advent	NOUN
fcis-31623	51	4	of	of	ADP
fcis-31623	51	5	the	the	DET
fcis-31623	51	6	big	big	ADJ
fcis-31623	51	7	data	data	PROPN
fcis-31623	51	8	era	era	NOUN
fcis-31623	51	9	,	,	PUNCT
fcis-31623	51	10	domestic	domestic	ADJ
fcis-31623	51	11	research	research	NOUN
fcis-31623	51	12	on	on	ADP
fcis-31623	51	13	personalized	personalized	ADJ
fcis-31623	51	14	recommendation	recommendation	NOUN
fcis-31623	51	15	has	have	AUX
fcis-31623	51	16	been	be	AUX
fcis-31623	51	17	able	able	ADJ
fcis-31623	51	18	to	to	PART
fcis-31623	51	19	conduct	conduct	VERB
fcis-31623	51	20	more	more	ADJ
fcis-31623	51	21	in	in	ADP
fcis-31623	51	22	depth	depth	NOUN
fcis-31623	51	23	research	research	NOUN
fcis-31623	51	24	in	in	ADP
fcis-31623	51	25	user	user	NOUN
fcis-31623	51	26	behavior	behavior	NOUN
fcis-31623	51	27	mining	mining	NOUN
fcis-31623	51	28	and	and	CCONJ
fcis-31623	51	29	pattern	pattern	NOUN
fcis-31623	51	30	recognition	recognition	NOUN
fcis-31623	51	31	with	with	ADP
fcis-31623	51	32	the	the	DET
fcis-31623	51	33	help	help	NOUN
fcis-31623	51	34	of	of	ADP
fcis-31623	51	35	big	big	ADJ
fcis-31623	51	36	data	datum	NOUN
fcis-31623	51	37	analysis	analysis	NOUN
fcis-31623	51	38	technology	technology	NOUN
fcis-31623	51	39	,	,	PUNCT
fcis-31623	51	40	to	to	PART
fcis-31623	51	41	improve	improve	VERB
fcis-31623	51	42	the	the	DET
fcis-31623	51	43	personalization	personalization	NOUN
fcis-31623	51	44	level	level	NOUN
fcis-31623	51	45	of	of	ADP
fcis-31623	51	46	recommendation	recommendation	NOUN
fcis-31623	51	47	systems	system	NOUN
fcis-31623	52	1	[	[	X
fcis-31623	52	2	7	7	NUM
fcis-31623	52	3	]	]	PUNCT
fcis-31623	52	4	.	.	PUNCT
fcis-31623	53	1	3	3	X
fcis-31623	53	2	.	.	X
fcis-31623	53	3	overall	overall	ADJ
fcis-31623	53	4	construction	construction	NOUN
fcis-31623	53	5	ideas	idea	NOUN
fcis-31623	53	6	of	of	ADP
fcis-31623	53	7	intelligent	intelligent	ADJ
fcis-31623	53	8	e	e	NOUN
fcis-31623	53	9	commerce	commerce	NOUN
fcis-31623	53	10	empowered	empower	VERB
fcis-31623	53	11	by	by	ADP
fcis-31623	53	12	large	large	ADJ
fcis-31623	53	13	language	language	NOUN
fcis-31623	53	14	models	model	NOUN
fcis-31623	53	15	currently	currently	ADV
fcis-31623	53	16	,	,	PUNCT
fcis-31623	53	17	research	research	NOUN
fcis-31623	53	18	on	on	ADP
fcis-31623	53	19	"	"	PUNCT
fcis-31623	53	20	personalized	personalized	ADJ
fcis-31623	53	21	recommendation	recommendation	NOUN
fcis-31623	53	22	"	"	PUNCT
fcis-31623	53	23	mainly	mainly	ADV
fcis-31623	53	24	focuses	focus	VERB
fcis-31623	53	25	on	on	ADP
fcis-31623	53	26	technical	technical	ADJ
fcis-31623	53	27	principles	principle	NOUN
fcis-31623	53	28	,	,	PUNCT
fcis-31623	53	29	platform	platform	NOUN
fcis-31623	53	30	development	development	NOUN
fcis-31623	53	31	and	and	CCONJ
fcis-31623	53	32	applications	application	NOUN
fcis-31623	53	33	,	,	PUNCT
fcis-31623	53	34	and	and	CCONJ
fcis-31623	53	35	communication	communication	NOUN
fcis-31623	53	36	effects	effect	NOUN
fcis-31623	53	37	.	.	PUNCT
fcis-31623	54	1	however	however	ADV
fcis-31623	54	2	,	,	PUNCT
fcis-31623	54	3	regarding	regard	VERB
fcis-31623	54	4	the	the	DET
fcis-31623	54	5	ultimate	ultimate	ADJ
fcis-31623	54	6	service	service	NOUN
fcis-31623	54	7	object	object	NOUN
fcis-31623	54	8	of	of	ADP
fcis-31623	54	9	personalized	personalized	ADJ
fcis-31623	54	10	recommendation	recommendation	NOUN
fcis-31623	54	11	the	the	DET
fcis-31623	54	12	users	user	NOUN
fcis-31623	54	13	themselves	themselves	PRON
fcis-31623	54	14	,	,	PUNCT
fcis-31623	54	15	as	as	SCONJ
fcis-31623	54	16	users	user	NOUN
fcis-31623	54	17	are	be	AUX
fcis-31623	54	18	key	key	ADJ
fcis-31623	54	19	participants	participant	NOUN
fcis-31623	54	20	in	in	ADP
fcis-31623	54	21	the	the	DET
fcis-31623	54	22	information	information	NOUN
fcis-31623	54	23	demand	demand	NOUN
fcis-31623	54	24	market	market	NOUN
fcis-31623	54	25	and	and	CCONJ
fcis-31623	54	26	personalized	personalized	ADJ
fcis-31623	54	27	recommendation	recommendation	NOUN
fcis-31623	54	28	exists	exist	VERB
fcis-31623	54	29	to	to	PART
fcis-31623	54	30	better	well	ADV
fcis-31623	54	31	meet	meet	VERB
fcis-31623	54	32	users	user	NOUN
fcis-31623	54	33	'	'	PART
fcis-31623	54	34	needs	need	NOUN
fcis-31623	54	35	,	,	PUNCT
fcis-31623	54	36	this	this	DET
fcis-31623	54	37	paper	paper	NOUN
fcis-31623	54	38	argues	argue	VERB
fcis-31623	54	39	that	that	SCONJ
fcis-31623	54	40	the	the	DET
fcis-31623	54	41	research	research	NOUN
fcis-31623	54	42	direction	direction	NOUN
fcis-31623	54	43	of	of	ADP
fcis-31623	54	44	"	"	PUNCT
fcis-31623	54	45	personalized	personalized	ADJ
fcis-31623	54	46	recommendation	recommendation	NOUN
fcis-31623	54	47	"	"	PUNCT
fcis-31623	54	48	should	should	AUX
fcis-31623	54	49	mainly	mainly	ADV
fcis-31623	54	50	focus	focus	VERB
fcis-31623	54	51	on	on	ADP
fcis-31623	54	52	the	the	DET
fcis-31623	54	53	following	follow	VERB
fcis-31623	54	54	aspects	aspect	NOUN
fcis-31623	54	55	:	:	PUNCT
fcis-31623	54	56	3.1	3.1	NUM
fcis-31623	54	57	.	.	PUNCT
fcis-31623	55	1	deep	deep	ADJ
fcis-31623	55	2	breakthrough	breakthrough	NOUN
fcis-31623	55	3	in	in	ADP
fcis-31623	55	4	natural	natural	ADJ
fcis-31623	55	5	language	language	NOUN
fcis-31623	55	6	understanding	understand	VERB
fcis-31623	55	7	large	large	ADJ
fcis-31623	55	8	language	language	NOUN
fcis-31623	55	9	models	model	NOUN
fcis-31623	55	10	are	be	AUX
fcis-31623	55	11	different	different	ADJ
fcis-31623	55	12	from	from	ADP
fcis-31623	55	13	traditional	traditional	ADJ
fcis-31623	55	14	rule	rule	NOUN
fcis-31623	55	15	based	base	VERB
fcis-31623	55	16	or	or	CCONJ
fcis-31623	55	17	simple	simple	ADJ
fcis-31623	55	18	statistical	statistical	ADJ
fcis-31623	55	19	based	base	VERB
fcis-31623	55	20	recommendation	recommendation	NOUN
fcis-31623	55	21	systems	system	NOUN
fcis-31623	55	22	.	.	PUNCT
fcis-31623	56	1	they	they	PRON
fcis-31623	56	2	can	can	AUX
fcis-31623	56	3	not	not	PART
fcis-31623	56	4	only	only	ADV
fcis-31623	56	5	analyze	analyze	VERB
fcis-31623	56	6	users	user	NOUN
fcis-31623	56	7	'	'	PART
fcis-31623	56	8	historical	historical	ADJ
fcis-31623	56	9	behaviors	behavior	NOUN
fcis-31623	56	10	but	but	CCONJ
fcis-31623	56	11	also	also	ADV
fcis-31623	56	12	provide	provide	VERB
fcis-31623	56	13	more	more	ADV
fcis-31623	56	14	accurate	accurate	ADJ
fcis-31623	56	15	personalized	personalized	ADJ
fcis-31623	56	16	recommendations	recommendation	NOUN
fcis-31623	56	17	by	by	ADP
fcis-31623	56	18	learning	learn	VERB
fcis-31623	56	19	users	user	NOUN
fcis-31623	56	20	'	'	PART
fcis-31623	56	21	natural	natural	ADJ
fcis-31623	56	22	language	language	NOUN
fcis-31623	56	23	inputs	input	NOUN
fcis-31623	56	24	in	in	ADP
fcis-31623	56	25	real	real	ADJ
fcis-31623	56	26	time	time	NOUN
fcis-31623	56	27	.	.	PUNCT
fcis-31623	57	1	in	in	ADP
fcis-31623	57	2	the	the	DET
fcis-31623	57	3	aspect	aspect	NOUN
fcis-31623	57	4	of	of	ADP
fcis-31623	57	5	natural	natural	ADJ
fcis-31623	57	6	language	language	NOUN
fcis-31623	57	7	understanding	understanding	NOUN
fcis-31623	57	8	,	,	PUNCT
fcis-31623	57	9	llms	llm	NOUN
fcis-31623	57	10	achieve	achieve	VERB
fcis-31623	57	11	high	high	ADJ
fcis-31623	57	12	order	order	NOUN
fcis-31623	57	13	semantic	semantic	ADJ
fcis-31623	57	14	parsing	parsing	NOUN
fcis-31623	57	15	through	through	ADP
fcis-31623	57	16	the	the	DET
fcis-31623	57	17	self	self	NOUN
fcis-31623	57	18	attention	attention	NOUN
fcis-31623	57	19	mechanism	mechanism	NOUN
fcis-31623	57	20	of	of	ADP
fcis-31623	57	21	the	the	DET
fcis-31623	57	22	transformer	transformer	NOUN
fcis-31623	57	23	architecture	architecture	NOUN
fcis-31623	57	24	and	and	CCONJ
fcis-31623	57	25	the	the	DET
fcis-31623	57	26	pre	pre	ADJ
fcis-31623	57	27	training	train	VERB
fcis-31623	57	28	fine	fine	ADJ
fcis-31623	57	29	tuning	tuning	NOUN
fcis-31623	57	30	paradigm	paradigm	NOUN
fcis-31623	57	31	.	.	PUNCT
fcis-31623	58	1	for	for	ADP
fcis-31623	58	2	example	example	NOUN
fcis-31623	58	3	,	,	PUNCT
fcis-31623	58	4	users	user	NOUN
fcis-31623	58	5	'	'	PART
fcis-31623	58	6	vague	vague	ADJ
fcis-31623	58	7	requirements	requirement	NOUN
fcis-31623	58	8	(	(	PUNCT
fcis-31623	58	9	such	such	ADJ
fcis-31623	58	10	as	as	ADP
fcis-31623	58	11	"	"	PUNCT
fcis-31623	58	12	lightweight	lightweight	ADJ
fcis-31623	58	13	backpacks	backpack	NOUN
fcis-31623	58	14	suitable	suitable	ADJ
fcis-31623	58	15	for	for	ADP
fcis-31623	58	16	summer	summer	NOUN
fcis-31623	58	17	commuting	commuting	NOUN
fcis-31623	58	18	"	"	PUNCT
fcis-31623	58	19	)	)	PUNCT
fcis-31623	58	20	can	can	AUX
fcis-31623	58	21	be	be	AUX
fcis-31623	58	22	decomposed	decompose	VERB
fcis-31623	58	23	into	into	ADP
fcis-31623	58	24	multi	multi	ADJ
fcis-31623	58	25	dimensional	dimensional	ADJ
fcis-31623	58	26	features	feature	NOUN
fcis-31623	58	27	such	such	ADJ
fcis-31623	58	28	as	as	ADP
fcis-31623	58	29	"	"	PUNCT
fcis-31623	58	30	seasonal	seasonal	ADJ
fcis-31623	58	31	attributes	attribute	NOUN
fcis-31623	58	32	"	"	PUNCT
fcis-31623	58	33	,	,	PUNCT
fcis-31623	58	34	"	"	PUNCT
fcis-31623	58	35	usage	usage	NOUN
fcis-31623	58	36	scenarios	scenario	NOUN
fcis-31623	58	37	"	"	PUNCT
fcis-31623	58	38	,	,	PUNCT
fcis-31623	58	39	and	and	CCONJ
fcis-31623	58	40	"	"	PUNCT
fcis-31623	58	41	functional	functional	ADJ
fcis-31623	58	42	requirements	requirement	NOUN
fcis-31623	58	43	"	"	PUNCT
fcis-31623	58	44	,	,	PUNCT
fcis-31623	58	45	and	and	CCONJ
fcis-31623	58	46	combined	combine	VERB
fcis-31623	58	47	with	with	ADP
fcis-31623	58	48	product	product	NOUN
fcis-31623	58	49	descriptions	description	NOUN
fcis-31623	58	50	to	to	PART
fcis-31623	58	51	generate	generate	VERB
fcis-31623	58	52	accurate	accurate	ADJ
fcis-31623	58	53	recommendations	recommendation	NOUN
fcis-31623	58	54	.	.	PUNCT
fcis-31623	59	1	traditional	traditional	ADJ
fcis-31623	59	2	rule	rule	NOUN
fcis-31623	59	3	based	base	VERB
fcis-31623	59	4	systems	system	NOUN
fcis-31623	59	5	based	base	VERB
fcis-31623	59	6	on	on	ADP
fcis-31623	59	7	keyword	keyword	NOUN
fcis-31623	59	8	matching	matching	NOUN
fcis-31623	59	9	have	have	VERB
fcis-31623	59	10	difficulty	difficulty	NOUN
fcis-31623	59	11	capturing	capture	VERB
fcis-31623	59	12	such	such	ADJ
fcis-31623	59	13	complex	complex	ADJ
fcis-31623	59	14	semantic	semantic	ADJ
fcis-31623	59	15	relationships	relationship	NOUN
fcis-31623	59	16	.	.	PUNCT
fcis-31623	60	1	in	in	ADP
fcis-31623	60	2	2024	2024	NUM
fcis-31623	60	3	,	,	PUNCT
fcis-31623	60	4	walmart	walmart	PROPN
fcis-31623	60	5	launched	launch	VERB
fcis-31623	60	6	a	a	DET
fcis-31623	60	7	generative	generative	NOUN
fcis-31623	60	8	ai	ai	VERB
fcis-31623	60	9	search	search	NOUN
fcis-31623	60	10	function	function	NOUN
fcis-31623	60	11	.	.	PUNCT
fcis-31623	61	1	by	by	ADP
fcis-31623	61	2	integrating	integrate	VERB
fcis-31623	61	3	proprietary	proprietary	ADJ
fcis-31623	61	4	data	datum	NOUN
fcis-31623	61	5	with	with	ADP
fcis-31623	61	6	azure	azure	ADJ
fcis-31623	61	7	openai	openai	NOUN
fcis-31623	61	8	models	model	NOUN
fcis-31623	61	9	,	,	PUNCT
fcis-31623	61	10	it	it	PRON
fcis-31623	61	11	achieved	achieve	VERB
fcis-31623	61	12	in	in	ADP
fcis-31623	61	13	-	-	PUNCT
fcis-31623	61	14	depth	depth	NOUN
fcis-31623	61	15	parsing	parsing	NOUN
fcis-31623	61	16	of	of	ADP
fcis-31623	61	17	user	user	NOUN
fcis-31623	61	18	intentions	intention	NOUN
fcis-31623	61	19	,	,	PUNCT
fcis-31623	61	20	transforming	transform	VERB
fcis-31623	61	21	search	search	NOUN
fcis-31623	61	22	into	into	ADP
fcis-31623	61	23	an	an	DET
fcis-31623	61	24	end	end	NOUN
fcis-31623	61	25	-	-	PUNCT
fcis-31623	61	26	to	to	ADP
fcis-31623	61	27	-	-	PUNCT
fcis-31623	61	28	end	end	NOUN
fcis-31623	61	29	match	match	NOUN
fcis-31623	61	30	between	between	ADP
fcis-31623	61	31	'	'	PUNCT
fcis-31623	61	32	intentions	intention	NOUN
fcis-31623	61	33	'	'	PUNCT
fcis-31623	61	34	and	and	CCONJ
fcis-31623	61	35	'	'	PUNCT
fcis-31623	61	36	products	product	NOUN
fcis-31623	61	37	'	'	PART
fcis-31623	61	38	,	,	PUNCT
fcis-31623	61	39	significantly	significantly	ADV
fcis-31623	61	40	enhancing	enhance	VERB
fcis-31623	61	41	recommendation	recommendation	NOUN
fcis-31623	61	42	relevance	relevance	NOUN
fcis-31623	61	43	[	[	X
fcis-31623	61	44	8	8	NUM
fcis-31623	61	45	]	]	PUNCT
fcis-31623	61	46	.	.	PUNCT
fcis-31623	62	1	in	in	ADP
fcis-31623	62	2	addition	addition	NOUN
fcis-31623	62	3	,	,	PUNCT
fcis-31623	62	4	the	the	DET
fcis-31623	62	5	zero	zero	NUM
fcis-31623	62	6	shot	shoot	VERB
fcis-31623	62	7	classification	classification	NOUN
fcis-31623	62	8	ability	ability	NOUN
fcis-31623	62	9	of	of	ADP
fcis-31623	62	10	llms	llm	NOUN
fcis-31623	62	11	(	(	PUNCT
fcis-31623	62	12	such	such	ADJ
fcis-31623	62	13	as	as	ADP
fcis-31623	62	14	inferring	infer	VERB
fcis-31623	62	15	new	new	ADJ
fcis-31623	62	16	product	product	NOUN
fcis-31623	62	17	labels	label	NOUN
fcis-31623	62	18	)	)	PUNCT
fcis-31623	62	19	and	and	CCONJ
fcis-31623	62	20	sentiment	sentiment	NOUN
fcis-31623	62	21	analysis	analysis	NOUN
fcis-31623	62	22	(	(	PUNCT
fcis-31623	62	23	such	such	ADJ
fcis-31623	62	24	as	as	ADP
fcis-31623	62	25	identifying	identify	VERB
fcis-31623	62	26	the	the	DET
fcis-31623	62	27	polarity	polarity	NOUN
fcis-31623	62	28	of	of	ADP
fcis-31623	62	29	reviews	review	NOUN
fcis-31623	62	30	)	)	PUNCT
fcis-31623	62	31	further	far	ADV
fcis-31623	62	32	optimize	optimize	VERB
fcis-31623	62	33	the	the	DET
fcis-31623	62	34	granularity	granularity	NOUN
fcis-31623	62	35	of	of	ADP
fcis-31623	62	36	user	user	NOUN
fcis-31623	62	37	profiles	profile	NOUN
fcis-31623	62	38	,	,	PUNCT
fcis-31623	62	39	solving	solve	VERB
fcis-31623	62	40	the	the	DET
fcis-31623	62	41	cold	cold	ADJ
fcis-31623	62	42	start	start	NOUN
fcis-31623	62	43	problem	problem	NOUN
fcis-31623	62	44	of	of	ADP
fcis-31623	62	45	traditional	traditional	ADJ
fcis-31623	62	46	rule	rule	NOUN
fcis-31623	62	47	based	base	VERB
fcis-31623	62	48	systems	system	NOUN
fcis-31623	62	49	.	.	PUNCT
fcis-31623	63	1	in	in	ADP
fcis-31623	63	2	terms	term	NOUN
fcis-31623	63	3	of	of	ADP
fcis-31623	63	4	product	product	NOUN
fcis-31623	63	5	recommendation	recommendation	NOUN
fcis-31623	63	6	,	,	PUNCT
fcis-31623	63	7	large	large	ADJ
fcis-31623	63	8	language	language	NOUN
fcis-31623	63	9	models	model	NOUN
fcis-31623	63	10	can	can	AUX
fcis-31623	63	11	not	not	PART
fcis-31623	63	12	only	only	ADV
fcis-31623	63	13	understand	understand	VERB
fcis-31623	63	14	users	user	NOUN
fcis-31623	63	15	'	'	PART
fcis-31623	63	16	explicit	explicit	ADJ
fcis-31623	63	17	needs	need	NOUN
fcis-31623	63	18	(	(	PUNCT
fcis-31623	63	19	such	such	ADJ
fcis-31623	63	20	as	as	ADP
fcis-31623	63	21	when	when	SCONJ
fcis-31623	63	22	users	user	NOUN
fcis-31623	63	23	clearly	clearly	ADV
fcis-31623	63	24	search	search	VERB
fcis-31623	63	25	for	for	ADP
fcis-31623	63	26	a	a	DET
fcis-31623	63	27	certain	certain	ADJ
fcis-31623	63	28	product	product	NOUN
fcis-31623	63	29	)	)	PUNCT
fcis-31623	63	30	but	but	CCONJ
fcis-31623	63	31	also	also	ADV
fcis-31623	63	32	mine	mine	VERB
fcis-31623	63	33	users	user	NOUN
fcis-31623	63	34	'	'	PART
fcis-31623	63	35	implicit	implicit	ADJ
fcis-31623	63	36	needs	need	NOUN
fcis-31623	63	37	(	(	PUNCT
fcis-31623	63	38	such	such	ADJ
fcis-31623	63	39	as	as	ADP
fcis-31623	63	40	inferring	infer	VERB
fcis-31623	63	41	their	their	PRON
fcis-31623	63	42	potential	potential	ADJ
fcis-31623	63	43	interests	interest	NOUN
fcis-31623	63	44	by	by	ADP
fcis-31623	63	45	analyzing	analyze	VERB
fcis-31623	63	46	users	user	NOUN
fcis-31623	63	47	'	'	PART
fcis-31623	63	48	browsing	browsing	NOUN
fcis-31623	63	49	and	and	CCONJ
fcis-31623	63	50	purchase	purchase	NOUN
fcis-31623	63	51	history	history	NOUN
fcis-31623	63	52	)	)	PUNCT
fcis-31623	63	53	.	.	PUNCT
fcis-31623	64	1	the	the	DET
fcis-31623	64	2	application	application	NOUN
fcis-31623	64	3	of	of	ADP
fcis-31623	64	4	this	this	DET
fcis-31623	64	5	technology	technology	NOUN
fcis-31623	64	6	makes	make	VERB
fcis-31623	64	7	product	product	NOUN
fcis-31623	64	8	recommendation	recommendation	NOUN
fcis-31623	64	9	no	no	ADV
fcis-31623	64	10	longer	long	ADV
fcis-31623	64	11	limited	limit	VERB
fcis-31623	64	12	to	to	ADP
fcis-31623	64	13	simple	simple	ADJ
fcis-31623	64	14	rule	rule	NOUN
fcis-31623	64	15	matching	matching	NOUN
fcis-31623	64	16	but	but	CCONJ
fcis-31623	64	17	can	can	AUX
fcis-31623	64	18	dynamically	dynamically	ADV
fcis-31623	64	19	generate	generate	VERB
fcis-31623	64	20	personalized	personalized	ADJ
fcis-31623	64	21	recommendation	recommendation	NOUN
fcis-31623	64	22	lists	list	NOUN
fcis-31623	64	23	according	accord	VERB
fcis-31623	64	24	to	to	ADP
fcis-31623	64	25	users	user	NOUN
fcis-31623	64	26	'	'	PART
fcis-31623	64	27	personalized	personalized	ADJ
fcis-31623	64	28	preferences	preference	NOUN
fcis-31623	64	29	,	,	PUNCT
fcis-31623	64	30	thus	thus	ADV
fcis-31623	64	31	significantly	significantly	ADV
fcis-31623	64	32	improving	improve	VERB
fcis-31623	64	33	the	the	DET
fcis-31623	64	34	relevance	relevance	NOUN
fcis-31623	64	35	and	and	CCONJ
fcis-31623	64	36	click	click	VERB
fcis-31623	64	37	through	through	ADP
fcis-31623	64	38	rate	rate	NOUN
fcis-31623	64	39	of	of	ADP
fcis-31623	64	40	recommendations	recommendation	NOUN
fcis-31623	64	41	.	.	PUNCT
fcis-31623	65	1	in	in	ADP
fcis-31623	65	2	content	content	NOUN
fcis-31623	65	3	generation	generation	NOUN
fcis-31623	65	4	,	,	PUNCT
fcis-31623	65	5	the	the	DET
fcis-31623	65	6	introduction	introduction	NOUN
fcis-31623	65	7	of	of	ADP
fcis-31623	65	8	large	large	ADJ
fcis-31623	65	9	language	language	NOUN
fcis-31623	65	10	models	model	NOUN
fcis-31623	65	11	solves	solve	VERB
fcis-31623	65	12	the	the	DET
fcis-31623	65	13	content	content	NOUN
fcis-31623	65	14	production	production	NOUN
fcis-31623	65	15	bottleneck	bottleneck	NOUN
fcis-31623	65	16	faced	face	VERB
fcis-31623	65	17	by	by	ADP
fcis-31623	65	18	traditional	traditional	ADJ
fcis-31623	65	19	e	e	PROPN
fcis-31623	65	20	commerce	commerce	NOUN
fcis-31623	65	21	platforms	platform	NOUN
fcis-31623	65	22	.	.	PUNCT
fcis-31623	66	1	through	through	ADP
fcis-31623	66	2	large	large	ADJ
fcis-31623	66	3	language	language	NOUN
fcis-31623	66	4	models	model	NOUN
fcis-31623	66	5	,	,	PUNCT
fcis-31623	66	6	platforms	platform	NOUN
fcis-31623	66	7	can	can	AUX
fcis-31623	66	8	automatically	automatically	ADV
fcis-31623	66	9	generate	generate	VERB
fcis-31623	66	10	high	high	ADJ
fcis-31623	66	11	quality	quality	NOUN
fcis-31623	66	12	product	product	NOUN
fcis-31623	66	13	copy	copy	NOUN
fcis-31623	66	14	,	,	PUNCT
fcis-31623	66	15	advertising	advertising	NOUN
fcis-31623	66	16	creativity	creativity	NOUN
fcis-31623	66	17	,	,	PUNCT
fcis-31623	66	18	and	and	CCONJ
fcis-31623	66	19	summaries	summary	NOUN
fcis-31623	66	20	of	of	ADP
fcis-31623	66	21	user	user	NOUN
fcis-31623	66	22	reviews	review	NOUN
fcis-31623	66	23	,	,	PUNCT
fcis-31623	66	24	greatly	greatly	ADV
fcis-31623	66	25	improving	improve	VERB
fcis-31623	66	26	the	the	DET
fcis-31623	66	27	production	production	NOUN
fcis-31623	66	28	efficiency	efficiency	NOUN
fcis-31623	66	29	of	of	ADP
fcis-31623	66	30	marketing	marketing	NOUN
fcis-31623	66	31	content	content	NOUN
fcis-31623	66	32	.	.	PUNCT
fcis-31623	67	1	this	this	DET
fcis-31623	67	2	automated	automate	VERB
fcis-31623	67	3	content	content	NOUN
fcis-31623	67	4	generation	generation	NOUN
fcis-31623	67	5	ability	ability	NOUN
fcis-31623	67	6	not	not	PART
fcis-31623	67	7	only	only	ADV
fcis-31623	67	8	reduces	reduce	VERB
fcis-31623	67	9	the	the	DET
fcis-31623	67	10	operating	operating	NOUN
fcis-31623	67	11	costs	cost	NOUN
fcis-31623	67	12	of	of	ADP
fcis-31623	67	13	enterprises	enterprise	NOUN
fcis-31623	67	14	but	but	CCONJ
fcis-31623	67	15	also	also	ADV
fcis-31623	67	16	62	62	NUM
fcis-31623	67	17	enhances	enhance	VERB
fcis-31623	67	18	users	user	NOUN
fcis-31623	67	19	'	'	PART
fcis-31623	67	20	trust	trust	NOUN
fcis-31623	67	21	and	and	CCONJ
fcis-31623	67	22	satisfaction	satisfaction	NOUN
fcis-31623	67	23	with	with	ADP
fcis-31623	67	24	the	the	DET
fcis-31623	67	25	platform	platform	NOUN
fcis-31623	67	26	's	's	PART
fcis-31623	67	27	content	content	NOUN
fcis-31623	67	28	.	.	PUNCT
fcis-31623	68	1	3.2	3.2	NUM
fcis-31623	68	2	.	.	PUNCT
fcis-31623	69	1	returning	return	VERB
fcis-31623	69	2	to	to	ADP
fcis-31623	69	3	the	the	DET
fcis-31623	69	4	users	user	NOUN
fcis-31623	69	5	themselves	themselves	PRON
fcis-31623	69	6	currently	currently	ADV
fcis-31623	69	7	,	,	PUNCT
fcis-31623	69	8	research	research	NOUN
fcis-31623	69	9	on	on	ADP
fcis-31623	69	10	large	large	ADJ
fcis-31623	69	11	models	model	NOUN
fcis-31623	69	12	in	in	ADP
fcis-31623	69	13	the	the	DET
fcis-31623	69	14	e	e	PROPN
fcis-31623	69	15	commerce	commerce	NOUN
fcis-31623	69	16	field	field	NOUN
fcis-31623	69	17	has	have	AUX
fcis-31623	69	18	made	make	VERB
fcis-31623	69	19	important	important	ADJ
fcis-31623	69	20	progress	progress	NOUN
fcis-31623	69	21	at	at	ADP
fcis-31623	69	22	the	the	DET
fcis-31623	69	23	technical	technical	ADJ
fcis-31623	69	24	level	level	NOUN
fcis-31623	69	25	,	,	PUNCT
fcis-31623	69	26	but	but	CCONJ
fcis-31623	69	27	there	there	PRON
fcis-31623	69	28	is	be	VERB
fcis-31623	69	29	relatively	relatively	ADV
fcis-31623	69	30	insufficient	insufficient	ADJ
fcis-31623	69	31	attention	attention	NOUN
fcis-31623	69	32	to	to	ADP
fcis-31623	69	33	the	the	DET
fcis-31623	69	34	ultimate	ultimate	ADJ
fcis-31623	69	35	service	service	NOUN
fcis-31623	69	36	object	object	NOUN
fcis-31623	69	37	of	of	ADP
fcis-31623	69	38	personalized	personalized	ADJ
fcis-31623	69	39	recommendation	recommendation	NOUN
fcis-31623	69	40	the	the	DET
fcis-31623	69	41	users	user	NOUN
fcis-31623	69	42	themselves	themselves	PRON
fcis-31623	69	43	.	.	PUNCT
fcis-31623	70	1	consumers	consumer	NOUN
fcis-31623	70	2	still	still	ADV
fcis-31623	70	3	need	need	VERB
fcis-31623	70	4	frequent	frequent	ADJ
fcis-31623	70	5	manual	manual	ADJ
fcis-31623	70	6	intervention	intervention	NOUN
fcis-31623	70	7	to	to	PART
fcis-31623	70	8	solve	solve	VERB
fcis-31623	70	9	their	their	PRON
fcis-31623	70	10	needs	need	NOUN
fcis-31623	70	11	.	.	PUNCT
fcis-31623	71	1	data	datum	NOUN
fcis-31623	71	2	from	from	ADP
fcis-31623	71	3	iimedia	iimedia	PROPN
fcis-31623	71	4	research	research	NOUN
fcis-31623	71	5	shows	show	VERB
fcis-31623	71	6	that	that	SCONJ
fcis-31623	71	7	currently	currently	ADV
fcis-31623	71	8	,	,	PUNCT
fcis-31623	71	9	consumers	consumer	NOUN
fcis-31623	71	10	have	have	VERB
fcis-31623	71	11	a	a	DET
fcis-31623	71	12	relatively	relatively	ADV
fcis-31623	71	13	high	high	ADJ
fcis-31623	71	14	demand	demand	NOUN
fcis-31623	71	15	for	for	ADP
fcis-31623	71	16	manual	manual	ADJ
fcis-31623	71	17	intervention	intervention	NOUN
fcis-31623	71	18	functions	function	NOUN
fcis-31623	71	19	.	.	PUNCT
fcis-31623	72	1	45.5	45.5	NUM
fcis-31623	72	2	%	%	NOUN
fcis-31623	72	3	of	of	ADP
fcis-31623	72	4	consumers	consumer	NOUN
fcis-31623	72	5	use	use	VERB
fcis-31623	72	6	it	it	PRON
fcis-31623	72	7	occasionally	occasionally	ADV
fcis-31623	72	8	,	,	PUNCT
fcis-31623	72	9	and	and	CCONJ
fcis-31623	72	10	33.7	33.7	NUM
fcis-31623	72	11	%	%	NOUN
fcis-31623	72	12	of	of	ADP
fcis-31623	72	13	consumers	consumer	NOUN
fcis-31623	72	14	use	use	VERB
fcis-31623	72	15	it	it	PRON
fcis-31623	72	16	when	when	SCONJ
fcis-31623	72	17	needed	need	VERB
fcis-31623	72	18	,	,	PUNCT
fcis-31623	72	19	indicating	indicate	VERB
fcis-31623	72	20	that	that	SCONJ
fcis-31623	72	21	users	user	NOUN
fcis-31623	72	22	have	have	VERB
fcis-31623	72	23	certain	certain	ADJ
fcis-31623	72	24	expectations	expectation	NOUN
fcis-31623	72	25	for	for	ADP
fcis-31623	72	26	ai	ai	PROPN
fcis-31623	72	27	e	e	PROPN
fcis-31623	72	28	commerce	commerce	PROPN
fcis-31623	72	29	.	.	PUNCT
fcis-31623	73	1	in	in	ADP
fcis-31623	73	2	addition	addition	NOUN
fcis-31623	73	3	,	,	PUNCT
fcis-31623	73	4	33.3	33.3	NUM
fcis-31623	73	5	%	%	NOUN
fcis-31623	73	6	of	of	ADP
fcis-31623	73	7	consumers	consumer	NOUN
fcis-31623	73	8	believe	believe	VERB
fcis-31623	73	9	that	that	SCONJ
fcis-31623	73	10	the	the	DET
fcis-31623	73	11	manual	manual	ADJ
fcis-31623	73	12	intervention	intervention	NOUN
fcis-31623	73	13	function	function	NOUN
fcis-31623	73	14	has	have	AUX
fcis-31623	73	15	improved	improve	VERB
fcis-31623	73	16	the	the	DET
fcis-31623	73	17	shopping	shopping	NOUN
fcis-31623	73	18	experience	experience	NOUN
fcis-31623	73	19	of	of	ADP
fcis-31623	73	20	ai	ai	PROPN
fcis-31623	73	21	e	e	PROPN
fcis-31623	73	22	commerce	commerce	PROPN
fcis-31623	73	23	,	,	PUNCT
fcis-31623	73	24	indicating	indicate	VERB
fcis-31623	73	25	that	that	SCONJ
fcis-31623	73	26	ai	ai	AUX
fcis-31623	73	27	e	e	ADP
fcis-31623	73	28	commerce	commerce	PROPN
fcis-31623	73	29	still	still	ADV
fcis-31623	73	30	needs	need	VERB
fcis-31623	73	31	to	to	PART
fcis-31623	73	32	improve	improve	VERB
fcis-31623	73	33	its	its	PRON
fcis-31623	73	34	problem	problem	NOUN
fcis-31623	73	35	solving	solve	VERB
fcis-31623	73	36	ability	ability	NOUN
fcis-31623	73	37	in	in	ADP
fcis-31623	73	38	complex	complex	ADJ
fcis-31623	73	39	scenarios	scenario	NOUN
fcis-31623	73	40	,	,	PUNCT
fcis-31623	73	41	and	and	CCONJ
fcis-31623	73	42	its	its	PRON
fcis-31623	73	43	development	development	NOUN
fcis-31623	73	44	still	still	ADV
fcis-31623	73	45	requires	require	VERB
fcis-31623	73	46	human	human	ADJ
fcis-31623	73	47	assistance	assistance	NOUN
fcis-31623	73	48	.	.	PUNCT
fcis-31623	74	1	from	from	ADP
fcis-31623	74	2	the	the	DET
fcis-31623	74	3	data	datum	NOUN
fcis-31623	74	4	,	,	PUNCT
fcis-31623	74	5	we	we	PRON
fcis-31623	74	6	can	can	AUX
fcis-31623	74	7	see	see	VERB
fcis-31623	74	8	users	user	NOUN
fcis-31623	74	9	'	'	PART
fcis-31623	74	10	positive	positive	ADJ
fcis-31623	74	11	feedback	feedback	NOUN
fcis-31623	74	12	on	on	ADP
fcis-31623	74	13	manual	manual	ADJ
fcis-31623	74	14	intervention	intervention	NOUN
fcis-31623	74	15	,	,	PUNCT
fcis-31623	74	16	which	which	PRON
fcis-31623	74	17	provides	provide	VERB
fcis-31623	74	18	an	an	DET
fcis-31623	74	19	optimization	optimization	NOUN
fcis-31623	74	20	direction	direction	NOUN
fcis-31623	74	21	for	for	ADP
fcis-31623	74	22	personalized	personalized	ADJ
fcis-31623	74	23	recommendation	recommendation	NOUN
fcis-31623	74	24	systems	system	NOUN
fcis-31623	74	25	.	.	PUNCT
fcis-31623	75	1	when	when	SCONJ
fcis-31623	75	2	designing	design	VERB
fcis-31623	75	3	recommendation	recommendation	NOUN
fcis-31623	75	4	systems	system	NOUN
fcis-31623	75	5	,	,	PUNCT
fcis-31623	75	6	e	e	X
fcis-31623	75	7	commerce	commerce	NOUN
fcis-31623	75	8	enterprises	enterprise	NOUN
fcis-31623	75	9	should	should	AUX
fcis-31623	75	10	introduce	introduce	VERB
fcis-31623	75	11	a	a	DET
fcis-31623	75	12	user	user	NOUN
fcis-31623	75	13	feedback	feedback	NOUN
fcis-31623	75	14	mechanism	mechanism	NOUN
fcis-31623	75	15	,	,	PUNCT
fcis-31623	75	16	allowing	allow	VERB
fcis-31623	75	17	users	user	NOUN
fcis-31623	75	18	to	to	PART
fcis-31623	75	19	express	express	VERB
fcis-31623	75	20	their	their	PRON
fcis-31623	75	21	needs	need	NOUN
fcis-31623	75	22	and	and	CCONJ
fcis-31623	75	23	opinions	opinion	NOUN
fcis-31623	75	24	during	during	ADP
fcis-31623	75	25	the	the	DET
fcis-31623	75	26	recommendation	recommendation	NOUN
fcis-31623	75	27	process	process	NOUN
fcis-31623	75	28	to	to	PART
fcis-31623	75	29	promote	promote	VERB
fcis-31623	75	30	a	a	DET
fcis-31623	75	31	better	well	ADJ
fcis-31623	75	32	personalized	personalized	ADJ
fcis-31623	75	33	experience	experience	NOUN
fcis-31623	75	34	.	.	PUNCT
fcis-31623	76	1	users	user	NOUN
fcis-31623	76	2	'	'	PART
fcis-31623	76	3	demand	demand	NOUN
fcis-31623	76	4	for	for	ADP
fcis-31623	76	5	and	and	CCONJ
fcis-31623	76	6	feedback	feedback	VERB
fcis-31623	76	7	on	on	ADP
fcis-31623	76	8	manual	manual	ADJ
fcis-31623	76	9	intervention	intervention	NOUN
fcis-31623	76	10	indicate	indicate	VERB
fcis-31623	76	11	that	that	SCONJ
fcis-31623	76	12	personalized	personalized	ADJ
fcis-31623	76	13	recommendation	recommendation	NOUN
fcis-31623	76	14	does	do	AUX
fcis-31623	76	15	not	not	PART
fcis-31623	76	16	only	only	ADV
fcis-31623	76	17	rely	rely	VERB
fcis-31623	76	18	on	on	ADP
fcis-31623	76	19	automated	automate	VERB
fcis-31623	76	20	ai	ai	PRON
fcis-31623	76	21	shopping	shopping	NOUN
fcis-31623	76	22	guides	guide	NOUN
fcis-31623	76	23	or	or	CCONJ
fcis-31623	76	24	customer	customer	NOUN
fcis-31623	76	25	service	service	NOUN
fcis-31623	76	26	but	but	CCONJ
fcis-31623	76	27	needs	need	VERB
fcis-31623	76	28	to	to	PART
fcis-31623	76	29	truly	truly	ADV
fcis-31623	76	30	understand	understand	VERB
fcis-31623	76	31	users	user	NOUN
fcis-31623	76	32	'	'	PART
fcis-31623	76	33	shopping	shopping	NOUN
fcis-31623	76	34	behaviors	behavior	NOUN
fcis-31623	76	35	and	and	CCONJ
fcis-31623	76	36	psychology	psychology	NOUN
fcis-31623	76	37	.	.	PUNCT
fcis-31623	77	1	the	the	DET
fcis-31623	77	2	application	application	NOUN
fcis-31623	77	3	of	of	ADP
fcis-31623	77	4	large	large	ADJ
fcis-31623	77	5	models	model	NOUN
fcis-31623	77	6	in	in	ADP
fcis-31623	77	7	the	the	DET
fcis-31623	77	8	field	field	NOUN
fcis-31623	77	9	of	of	ADP
fcis-31623	77	10	dynamic	dynamic	ADJ
fcis-31623	77	11	interest	interest	NOUN
fcis-31623	77	12	capture	capture	NOUN
fcis-31623	77	13	can	can	AUX
fcis-31623	77	14	help	help	VERB
fcis-31623	77	15	analyze	analyze	VERB
fcis-31623	77	16	users	user	NOUN
fcis-31623	77	17	'	'	PART
fcis-31623	77	18	historical	historical	ADJ
fcis-31623	77	19	data	datum	NOUN
fcis-31623	77	20	,	,	PUNCT
fcis-31623	77	21	behavior	behavior	NOUN
fcis-31623	77	22	patterns	pattern	NOUN
fcis-31623	77	23	,	,	PUNCT
fcis-31623	77	24	and	and	CCONJ
fcis-31623	77	25	emotional	emotional	ADJ
fcis-31623	77	26	responses	response	NOUN
fcis-31623	77	27	,	,	PUNCT
fcis-31623	77	28	thus	thus	ADV
fcis-31623	77	29	formulating	formulate	VERB
fcis-31623	77	30	recommendation	recommendation	NOUN
fcis-31623	77	31	strategies	strategy	NOUN
fcis-31623	77	32	that	that	PRON
fcis-31623	77	33	better	well	ADV
fcis-31623	77	34	meet	meet	VERB
fcis-31623	77	35	users	user	NOUN
fcis-31623	77	36	'	'	PART
fcis-31623	77	37	needs	need	NOUN
fcis-31623	77	38	.	.	PUNCT
fcis-31623	78	1	the	the	DET
fcis-31623	78	2	innovation	innovation	NOUN
fcis-31623	78	3	of	of	ADP
fcis-31623	78	4	llms	llm	NOUN
fcis-31623	78	5	in	in	ADP
fcis-31623	78	6	the	the	DET
fcis-31623	78	7	field	field	NOUN
fcis-31623	78	8	of	of	ADP
fcis-31623	78	9	dynamic	dynamic	ADJ
fcis-31623	78	10	interest	interest	NOUN
fcis-31623	78	11	capture	capture	NOUN
fcis-31623	78	12	is	be	AUX
fcis-31623	78	13	reflected	reflect	VERB
fcis-31623	78	14	in	in	ADP
fcis-31623	78	15	their	their	PRON
fcis-31623	78	16	co	co	NOUN
fcis-31623	78	17	evolution	evolution	NOUN
fcis-31623	78	18	with	with	ADP
fcis-31623	78	19	behavior	behavior	NOUN
fcis-31623	78	20	sequence	sequence	NOUN
fcis-31623	78	21	modeling	modeling	NOUN
fcis-31623	78	22	.	.	PUNCT
fcis-31623	79	1	the	the	DET
fcis-31623	79	2	combination	combination	NOUN
fcis-31623	79	3	of	of	ADP
fcis-31623	79	4	user	user	NOUN
fcis-31623	79	5	behavior	behavior	NOUN
fcis-31623	79	6	sequence	sequence	NOUN
fcis-31623	79	7	analysis	analysis	NOUN
fcis-31623	79	8	based	base	VERB
fcis-31623	79	9	on	on	ADP
fcis-31623	79	10	lstm	lstm	PROPN
fcis-31623	79	11	/	/	SYM
fcis-31623	79	12	gru	gru	PROPN
fcis-31623	79	13	and	and	CCONJ
fcis-31623	79	14	the	the	DET
fcis-31623	79	15	active	active	ADJ
fcis-31623	79	16	prompting	prompt	VERB
fcis-31623	79	17	technology	technology	NOUN
fcis-31623	79	18	of	of	ADP
fcis-31623	79	19	llms	llm	NOUN
fcis-31623	79	20	can	can	AUX
fcis-31623	79	21	perceive	perceive	VERB
fcis-31623	79	22	interest	interest	NOUN
fcis-31623	79	23	drift	drift	NOUN
fcis-31623	79	24	in	in	ADP
fcis-31623	79	25	real	real	ADJ
fcis-31623	79	26	time	time	NOUN
fcis-31623	79	27	.	.	PUNCT
fcis-31623	80	1	for	for	ADP
fcis-31623	80	2	example	example	NOUN
fcis-31623	80	3	,	,	PUNCT
fcis-31623	80	4	when	when	SCONJ
fcis-31623	80	5	a	a	DET
fcis-31623	80	6	user	user	NOUN
fcis-31623	80	7	shifts	shift	NOUN
fcis-31623	80	8	from	from	ADP
fcis-31623	80	9	"	"	PUNCT
fcis-31623	80	10	browsing	browse	VERB
fcis-31623	80	11	sports	sport	NOUN
fcis-31623	80	12	shoes	shoe	NOUN
fcis-31623	80	13	"	"	PUNCT
fcis-31623	80	14	to	to	PART
fcis-31623	80	15	"	"	PUNCT
fcis-31623	80	16	searching	search	VERB
fcis-31623	80	17	for	for	ADP
fcis-31623	80	18	hiking	hiking	NOUN
fcis-31623	80	19	gear	gear	NOUN
fcis-31623	80	20	"	"	PUNCT
fcis-31623	80	21	,	,	PUNCT
fcis-31623	80	22	the	the	DET
fcis-31623	80	23	system	system	NOUN
fcis-31623	80	24	dynamically	dynamically	ADV
fcis-31623	80	25	adjusts	adjust	VERB
fcis-31623	80	26	the	the	DET
fcis-31623	80	27	recommendation	recommendation	NOUN
fcis-31623	80	28	strategy	strategy	NOUN
fcis-31623	80	29	from	from	ADP
fcis-31623	80	30	"	"	PUNCT
fcis-31623	80	31	exploring	explore	VERB
fcis-31623	80	32	style	style	NOUN
fcis-31623	80	33	diversity	diversity	NOUN
fcis-31623	80	34	"	"	PUNCT
fcis-31623	80	35	to	to	ADP
fcis-31623	80	36	"	"	PUNCT
fcis-31623	80	37	focusing	focus	VERB
fcis-31623	80	38	on	on	ADP
fcis-31623	80	39	in	in	ADP
fcis-31623	80	40	depth	depth	NOUN
fcis-31623	80	41	recommendations	recommendation	NOUN
fcis-31623	80	42	of	of	ADP
fcis-31623	80	43	a	a	DET
fcis-31623	80	44	certain	certain	ADJ
fcis-31623	80	45	style	style	NOUN
fcis-31623	80	46	"	"	PUNCT
fcis-31623	80	47	through	through	ADP
fcis-31623	80	48	the	the	DET
fcis-31623	80	49	time	time	NOUN
fcis-31623	80	50	series	series	PROPN
fcis-31623	80	51	analysis	analysis	NOUN
fcis-31623	80	52	of	of	ADP
fcis-31623	80	53	historical	historical	ADJ
fcis-31623	80	54	behaviors	behavior	NOUN
fcis-31623	80	55	(	(	PUNCT
fcis-31623	80	56	such	such	ADJ
fcis-31623	80	57	as	as	ADP
fcis-31623	80	58	the	the	DET
fcis-31623	80	59	lda	lda	PROPN
fcis-31623	80	60	topic	topic	NOUN
fcis-31623	80	61	model	model	NOUN
fcis-31623	80	62	)	)	PUNCT
fcis-31623	80	63	and	and	CCONJ
fcis-31623	80	64	real	real	ADJ
fcis-31623	80	65	time	time	NOUN
fcis-31623	80	66	dialogue	dialogue	NOUN
fcis-31623	80	67	interaction	interaction	NOUN
fcis-31623	80	68	[	[	X
fcis-31623	80	69	9	9	NUM
fcis-31623	80	70	]	]	SYM
fcis-31623	80	71	.	.	PUNCT
fcis-31623	81	1	3.3	3.3	NUM
fcis-31623	81	2	.	.	PUNCT
fcis-31623	82	1	multimodal	multimodal	NOUN
fcis-31623	82	2	interaction	interaction	NOUN
fcis-31623	82	3	experience	experience	NOUN
fcis-31623	82	4	modal	modal	NOUN
fcis-31623	82	5	interaction	interaction	NOUN
fcis-31623	82	6	reconstruction	reconstruction	NOUN
fcis-31623	82	7	promotes	promote	VERB
fcis-31623	82	8	scenario	scenario	NOUN
fcis-31623	82	9	based	base	VERB
fcis-31623	82	10	implementation	implementation	NOUN
fcis-31623	82	11	through	through	ADP
fcis-31623	82	12	cross	cross	NOUN
fcis-31623	82	13	modal	modal	ADJ
fcis-31623	82	14	feature	feature	NOUN
fcis-31623	82	15	fusion	fusion	NOUN
fcis-31623	82	16	.	.	PUNCT
fcis-31623	83	1	for	for	ADP
fcis-31623	83	2	example	example	NOUN
fcis-31623	83	3	,	,	PUNCT
fcis-31623	83	4	in	in	ADP
fcis-31623	83	5	the	the	DET
fcis-31623	83	6	practical	practical	ADJ
fcis-31623	83	7	application	application	NOUN
fcis-31623	83	8	of	of	ADP
fcis-31623	83	9	intelligent	intelligent	ADJ
fcis-31623	83	10	fitting	fitting	ADJ
fcis-31623	83	11	mirrors	mirror	NOUN
fcis-31623	83	12	,	,	PUNCT
fcis-31623	83	13	the	the	DET
fcis-31623	83	14	system	system	NOUN
fcis-31623	83	15	uses	use	VERB
fcis-31623	83	16	image	image	NOUN
fcis-31623	83	17	recognition	recognition	NOUN
fcis-31623	83	18	technology	technology	NOUN
fcis-31623	83	19	to	to	PART
fcis-31623	83	20	capture	capture	VERB
fcis-31623	83	21	users	user	NOUN
fcis-31623	83	22	'	'	PART
fcis-31623	83	23	body	body	NOUN
fcis-31623	83	24	shape	shape	NOUN
fcis-31623	83	25	data	datum	NOUN
fcis-31623	83	26	(	(	PUNCT
fcis-31623	83	27	such	such	ADJ
fcis-31623	83	28	as	as	ADP
fcis-31623	83	29	height	height	NOUN
fcis-31623	83	30	,	,	PUNCT
fcis-31623	83	31	shoulder	shoulder	NOUN
fcis-31623	83	32	width	width	NOUN
fcis-31623	83	33	,	,	PUNCT
fcis-31623	83	34	waist	waist	NOUN
fcis-31623	83	35	circumference	circumference	NOUN
fcis-31623	83	36	,	,	PUNCT
fcis-31623	83	37	etc	etc	X
fcis-31623	83	38	.	.	X
fcis-31623	83	39	)	)	PUNCT
fcis-31623	83	40	in	in	ADP
fcis-31623	83	41	real	real	ADJ
fcis-31623	83	42	time	time	NOUN
fcis-31623	83	43	,	,	PUNCT
fcis-31623	83	44	and	and	CCONJ
fcis-31623	83	45	combines	combine	VERB
fcis-31623	83	46	voice	voice	NOUN
fcis-31623	83	47	dialogue	dialogue	NOUN
fcis-31623	83	48	interaction	interaction	NOUN
fcis-31623	83	49	to	to	PART
fcis-31623	83	50	analyze	analyze	VERB
fcis-31623	83	51	users	user	NOUN
fcis-31623	83	52	'	'	PART
fcis-31623	83	53	style	style	NOUN
fcis-31623	83	54	preferences	preference	NOUN
fcis-31623	83	55	(	(	PUNCT
fcis-31623	83	56	such	such	ADJ
fcis-31623	83	57	as	as	ADP
fcis-31623	83	58	"	"	PUNCT
fcis-31623	83	59	wanting	want	VERB
fcis-31623	83	60	a	a	DET
fcis-31623	83	61	casual	casual	ADJ
fcis-31623	83	62	style	style	NOUN
fcis-31623	83	63	"	"	PUNCT
fcis-31623	83	64	or	or	CCONJ
fcis-31623	83	65	"	"	PUNCT
fcis-31623	83	66	needing	need	VERB
fcis-31623	83	67	outfits	outfits	NOUN
fcis-31623	83	68	for	for	ADP
fcis-31623	83	69	formal	formal	ADJ
fcis-31623	83	70	occasions	occasion	NOUN
fcis-31623	83	71	"	"	PUNCT
fcis-31623	83	72	)	)	PUNCT
fcis-31623	83	73	.	.	PUNCT
fcis-31623	84	1	then	then	ADV
fcis-31623	84	2	,	,	PUNCT
fcis-31623	84	3	it	it	PRON
fcis-31623	84	4	inputs	input	VERB
fcis-31623	84	5	the	the	DET
fcis-31623	84	6	visual	visual	ADJ
fcis-31623	84	7	and	and	CCONJ
fcis-31623	84	8	language	language	NOUN
fcis-31623	84	9	modal	modal	NOUN
fcis-31623	84	10	data	datum	NOUN
fcis-31623	84	11	into	into	ADP
fcis-31623	84	12	a	a	DET
fcis-31623	84	13	multimodal	multimodal	ADJ
fcis-31623	84	14	large	large	ADJ
fcis-31623	84	15	language	language	NOUN
fcis-31623	84	16	model	model	NOUN
fcis-31623	84	17	.	.	PUNCT
fcis-31623	85	1	the	the	DET
fcis-31623	85	2	model	model	NOUN
fcis-31623	85	3	integrates	integrate	VERB
fcis-31623	85	4	users	user	NOUN
fcis-31623	85	5	'	'	PART
fcis-31623	85	6	body	body	NOUN
fcis-31623	85	7	shape	shape	NOUN
fcis-31623	85	8	features	feature	NOUN
fcis-31623	85	9	and	and	CCONJ
fcis-31623	85	10	semantic	semantic	ADJ
fcis-31623	85	11	requirements	requirement	NOUN
fcis-31623	85	12	through	through	ADP
fcis-31623	85	13	cross	cross	NOUN
fcis-31623	85	14	modal	modal	ADJ
fcis-31623	85	15	alignment	alignment	NOUN
fcis-31623	85	16	algorithms	algorithm	NOUN
fcis-31623	85	17	,	,	PUNCT
fcis-31623	85	18	dynamically	dynamically	ADV
fcis-31623	85	19	generating	generate	VERB
fcis-31623	85	20	high	high	ADJ
fcis-31623	85	21	precision	precision	NOUN
fcis-31623	85	22	3d	3d	PROPN
fcis-31623	85	23	virtual	virtual	ADJ
fcis-31623	85	24	fitting	fitting	ADJ
fcis-31623	85	25	effects	effect	NOUN
fcis-31623	85	26	,	,	PUNCT
fcis-31623	85	27	and	and	CCONJ
fcis-31623	85	28	recommending	recommend	VERB
fcis-31623	85	29	suitable	suitable	ADJ
fcis-31623	85	30	matching	matching	NOUN
fcis-31623	85	31	schemes	scheme	NOUN
fcis-31623	85	32	based	base	VERB
fcis-31623	85	33	on	on	ADP
fcis-31623	85	34	users	user	NOUN
fcis-31623	85	35	'	'	PART
fcis-31623	85	36	historical	historical	ADJ
fcis-31623	85	37	behaviors	behavior	NOUN
fcis-31623	85	38	and	and	CCONJ
fcis-31623	85	39	the	the	DET
fcis-31623	85	40	product	product	NOUN
fcis-31623	85	41	attribute	attribute	NOUN
fcis-31623	85	42	database	database	NOUN
fcis-31623	85	43	(	(	PUNCT
fcis-31623	85	44	such	such	ADJ
fcis-31623	85	45	as	as	ADP
fcis-31623	85	46	recommending	recommend	VERB
fcis-31623	85	47	styles	style	NOUN
fcis-31623	85	48	according	accord	VERB
fcis-31623	85	49	to	to	ADP
fcis-31623	85	50	body	body	NOUN
fcis-31623	85	51	shapes	shape	NOUN
fcis-31623	85	52	and	and	CCONJ
fcis-31623	85	53	matching	match	VERB
fcis-31623	85	54	colors	color	NOUN
fcis-31623	85	55	according	accord	VERB
fcis-31623	85	56	to	to	ADP
fcis-31623	85	57	preferences	preference	NOUN
fcis-31623	85	58	)	)	PUNCT
fcis-31623	85	59	.	.	PUNCT
fcis-31623	86	1	taobao	taobao	PROPN
fcis-31623	86	2	's	's	PART
fcis-31623	86	3	ai	ai	PROPN
fcis-31623	86	4	shopping	shopping	NOUN
fcis-31623	86	5	assistant	assistant	NOUN
fcis-31623	86	6	integrates	integrate	NOUN
fcis-31623	86	7	visual	visual	ADJ
fcis-31623	86	8	search	search	NOUN
fcis-31623	86	9	(	(	PUNCT
fcis-31623	86	10	such	such	ADJ
fcis-31623	86	11	as	as	ADP
fcis-31623	86	12	extracting	extract	VERB
fcis-31623	86	13	product	product	NOUN
fcis-31623	86	14	image	image	NOUN
fcis-31623	86	15	features	feature	NOUN
fcis-31623	86	16	)	)	PUNCT
fcis-31623	86	17	and	and	CCONJ
fcis-31623	86	18	natural	natural	ADJ
fcis-31623	86	19	language	language	NOUN
fcis-31623	86	20	processing	processing	NOUN
fcis-31623	86	21	,	,	PUNCT
fcis-31623	86	22	encoding	encode	VERB
fcis-31623	86	23	text	text	NOUN
fcis-31623	86	24	and	and	CCONJ
fcis-31623	86	25	image	image	NOUN
fcis-31623	86	26	information	information	NOUN
fcis-31623	86	27	into	into	ADP
fcis-31623	86	28	a	a	DET
fcis-31623	86	29	unified	unified	ADJ
fcis-31623	86	30	vector	vector	NOUN
fcis-31623	86	31	space	space	NOUN
fcis-31623	86	32	,	,	PUNCT
fcis-31623	86	33	solving	solve	VERB
fcis-31623	86	34	the	the	DET
fcis-31623	86	35	problem	problem	NOUN
fcis-31623	86	36	of	of	ADP
fcis-31623	86	37	information	information	NOUN
fcis-31623	86	38	sparsity	sparsity	NOUN
fcis-31623	86	39	in	in	ADP
fcis-31623	86	40	traditional	traditional	ADJ
fcis-31623	86	41	single	single	ADJ
fcis-31623	86	42	modal	modal	ADJ
fcis-31623	86	43	recommendations	recommendation	NOUN
fcis-31623	86	44	.	.	PUNCT
fcis-31623	87	1	such	such	ADJ
fcis-31623	87	2	technologies	technology	NOUN
fcis-31623	87	3	not	not	PART
fcis-31623	87	4	only	only	ADV
fcis-31623	87	5	solve	solve	VERB
fcis-31623	87	6	the	the	DET
fcis-31623	87	7	problems	problem	NOUN
fcis-31623	87	8	of	of	ADP
fcis-31623	87	9	lagging	lag	VERB
fcis-31623	87	10	user	user	NOUN
fcis-31623	87	11	feedback	feedback	NOUN
fcis-31623	87	12	and	and	CCONJ
fcis-31623	87	13	single	single	ADJ
fcis-31623	87	14	dimensional	dimensional	ADJ
fcis-31623	87	15	matching	matching	NOUN
fcis-31623	87	16	suggestions	suggestion	NOUN
fcis-31623	87	17	in	in	ADP
fcis-31623	87	18	traditional	traditional	ADJ
fcis-31623	87	19	fitting	fitting	ADJ
fcis-31623	87	20	scenarios	scenario	NOUN
fcis-31623	87	21	but	but	CCONJ
fcis-31623	87	22	also	also	ADV
fcis-31623	87	23	enhance	enhance	VERB
fcis-31623	87	24	user	user	NOUN
fcis-31623	87	25	engagement	engagement	NOUN
fcis-31623	87	26	through	through	ADP
fcis-31623	87	27	real	real	ADJ
fcis-31623	87	28	time	time	NOUN
fcis-31623	87	29	interaction	interaction	NOUN
fcis-31623	87	30	,	,	PUNCT
fcis-31623	87	31	significantly	significantly	ADV
fcis-31623	87	32	improving	improve	VERB
fcis-31623	87	33	the	the	DET
fcis-31623	87	34	efficiency	efficiency	NOUN
fcis-31623	87	35	of	of	ADP
fcis-31623	87	36	purchase	purchase	NOUN
fcis-31623	87	37	decision	decision	NOUN
fcis-31623	87	38	making	making	NOUN
fcis-31623	87	39	and	and	CCONJ
fcis-31623	87	40	customer	customer	NOUN
fcis-31623	87	41	satisfaction	satisfaction	NOUN
fcis-31623	87	42	.	.	PUNCT
fcis-31623	88	1	at	at	ADP
fcis-31623	88	2	the	the	DET
fcis-31623	88	3	same	same	ADJ
fcis-31623	88	4	time	time	NOUN
fcis-31623	88	5	,	,	PUNCT
fcis-31623	88	6	they	they	PRON
fcis-31623	88	7	provide	provide	VERB
fcis-31623	88	8	merchants	merchant	NOUN
fcis-31623	88	9	with	with	ADP
fcis-31623	88	10	insights	insight	NOUN
fcis-31623	88	11	into	into	ADP
fcis-31623	88	12	user	user	NOUN
fcis-31623	88	13	preferences	preference	NOUN
fcis-31623	88	14	to	to	PART
fcis-31623	88	15	optimize	optimize	VERB
fcis-31623	88	16	product	product	NOUN
fcis-31623	88	17	selection	selection	NOUN
fcis-31623	88	18	strategies	strategy	NOUN
fcis-31623	88	19	.	.	PUNCT
fcis-31623	89	1	4	4	X
fcis-31623	89	2	.	.	X
fcis-31623	89	3	suggestions	suggestion	NOUN
fcis-31623	89	4	on	on	ADP
fcis-31623	89	5	the	the	DET
fcis-31623	89	6	implementation	implementation	NOUN
fcis-31623	89	7	strategies	strategy	NOUN
fcis-31623	89	8	for	for	ADP
fcis-31623	89	9	the	the	DET
fcis-31623	89	10	construction	construction	NOUN
fcis-31623	89	11	of	of	ADP
fcis-31623	89	12	intelligent	intelligent	ADJ
fcis-31623	89	13	e	e	NOUN
fcis-31623	89	14	commerce	commerce	NOUN
fcis-31623	89	15	platforms	platform	NOUN
fcis-31623	89	16	4.1	4.1	NUM
fcis-31623	89	17	.	.	PUNCT
fcis-31623	89	18	exploring	explore	VERB
fcis-31623	89	19	the	the	DET
fcis-31623	89	20	path	path	NOUN
fcis-31623	89	21	of	of	ADP
fcis-31623	89	22	lightweight	lightweight	ADJ
fcis-31623	89	23	technology	technology	NOUN
fcis-31623	89	24	implementation	implementation	NOUN
fcis-31623	89	25	during	during	ADP
fcis-31623	89	26	the	the	DET
fcis-31623	89	27	process	process	NOUN
fcis-31623	89	28	of	of	ADP
fcis-31623	89	29	large	large	ADJ
fcis-31623	89	30	language	language	NOUN
fcis-31623	89	31	models	model	NOUN
fcis-31623	89	32	empowering	empower	VERB
fcis-31623	89	33	e	e	PROPN
fcis-31623	89	34	commerce	commerce	NOUN
fcis-31623	89	35	platforms	platform	NOUN
fcis-31623	89	36	,	,	PUNCT
fcis-31623	89	37	due	due	ADP
fcis-31623	89	38	to	to	ADP
fcis-31623	89	39	the	the	DET
fcis-31623	89	40	high	high	ADJ
fcis-31623	89	41	computing	compute	VERB
fcis-31623	89	42	resources	resource	NOUN
fcis-31623	89	43	,	,	PUNCT
fcis-31623	89	44	professional	professional	ADJ
fcis-31623	89	45	technologies	technology	NOUN
fcis-31623	89	46	,	,	PUNCT
fcis-31623	89	47	and	and	CCONJ
fcis-31623	89	48	development	development	NOUN
fcis-31623	89	49	time	time	NOUN
fcis-31623	89	50	required	require	VERB
fcis-31623	89	51	for	for	ADP
fcis-31623	89	52	model	model	NOUN
fcis-31623	89	53	training	training	NOUN
fcis-31623	89	54	and	and	CCONJ
fcis-31623	89	55	deployment	deployment	NOUN
fcis-31623	89	56	,	,	PUNCT
fcis-31623	89	57	enterprises	enterprise	NOUN
fcis-31623	89	58	often	often	ADV
fcis-31623	89	59	face	face	VERB
fcis-31623	89	60	huge	huge	ADJ
fcis-31623	89	61	technical	technical	ADJ
fcis-31623	89	62	barriers	barrier	NOUN
fcis-31623	89	63	and	and	CCONJ
fcis-31623	89	64	cost	cost	NOUN
fcis-31623	89	65	pressures	pressure	NOUN
fcis-31623	89	66	during	during	ADP
fcis-31623	89	67	the	the	DET
fcis-31623	89	68	introduction	introduction	NOUN
fcis-31623	89	69	and	and	CCONJ
fcis-31623	89	70	implementation	implementation	NOUN
fcis-31623	89	71	of	of	ADP
fcis-31623	89	72	models	model	NOUN
fcis-31623	89	73	.	.	PUNCT
fcis-31623	90	1	therefore	therefore	ADV
fcis-31623	90	2	,	,	PUNCT
fcis-31623	90	3	in	in	ADP
fcis-31623	90	4	order	order	NOUN
fcis-31623	90	5	to	to	PART
fcis-31623	90	6	complete	complete	VERB
fcis-31623	90	7	the	the	DET
fcis-31623	90	8	deployment	deployment	NOUN
fcis-31623	90	9	and	and	CCONJ
fcis-31623	90	10	application	application	NOUN
fcis-31623	90	11	of	of	ADP
fcis-31623	90	12	large	large	ADJ
fcis-31623	90	13	language	language	NOUN
fcis-31623	90	14	models	model	NOUN
fcis-31623	90	15	in	in	ADP
fcis-31623	90	16	e	e	PROPN
fcis-31623	90	17	commerce	commerce	NOUN
fcis-31623	90	18	platforms	platform	NOUN
fcis-31623	90	19	in	in	ADP
fcis-31623	90	20	a	a	DET
fcis-31623	90	21	short	short	ADJ
fcis-31623	90	22	time	time	NOUN
fcis-31623	90	23	,	,	PUNCT
fcis-31623	90	24	small	small	ADJ
fcis-31623	90	25	and	and	CCONJ
fcis-31623	90	26	medium	medium	ADJ
fcis-31623	90	27	sized	sized	ADJ
fcis-31623	90	28	enterprises	enterprise	NOUN
fcis-31623	90	29	can	can	AUX
fcis-31623	90	30	adopt	adopt	VERB
fcis-31623	90	31	the	the	DET
fcis-31623	90	32	"	"	PUNCT
fcis-31623	90	33	api	api	NOUN
fcis-31623	90	34	+	+	CCONJ
fcis-31623	90	35	low	low	ADJ
fcis-31623	90	36	code	code	NOUN
fcis-31623	90	37	"	"	PUNCT
fcis-31623	90	38	mode	mode	NOUN
fcis-31623	90	39	to	to	PART
fcis-31623	90	40	quickly	quickly	ADV
fcis-31623	90	41	deploy	deploy	VERB
fcis-31623	90	42	the	the	DET
fcis-31623	90	43	capabilities	capability	NOUN
fcis-31623	90	44	of	of	ADP
fcis-31623	90	45	llms	llm	NOUN
fcis-31623	90	46	.	.	PUNCT
fcis-31623	91	1	for	for	ADP
fcis-31623	91	2	example	example	NOUN
fcis-31623	91	3	,	,	PUNCT
fcis-31623	91	4	by	by	ADP
fcis-31623	91	5	calling	call	VERB
fcis-31623	91	6	api	api	NOUN
fcis-31623	91	7	services	service	NOUN
fcis-31623	91	8	or	or	CCONJ
fcis-31623	91	9	deploying	deploy	VERB
fcis-31623	91	10	lightweight	lightweight	ADJ
fcis-31623	91	11	models	model	NOUN
fcis-31623	91	12	,	,	PUNCT
fcis-31623	91	13	they	they	PRON
fcis-31623	91	14	can	can	AUX
fcis-31623	91	15	embed	embed	VERB
fcis-31623	91	16	conversational	conversational	ADJ
fcis-31623	91	17	shopping	shopping	NOUN
fcis-31623	91	18	functions	function	NOUN
fcis-31623	91	19	in	in	ADP
fcis-31623	91	20	existing	exist	VERB
fcis-31623	91	21	apps	app	NOUN
fcis-31623	91	22	,	,	PUNCT
fcis-31623	91	23	avoiding	avoid	VERB
fcis-31623	91	24	the	the	DET
fcis-31623	91	25	high	high	ADJ
fcis-31623	91	26	cost	cost	NOUN
fcis-31623	91	27	investment	investment	NOUN
fcis-31623	91	28	of	of	ADP
fcis-31623	91	29	building	build	VERB
fcis-31623	91	30	their	their	PRON
fcis-31623	91	31	own	own	ADJ
fcis-31623	91	32	models	model	NOUN
fcis-31623	91	33	to	to	PART
fcis-31623	91	34	achieve	achieve	VERB
fcis-31623	91	35	basic	basic	ADJ
fcis-31623	91	36	functions	function	NOUN
fcis-31623	91	37	such	such	ADJ
fcis-31623	91	38	as	as	ADP
fcis-31623	91	39	intelligent	intelligent	ADJ
fcis-31623	91	40	search	search	NOUN
fcis-31623	91	41	and	and	CCONJ
fcis-31623	91	42	conversational	conversational	ADJ
fcis-31623	91	43	recommendation	recommendation	NOUN
fcis-31623	91	44	.	.	PUNCT
fcis-31623	92	1	on	on	ADP
fcis-31623	92	2	this	this	DET
fcis-31623	92	3	basis	basis	NOUN
fcis-31623	92	4	,	,	PUNCT
fcis-31623	92	5	the	the	DET
fcis-31623	92	6	introduction	introduction	NOUN
fcis-31623	92	7	of	of	ADP
fcis-31623	92	8	lightweight	lightweight	ADJ
fcis-31623	92	9	model	model	NOUN
fcis-31623	92	10	optimization	optimization	NOUN
fcis-31623	92	11	technologies	technology	NOUN
fcis-31623	92	12	(	(	PUNCT
fcis-31623	92	13	such	such	ADJ
fcis-31623	92	14	as	as	ADP
fcis-31623	92	15	model	model	NOUN
fcis-31623	92	16	quantization	quantization	NOUN
fcis-31623	92	17	,	,	PUNCT
fcis-31623	92	18	pruning	prune	VERB
fcis-31623	92	19	,	,	PUNCT
fcis-31623	92	20	and	and	CCONJ
fcis-31623	92	21	knowledge	knowledge	NOUN
fcis-31623	92	22	distillation	distillation	NOUN
fcis-31623	92	23	)	)	PUNCT
fcis-31623	92	24	can	can	AUX
fcis-31623	92	25	further	far	ADV
fcis-31623	92	26	reduce	reduce	VERB
fcis-31623	92	27	the	the	DET
fcis-31623	92	28	model	model	NOUN
fcis-31623	92	29	size	size	NOUN
fcis-31623	92	30	and	and	CCONJ
fcis-31623	92	31	computational	computational	ADJ
fcis-31623	92	32	requirements	requirement	NOUN
fcis-31623	92	33	.	.	PUNCT
fcis-31623	93	1	for	for	ADP
fcis-31623	93	2	example	example	NOUN
fcis-31623	93	3	,	,	PUNCT
fcis-31623	93	4	8	8	NUM
fcis-31623	93	5	bit	bit	NOUN
fcis-31623	93	6	quantization	quantization	NOUN
fcis-31623	93	7	can	can	AUX
fcis-31623	93	8	reduce	reduce	VERB
fcis-31623	93	9	the	the	DET
fcis-31623	93	10	number	number	NOUN
fcis-31623	93	11	of	of	ADP
fcis-31623	93	12	model	model	NOUN
fcis-31623	93	13	parameters	parameter	NOUN
fcis-31623	93	14	to	to	ADP
fcis-31623	93	15	1/4	1/4	NUM
fcis-31623	93	16	of	of	ADP
fcis-31623	93	17	the	the	DET
fcis-31623	93	18	original	original	ADJ
fcis-31623	93	19	scale	scale	NOUN
fcis-31623	93	20	while	while	SCONJ
fcis-31623	93	21	maintaining	maintain	VERB
fcis-31623	93	22	more	more	ADJ
fcis-31623	93	23	than	than	ADP
fcis-31623	93	24	90	90	NUM
fcis-31623	93	25	%	%	NOUN
fcis-31623	93	26	of	of	ADP
fcis-31623	93	27	the	the	DET
fcis-31623	93	28	performance	performance	NOUN
fcis-31623	93	29	,	,	PUNCT
fcis-31623	93	30	making	make	VERB
fcis-31623	93	31	local	local	ADJ
fcis-31623	93	32	deployment	deployment	NOUN
fcis-31623	93	33	possible	possible	ADJ
fcis-31623	93	34	in	in	ADP
fcis-31623	93	35	environments	environment	NOUN
fcis-31623	93	36	with	with	ADP
fcis-31623	93	37	limited	limited	ADJ
fcis-31623	93	38	computing	computing	NOUN
fcis-31623	93	39	power	power	NOUN
fcis-31623	93	40	.	.	PUNCT
fcis-31623	94	1	in	in	ADP
fcis-31623	94	2	addition	addition	NOUN
fcis-31623	94	3	,	,	PUNCT
fcis-31623	94	4	the	the	DET
fcis-31623	94	5	maturity	maturity	NOUN
fcis-31623	94	6	of	of	ADP
fcis-31623	94	7	open	open	ADJ
fcis-31623	94	8	source	source	NOUN
fcis-31623	94	9	lightweight	lightweight	ADJ
fcis-31623	94	10	frameworks	framework	NOUN
fcis-31623	94	11	(	(	PUNCT
fcis-31623	94	12	such	such	ADJ
fcis-31623	94	13	as	as	ADP
fcis-31623	94	14	hugging	hug	VERB
fcis-31623	94	15	face	face	NOUN
fcis-31623	94	16	's	's	PART
fcis-31623	94	17	transformer.js	transformer.js	PROPN
fcis-31623	94	18	and	and	CCONJ
fcis-31623	94	19	tensorflow	tensorflow	PROPN
fcis-31623	94	20	lite	lite	NOUN
fcis-31623	94	21	)	)	PUNCT
fcis-31623	94	22	provides	provide	VERB
fcis-31623	94	23	enterprises	enterprise	NOUN
fcis-31623	94	24	with	with	ADP
fcis-31623	94	25	flexible	flexible	ADJ
fcis-31623	94	26	toolchain	toolchain	NOUN
fcis-31623	94	27	support	support	NOUN
fcis-31623	94	28	,	,	PUNCT
fcis-31623	94	29	enabling	enable	VERB
fcis-31623	94	30	them	they	PRON
fcis-31623	94	31	to	to	PART
fcis-31623	94	32	dynamically	dynamically	ADV
fcis-31623	94	33	adjust	adjust	VERB
fcis-31623	94	34	the	the	DET
fcis-31623	94	35	model	model	NOUN
fcis-31623	94	36	architecture	architecture	NOUN
fcis-31623	94	37	according	accord	VERB
fcis-31623	94	38	to	to	ADP
fcis-31623	94	39	business	business	NOUN
fcis-31623	94	40	scenarios	scenario	NOUN
fcis-31623	94	41	.	.	PUNCT
fcis-31623	95	1	for	for	ADP
fcis-31623	95	2	example	example	NOUN
fcis-31623	95	3	,	,	PUNCT
fcis-31623	95	4	embedding	embed	VERB
fcis-31623	95	5	a	a	DET
fcis-31623	95	6	lightweight	lightweight	ADJ
fcis-31623	95	7	dialogue	dialogue	NOUN
fcis-31623	95	8	engine	engine	NOUN
fcis-31623	95	9	in	in	ADP
fcis-31623	95	10	mobile	mobile	ADJ
fcis-31623	95	11	applications	application	NOUN
fcis-31623	95	12	to	to	PART
fcis-31623	95	13	achieve	achieve	VERB
fcis-31623	95	14	real	real	ADJ
fcis-31623	95	15	time	time	NOUN
fcis-31623	95	16	interaction	interaction	NOUN
fcis-31623	95	17	and	and	CCONJ
fcis-31623	95	18	low	low	ADJ
fcis-31623	95	19	latency	latency	NOUN
fcis-31623	95	20	response	response	NOUN
fcis-31623	95	21	.	.	PUNCT
fcis-31623	96	1	the	the	DET
fcis-31623	96	2	core	core	NOUN
fcis-31623	96	3	advantage	advantage	NOUN
fcis-31623	96	4	of	of	ADP
fcis-31623	96	5	this	this	DET
fcis-31623	96	6	technical	technical	ADJ
fcis-31623	96	7	path	path	NOUN
fcis-31623	96	8	lies	lie	VERB
fcis-31623	96	9	in	in	ADP
fcis-31623	96	10	balancing	balance	VERB
fcis-31623	96	11	costs	cost	NOUN
fcis-31623	96	12	and	and	CCONJ
fcis-31623	96	13	performance	performance	NOUN
fcis-31623	96	14	,	,	PUNCT
fcis-31623	96	15	allowing	allow	VERB
fcis-31623	96	16	small	small	ADJ
fcis-31623	96	17	and	and	CCONJ
fcis-31623	96	18	medium	medium	ADJ
fcis-31623	96	19	sized	sized	ADJ
fcis-31623	96	20	enterprises	enterprise	NOUN
fcis-31623	96	21	to	to	PART
fcis-31623	96	22	achieve	achieve	VERB
fcis-31623	96	23	intelligent	intelligent	ADJ
fcis-31623	96	24	upgrades	upgrade	NOUN
fcis-31623	96	25	through	through	ADP
fcis-31623	96	26	modular	modular	ADJ
fcis-31623	96	27	and	and	CCONJ
fcis-31623	96	28	scalable	scalable	ADJ
fcis-31623	96	29	technical	technical	ADJ
fcis-31623	96	30	solutions	solution	NOUN
fcis-31623	96	31	without	without	ADP
fcis-31623	96	32	building	build	VERB
fcis-31623	96	33	large	large	ADJ
fcis-31623	96	34	scale	scale	NOUN
fcis-31623	96	35	computing	computing	NOUN
fcis-31623	96	36	infrastructure	infrastructure	NOUN
fcis-31623	96	37	.	.	PUNCT
fcis-31623	97	1	63	63	NUM
fcis-31623	97	2	4.2	4.2	NUM
fcis-31623	97	3	.	.	PUNCT
fcis-31623	98	1	promoting	promote	VERB
fcis-31623	98	2	cross	cross	NOUN
fcis-31623	98	3	departmental	departmental	ADJ
fcis-31623	98	4	collaboration	collaboration	NOUN
fcis-31623	98	5	mechanisms	mechanism	NOUN
fcis-31623	98	6	the	the	DET
fcis-31623	98	7	advantages	advantage	NOUN
fcis-31623	98	8	of	of	ADP
fcis-31623	98	9	large	large	ADJ
fcis-31623	98	10	language	language	NOUN
fcis-31623	98	11	models	model	NOUN
fcis-31623	98	12	in	in	ADP
fcis-31623	98	13	multimodal	multimodal	ADJ
fcis-31623	98	14	data	datum	NOUN
fcis-31623	98	15	analysis	analysis	NOUN
fcis-31623	98	16	and	and	CCONJ
fcis-31623	98	17	cross	cross	NOUN
fcis-31623	98	18	domain	domain	NOUN
fcis-31623	98	19	knowledge	knowledge	NOUN
fcis-31623	98	20	fusion	fusion	NOUN
fcis-31623	98	21	provide	provide	VERB
fcis-31623	98	22	a	a	DET
fcis-31623	98	23	technical	technical	ADJ
fcis-31623	98	24	basis	basis	NOUN
fcis-31623	98	25	for	for	ADP
fcis-31623	98	26	breaking	break	VERB
fcis-31623	98	27	down	down	ADP
fcis-31623	98	28	data	data	NOUN
fcis-31623	98	29	silos	silo	NOUN
fcis-31623	98	30	within	within	ADP
fcis-31623	98	31	enterprises	enterprise	NOUN
fcis-31623	98	32	and	and	CCONJ
fcis-31623	98	33	building	build	VERB
fcis-31623	98	34	collaborative	collaborative	ADJ
fcis-31623	98	35	business	business	NOUN
fcis-31623	98	36	chains	chain	NOUN
fcis-31623	98	37	.	.	PUNCT
fcis-31623	99	1	enterprises	enterprise	NOUN
fcis-31623	99	2	need	need	VERB
fcis-31623	99	3	to	to	PART
fcis-31623	99	4	make	make	VERB
fcis-31623	99	5	full	full	ADJ
fcis-31623	99	6	use	use	NOUN
fcis-31623	99	7	of	of	ADP
fcis-31623	99	8	the	the	DET
fcis-31623	99	9	multimodal	multimodal	ADJ
fcis-31623	99	10	data	datum	NOUN
fcis-31623	99	11	analysis	analysis	NOUN
fcis-31623	99	12	capabilities	capability	NOUN
fcis-31623	99	13	of	of	ADP
fcis-31623	99	14	llms	llm	NOUN
fcis-31623	99	15	to	to	PART
fcis-31623	99	16	break	break	VERB
fcis-31623	99	17	down	down	ADP
fcis-31623	99	18	data	data	NOUN
fcis-31623	99	19	silos	silo	NOUN
fcis-31623	99	20	and	and	CCONJ
fcis-31623	99	21	establish	establish	VERB
fcis-31623	99	22	collaborative	collaborative	ADJ
fcis-31623	99	23	links	link	NOUN
fcis-31623	99	24	among	among	ADP
fcis-31623	99	25	product	product	NOUN
fcis-31623	99	26	,	,	PUNCT
fcis-31623	99	27	technology	technology	NOUN
fcis-31623	99	28	,	,	PUNCT
fcis-31623	99	29	and	and	CCONJ
fcis-31623	99	30	operation	operation	NOUN
fcis-31623	99	31	teams	team	NOUN
fcis-31623	99	32	.	.	PUNCT
fcis-31623	100	1	to	to	PART
fcis-31623	100	2	achieve	achieve	VERB
fcis-31623	100	3	this	this	DET
fcis-31623	100	4	goal	goal	NOUN
fcis-31623	100	5	,	,	PUNCT
fcis-31623	100	6	enterprises	enterprise	NOUN
fcis-31623	100	7	need	need	VERB
fcis-31623	100	8	to	to	PART
fcis-31623	100	9	establish	establish	VERB
fcis-31623	100	10	cross	cross	NOUN
fcis-31623	100	11	departmental	departmental	ADJ
fcis-31623	100	12	data	datum	NOUN
fcis-31623	100	13	sharing	sharing	NOUN
fcis-31623	100	14	and	and	CCONJ
fcis-31623	100	15	collaboration	collaboration	NOUN
fcis-31623	100	16	mechanisms	mechanism	NOUN
fcis-31623	100	17	.	.	PUNCT
fcis-31623	101	1	first	first	ADV
fcis-31623	101	2	,	,	PUNCT
fcis-31623	101	3	by	by	ADP
fcis-31623	101	4	building	build	VERB
fcis-31623	101	5	a	a	DET
fcis-31623	101	6	unified	unified	ADJ
fcis-31623	101	7	data	data	NOUN
fcis-31623	101	8	center	center	NOUN
fcis-31623	101	9	,	,	PUNCT
fcis-31623	101	10	standardize	standardize	VERB
fcis-31623	101	11	and	and	CCONJ
fcis-31623	101	12	integrate	integrate	VERB
fcis-31623	101	13	the	the	DET
fcis-31623	101	14	supply	supply	NOUN
fcis-31623	101	15	chain	chain	NOUN
fcis-31623	101	16	data	datum	NOUN
fcis-31623	101	17	of	of	ADP
fcis-31623	101	18	the	the	DET
fcis-31623	101	19	product	product	NOUN
fcis-31623	101	20	department	department	NOUN
fcis-31623	101	21	(	(	PUNCT
fcis-31623	101	22	such	such	ADJ
fcis-31623	101	23	as	as	ADP
fcis-31623	101	24	inventory	inventory	NOUN
fcis-31623	101	25	dynamics	dynamic	NOUN
fcis-31623	101	26	,	,	PUNCT
fcis-31623	101	27	supplier	supplier	NOUN
fcis-31623	101	28	information	information	NOUN
fcis-31623	101	29	)	)	PUNCT
fcis-31623	101	30	,	,	PUNCT
fcis-31623	101	31	the	the	DET
fcis-31623	101	32	user	user	NOUN
fcis-31623	101	33	behavior	behavior	NOUN
fcis-31623	101	34	logs	log	NOUN
fcis-31623	101	35	of	of	ADP
fcis-31623	101	36	the	the	DET
fcis-31623	101	37	operation	operation	NOUN
fcis-31623	101	38	department	department	NOUN
fcis-31623	101	39	(	(	PUNCT
fcis-31623	101	40	such	such	ADJ
fcis-31623	101	41	as	as	ADP
fcis-31623	101	42	click	click	VERB
fcis-31623	101	43	through	through	ADP
fcis-31623	101	44	rates	rate	NOUN
fcis-31623	101	45	,	,	PUNCT
fcis-31623	101	46	conversion	conversion	NOUN
fcis-31623	101	47	paths	path	NOUN
fcis-31623	101	48	)	)	PUNCT
fcis-31623	101	49	,	,	PUNCT
fcis-31623	101	50	and	and	CCONJ
fcis-31623	101	51	the	the	DET
fcis-31623	101	52	external	external	ADJ
fcis-31623	101	53	environment	environment	NOUN
fcis-31623	101	54	data	datum	NOUN
fcis-31623	101	55	of	of	ADP
fcis-31623	101	56	the	the	DET
fcis-31623	101	57	marketing	marketing	NOUN
fcis-31623	101	58	department	department	NOUN
fcis-31623	101	59	(	(	PUNCT
fcis-31623	101	60	such	such	ADJ
fcis-31623	101	61	as	as	ADP
fcis-31623	101	62	social	social	ADJ
fcis-31623	101	63	media	medium	NOUN
fcis-31623	101	64	trends	trend	NOUN
fcis-31623	101	65	,	,	PUNCT
fcis-31623	101	66	competitor	competitor	NOUN
fcis-31623	101	67	dynamics	dynamic	NOUN
fcis-31623	101	68	)	)	PUNCT
fcis-31623	101	69	,	,	PUNCT
fcis-31623	101	70	forming	form	VERB
fcis-31623	101	71	a	a	DET
fcis-31623	101	72	global	global	ADJ
fcis-31623	101	73	data	datum	NOUN
fcis-31623	101	74	asset	asset	NOUN
fcis-31623	101	75	pool	pool	NOUN
fcis-31623	101	76	.	.	PUNCT
fcis-31623	102	1	on	on	ADP
fcis-31623	102	2	this	this	DET
fcis-31623	102	3	basis	basis	NOUN
fcis-31623	102	4	,	,	PUNCT
fcis-31623	102	5	use	use	VERB
fcis-31623	102	6	the	the	DET
fcis-31623	102	7	semantic	semantic	ADJ
fcis-31623	102	8	understanding	understanding	NOUN
fcis-31623	102	9	and	and	CCONJ
fcis-31623	102	10	correlation	correlation	NOUN
fcis-31623	102	11	analysis	analysis	NOUN
fcis-31623	102	12	capabilities	capability	NOUN
fcis-31623	102	13	of	of	ADP
fcis-31623	102	14	large	large	ADJ
fcis-31623	102	15	language	language	NOUN
fcis-31623	102	16	models	model	NOUN
fcis-31623	102	17	to	to	PART
fcis-31623	102	18	extract	extract	VERB
fcis-31623	102	19	the	the	DET
fcis-31623	102	20	potential	potential	ADJ
fcis-31623	102	21	features	feature	NOUN
fcis-31623	102	22	of	of	ADP
fcis-31623	102	23	cross	cross	NOUN
fcis-31623	102	24	domain	domain	NOUN
fcis-31623	102	25	data	datum	NOUN
fcis-31623	102	26	.	.	PUNCT
fcis-31623	103	1	for	for	ADP
fcis-31623	103	2	example	example	NOUN
fcis-31623	103	3	,	,	PUNCT
fcis-31623	103	4	combine	combine	VERB
fcis-31623	103	5	designers	designer	NOUN
fcis-31623	103	6	'	'	PART
fcis-31623	103	7	fashion	fashion	NOUN
fcis-31623	103	8	forecasts	forecast	NOUN
fcis-31623	103	9	with	with	ADP
fcis-31623	103	10	users	user	NOUN
fcis-31623	103	11	'	'	PART
fcis-31623	103	12	historical	historical	ADJ
fcis-31623	103	13	purchase	purchase	NOUN
fcis-31623	103	14	records	record	NOUN
fcis-31623	103	15	to	to	PART
fcis-31623	103	16	generate	generate	VERB
fcis-31623	103	17	seasonal	seasonal	ADJ
fcis-31623	103	18	product	product	NOUN
fcis-31623	103	19	recommendation	recommendation	NOUN
fcis-31623	103	20	strategies	strategy	NOUN
fcis-31623	103	21	.	.	PUNCT
fcis-31623	104	1	to	to	PART
fcis-31623	104	2	achieve	achieve	VERB
fcis-31623	104	3	efficient	efficient	ADJ
fcis-31623	104	4	collaboration	collaboration	NOUN
fcis-31623	104	5	,	,	PUNCT
fcis-31623	104	6	enterprises	enterprise	NOUN
fcis-31623	104	7	need	need	VERB
fcis-31623	104	8	to	to	PART
fcis-31623	104	9	optimize	optimize	VERB
fcis-31623	104	10	internal	internal	ADJ
fcis-31623	104	11	processes	process	NOUN
fcis-31623	104	12	simultaneously	simultaneously	ADV
fcis-31623	104	13	.	.	PUNCT
fcis-31623	105	1	for	for	ADP
fcis-31623	105	2	example	example	NOUN
fcis-31623	105	3	,	,	PUNCT
fcis-31623	105	4	use	use	VERB
fcis-31623	105	5	automated	automate	VERB
fcis-31623	105	6	workflow	workflow	NOUN
fcis-31623	105	7	tools	tool	NOUN
fcis-31623	105	8	to	to	PART
fcis-31623	105	9	trigger	trigger	VERB
fcis-31623	105	10	data	datum	NOUN
fcis-31623	105	11	updates	update	NOUN
fcis-31623	105	12	and	and	CCONJ
fcis-31623	105	13	model	model	NOUN
fcis-31623	105	14	iterations	iteration	NOUN
fcis-31623	105	15	in	in	ADP
fcis-31623	105	16	real	real	ADJ
fcis-31623	105	17	time	time	NOUN
fcis-31623	105	18	,	,	PUNCT
fcis-31623	105	19	and	and	CCONJ
fcis-31623	105	20	clarify	clarify	VERB
fcis-31623	105	21	the	the	DET
fcis-31623	105	22	roles	role	NOUN
fcis-31623	105	23	and	and	CCONJ
fcis-31623	105	24	responsibilities	responsibility	NOUN
fcis-31623	105	25	of	of	ADP
fcis-31623	105	26	each	each	DET
fcis-31623	105	27	department	department	NOUN
fcis-31623	105	28	in	in	ADP
fcis-31623	105	29	data	datum	NOUN
fcis-31623	105	30	annotation	annotation	NOUN
fcis-31623	105	31	,	,	PUNCT
fcis-31623	105	32	model	model	NOUN
fcis-31623	105	33	feedback	feedback	NOUN
fcis-31623	105	34	,	,	PUNCT
fcis-31623	105	35	and	and	CCONJ
fcis-31623	105	36	strategy	strategy	NOUN
fcis-31623	105	37	adjustment	adjustment	NOUN
fcis-31623	105	38	through	through	ADP
fcis-31623	105	39	a	a	DET
fcis-31623	105	40	collaborative	collaborative	ADJ
fcis-31623	105	41	platform	platform	NOUN
fcis-31623	105	42	.	.	PUNCT
fcis-31623	106	1	in	in	ADP
fcis-31623	106	2	addition	addition	NOUN
fcis-31623	106	3	,	,	PUNCT
fcis-31623	106	4	the	the	DET
fcis-31623	106	5	integration	integration	NOUN
fcis-31623	106	6	of	of	ADP
fcis-31623	106	7	privacy	privacy	NOUN
fcis-31623	106	8	protection	protection	NOUN
fcis-31623	106	9	technologies	technology	NOUN
fcis-31623	106	10	can	can	AUX
fcis-31623	106	11	ensure	ensure	VERB
fcis-31623	106	12	the	the	DET
fcis-31623	106	13	security	security	NOUN
fcis-31623	106	14	of	of	ADP
fcis-31623	106	15	cross	cross	ADJ
fcis-31623	106	16	departmental	departmental	ADJ
fcis-31623	106	17	data	datum	NOUN
fcis-31623	106	18	flow	flow	NOUN
fcis-31623	106	19	and	and	CCONJ
fcis-31623	106	20	avoid	avoid	VERB
fcis-31623	106	21	the	the	DET
fcis-31623	106	22	leakage	leakage	NOUN
fcis-31623	106	23	of	of	ADP
fcis-31623	106	24	sensitive	sensitive	ADJ
fcis-31623	106	25	information	information	NOUN
fcis-31623	106	26	.	.	PUNCT
fcis-31623	107	1	the	the	DET
fcis-31623	107	2	core	core	NOUN
fcis-31623	107	3	of	of	ADP
fcis-31623	107	4	this	this	DET
fcis-31623	107	5	mechanism	mechanism	NOUN
fcis-31623	107	6	is	be	AUX
fcis-31623	107	7	to	to	PART
fcis-31623	107	8	transform	transform	VERB
fcis-31623	107	9	scattered	scatter	VERB
fcis-31623	107	10	business	business	NOUN
fcis-31623	107	11	units	unit	NOUN
fcis-31623	107	12	into	into	ADP
fcis-31623	107	13	a	a	DET
fcis-31623	107	14	collaborative	collaborative	ADJ
fcis-31623	107	15	network	network	NOUN
fcis-31623	107	16	centered	center	VERB
fcis-31623	107	17	around	around	ADP
fcis-31623	107	18	data	datum	NOUN
fcis-31623	107	19	and	and	CCONJ
fcis-31623	107	20	user	user	NOUN
fcis-31623	107	21	needs	need	VERB
fcis-31623	107	22	through	through	ADP
fcis-31623	107	23	technology	technology	NOUN
fcis-31623	107	24	driven	drive	VERB
fcis-31623	107	25	and	and	CCONJ
fcis-31623	107	26	process	process	NOUN
fcis-31623	107	27	reengineering	reengineering	NOUN
fcis-31623	107	28	,	,	PUNCT
fcis-31623	107	29	thereby	thereby	ADV
fcis-31623	107	30	maximizing	maximize	VERB
fcis-31623	107	31	the	the	DET
fcis-31623	107	32	value	value	NOUN
fcis-31623	107	33	of	of	ADP
fcis-31623	107	34	large	large	ADJ
fcis-31623	107	35	language	language	NOUN
fcis-31623	107	36	models	model	NOUN
fcis-31623	107	37	in	in	ADP
fcis-31623	107	38	business	business	NOUN
fcis-31623	107	39	decision	decision	NOUN
fcis-31623	107	40	making	making	NOUN
fcis-31623	107	41	.	.	PUNCT
fcis-31623	108	1	4.3	4.3	NUM
fcis-31623	108	2	.	.	PUNCT
fcis-31623	109	1	building	build	VERB
fcis-31623	109	2	scenario	scenario	NOUN
fcis-31623	109	3	based	base	VERB
fcis-31623	109	4	user	user	NOUN
fcis-31623	109	5	experience	experience	NOUN
fcis-31623	109	6	maps	map	NOUN
fcis-31623	109	7	building	build	VERB
fcis-31623	109	8	a	a	DET
fcis-31623	109	9	multimodal	multimodal	NOUN
fcis-31623	109	10	and	and	CCONJ
fcis-31623	109	11	highly	highly	ADV
fcis-31623	109	12	responsive	responsive	ADJ
fcis-31623	109	13	scenario	scenario	NOUN
fcis-31623	109	14	based	base	VERB
fcis-31623	109	15	interaction	interaction	NOUN
fcis-31623	109	16	system	system	NOUN
fcis-31623	109	17	around	around	ADP
fcis-31623	109	18	the	the	DET
fcis-31623	109	19	entire	entire	ADJ
fcis-31623	109	20	user	user	NOUN
fcis-31623	109	21	lifecycle	lifecycle	NOUN
fcis-31623	109	22	journey	journey	NOUN
fcis-31623	109	23	(	(	PUNCT
fcis-31623	109	24	search	search	NOUN
fcis-31623	109	25	,	,	PUNCT
fcis-31623	109	26	decision	decision	NOUN
fcis-31623	109	27	making	making	NOUN
fcis-31623	109	28	,	,	PUNCT
fcis-31623	109	29	after	after	ADP
fcis-31623	109	30	sales	sale	NOUN
fcis-31623	109	31	)	)	PUNCT
fcis-31623	109	32	is	be	AUX
fcis-31623	109	33	the	the	DET
fcis-31623	109	34	core	core	NOUN
fcis-31623	109	35	direction	direction	NOUN
fcis-31623	109	36	for	for	ADP
fcis-31623	109	37	large	large	ADJ
fcis-31623	109	38	language	language	NOUN
fcis-31623	109	39	models	model	NOUN
fcis-31623	109	40	to	to	PART
fcis-31623	109	41	enhance	enhance	VERB
fcis-31623	109	42	the	the	DET
fcis-31623	109	43	user	user	NOUN
fcis-31623	109	44	experience	experience	NOUN
fcis-31623	109	45	of	of	ADP
fcis-31623	109	46	e	e	PROPN
fcis-31623	109	47	commerce	commerce	NOUN
fcis-31623	109	48	platforms	platform	NOUN
fcis-31623	109	49	.	.	PUNCT
fcis-31623	110	1	in	in	ADP
fcis-31623	110	2	the	the	DET
fcis-31623	110	3	search	search	NOUN
fcis-31623	110	4	stage	stage	NOUN
fcis-31623	110	5	,	,	PUNCT
fcis-31623	110	6	it	it	PRON
fcis-31623	110	7	is	be	AUX
fcis-31623	110	8	necessary	necessary	ADJ
fcis-31623	110	9	to	to	PART
fcis-31623	110	10	deeply	deeply	ADV
fcis-31623	110	11	integrate	integrate	VERB
fcis-31623	110	12	natural	natural	ADJ
fcis-31623	110	13	language	language	NOUN
fcis-31623	110	14	processing	processing	NOUN
fcis-31623	110	15	and	and	CCONJ
fcis-31623	110	16	computer	computer	NOUN
fcis-31623	110	17	vision	vision	NOUN
fcis-31623	110	18	technologies	technology	NOUN
fcis-31623	110	19	.	.	PUNCT
fcis-31623	111	1	for	for	ADP
fcis-31623	111	2	example	example	NOUN
fcis-31623	111	3	,	,	PUNCT
fcis-31623	111	4	support	support	NOUN
fcis-31623	111	5	dialect	dialect	NOUN
fcis-31623	111	6	and	and	CCONJ
fcis-31623	111	7	fuzzy	fuzzy	ADJ
fcis-31623	111	8	semantic	semantic	ADJ
fcis-31623	111	9	input	input	NOUN
fcis-31623	111	10	through	through	ADP
fcis-31623	111	11	a	a	DET
fcis-31623	111	12	speech	speech	NOUN
fcis-31623	111	13	recognition	recognition	NOUN
fcis-31623	111	14	engine	engine	NOUN
fcis-31623	111	15	,	,	PUNCT
fcis-31623	111	16	and	and	CCONJ
fcis-31623	111	17	at	at	ADP
fcis-31623	111	18	the	the	DET
fcis-31623	111	19	same	same	ADJ
fcis-31623	111	20	time	time	NOUN
fcis-31623	111	21	,	,	PUNCT
fcis-31623	111	22	combine	combine	VERB
fcis-31623	111	23	a	a	DET
fcis-31623	111	24	visual	visual	ADJ
fcis-31623	111	25	search	search	NOUN
fcis-31623	111	26	model	model	NOUN
fcis-31623	111	27	to	to	PART
fcis-31623	111	28	achieve	achieve	VERB
fcis-31623	111	29	the	the	DET
fcis-31623	111	30	"	"	PUNCT
fcis-31623	111	31	search	search	NOUN
fcis-31623	111	32	by	by	ADP
fcis-31623	111	33	image	image	NOUN
fcis-31623	111	34	"	"	PUNCT
fcis-31623	111	35	function	function	NOUN
fcis-31623	111	36	,	,	PUNCT
fcis-31623	111	37	enabling	enable	VERB
fcis-31623	111	38	users	user	NOUN
fcis-31623	111	39	to	to	PART
fcis-31623	111	40	trigger	trigger	VERB
fcis-31623	111	41	accurate	accurate	ADJ
fcis-31623	111	42	product	product	NOUN
fcis-31623	111	43	matching	match	VERB
fcis-31623	111	44	through	through	ADP
fcis-31623	111	45	diverse	diverse	ADJ
fcis-31623	111	46	input	input	NOUN
fcis-31623	111	47	methods	method	NOUN
fcis-31623	111	48	.	.	PUNCT
fcis-31623	112	1	the	the	DET
fcis-31623	112	2	key	key	NOUN
fcis-31623	112	3	in	in	ADP
fcis-31623	112	4	the	the	DET
fcis-31623	112	5	decision	decision	NOUN
fcis-31623	112	6	making	make	VERB
fcis-31623	112	7	stage	stage	NOUN
fcis-31623	112	8	lies	lie	VERB
fcis-31623	112	9	in	in	ADP
fcis-31623	112	10	dynamic	dynamic	ADJ
fcis-31623	112	11	interest	interest	NOUN
fcis-31623	112	12	modeling	modeling	NOUN
fcis-31623	112	13	and	and	CCONJ
fcis-31623	112	14	personalized	personalized	ADJ
fcis-31623	112	15	content	content	NOUN
fcis-31623	112	16	generation	generation	NOUN
fcis-31623	112	17	.	.	PUNCT
fcis-31623	113	1	for	for	ADP
fcis-31623	113	2	example	example	NOUN
fcis-31623	113	3	,	,	PUNCT
fcis-31623	113	4	use	use	VERB
fcis-31623	113	5	the	the	DET
fcis-31623	113	6	context	context	NOUN
fcis-31623	113	7	reasoning	reasoning	NOUN
fcis-31623	113	8	ability	ability	NOUN
fcis-31623	113	9	of	of	ADP
fcis-31623	113	10	large	large	ADJ
fcis-31623	113	11	language	language	NOUN
fcis-31623	113	12	models	model	NOUN
fcis-31623	113	13	to	to	PART
fcis-31623	113	14	analyze	analyze	VERB
fcis-31623	113	15	users	user	NOUN
fcis-31623	113	16	'	'	PART
fcis-31623	113	17	browsing	browse	VERB
fcis-31623	113	18	trajectories	trajectory	NOUN
fcis-31623	113	19	and	and	CCONJ
fcis-31623	113	20	real	real	ADJ
fcis-31623	113	21	time	time	NOUN
fcis-31623	113	22	feedback	feedback	NOUN
fcis-31623	113	23	(	(	PUNCT
fcis-31623	113	24	such	such	ADJ
fcis-31623	113	25	as	as	ADP
fcis-31623	113	26	page	page	NOUN
fcis-31623	113	27	dwell	dwell	NOUN
fcis-31623	113	28	time	time	NOUN
fcis-31623	113	29	,	,	PUNCT
fcis-31623	113	30	price	price	VERB
fcis-31623	113	31	comparison	comparison	NOUN
fcis-31623	113	32	behavior	behavior	NOUN
fcis-31623	113	33	)	)	PUNCT
fcis-31623	113	34	in	in	ADP
fcis-31623	113	35	real	real	ADJ
fcis-31623	113	36	time	time	NOUN
fcis-31623	113	37	,	,	PUNCT
fcis-31623	113	38	generate	generate	VERB
fcis-31623	113	39	comparative	comparative	ADJ
fcis-31623	113	40	analysis	analysis	NOUN
fcis-31623	113	41	reports	report	NOUN
fcis-31623	113	42	(	(	PUNCT
fcis-31623	113	43	such	such	ADJ
fcis-31623	113	44	as	as	ADP
fcis-31623	113	45	product	product	NOUN
fcis-31623	113	46	parameter	parameter	NOUN
fcis-31623	113	47	comparisons	comparison	NOUN
fcis-31623	113	48	,	,	PUNCT
fcis-31623	113	49	user	user	NOUN
fcis-31623	113	50	review	review	NOUN
fcis-31623	113	51	summaries	summary	NOUN
fcis-31623	113	52	)	)	PUNCT
fcis-31623	113	53	to	to	PART
fcis-31623	113	54	assist	assist	VERB
fcis-31623	113	55	in	in	ADP
fcis-31623	113	56	decision	decision	NOUN
fcis-31623	113	57	making	making	NOUN
fcis-31623	113	58	,	,	PUNCT
fcis-31623	113	59	and	and	CCONJ
fcis-31623	113	60	automatically	automatically	ADV
fcis-31623	113	61	create	create	VERB
fcis-31623	113	62	customized	customized	ADJ
fcis-31623	113	63	marketing	marketing	NOUN
fcis-31623	113	64	content	content	NOUN
fcis-31623	113	65	(	(	PUNCT
fcis-31623	113	66	such	such	ADJ
fcis-31623	113	67	as	as	ADP
fcis-31623	113	68	limited	limited	ADJ
fcis-31623	113	69	time	time	NOUN
fcis-31623	113	70	discount	discount	NOUN
fcis-31623	113	71	reminders	reminder	NOUN
fcis-31623	113	72	,	,	PUNCT
fcis-31623	113	73	matching	match	VERB
fcis-31623	113	74	suggestions	suggestion	NOUN
fcis-31623	113	75	)	)	PUNCT
fcis-31623	113	76	through	through	ADP
fcis-31623	113	77	generative	generative	ADJ
fcis-31623	113	78	technology	technology	NOUN
fcis-31623	113	79	.	.	PUNCT
fcis-31623	114	1	in	in	ADP
fcis-31623	114	2	the	the	DET
fcis-31623	114	3	customer	customer	NOUN
fcis-31623	114	4	service	service	NOUN
fcis-31623	114	5	stage	stage	NOUN
fcis-31623	114	6	,	,	PUNCT
fcis-31623	114	7	the	the	DET
fcis-31623	114	8	boundaries	boundary	NOUN
fcis-31623	114	9	of	of	ADP
fcis-31623	114	10	services	service	NOUN
fcis-31623	114	11	can	can	AUX
fcis-31623	114	12	be	be	AUX
fcis-31623	114	13	extended	extend	VERB
fcis-31623	114	14	through	through	ADP
fcis-31623	114	15	augmented	augment	VERB
fcis-31623	114	16	reality	reality	NOUN
fcis-31623	114	17	(	(	PUNCT
fcis-31623	114	18	ar	ar	NOUN
fcis-31623	114	19	)	)	PUNCT
fcis-31623	114	20	and	and	CCONJ
fcis-31623	114	21	virtual	virtual	ADJ
fcis-31623	114	22	reality	reality	NOUN
fcis-31623	114	23	(	(	PUNCT
fcis-31623	114	24	vr	vr	NOUN
fcis-31623	114	25	)	)	PUNCT
fcis-31623	114	26	technologies	technology	NOUN
fcis-31623	114	27	.	.	PUNCT
fcis-31623	115	1	for	for	ADP
fcis-31623	115	2	example	example	NOUN
fcis-31623	115	3	,	,	PUNCT
fcis-31623	115	4	in	in	ADP
fcis-31623	115	5	the	the	DET
fcis-31623	115	6	after	after	ADP
fcis-31623	115	7	sales	sale	NOUN
fcis-31623	115	8	scenario	scenario	NOUN
fcis-31623	115	9	of	of	ADP
fcis-31623	115	10	home	home	NOUN
fcis-31623	115	11	appliances	appliance	NOUN
fcis-31623	115	12	,	,	PUNCT
fcis-31623	115	13	the	the	DET
fcis-31623	115	14	real	real	ADJ
fcis-31623	115	15	time	time	NOUN
fcis-31623	115	16	guidance	guidance	NOUN
fcis-31623	115	17	function	function	NOUN
fcis-31623	115	18	based	base	VERB
fcis-31623	115	19	on	on	ADP
fcis-31623	115	20	ar	ar	NOUN
fcis-31623	115	21	glasses	glass	NOUN
fcis-31623	115	22	can	can	AUX
fcis-31623	115	23	help	help	VERB
fcis-31623	115	24	users	user	NOUN
fcis-31623	115	25	complete	complete	VERB
fcis-31623	115	26	equipment	equipment	NOUN
fcis-31623	115	27	installation	installation	NOUN
fcis-31623	115	28	or	or	CCONJ
fcis-31623	115	29	troubleshooting	troubleshooting	NOUN
fcis-31623	115	30	,	,	PUNCT
fcis-31623	115	31	and	and	CCONJ
fcis-31623	115	32	at	at	ADP
fcis-31623	115	33	the	the	DET
fcis-31623	115	34	same	same	ADJ
fcis-31623	115	35	time	time	NOUN
fcis-31623	115	36	,	,	PUNCT
fcis-31623	115	37	recommend	recommend	VERB
fcis-31623	115	38	related	related	ADJ
fcis-31623	115	39	accessories	accessory	NOUN
fcis-31623	115	40	or	or	CCONJ
fcis-31623	115	41	extended	extend	VERB
fcis-31623	115	42	warranty	warranty	NOUN
fcis-31623	115	43	services	service	NOUN
fcis-31623	115	44	to	to	PART
fcis-31623	115	45	increase	increase	VERB
fcis-31623	115	46	the	the	DET
fcis-31623	115	47	repurchase	repurchase	NOUN
fcis-31623	115	48	rate	rate	NOUN
fcis-31623	115	49	.	.	PUNCT
fcis-31623	116	1	the	the	DET
fcis-31623	116	2	construction	construction	NOUN
fcis-31623	116	3	of	of	ADP
fcis-31623	116	4	user	user	NOUN
fcis-31623	116	5	experience	experience	NOUN
fcis-31623	116	6	maps	map	NOUN
fcis-31623	116	7	needs	need	VERB
fcis-31623	116	8	to	to	PART
fcis-31623	116	9	focus	focus	VERB
fcis-31623	116	10	on	on	ADP
fcis-31623	116	11	the	the	DET
fcis-31623	116	12	data	datum	NOUN
fcis-31623	116	13	loop	loop	NOUN
fcis-31623	116	14	,	,	PUNCT
fcis-31623	116	15	that	that	ADV
fcis-31623	116	16	is	is	ADV
fcis-31623	116	17	,	,	PUNCT
fcis-31623	116	18	collect	collect	VERB
fcis-31623	116	19	users	user	NOUN
fcis-31623	116	20	'	'	PART
fcis-31623	116	21	behavior	behavior	NOUN
fcis-31623	116	22	data	datum	NOUN
fcis-31623	116	23	at	at	ADP
fcis-31623	116	24	each	each	DET
fcis-31623	116	25	link	link	NOUN
fcis-31623	116	26	through	through	ADP
fcis-31623	116	27	data	datum	NOUN
fcis-31623	116	28	tracking	tracking	NOUN
fcis-31623	116	29	,	,	PUNCT
fcis-31623	116	30	and	and	CCONJ
fcis-31623	116	31	continuously	continuously	ADV
fcis-31623	116	32	iterate	iterate	VERB
fcis-31623	116	33	the	the	DET
fcis-31623	116	34	model	model	NOUN
fcis-31623	116	35	strategy	strategy	NOUN
fcis-31623	116	36	to	to	PART
fcis-31623	116	37	ensure	ensure	VERB
fcis-31623	116	38	that	that	SCONJ
fcis-31623	116	39	the	the	DET
fcis-31623	116	40	intelligence	intelligence	NOUN
fcis-31623	116	41	and	and	CCONJ
fcis-31623	116	42	humanization	humanization	NOUN
fcis-31623	116	43	of	of	ADP
fcis-31623	116	44	interactive	interactive	ADJ
fcis-31623	116	45	scenarios	scenario	NOUN
fcis-31623	116	46	always	always	ADV
fcis-31623	116	47	evolve	evolve	VERB
fcis-31623	116	48	in	in	ADP
fcis-31623	116	49	line	line	NOUN
fcis-31623	116	50	with	with	ADP
fcis-31623	116	51	users	user	NOUN
fcis-31623	116	52	'	'	PART
fcis-31623	116	53	needs	need	NOUN
fcis-31623	116	54	.	.	PUNCT
fcis-31623	117	1	5	5	X
fcis-31623	117	2	.	.	X
fcis-31623	117	3	conclusion	conclusion	NOUN
fcis-31623	117	4	this	this	DET
fcis-31623	117	5	study	study	NOUN
fcis-31623	117	6	systematically	systematically	ADV
fcis-31623	117	7	demonstrates	demonstrate	VERB
fcis-31623	117	8	the	the	DET
fcis-31623	117	9	reconstruction	reconstruction	NOUN
fcis-31623	117	10	logic	logic	NOUN
fcis-31623	117	11	and	and	CCONJ
fcis-31623	117	12	practical	practical	ADJ
fcis-31623	117	13	paths	path	NOUN
fcis-31623	117	14	of	of	ADP
fcis-31623	117	15	large	large	ADJ
fcis-31623	117	16	language	language	NOUN
fcis-31623	117	17	models	model	NOUN
fcis-31623	117	18	(	(	PUNCT
fcis-31623	117	19	llms	llm	NOUN
fcis-31623	117	20	)	)	PUNCT
fcis-31623	117	21	for	for	ADP
fcis-31623	117	22	the	the	DET
fcis-31623	117	23	personalized	personalized	ADJ
fcis-31623	117	24	shopping	shopping	NOUN
fcis-31623	117	25	ecosystem	ecosystem	NOUN
fcis-31623	117	26	,	,	PUNCT
fcis-31623	117	27	revealing	reveal	VERB
fcis-31623	117	28	their	their	PRON
fcis-31623	117	29	dual	dual	ADJ
fcis-31623	117	30	subversiveness	subversiveness	NOUN
fcis-31623	117	31	in	in	ADP
fcis-31623	117	32	technical	technical	ADJ
fcis-31623	117	33	breakthroughs	breakthrough	NOUN
fcis-31623	117	34	and	and	CCONJ
fcis-31623	117	35	commercial	commercial	ADJ
fcis-31623	117	36	value	value	NOUN
fcis-31623	117	37	.	.	PUNCT
fcis-31623	118	1	the	the	DET
fcis-31623	118	2	core	core	ADJ
fcis-31623	118	3	conclusions	conclusion	NOUN
fcis-31623	118	4	are	be	AUX
fcis-31623	118	5	as	as	SCONJ
fcis-31623	118	6	follows	follow	VERB
fcis-31623	118	7	:	:	PUNCT
fcis-31623	118	8	first	first	ADV
fcis-31623	118	9	,	,	PUNCT
fcis-31623	118	10	llms	llm	NOUN
fcis-31623	118	11	solve	solve	VERB
fcis-31623	118	12	the	the	DET
fcis-31623	118	13	fundamental	fundamental	ADJ
fcis-31623	118	14	limitations	limitation	NOUN
fcis-31623	118	15	of	of	ADP
fcis-31623	118	16	traditional	traditional	ADJ
fcis-31623	118	17	recommendation	recommendation	NOUN
fcis-31623	118	18	systems	system	NOUN
fcis-31623	118	19	through	through	ADP
fcis-31623	118	20	three	three	NUM
fcis-31623	118	21	technical	technical	ADJ
fcis-31623	118	22	leaps	leap	NOUN
fcis-31623	118	23	:	:	PUNCT
fcis-31623	118	24	semantic	semantic	ADJ
fcis-31623	118	25	deconstruction	deconstruction	NOUN
fcis-31623	118	26	,	,	PUNCT
fcis-31623	118	27	dynamic	dynamic	ADJ
fcis-31623	118	28	response	response	NOUN
fcis-31623	118	29	,	,	PUNCT
fcis-31623	118	30	and	and	CCONJ
fcis-31623	118	31	scenario	scenario	NOUN
fcis-31623	118	32	integration	integration	NOUN
fcis-31623	118	33	.	.	PUNCT
fcis-31623	119	1	the	the	DET
fcis-31623	119	2	natural	natural	ADJ
fcis-31623	119	3	language	language	NOUN
fcis-31623	119	4	understanding	understanding	NOUN
fcis-31623	119	5	ability	ability	NOUN
fcis-31623	119	6	transforms	transform	VERB
fcis-31623	119	7	vague	vague	ADJ
fcis-31623	119	8	requirements	requirement	NOUN
fcis-31623	119	9	into	into	ADP
fcis-31623	119	10	structured	structured	ADJ
fcis-31623	119	11	features	feature	NOUN
fcis-31623	119	12	,	,	PUNCT
fcis-31623	119	13	dynamic	dynamic	ADJ
fcis-31623	119	14	interest	interest	NOUN
fcis-31623	119	15	modeling	modeling	NOUN
fcis-31623	119	16	enables	enable	VERB
fcis-31623	119	17	minute	minute	NOUN
fcis-31623	119	18	level	level	NOUN
fcis-31623	119	19	strategy	strategy	NOUN
fcis-31623	119	20	updates	update	NOUN
fcis-31623	119	21	,	,	PUNCT
fcis-31623	119	22	and	and	CCONJ
fcis-31623	119	23	multimodal	multimodal	NOUN
fcis-31623	119	24	interaction	interaction	NOUN
fcis-31623	119	25	promotes	promote	VERB
fcis-31623	119	26	the	the	DET
fcis-31623	119	27	upgrade	upgrade	NOUN
fcis-31623	119	28	of	of	ADP
fcis-31623	119	29	shopping	shopping	NOUN
fcis-31623	119	30	behavior	behavior	NOUN
fcis-31623	119	31	from	from	ADP
fcis-31623	119	32	"	"	PUNCT
fcis-31623	119	33	single	single	ADJ
fcis-31623	119	34	product	product	NOUN
fcis-31623	119	35	transactions	transaction	NOUN
fcis-31623	119	36	"	"	PUNCT
fcis-31623	119	37	to	to	ADP
fcis-31623	119	38	"	"	PUNCT
fcis-31623	119	39	scenario	scenario	NOUN
fcis-31623	119	40	based	base	VERB
fcis-31623	119	41	solutions	solution	NOUN
fcis-31623	119	42	"	"	PUNCT
fcis-31623	119	43	.	.	PUNCT
fcis-31623	120	1	these	these	DET
fcis-31623	120	2	technical	technical	ADJ
fcis-31623	120	3	breakthroughs	breakthrough	NOUN
fcis-31623	120	4	verify	verify	VERB
fcis-31623	120	5	the	the	DET
fcis-31623	120	6	irreplaceability	irreplaceability	NOUN
fcis-31623	120	7	of	of	ADP
fcis-31623	120	8	llms	llm	NOUN
fcis-31623	120	9	in	in	ADP
fcis-31623	120	10	terms	term	NOUN
fcis-31623	120	11	of	of	ADP
fcis-31623	120	12	the	the	DET
fcis-31623	120	13	depth	depth	NOUN
fcis-31623	120	14	of	of	ADP
fcis-31623	120	15	demand	demand	NOUN
fcis-31623	120	16	insight	insight	NOUN
fcis-31623	120	17	and	and	CCONJ
fcis-31623	120	18	response	response	NOUN
fcis-31623	120	19	speed	speed	NOUN
fcis-31623	120	20	.	.	PUNCT
fcis-31623	121	1	second	second	ADJ
fcis-31623	121	2	,	,	PUNCT
fcis-31623	121	3	the	the	DET
fcis-31623	121	4	implementation	implementation	NOUN
fcis-31623	121	5	of	of	ADP
fcis-31623	121	6	llms	llm	NOUN
fcis-31623	121	7	needs	need	VERB
fcis-31623	121	8	to	to	PART
fcis-31623	121	9	replace	replace	VERB
fcis-31623	121	10	pure	pure	ADJ
fcis-31623	121	11	technical	technical	ADJ
fcis-31623	121	12	thinking	thinking	NOUN
fcis-31623	121	13	with	with	ADP
fcis-31623	121	14	business	business	NOUN
fcis-31623	121	15	value	value	NOUN
fcis-31623	121	16	orientation	orientation	NOUN
fcis-31623	121	17	.	.	PUNCT
fcis-31623	122	1	successful	successful	ADJ
fcis-31623	122	2	cases	case	NOUN
fcis-31623	122	3	show	show	VERB
fcis-31623	122	4	that	that	SCONJ
fcis-31623	122	5	enterprises	enterprise	NOUN
fcis-31623	122	6	should	should	AUX
fcis-31623	122	7	focus	focus	VERB
fcis-31623	122	8	on	on	ADP
fcis-31623	122	9	three	three	NUM
fcis-31623	122	10	dimensions	dimension	NOUN
fcis-31623	122	11	:	:	PUNCT
fcis-31623	122	12	first	first	ADV
fcis-31623	122	13	,	,	PUNCT
fcis-31623	122	14	building	build	VERB
fcis-31623	122	15	cross	cross	NOUN
fcis-31623	122	16	departmental	departmental	ADJ
fcis-31623	122	17	data	datum	NOUN
fcis-31623	122	18	collaboration	collaboration	NOUN
fcis-31623	122	19	links	link	NOUN
fcis-31623	122	20	;	;	PUNCT
fcis-31623	122	21	second	second	ADV
fcis-31623	122	22	,	,	PUNCT
fcis-31623	122	23	designing	design	VERB
fcis-31623	122	24	end	end	NOUN
fcis-31623	122	25	to	to	PART
fcis-31623	122	26	end	end	VERB
fcis-31623	122	27	scenario	scenario	NOUN
fcis-31623	122	28	based	base	VERB
fcis-31623	122	29	experiences	experience	NOUN
fcis-31623	122	30	;	;	PUNCT
fcis-31623	122	31	third	third	ADV
fcis-31623	122	32	,	,	PUNCT
fcis-31623	122	33	establishing	establish	VERB
fcis-31623	122	34	a	a	DET
fcis-31623	122	35	"	"	PUNCT
fcis-31623	122	36	lightweight	lightweight	ADJ
fcis-31623	122	37	+	+	CCONJ
fcis-31623	122	38	compliant	compliant	ADJ
fcis-31623	122	39	"	"	PUNCT
fcis-31623	122	40	technical	technical	ADJ
fcis-31623	122	41	path	path	NOUN
fcis-31623	122	42	.	.	PUNCT
fcis-31623	123	1	technical	technical	ADJ
fcis-31623	123	2	investment	investment	NOUN
fcis-31623	123	3	must	must	AUX
fcis-31623	123	4	be	be	AUX
fcis-31623	123	5	directly	directly	ADV
fcis-31623	123	6	linked	link	VERB
fcis-31623	123	7	to	to	ADP
fcis-31623	123	8	quantifiable	quantifiable	ADJ
fcis-31623	123	9	business	business	NOUN
fcis-31623	123	10	indicators	indicator	NOUN
fcis-31623	123	11	to	to	PART
fcis-31623	123	12	avoid	avoid	VERB
fcis-31623	123	13	falling	fall	VERB
fcis-31623	123	14	into	into	ADP
fcis-31623	123	15	the	the	DET
fcis-31623	123	16	trap	trap	NOUN
fcis-31623	123	17	of	of	ADP
fcis-31623	123	18	"	"	PUNCT
fcis-31623	123	19	ai	ai	VERB
fcis-31623	123	20	for	for	ADP
fcis-31623	123	21	the	the	DET
fcis-31623	123	22	sake	sake	NOUN
fcis-31623	123	23	of	of	ADP
fcis-31623	123	24	ai	ai	NOUN
fcis-31623	123	25	"	"	PUNCT
fcis-31623	123	26	.	.	PUNCT
fcis-31623	124	1	future	future	ADJ
fcis-31623	124	2	research	research	NOUN
fcis-31623	124	3	can	can	AUX
fcis-31623	124	4	further	far	ADV
fcis-31623	124	5	explore	explore	VERB
fcis-31623	124	6	two	two	NUM
fcis-31623	124	7	directions	direction	NOUN
fcis-31623	124	8	:	:	PUNCT
fcis-31623	124	9	on	on	ADP
fcis-31623	124	10	the	the	DET
fcis-31623	124	11	one	one	NUM
fcis-31623	124	12	hand	hand	NOUN
fcis-31623	124	13	,	,	PUNCT
fcis-31623	124	14	use	use	VERB
fcis-31623	124	15	causal	causal	ADJ
fcis-31623	124	16	reasoning	reasoning	NOUN
fcis-31623	124	17	models	model	NOUN
fcis-31623	124	18	to	to	PART
fcis-31623	124	19	identify	identify	VERB
fcis-31623	124	20	the	the	DET
fcis-31623	124	21	true	true	ADJ
fcis-31623	124	22	associations	association	NOUN
fcis-31623	124	23	between	between	ADP
fcis-31623	124	24	recommendation	recommendation	NOUN
fcis-31623	124	25	strategies	strategy	NOUN
fcis-31623	124	26	and	and	CCONJ
fcis-31623	124	27	user	user	NOUN
fcis-31623	124	28	behaviors	behavior	NOUN
fcis-31623	124	29	(	(	PUNCT
fcis-31623	124	30	such	such	ADJ
fcis-31623	124	31	as	as	ADP
fcis-31623	124	32	excluding	exclude	VERB
fcis-31623	124	33	the	the	DET
fcis-31623	124	34	confounding	confound	VERB
fcis-31623	124	35	factors	factor	NOUN
fcis-31623	124	36	of	of	ADP
fcis-31623	124	37	price	price	NOUN
fcis-31623	124	38	promotions	promotion	NOUN
fcis-31623	124	39	)	)	PUNCT
fcis-31623	124	40	;	;	PUNCT
fcis-31623	124	41	on	on	ADP
fcis-31623	124	42	the	the	DET
fcis-31623	124	43	other	other	ADJ
fcis-31623	124	44	hand	hand	NOUN
fcis-31623	124	45	,	,	PUNCT
fcis-31623	124	46	construct	construct	VERB
fcis-31623	124	47	a	a	DET
fcis-31623	124	48	multimodal	multimodal	NOUN
fcis-31623	124	49	evaluation	evaluation	NOUN
fcis-31623	124	50	system	system	NOUN
fcis-31623	124	51	,	,	PUNCT
fcis-31623	124	52	incorporating	incorporate	VERB
fcis-31623	124	53	indicators	indicator	NOUN
fcis-31623	124	54	such	such	ADJ
fcis-31623	124	55	as	as	ADP
fcis-31623	124	56	algorithmic	algorithmic	ADJ
fcis-31623	124	57	fairness	fairness	NOUN
fcis-31623	124	58	and	and	CCONJ
fcis-31623	124	59	carbon	carbon	NOUN
fcis-31623	124	60	footprint	footprint	NOUN
fcis-31623	124	61	tracking	tracking	NOUN
fcis-31623	124	62	into	into	ADP
fcis-31623	124	63	the	the	DET
fcis-31623	124	64	decision	decision	NOUN
fcis-31623	124	65	making	make	VERB
fcis-31623	124	66	framework	framework	NOUN
fcis-31623	124	67	for	for	ADP
fcis-31623	124	68	technical	technical	ADJ
fcis-31623	124	69	iterations	iteration	NOUN
fcis-31623	124	70	.	.	PUNCT
fcis-31623	125	1	it	it	PRON
fcis-31623	125	2	is	be	AUX
fcis-31623	125	3	worth	worth	ADJ
fcis-31623	125	4	emphasizing	emphasize	VERB
fcis-31623	125	5	that	that	SCONJ
fcis-31623	125	6	the	the	DET
fcis-31623	125	7	value	value	NOUN
fcis-31623	125	8	of	of	ADP
fcis-31623	125	9	llms	llm	NOUN
fcis-31623	125	10	does	do	AUX
fcis-31623	125	11	not	not	PART
fcis-31623	125	12	lie	lie	VERB
fcis-31623	125	13	in	in	ADP
fcis-31623	125	14	replacing	replace	VERB
fcis-31623	125	15	humans	human	NOUN
fcis-31623	125	16	,	,	PUNCT
fcis-31623	125	17	but	but	CCONJ
fcis-31623	125	18	in	in	ADP
fcis-31623	125	19	enhancing	enhance	VERB
fcis-31623	125	20	merchants	merchant	NOUN
fcis-31623	125	21	'	'	PART
fcis-31623	125	22	"	"	PUNCT
fcis-31623	125	23	cognitive	cognitive	ADJ
fcis-31623	125	24	bandwidth	bandwidth	NOUN
fcis-31623	125	25	"	"	PUNCT
fcis-31623	125	26	and	and	CCONJ
fcis-31623	125	27	users	user	NOUN
fcis-31623	125	28	'	'	PART
fcis-31623	125	29	"	"	PUNCT
fcis-31623	125	30	decision	decision	NOUN
fcis-31623	125	31	making	make	VERB
fcis-31623	125	32	freedom	freedom	NOUN
fcis-31623	125	33	"	"	PUNCT
fcis-31623	125	34	,	,	PUNCT
fcis-31623	125	35	reshaping	reshape	VERB
fcis-31623	125	36	the	the	DET
fcis-31623	125	37	symbiotic	symbiotic	ADJ
fcis-31623	125	38	relationship	relationship	NOUN
fcis-31623	125	39	of	of	ADP
fcis-31623	125	40	"	"	PUNCT
fcis-31623	125	41	people	people	NOUN
fcis-31623	125	42	goods	good	NOUN
fcis-31623	125	43	environment	environment	NOUN
fcis-31623	125	44	"	"	PUNCT
fcis-31623	125	45	.	.	PUNCT
fcis-31623	126	1	when	when	SCONJ
fcis-31623	126	2	technology	technology	NOUN
fcis-31623	126	3	becomes	become	VERB
fcis-31623	126	4	invisible	invisible	ADJ
fcis-31623	126	5	and	and	CCONJ
fcis-31623	126	6	needs	need	NOUN
fcis-31623	126	7	are	be	AUX
fcis-31623	126	8	met	meet	VERB
fcis-31623	126	9	instantly	instantly	ADV
fcis-31623	126	10	,	,	PUNCT
fcis-31623	126	11	personalized	personalized	ADJ
fcis-31623	126	12	shopping	shopping	NOUN
fcis-31623	126	13	can	can	AUX
fcis-31623	126	14	truly	truly	ADV
fcis-31623	126	15	achieve	achieve	VERB
fcis-31623	126	16	the	the	DET
fcis-31623	126	17	ideal	ideal	ADJ
fcis-31623	126	18	state	state	NOUN
fcis-31623	126	19	of	of	ADP
fcis-31623	126	20	"	"	PUNCT
fcis-31623	126	21	both	both	CCONJ
fcis-31623	126	22	precise	precise	ADJ
fcis-31623	126	23	and	and	CCONJ
fcis-31623	126	24	unobtrusive	unobtrusive	ADJ
fcis-31623	126	25	"	"	PUNCT
fcis-31623	126	26	.	.	PUNCT
fcis-31623	126	27	references	reference	NOUN
fcis-31623	126	28	[	[	X
fcis-31623	126	29	1	1	NUM
fcis-31623	126	30	]	]	X
fcis-31623	126	31	chen	chen	PROPN
fcis-31623	126	32	,	,	PUNCT
fcis-31623	126	33	j.	j.	PROPN
fcis-31623	126	34	,	,	PUNCT
fcis-31623	126	35	liu	liu	PROPN
fcis-31623	126	36	,	,	PUNCT
fcis-31623	126	37	z.	z.	PROPN
fcis-31623	126	38	,	,	PUNCT
fcis-31623	126	39	huang	huang	PROPN
fcis-31623	126	40	,	,	PUNCT
fcis-31623	126	41	x.	x.	PROPN
fcis-31623	126	42	,	,	PUNCT
fcis-31623	126	43	et	et	PROPN
fcis-31623	126	44	al	al	PROPN
fcis-31623	126	45	.	.	PROPN
fcis-31623	126	46	(	(	PUNCT
fcis-31623	126	47	2023	2023	NUM
fcis-31623	126	48	)	)	PUNCT
fcis-31623	126	49	.	.	PUNCT
fcis-31623	127	1	when	when	SCONJ
fcis-31623	127	2	large	large	ADJ
fcis-31623	127	3	language	language	NOUN
fcis-31623	127	4	models	model	NOUN
fcis-31623	127	5	meet	meet	VERB
fcis-31623	127	6	personalization	personalization	NOUN
fcis-31623	127	7	:	:	PUNCT
fcis-31623	127	8	perspectives	perspective	NOUN
fcis-31623	127	9	of	of	ADP
fcis-31623	127	10	challenges	challenge	NOUN
fcis-31623	127	11	and	and	CCONJ
fcis-31623	127	12	opportunities	opportunity	NOUN
fcis-31623	127	13	.	.	PUNCT
fcis-31623	128	1	world	world	NOUN
fcis-31623	128	2	wide	wide	ADJ
fcis-31623	128	3	web	web	NOUN
fcis-31623	128	4	,	,	PUNCT
fcis-31623	128	5	27	27	NUM
fcis-31623	128	6	:	:	SYM
fcis-31623	128	7	42	42	NUM
fcis-31623	128	8	.	.	NUM
fcis-31623	128	9	64	64	NUM
fcis-31623	129	1	[	[	SYM
fcis-31623	129	2	2	2	NUM
fcis-31623	129	3	]	]	PUNCT
fcis-31623	129	4	editorial	editorial	ADJ
fcis-31623	129	5	office	office	NOUN
fcis-31623	129	6	.	.	PUNCT
fcis-31623	130	1	(	(	PUNCT
fcis-31623	130	2	2018	2018	NUM
fcis-31623	130	3	)	)	PUNCT
fcis-31623	130	4	.	.	PUNCT
fcis-31623	131	1	google	google	PROPN
fcis-31623	131	2	open	open	ADJ
fcis-31623	131	3	-	-	PUNCT
fcis-31623	131	4	sources	source	NOUN
fcis-31623	131	5	the	the	DET
fcis-31623	131	6	source	source	NOUN
fcis-31623	131	7	code	code	NOUN
fcis-31623	131	8	of	of	ADP
fcis-31623	131	9	the	the	DET
fcis-31623	131	10	bert	bert	PROPN
fcis-31623	131	11	model	model	PROPN
fcis-31623	131	12	.	.	PUNCT
fcis-31623	132	1	data	datum	NOUN
fcis-31623	132	2	analysis	analysis	NOUN
fcis-31623	132	3	and	and	CCONJ
fcis-31623	132	4	knowledge	knowledge	NOUN
fcis-31623	132	5	discovery	discovery	NOUN
fcis-31623	132	6	,	,	PUNCT
fcis-31623	132	7	2(11	2(11	NUM
fcis-31623	132	8	):	):	PUNCT
fcis-31623	132	9	18	18	NUM
fcis-31623	132	10	.	.	PUNCT
fcis-31623	133	1	[	[	X
fcis-31623	133	2	3	3	NUM
fcis-31623	133	3	]	]	SYM
fcis-31623	133	4	bubeck	bubeck	NOUN
fcis-31623	133	5	,	,	PUNCT
fcis-31623	133	6	s.	s.	PROPN
fcis-31623	133	7	,	,	PUNCT
fcis-31623	133	8	chandrasekaran	chandrasekaran	VERB
fcis-31623	133	9	,	,	PUNCT
fcis-31623	133	10	v.	v.	ADV
fcis-31623	133	11	,	,	PUNCT
fcis-31623	133	12	eldan	eldan	PROPN
fcis-31623	133	13	,	,	PUNCT
fcis-31623	133	14	r.	r.	PROPN
fcis-31623	133	15	,	,	PUNCT
fcis-31623	133	16	et	et	PROPN
fcis-31623	133	17	al	al	PROPN
fcis-31623	133	18	(	(	PUNCT
fcis-31623	133	19	2023	2023	NUM
fcis-31623	133	20	)	)	PUNCT
fcis-31623	133	21	.	.	PUNCT
fcis-31623	134	1	sparks	spark	NOUN
fcis-31623	134	2	of	of	ADP
fcis-31623	134	3	artificial	artificial	ADJ
fcis-31623	134	4	general	general	ADJ
fcis-31623	134	5	intelligence	intelligence	NOUN
fcis-31623	134	6	:	:	PUNCT
fcis-31623	134	7	early	early	ADJ
fcis-31623	134	8	experiments	experiment	NOUN
fcis-31623	134	9	with	with	ADP
fcis-31623	134	10	gpt4	gpt4	NOUN
fcis-31623	134	11	.	.	PUNCT
fcis-31623	135	1	arxiv	arxiv	PROPN
fcis-31623	135	2	,	,	PUNCT
fcis-31623	135	3	abs/2303.12712	abs/2303.12712	NOUN
fcis-31623	135	4	.	.	PUNCT
fcis-31623	136	1	[	[	X
fcis-31623	136	2	4	4	NUM
fcis-31623	136	3	]	]	X
fcis-31623	136	4	goldberg	goldberg	PROPN
fcis-31623	136	5	,	,	PUNCT
fcis-31623	136	6	d.	d.	PROPN
fcis-31623	136	7	,	,	PUNCT
fcis-31623	136	8	nichols	nichols	PROPN
fcis-31623	136	9	,	,	PUNCT
fcis-31623	136	10	d.	d.	PROPN
fcis-31623	136	11	,	,	PUNCT
fcis-31623	136	12	oki	oki	NOUN
fcis-31623	136	13	,	,	PUNCT
fcis-31623	136	14	b.m	b.m	PROPN
fcis-31623	136	15	.	.	PROPN
fcis-31623	136	16	,	,	PUNCT
fcis-31623	136	17	&	&	CCONJ
fcis-31623	136	18	terry	terry	PROPN
fcis-31623	136	19	,	,	PUNCT
fcis-31623	136	20	d.	d.	PROPN
fcis-31623	136	21	(	(	PUNCT
fcis-31623	136	22	1992	1992	NUM
fcis-31623	136	23	)	)	PUNCT
fcis-31623	136	24	.	.	PUNCT
fcis-31623	137	1	using	use	VERB
fcis-31623	137	2	collaborative	collaborative	ADJ
fcis-31623	137	3	filtering	filtering	NOUN
fcis-31623	137	4	to	to	PART
fcis-31623	137	5	weave	weave	VERB
fcis-31623	137	6	an	an	DET
fcis-31623	137	7	information	information	NOUN
fcis-31623	137	8	tapestry	tapestry	NOUN
fcis-31623	137	9	.	.	PUNCT
fcis-31623	138	1	communications	communication	NOUN
fcis-31623	138	2	of	of	ADP
fcis-31623	138	3	the	the	DET
fcis-31623	138	4	acm	acm	NOUN
fcis-31623	138	5	,	,	PUNCT
fcis-31623	138	6	35(12	35(12	NUM
fcis-31623	138	7	):	):	PUNCT
fcis-31623	138	8	61	61	NUM
fcis-31623	138	9	-	-	SYM
fcis-31623	138	10	70	70	NUM
fcis-31623	138	11	.	.	PUNCT
fcis-31623	139	1	[	[	X
fcis-31623	139	2	5	5	NUM
fcis-31623	139	3	]	]	X
fcis-31623	139	4	resnick	resnick	PROPN
fcis-31623	139	5	,	,	PUNCT
fcis-31623	139	6	p.	p.	PROPN
fcis-31623	139	7	,	,	PUNCT
fcis-31623	139	8	&	&	CCONJ
fcis-31623	139	9	varian	varian	PROPN
fcis-31623	139	10	,	,	PUNCT
fcis-31623	139	11	h.r	h.r	PROPN
fcis-31623	139	12	.	.	PROPN
fcis-31623	139	13	(	(	PUNCT
fcis-31623	139	14	1997	1997	NUM
fcis-31623	139	15	)	)	PUNCT
fcis-31623	139	16	.	.	PUNCT
fcis-31623	140	1	recommender	recommender	NOUN
fcis-31623	140	2	systems	system	NOUN
fcis-31623	140	3	.	.	PUNCT
fcis-31623	141	1	communications	communication	NOUN
fcis-31623	141	2	of	of	ADP
fcis-31623	141	3	the	the	DET
fcis-31623	141	4	acm	acm	NOUN
fcis-31623	141	5	,	,	PUNCT
fcis-31623	141	6	40(3	40(3	NUM
fcis-31623	141	7	):	):	PUNCT
fcis-31623	141	8	56–58	56–58	NUM
fcis-31623	141	9	.	.	PUNCT
fcis-31623	142	1	[	[	X
fcis-31623	142	2	6	6	NUM
fcis-31623	142	3	]	]	SYM
fcis-31623	142	4	lu	lu	PROPN
fcis-31623	142	5	,	,	PUNCT
fcis-31623	142	6	w.	w.	PROPN
fcis-31623	142	7	(	(	PUNCT
fcis-31623	142	8	2007	2007	NUM
fcis-31623	142	9	)	)	PUNCT
fcis-31623	142	10	.	.	PUNCT
fcis-31623	143	1	collaborative	collaborative	ADJ
fcis-31623	143	2	filtering	filter	VERB
fcis-31623	143	3	algorithm	algorithm	NOUN
fcis-31623	143	4	and	and	CCONJ
fcis-31623	143	5	its	its	PRON
fcis-31623	143	6	application	application	NOUN
fcis-31623	143	7	in	in	ADP
fcis-31623	143	8	personalized	personalized	ADJ
fcis-31623	143	9	recommendation	recommendation	NOUN
fcis-31623	143	10	system	system	NOUN
fcis-31623	143	11	.	.	PUNCT
fcis-31623	144	1	beijing	beijing	PROPN
fcis-31623	144	2	university	university	PROPN
fcis-31623	144	3	of	of	ADP
fcis-31623	144	4	posts	post	NOUN
fcis-31623	144	5	and	and	CCONJ
fcis-31623	144	6	telecommunications	telecommunication	NOUN
fcis-31623	144	7	,	,	PUNCT
fcis-31623	144	8	5	5	NUM
fcis-31623	144	9	.	.	PUNCT
fcis-31623	145	1	[	[	X
fcis-31623	145	2	7	7	NUM
fcis-31623	145	3	]	]	X
fcis-31623	145	4	zhou	zhou	X
fcis-31623	145	5	,	,	PUNCT
fcis-31623	145	6	f.y	f.y	PROPN
fcis-31623	145	7	.	.	PROPN
fcis-31623	145	8	,	,	PUNCT
fcis-31623	145	9	jin	jin	PROPN
fcis-31623	145	10	,	,	PUNCT
fcis-31623	145	11	l.p	l.p	PROPN
fcis-31623	145	12	.	.	PROPN
fcis-31623	145	13	,	,	PUNCT
fcis-31623	145	14	&	&	CCONJ
fcis-31623	145	15	dong	dong	PROPN
fcis-31623	145	16	,	,	PUNCT
fcis-31623	145	17	j.	j.	PROPN
fcis-31623	145	18	(	(	PUNCT
fcis-31623	145	19	2017	2017	NUM
fcis-31623	145	20	)	)	PUNCT
fcis-31623	145	21	.	.	PUNCT
fcis-31623	146	1	a	a	DET
fcis-31623	146	2	review	review	NOUN
fcis-31623	146	3	of	of	ADP
fcis-31623	146	4	convolutional	convolutional	ADJ
fcis-31623	146	5	neural	neural	ADJ
fcis-31623	146	6	networks	network	NOUN
fcis-31623	146	7	.	.	PUNCT
fcis-31623	147	1	chinese	chinese	ADJ
fcis-31623	147	2	journal	journal	PROPN
fcis-31623	147	3	of	of	ADP
fcis-31623	147	4	computers	computer	NOUN
fcis-31623	147	5	,	,	PUNCT
fcis-31623	147	6	40(6	40(6	NOUN
fcis-31623	147	7	):	):	PUNCT
fcis-31623	147	8	1229–1251	1229–1251	NUM
fcis-31623	147	9	.	.	PUNCT
fcis-31623	148	1	[	[	X
fcis-31623	148	2	8	8	NUM
fcis-31623	148	3	]	]	X
fcis-31623	148	4	zhang	zhang	PROPN
fcis-31623	148	5	,	,	PUNCT
fcis-31623	148	6	y.	y.	PROPN
fcis-31623	148	7	,	,	PUNCT
fcis-31623	148	8	wu	wu	PROPN
fcis-31623	148	9	,	,	PUNCT
fcis-31623	148	10	j.	j.	PROPN
fcis-31623	148	11	,	,	PUNCT
fcis-31623	148	12	liu	liu	PROPN
fcis-31623	148	13	,	,	PUNCT
fcis-31623	148	14	j.	j.	PROPN
fcis-31623	148	15	,	,	PUNCT
fcis-31623	148	16	et	et	PROPN
fcis-31623	148	17	al	al	PROPN
fcis-31623	148	18	.	.	PROPN
fcis-31623	149	1	(	(	PUNCT
fcis-31623	149	2	2024	2024	NUM
fcis-31623	149	3	)	)	PUNCT
fcis-31623	149	4	towards	towards	ADP
fcis-31623	149	5	efficient	efficient	ADJ
fcis-31623	149	6	and	and	CCONJ
fcis-31623	149	7	scalable	scalable	ADJ
fcis-31623	149	8	sharpness	sharpness	NOUN
fcis-31623	149	9	-	-	PUNCT
fcis-31623	149	10	aware	aware	ADJ
fcis-31623	149	11	minimization	minimization	NOUN
fcis-31623	149	12	.	.	PUNCT
fcis-31623	150	1	arxiv	arxiv	PROPN
fcis-31623	150	2	.	.	PUNCT
fcis-31623	151	1	https://arxiv	https://arxiv	X
fcis-31623	151	2	.	.	PUNCT
fcis-31623	152	1	org/	org/	PROPN
fcis-31623	152	2	abs/2505.07105	abs/2505.07105	NOUN
fcis-31623	152	3	.	.	PUNCT
fcis-31623	153	1	[	[	X
fcis-31623	153	2	9	9	NUM
fcis-31623	153	3	]	]	SYM
fcis-31623	153	4	harte	harte	NOUN
fcis-31623	153	5	,	,	PUNCT
fcis-31623	153	6	j.	j.	PROPN
fcis-31623	153	7	,	,	PUNCT
fcis-31623	153	8	et	et	PROPN
fcis-31623	153	9	al	al	PROPN
fcis-31623	153	10	.	.	PROPN
fcis-31623	153	11	(	(	PUNCT
fcis-31623	153	12	2023	2023	NUM
fcis-31623	153	13	)	)	PUNCT
fcis-31623	153	14	.	.	PUNCT
fcis-31623	154	1	leveraging	leverage	VERB
fcis-31623	154	2	large	large	ADJ
fcis-31623	154	3	language	language	NOUN
fcis-31623	154	4	models	model	NOUN
fcis-31623	154	5	for	for	ADP
fcis-31623	154	6	sequential	sequential	ADJ
fcis-31623	154	7	recommendation	recommendation	NOUN
fcis-31623	154	8	.	.	PUNCT
fcis-31623	155	1	recsys	recsys	PROPN
fcis-31623	155	2	'	'	NUM
fcis-31623	155	3	23	23	NUM
fcis-31623	155	4	:	:	PUNCT
fcis-31623	155	5	proceedings	proceeding	NOUN
fcis-31623	155	6	of	of	ADP
fcis-31623	155	7	the	the	DET
fcis-31623	155	8	17th	17th	ADJ
fcis-31623	155	9	acm	acm	NOUN
fcis-31623	155	10	conference	conference	NOUN
fcis-31623	155	11	on	on	ADP
fcis-31623	155	12	recommender	recommender	NOUN
fcis-31623	155	13	systems	system	NOUN
fcis-31623	155	14	,	,	PUNCT
fcis-31623	155	15	1096	1096	NUM
fcis-31623	155	16	-	-	SYM
fcis-31623	155	17	1102	1102	NUM
fcis-31623	155	18	.	.	PUNCT