id	sid	tid	token	lemma	pos
fbem-31490	1	1	frontiers	frontier	NOUN
fbem-31490	1	2	in	in	ADP
fbem-31490	1	3	business	business	NOUN
fbem-31490	1	4	,	,	PUNCT
fbem-31490	1	5	economics	economic	NOUN
fbem-31490	1	6	and	and	CCONJ
fbem-31490	1	7	management	management	NOUN
fbem-31490	1	8	issn	issn	PROPN
fbem-31490	1	9	:	:	PUNCT
fbem-31490	1	10	2766	2766	NUM
fbem-31490	1	11	-	-	PUNCT
fbem-31490	1	12	824x	824x	NUM
fbem-31490	1	13	|	|	ADJ
fbem-31490	1	14	vol	vol	NOUN
fbem-31490	1	15	.	.	PROPN
fbem-31490	1	16	20	20	NUM
fbem-31490	1	17	,	,	PUNCT
fbem-31490	1	18	no	no	INTJ
fbem-31490	1	19	.	.	NOUN
fbem-31490	1	20	2	2	NUM
fbem-31490	1	21	,	,	PUNCT
fbem-31490	1	22	2025	2025	NUM
fbem-31490	1	23	42	42	NUM
fbem-31490	1	24	content	content	NOUN
fbem-31490	1	25	marketing	marketing	NOUN
fbem-31490	1	26	strategy	strategy	NOUN
fbem-31490	1	27	and	and	CCONJ
fbem-31490	1	28	user	user	NOUN
fbem-31490	1	29	behavior	behavior	NOUN
fbem-31490	1	30	analysis	analysis	NOUN
fbem-31490	1	31	of	of	ADP
fbem-31490	1	32	short	short	ADJ
fbem-31490	1	33	video	video	NOUN
fbem-31490	1	34	and	and	CCONJ
fbem-31490	1	35	live	live	ADJ
fbem-31490	1	36	e	e	PROPN
fbem-31490	1	37	-	-	NOUN
fbem-31490	1	38	commerce	commerce	ADJ
fbem-31490	1	39	jundong	jundong	PROPN
fbem-31490	1	40	qian	qian	PROPN
fbem-31490	1	41	three	three	NUM
fbem-31490	1	42	's	's	PART
fbem-31490	1	43	company	company	NOUN
fbem-31490	1	44	media	media	PROPN
fbem-31490	1	45	group	group	PROPN
fbem-31490	1	46	co.	co.	PROPN
fbem-31490	1	47	,	,	PUNCT
fbem-31490	1	48	ltd	ltd	PROPN
fbem-31490	1	49	.	.	PROPN
fbem-31490	1	50	beijing	beijing	PROPN
fbem-31490	1	51	,	,	PUNCT
fbem-31490	1	52	china	china	PROPN
fbem-31490	1	53	gongzuo1232024@126.com	gongzuo1232024@126.com	X
fbem-31490	1	54	abstract	abstract	NOUN
fbem-31490	1	55	:	:	PUNCT
fbem-31490	1	56	in	in	ADP
fbem-31490	1	57	this	this	DET
fbem-31490	1	58	paper	paper	NOUN
fbem-31490	1	59	,	,	PUNCT
fbem-31490	1	60	a	a	DET
fbem-31490	1	61	three	three	NUM
fbem-31490	1	62	-	-	PUNCT
fbem-31490	1	63	stage	stage	NOUN
fbem-31490	1	64	content	content	NOUN
fbem-31490	1	65	marketing	marketing	NOUN
fbem-31490	1	66	model	model	NOUN
fbem-31490	1	67	of	of	ADP
fbem-31490	1	68	"	"	PUNCT
fbem-31490	1	69	attraction	attraction	NOUN
fbem-31490	1	70	-	-	PUNCT
fbem-31490	1	71	conversion	conversion	NOUN
fbem-31490	1	72	-	-	PUNCT
fbem-31490	1	73	repurchase	repurchase	NOUN
fbem-31490	1	74	"	"	PUNCT
fbem-31490	1	75	is	be	AUX
fbem-31490	1	76	constructed	construct	VERB
fbem-31490	1	77	,	,	PUNCT
fbem-31490	1	78	integrating	integrate	VERB
fbem-31490	1	79	scenario	scenario	NOUN
fbem-31490	1	80	-	-	PUNCT
fbem-31490	1	81	based	base	VERB
fbem-31490	1	82	content	content	NOUN
fbem-31490	1	83	construction	construction	NOUN
fbem-31490	1	84	,	,	PUNCT
fbem-31490	1	85	kol	kol	PROPN
fbem-31490	1	86	/	/	SYM
fbem-31490	1	87	koc	koc	PROPN
fbem-31490	1	88	synergy	synergy	NOUN
fbem-31490	1	89	mechanism	mechanism	NOUN
fbem-31490	1	90	,	,	PUNCT
fbem-31490	1	91	real	real	ADJ
fbem-31490	1	92	-	-	PUNCT
fbem-31490	1	93	time	time	NOUN
fbem-31490	1	94	interaction	interaction	NOUN
fbem-31490	1	95	and	and	CCONJ
fbem-31490	1	96	personalized	personalized	ADJ
fbem-31490	1	97	recommendation	recommendation	NOUN
fbem-31490	1	98	strategy	strategy	NOUN
fbem-31490	1	99	.	.	PUNCT
fbem-31490	2	1	the	the	DET
fbem-31490	2	2	model	model	NOUN
fbem-31490	2	3	is	be	AUX
fbem-31490	2	4	based	base	VERB
fbem-31490	2	5	on	on	ADP
fbem-31490	2	6	user	user	NOUN
fbem-31490	2	7	behavior	behavior	NOUN
fbem-31490	2	8	path	path	NOUN
fbem-31490	2	9	and	and	CCONJ
fbem-31490	2	10	content	content	ADJ
fbem-31490	2	11	response	response	NOUN
fbem-31490	2	12	mechanism	mechanism	NOUN
fbem-31490	2	13	,	,	PUNCT
fbem-31490	2	14	combined	combine	VERB
fbem-31490	2	15	with	with	ADP
fbem-31490	2	16	collaborative	collaborative	ADJ
fbem-31490	2	17	filtering	filtering	NOUN
fbem-31490	2	18	and	and	CCONJ
fbem-31490	2	19	behavior	behavior	NOUN
fbem-31490	2	20	scoring	score	VERB
fbem-31490	2	21	technology	technology	NOUN
fbem-31490	2	22	.	.	PUNCT
fbem-31490	3	1	the	the	DET
fbem-31490	3	2	experiment	experiment	NOUN
fbem-31490	3	3	selects	select	VERB
fbem-31490	3	4	the	the	DET
fbem-31490	3	5	cross	cross	ADJ
fbem-31490	3	6	-	-	ADJ
fbem-31490	3	7	platform	platform	ADJ
fbem-31490	3	8	marketing	marketing	NOUN
fbem-31490	3	9	data	datum	NOUN
fbem-31490	3	10	of	of	ADP
fbem-31490	3	11	a	a	DET
fbem-31490	3	12	national	national	ADJ
fbem-31490	3	13	beauty	beauty	NOUN
fbem-31490	3	14	brand	brand	NOUN
fbem-31490	3	15	in	in	ADP
fbem-31490	3	16	shake	shake	NOUN
fbem-31490	3	17	,	,	PUNCT
fbem-31490	3	18	taobao	taobao	PROPN
fbem-31490	3	19	live	live	VERB
fbem-31490	3	20	and	and	CCONJ
fbem-31490	3	21	xiaohongshu	xiaohongshu	NOUN
fbem-31490	3	22	platforms	platform	NOUN
fbem-31490	3	23	for	for	ADP
fbem-31490	3	24	validation	validation	NOUN
fbem-31490	3	25	.	.	PUNCT
fbem-31490	4	1	the	the	DET
fbem-31490	4	2	results	result	NOUN
fbem-31490	4	3	show	show	VERB
fbem-31490	4	4	that	that	SCONJ
fbem-31490	4	5	the	the	DET
fbem-31490	4	6	click	click	VERB
fbem-31490	4	7	-	-	PUNCT
fbem-31490	4	8	through	through	ADP
fbem-31490	4	9	rate	rate	NOUN
fbem-31490	4	10	in	in	ADP
fbem-31490	4	11	the	the	DET
fbem-31490	4	12	shake	shake	NOUN
fbem-31490	4	13	shine	shine	NOUN
fbem-31490	4	14	attraction	attraction	NOUN
fbem-31490	4	15	phase	phase	NOUN
fbem-31490	4	16	is	be	AUX
fbem-31490	4	17	8.9	8.9	NUM
fbem-31490	4	18	%	%	NOUN
fbem-31490	4	19	,	,	PUNCT
fbem-31490	4	20	the	the	DET
fbem-31490	4	21	conversion	conversion	NOUN
fbem-31490	4	22	rate	rate	NOUN
fbem-31490	4	23	of	of	ADP
fbem-31490	4	24	taobao	taobao	PROPN
fbem-31490	4	25	live	live	ADJ
fbem-31490	4	26	broadcast	broadcast	NOUN
fbem-31490	4	27	reaches	reach	VERB
fbem-31490	4	28	9.6	9.6	NUM
fbem-31490	4	29	%	%	NOUN
fbem-31490	4	30	,	,	PUNCT
fbem-31490	4	31	and	and	CCONJ
fbem-31490	4	32	the	the	DET
fbem-31490	4	33	repurchase	repurchase	NOUN
fbem-31490	4	34	rate	rate	NOUN
fbem-31490	4	35	of	of	ADP
fbem-31490	4	36	xiaohongshu	xiaohongshu	PROPN
fbem-31490	4	37	reaches	reach	VERB
fbem-31490	4	38	26.5	26.5	NUM
fbem-31490	4	39	%	%	NOUN
fbem-31490	4	40	,	,	PUNCT
fbem-31490	4	41	and	and	CCONJ
fbem-31490	4	42	the	the	DET
fbem-31490	4	43	overall	overall	ADJ
fbem-31490	4	44	roi	roi	NOUN
fbem-31490	4	45	is	be	AUX
fbem-31490	4	46	over	over	ADP
fbem-31490	4	47	35	35	NUM
fbem-31490	4	48	%	%	NOUN
fbem-31490	4	49	higher	high	ADJ
fbem-31490	4	50	than	than	ADP
fbem-31490	4	51	that	that	PRON
fbem-31490	4	52	of	of	ADP
fbem-31490	4	53	traditional	traditional	ADJ
fbem-31490	4	54	single	single	ADJ
fbem-31490	4	55	-	-	PUNCT
fbem-31490	4	56	platform	platform	NOUN
fbem-31490	4	57	strategy	strategy	NOUN
fbem-31490	4	58	,	,	PUNCT
fbem-31490	4	59	which	which	PRON
fbem-31490	4	60	verifies	verify	VERB
fbem-31490	4	61	the	the	DET
fbem-31490	4	62	validity	validity	NOUN
fbem-31490	4	63	and	and	CCONJ
fbem-31490	4	64	adaptability	adaptability	NOUN
fbem-31490	4	65	of	of	ADP
fbem-31490	4	66	the	the	DET
fbem-31490	4	67	model	model	NOUN
fbem-31490	4	68	in	in	ADP
fbem-31490	4	69	a	a	DET
fbem-31490	4	70	multi	multi	ADJ
fbem-31490	4	71	-	-	ADJ
fbem-31490	4	72	platform	platform	ADJ
fbem-31490	4	73	environment	environment	NOUN
fbem-31490	4	74	.	.	PUNCT
fbem-31490	5	1	keywords	keyword	NOUN
fbem-31490	5	2	:	:	PUNCT
fbem-31490	5	3	short	short	ADJ
fbem-31490	5	4	video	video	NOUN
fbem-31490	5	5	marketing	marketing	NOUN
fbem-31490	5	6	;	;	PUNCT
fbem-31490	5	7	live	live	ADJ
fbem-31490	5	8	e	e	PROPN
fbem-31490	5	9	-	-	NOUN
fbem-31490	5	10	commerce	commerce	NOUN
fbem-31490	5	11	;	;	PUNCT
fbem-31490	5	12	user	user	NOUN
fbem-31490	5	13	behavior	behavior	NOUN
fbem-31490	5	14	modeling	modeling	NOUN
fbem-31490	5	15	;	;	PUNCT
fbem-31490	5	16	content	content	NOUN
fbem-31490	5	17	strategy	strategy	NOUN
fbem-31490	5	18	.	.	PUNCT
fbem-31490	6	1	1	1	X
fbem-31490	6	2	.	.	X
fbem-31490	6	3	introduction	introduction	NOUN
fbem-31490	6	4	1.1	1.1	NUM
fbem-31490	6	5	.	.	PUNCT
fbem-31490	7	1	research	research	NOUN
fbem-31490	7	2	background	background	NOUN
fbem-31490	7	3	in	in	ADP
fbem-31490	7	4	recent	recent	ADJ
fbem-31490	7	5	years	year	NOUN
fbem-31490	7	6	,	,	PUNCT
fbem-31490	7	7	with	with	ADP
fbem-31490	7	8	the	the	DET
fbem-31490	7	9	popularization	popularization	NOUN
fbem-31490	7	10	of	of	ADP
fbem-31490	7	11	mobile	mobile	ADJ
fbem-31490	7	12	internet	internet	NOUN
fbem-31490	7	13	and	and	CCONJ
fbem-31490	7	14	the	the	DET
fbem-31490	7	15	accelerated	accelerated	ADJ
fbem-31490	7	16	deployment	deployment	NOUN
fbem-31490	7	17	of	of	ADP
fbem-31490	7	18	5	5	NUM
fbem-31490	7	19	g	g	NOUN
fbem-31490	7	20	technology	technology	NOUN
fbem-31490	7	21	,	,	PUNCT
fbem-31490	7	22	short	short	ADJ
fbem-31490	7	23	video	video	NOUN
fbem-31490	7	24	and	and	CCONJ
fbem-31490	7	25	live	live	ADJ
fbem-31490	7	26	e	e	NOUN
fbem-31490	7	27	-	-	NOUN
fbem-31490	7	28	commerce	commerce	NOUN
fbem-31490	7	29	have	have	AUX
fbem-31490	7	30	risen	rise	VERB
fbem-31490	7	31	rapidly	rapidly	ADV
fbem-31490	7	32	as	as	ADP
fbem-31490	7	33	emerging	emerge	VERB
fbem-31490	7	34	forms	form	NOUN
fbem-31490	7	35	of	of	ADP
fbem-31490	7	36	content	content	NOUN
fbem-31490	7	37	dissemination	dissemination	NOUN
fbem-31490	7	38	and	and	CCONJ
fbem-31490	7	39	merchandising	merchandising	NOUN
fbem-31490	7	40	,	,	PUNCT
fbem-31490	7	41	and	and	CCONJ
fbem-31490	7	42	have	have	AUX
fbem-31490	7	43	become	become	VERB
fbem-31490	7	44	an	an	DET
fbem-31490	7	45	important	important	ADJ
fbem-31490	7	46	force	force	NOUN
fbem-31490	7	47	in	in	ADP
fbem-31490	7	48	promoting	promote	VERB
fbem-31490	7	49	the	the	DET
fbem-31490	7	50	development	development	NOUN
fbem-31490	7	51	of	of	ADP
fbem-31490	7	52	digital	digital	ADJ
fbem-31490	7	53	economy	economy	NOUN
fbem-31490	7	54	.	.	PUNCT
fbem-31490	8	1	according	accord	VERB
fbem-31490	8	2	to	to	ADP
fbem-31490	8	3	the	the	DET
fbem-31490	8	4	53rd	53rd	ADJ
fbem-31490	8	5	statistical	statistical	ADJ
fbem-31490	8	6	report	report	NOUN
fbem-31490	8	7	released	release	VERB
fbem-31490	8	8	by	by	ADP
fbem-31490	8	9	china	china	PROPN
fbem-31490	8	10	internet	internet	PROPN
fbem-31490	8	11	network	network	PROPN
fbem-31490	8	12	information	information	NOUN
fbem-31490	8	13	center	center	NOUN
fbem-31490	8	14	(	(	PUNCT
fbem-31490	8	15	cnnic	cnnic	ADJ
fbem-31490	8	16	)	)	PUNCT
fbem-31490	8	17	,	,	PUNCT
fbem-31490	8	18	by	by	ADP
fbem-31490	8	19	the	the	DET
fbem-31490	8	20	end	end	NOUN
fbem-31490	8	21	of	of	ADP
fbem-31490	8	22	2023	2023	NUM
fbem-31490	8	23	,	,	PUNCT
fbem-31490	8	24	the	the	DET
fbem-31490	8	25	scale	scale	NOUN
fbem-31490	8	26	of	of	ADP
fbem-31490	8	27	short	short	ADJ
fbem-31490	8	28	video	video	NOUN
fbem-31490	8	29	users	user	NOUN
fbem-31490	8	30	in	in	ADP
fbem-31490	8	31	china	china	PROPN
fbem-31490	8	32	had	have	AUX
fbem-31490	8	33	exceeded	exceed	VERB
fbem-31490	8	34	1	1	NUM
fbem-31490	8	35	billion	billion	NUM
fbem-31490	8	36	,	,	PUNCT
fbem-31490	8	37	and	and	CCONJ
fbem-31490	8	38	the	the	DET
fbem-31490	8	39	number	number	NOUN
fbem-31490	8	40	of	of	ADP
fbem-31490	8	41	live	live	ADJ
fbem-31490	8	42	e	e	NOUN
fbem-31490	8	43	-	-	NOUN
fbem-31490	8	44	commerce	commerce	NOUN
fbem-31490	8	45	users	user	NOUN
fbem-31490	8	46	exceeded	exceed	VERB
fbem-31490	8	47	500	500	NUM
fbem-31490	8	48	million	million	NUM
fbem-31490	8	49	,	,	PUNCT
fbem-31490	8	50	accounting	account	VERB
fbem-31490	8	51	for	for	ADP
fbem-31490	8	52	nearly	nearly	ADV
fbem-31490	8	53	half	half	NOUN
fbem-31490	8	54	of	of	ADP
fbem-31490	8	55	the	the	DET
fbem-31490	8	56	total	total	ADJ
fbem-31490	8	57	number	number	NOUN
fbem-31490	8	58	of	of	ADP
fbem-31490	8	59	internet	internet	NOUN
fbem-31490	8	60	users	user	NOUN
fbem-31490	8	61	.	.	PUNCT
fbem-31490	9	1	the	the	DET
fbem-31490	9	2	platforms	platform	NOUN
fbem-31490	9	3	represented	represent	VERB
fbem-31490	9	4	by	by	ADP
fbem-31490	9	5	joyo	joyo	PROPN
fbem-31490	9	6	,	,	PUNCT
fbem-31490	9	7	shuttle	shuttle	NOUN
fbem-31490	9	8	,	,	PUNCT
fbem-31490	9	9	taobao	taobao	PROPN
fbem-31490	9	10	live	live	VERB
fbem-31490	9	11	,	,	PUNCT
fbem-31490	9	12	and	and	CCONJ
fbem-31490	9	13	xiaohongshu	xiaohongshu	PROPN
fbem-31490	9	14	have	have	AUX
fbem-31490	9	15	built	build	VERB
fbem-31490	9	16	a	a	DET
fbem-31490	9	17	new	new	ADJ
fbem-31490	9	18	chain	chain	NOUN
fbem-31490	9	19	of	of	ADP
fbem-31490	9	20	"	"	PUNCT
fbem-31490	9	21	content	content	NOUN
fbem-31490	9	22	-	-	PUNCT
fbem-31490	9	23	interaction	interaction	NOUN
fbem-31490	9	24	-	-	PUNCT
fbem-31490	9	25	transaction	transaction	NOUN
fbem-31490	9	26	"	"	PUNCT
fbem-31490	9	27	,	,	PUNCT
fbem-31490	9	28	changing	change	VERB
fbem-31490	9	29	the	the	DET
fbem-31490	9	30	traditional	traditional	ADJ
fbem-31490	9	31	e	e	NOUN
fbem-31490	9	32	-	-	ADJ
fbem-31490	9	33	commerce	commerce	NOUN
fbem-31490	9	34	shopping	shopping	NOUN
fbem-31490	9	35	logic	logic	NOUN
fbem-31490	9	36	centered	center	VERB
fbem-31490	9	37	on	on	ADP
fbem-31490	9	38	searchdriven	searchdriven	NOUN
fbem-31490	9	39	.	.	PUNCT
fbem-31490	10	1	content	content	NOUN
fbem-31490	10	2	marketing	marketing	NOUN
fbem-31490	10	3	has	have	AUX
fbem-31490	10	4	gradually	gradually	ADV
fbem-31490	10	5	become	become	VERB
fbem-31490	10	6	a	a	DET
fbem-31490	10	7	key	key	ADJ
fbem-31490	10	8	means	mean	NOUN
fbem-31490	10	9	of	of	ADP
fbem-31490	10	10	linking	link	VERB
fbem-31490	10	11	brands	brand	NOUN
fbem-31490	10	12	and	and	CCONJ
fbem-31490	10	13	users	user	NOUN
fbem-31490	10	14	,	,	PUNCT
fbem-31490	10	15	and	and	CCONJ
fbem-31490	10	16	its	its	PRON
fbem-31490	10	17	value	value	NOUN
fbem-31490	10	18	is	be	AUX
fbem-31490	10	19	not	not	PART
fbem-31490	10	20	only	only	ADV
fbem-31490	10	21	reflected	reflect	VERB
fbem-31490	10	22	in	in	ADP
fbem-31490	10	23	the	the	DET
fbem-31490	10	24	level	level	NOUN
fbem-31490	10	25	of	of	ADP
fbem-31490	10	26	attracting	attract	VERB
fbem-31490	10	27	traffic	traffic	NOUN
fbem-31490	10	28	,	,	PUNCT
fbem-31490	10	29	but	but	CCONJ
fbem-31490	10	30	also	also	ADV
fbem-31490	10	31	lies	lie	VERB
fbem-31490	10	32	in	in	ADP
fbem-31490	10	33	the	the	DET
fbem-31490	10	34	deep	deep	ADJ
fbem-31490	10	35	impact	impact	NOUN
fbem-31490	10	36	on	on	ADP
fbem-31490	10	37	users	user	NOUN
fbem-31490	10	38	'	'	PART
fbem-31490	10	39	attention	attention	NOUN
fbem-31490	10	40	,	,	PUNCT
fbem-31490	10	41	consumption	consumption	NOUN
fbem-31490	10	42	motivation	motivation	NOUN
fbem-31490	10	43	and	and	CCONJ
fbem-31490	10	44	behavior	behavior	NOUN
fbem-31490	10	45	path	path	NOUN
fbem-31490	10	46	.	.	PUNCT
fbem-31490	11	1	in	in	ADP
fbem-31490	11	2	this	this	DET
fbem-31490	11	3	context	context	NOUN
fbem-31490	11	4	,	,	PUNCT
fbem-31490	11	5	the	the	DET
fbem-31490	11	6	systematic	systematic	ADJ
fbem-31490	11	7	analysis	analysis	NOUN
fbem-31490	11	8	of	of	ADP
fbem-31490	11	9	the	the	DET
fbem-31490	11	10	role	role	NOUN
fbem-31490	11	11	of	of	ADP
fbem-31490	11	12	short	short	ADJ
fbem-31490	11	13	video	video	NOUN
fbem-31490	11	14	and	and	CCONJ
fbem-31490	11	15	live	live	ADJ
fbem-31490	11	16	e	e	PROPN
fbem-31490	11	17	-	-	ADJ
fbem-31490	11	18	commerce	commerce	ADJ
fbem-31490	11	19	content	content	NOUN
fbem-31490	11	20	marketing	marketing	NOUN
fbem-31490	11	21	strategy	strategy	NOUN
fbem-31490	11	22	and	and	CCONJ
fbem-31490	11	23	user	user	NOUN
fbem-31490	11	24	behavior	behavior	NOUN
fbem-31490	11	25	is	be	AUX
fbem-31490	11	26	of	of	ADP
fbem-31490	11	27	great	great	ADJ
fbem-31490	11	28	theoretical	theoretical	ADJ
fbem-31490	11	29	significance	significance	NOUN
fbem-31490	11	30	and	and	CCONJ
fbem-31490	11	31	practical	practical	ADJ
fbem-31490	11	32	value	value	NOUN
fbem-31490	11	33	for	for	ADP
fbem-31490	11	34	improving	improve	VERB
fbem-31490	11	35	marketing	marketing	NOUN
fbem-31490	11	36	efficiency	efficiency	NOUN
fbem-31490	11	37	,	,	PUNCT
fbem-31490	11	38	optimizing	optimize	VERB
fbem-31490	11	39	resource	resource	NOUN
fbem-31490	11	40	allocation	allocation	NOUN
fbem-31490	11	41	and	and	CCONJ
fbem-31490	11	42	extending	extend	VERB
fbem-31490	11	43	the	the	DET
fbem-31490	11	44	value	value	NOUN
fbem-31490	11	45	of	of	ADP
fbem-31490	11	46	user	user	NOUN
fbem-31490	11	47	life	life	NOUN
fbem-31490	11	48	cycle	cycle	NOUN
fbem-31490	11	49	.	.	PUNCT
fbem-31490	12	1	1.2	1.2	NUM
fbem-31490	12	2	.	.	PUNCT
fbem-31490	12	3	research	research	NOUN
fbem-31490	12	4	significance	significance	NOUN
fbem-31490	12	5	this	this	DET
fbem-31490	12	6	study	study	NOUN
fbem-31490	12	7	focuses	focus	VERB
fbem-31490	12	8	on	on	ADP
fbem-31490	12	9	the	the	DET
fbem-31490	12	10	analysis	analysis	NOUN
fbem-31490	12	11	of	of	ADP
fbem-31490	12	12	content	content	NOUN
fbem-31490	12	13	marketing	marketing	NOUN
fbem-31490	12	14	strategy	strategy	NOUN
fbem-31490	12	15	and	and	CCONJ
fbem-31490	12	16	user	user	NOUN
fbem-31490	12	17	behavior	behavior	NOUN
fbem-31490	12	18	in	in	ADP
fbem-31490	12	19	short	short	ADJ
fbem-31490	12	20	video	video	NOUN
fbem-31490	12	21	and	and	CCONJ
fbem-31490	12	22	live	live	VERB
fbem-31490	12	23	broadcasting	broadcasting	NOUN
fbem-31490	12	24	e	e	NOUN
fbem-31490	12	25	-	-	NOUN
fbem-31490	12	26	commerce	commerce	NOUN
fbem-31490	12	27	,	,	PUNCT
fbem-31490	12	28	which	which	PRON
fbem-31490	12	29	has	have	VERB
fbem-31490	12	30	important	important	ADJ
fbem-31490	12	31	theoretical	theoretical	ADJ
fbem-31490	12	32	and	and	CCONJ
fbem-31490	12	33	practical	practical	ADJ
fbem-31490	12	34	double	double	ADJ
fbem-31490	12	35	value	value	NOUN
fbem-31490	12	36	.	.	PUNCT
fbem-31490	13	1	at	at	ADP
fbem-31490	13	2	the	the	DET
fbem-31490	13	3	theoretical	theoretical	ADJ
fbem-31490	13	4	level	level	NOUN
fbem-31490	13	5	,	,	PUNCT
fbem-31490	13	6	there	there	PRON
fbem-31490	13	7	is	be	VERB
fbem-31490	13	8	a	a	DET
fbem-31490	13	9	lack	lack	NOUN
fbem-31490	13	10	of	of	ADP
fbem-31490	13	11	systematic	systematic	ADJ
fbem-31490	13	12	modeling	modeling	NOUN
fbem-31490	13	13	and	and	CCONJ
fbem-31490	13	14	analysis	analysis	NOUN
fbem-31490	13	15	of	of	ADP
fbem-31490	13	16	the	the	DET
fbem-31490	13	17	coupling	coupling	NOUN
fbem-31490	13	18	relationship	relationship	NOUN
fbem-31490	13	19	between	between	ADP
fbem-31490	13	20	content	content	NOUN
fbem-31490	13	21	marketing	marketing	NOUN
fbem-31490	13	22	and	and	CCONJ
fbem-31490	13	23	user	user	NOUN
fbem-31490	13	24	behavior	behavior	NOUN
fbem-31490	13	25	,	,	PUNCT
fbem-31490	13	26	especially	especially	ADV
fbem-31490	13	27	in	in	ADP
fbem-31490	13	28	the	the	DET
fbem-31490	13	29	multiplatform	multiplatform	NOUN
fbem-31490	13	30	cross	cross	NOUN
fbem-31490	13	31	-	-	NOUN
fbem-31490	13	32	environment	environment	NOUN
fbem-31490	13	33	,	,	PUNCT
fbem-31490	13	34	the	the	DET
fbem-31490	13	35	mechanism	mechanism	NOUN
fbem-31490	13	36	of	of	ADP
fbem-31490	13	37	the	the	DET
fbem-31490	13	38	influence	influence	NOUN
fbem-31490	13	39	of	of	ADP
fbem-31490	13	40	different	different	ADJ
fbem-31490	13	41	content	content	NOUN
fbem-31490	13	42	strategies	strategy	NOUN
fbem-31490	13	43	on	on	ADP
fbem-31490	13	44	users	user	NOUN
fbem-31490	13	45	'	'	PART
fbem-31490	13	46	psychological	psychological	ADJ
fbem-31490	13	47	cognition	cognition	NOUN
fbem-31490	13	48	,	,	PUNCT
fbem-31490	13	49	behavioral	behavioral	ADJ
fbem-31490	13	50	paths	path	NOUN
fbem-31490	13	51	and	and	CCONJ
fbem-31490	13	52	consumption	consumption	NOUN
fbem-31490	13	53	transformation	transformation	NOUN
fbem-31490	13	54	needs	need	VERB
fbem-31490	13	55	to	to	PART
fbem-31490	13	56	be	be	AUX
fbem-31490	13	57	clarified	clarify	VERB
fbem-31490	13	58	.	.	PUNCT
fbem-31490	14	1	it	it	PRON
fbem-31490	14	2	is	be	AUX
fbem-31490	14	3	necessary	necessary	ADJ
fbem-31490	14	4	to	to	PART
fbem-31490	14	5	construct	construct	VERB
fbem-31490	14	6	a	a	DET
fbem-31490	14	7	content	content	NOUN
fbem-31490	14	8	strategy	strategy	NOUN
fbem-31490	14	9	model	model	NOUN
fbem-31490	14	10	and	and	CCONJ
fbem-31490	14	11	user	user	NOUN
fbem-31490	14	12	value	value	NOUN
fbem-31490	14	13	assessment	assessment	NOUN
fbem-31490	14	14	system	system	NOUN
fbem-31490	14	15	to	to	PART
fbem-31490	14	16	supplement	supplement	VERB
fbem-31490	14	17	the	the	DET
fbem-31490	14	18	existing	exist	VERB
fbem-31490	14	19	literature	literature	NOUN
fbem-31490	14	20	on	on	ADP
fbem-31490	14	21	the	the	DET
fbem-31490	14	22	causal	causal	NOUN
fbem-31490	14	23	chain	chain	NOUN
fbem-31490	14	24	between	between	ADP
fbem-31490	14	25	content	content	NOUN
fbem-31490	14	26	-	-	PUNCT
fbem-31490	14	27	behavior	behavior	NOUN
fbem-31490	14	28	-	-	PUNCT
fbem-31490	14	29	commercial	commercial	ADJ
fbem-31490	14	30	results	result	NOUN
fbem-31490	14	31	.	.	PUNCT
fbem-31490	15	1	at	at	ADP
fbem-31490	15	2	the	the	DET
fbem-31490	15	3	practical	practical	ADJ
fbem-31490	15	4	level	level	NOUN
fbem-31490	15	5	,	,	PUNCT
fbem-31490	15	6	facing	face	VERB
fbem-31490	15	7	the	the	DET
fbem-31490	15	8	challenges	challenge	NOUN
fbem-31490	15	9	of	of	ADP
fbem-31490	15	10	e	e	NOUN
fbem-31490	15	11	-	-	NOUN
fbem-31490	15	12	commerce	commerce	NOUN
fbem-31490	15	13	platforms	platform	NOUN
fbem-31490	15	14	'	'	PART
fbem-31490	15	15	traffic	traffic	NOUN
fbem-31490	15	16	dividend	dividend	NOUN
fbem-31490	15	17	peaking	peaking	NOUN
fbem-31490	15	18	and	and	CCONJ
fbem-31490	15	19	users	user	NOUN
fbem-31490	15	20	'	'	PART
fbem-31490	15	21	attention	attention	NOUN
fbem-31490	15	22	fragmentation	fragmentation	NOUN
fbem-31490	15	23	,	,	PUNCT
fbem-31490	15	24	brands	brand	NOUN
fbem-31490	15	25	are	be	AUX
fbem-31490	15	26	in	in	ADP
fbem-31490	15	27	urgent	urgent	ADJ
fbem-31490	15	28	need	need	NOUN
fbem-31490	15	29	of	of	ADP
fbem-31490	15	30	accurate	accurate	ADJ
fbem-31490	15	31	and	and	CCONJ
fbem-31490	15	32	replicable	replicable	ADJ
fbem-31490	15	33	content	content	NOUN
fbem-31490	15	34	operation	operation	NOUN
fbem-31490	15	35	methods	method	NOUN
fbem-31490	15	36	to	to	PART
fbem-31490	15	37	improve	improve	VERB
fbem-31490	15	38	roi	roi	NOUN
fbem-31490	15	39	and	and	CCONJ
fbem-31490	15	40	ltv	ltv	PROPN
fbem-31490	15	41	,	,	PUNCT
fbem-31490	15	42	and	and	CCONJ
fbem-31490	15	43	empirical	empirical	ADJ
fbem-31490	15	44	analyses	analysis	NOUN
fbem-31490	15	45	of	of	ADP
fbem-31490	15	46	the	the	DET
fbem-31490	15	47	differences	difference	NOUN
fbem-31490	15	48	between	between	ADP
fbem-31490	15	49	typical	typical	ADJ
fbem-31490	15	50	platform	platform	NOUN
fbem-31490	15	51	strategies	strategy	NOUN
fbem-31490	15	52	and	and	CCONJ
fbem-31490	15	53	users	user	NOUN
fbem-31490	15	54	'	'	PART
fbem-31490	15	55	behavioral	behavioral	ADJ
fbem-31490	15	56	patterns	pattern	NOUN
fbem-31490	15	57	provide	provide	VERB
fbem-31490	15	58	feasible	feasible	ADJ
fbem-31490	15	59	optimization	optimization	NOUN
fbem-31490	15	60	paths	path	NOUN
fbem-31490	15	61	and	and	CCONJ
fbem-31490	15	62	decision	decision	NOUN
fbem-31490	15	63	-	-	PUNCT
fbem-31490	15	64	making	make	VERB
fbem-31490	15	65	support	support	NOUN
fbem-31490	15	66	for	for	ADP
fbem-31490	15	67	content	content	NOUN
fbem-31490	15	68	design	design	NOUN
fbem-31490	15	69	,	,	PUNCT
fbem-31490	15	70	platform	platform	NOUN
fbem-31490	15	71	operation	operation	NOUN
fbem-31490	15	72	,	,	PUNCT
fbem-31490	15	73	and	and	CCONJ
fbem-31490	15	74	marketing	marketing	NOUN
fbem-31490	15	75	placement	placement	NOUN
fbem-31490	15	76	,	,	PUNCT
fbem-31490	15	77	helping	help	VERB
fbem-31490	15	78	enterprises	enterprise	NOUN
fbem-31490	15	79	to	to	PART
fbem-31490	15	80	achieve	achieve	VERB
fbem-31490	15	81	the	the	DET
fbem-31490	15	82	maximization	maximization	NOUN
fbem-31490	15	83	of	of	ADP
fbem-31490	15	84	marketing	marketing	NOUN
fbem-31490	15	85	efficiency	efficiency	NOUN
fbem-31490	15	86	under	under	ADP
fbem-31490	15	87	the	the	DET
fbem-31490	15	88	content	content	NOUN
fbem-31490	15	89	-	-	PUNCT
fbem-31490	15	90	driven	drive	VERB
fbem-31490	15	91	approach	approach	NOUN
fbem-31490	15	92	.	.	PUNCT
fbem-31490	16	1	maximization	maximization	NOUN
fbem-31490	16	2	.	.	PUNCT
fbem-31490	17	1	1.3	1.3	NUM
fbem-31490	17	2	.	.	PUNCT
fbem-31490	18	1	literature	literature	NOUN
fbem-31490	18	2	review	review	NOUN
fbem-31490	18	3	against	against	ADP
fbem-31490	18	4	the	the	DET
fbem-31490	18	5	background	background	NOUN
fbem-31490	18	6	of	of	ADP
fbem-31490	18	7	the	the	DET
fbem-31490	18	8	rapid	rapid	ADJ
fbem-31490	18	9	development	development	NOUN
fbem-31490	18	10	of	of	ADP
fbem-31490	18	11	short	short	ADJ
fbem-31490	18	12	video	video	NOUN
fbem-31490	18	13	and	and	CCONJ
fbem-31490	18	14	live	live	ADJ
fbem-31490	18	15	e	e	NOUN
fbem-31490	18	16	-	-	NOUN
fbem-31490	18	17	commerce	commerce	NOUN
fbem-31490	18	18	,	,	PUNCT
fbem-31490	18	19	the	the	DET
fbem-31490	18	20	study	study	NOUN
fbem-31490	18	21	of	of	ADP
fbem-31490	18	22	content	content	NOUN
fbem-31490	18	23	marketing	marketing	NOUN
fbem-31490	18	24	and	and	CCONJ
fbem-31490	18	25	user	user	NOUN
fbem-31490	18	26	behavior	behavior	NOUN
fbem-31490	18	27	has	have	AUX
fbem-31490	18	28	gradually	gradually	ADV
fbem-31490	18	29	become	become	VERB
fbem-31490	18	30	the	the	DET
fbem-31490	18	31	focus	focus	NOUN
fbem-31490	18	32	of	of	ADP
fbem-31490	18	33	academic	academic	ADJ
fbem-31490	18	34	attention	attention	NOUN
fbem-31490	18	35	.	.	PUNCT
fbem-31490	19	1	zhang	zhang	PROPN
fbem-31490	19	2	et	et	PROPN
fbem-31490	19	3	al	al	PROPN
fbem-31490	19	4	.	.	PROPN
fbem-31490	19	5	(	(	PUNCT
fbem-31490	19	6	2025	2025	NUM
fbem-31490	19	7	)	)	PUNCT
fbem-31490	20	1	[	[	X
fbem-31490	20	2	1	1	X
fbem-31490	20	3	]	]	PUNCT
fbem-31490	20	4	pointed	point	VERB
fbem-31490	20	5	out	out	ADP
fbem-31490	20	6	through	through	ADP
fbem-31490	20	7	the	the	DET
fbem-31490	20	8	field	field	NOUN
fbem-31490	20	9	survey	survey	NOUN
fbem-31490	20	10	of	of	ADP
fbem-31490	20	11	short	short	ADJ
fbem-31490	20	12	video	video	NOUN
fbem-31490	20	13	content	content	NOUN
fbem-31490	20	14	in	in	ADP
fbem-31490	20	15	yongxingfang	yongxingfang	PROPN
fbem-31490	20	16	,	,	PUNCT
fbem-31490	20	17	xi'an	xi'an	PROPN
fbem-31490	20	18	,	,	PUNCT
fbem-31490	20	19	china	china	PROPN
fbem-31490	20	20	,	,	PUNCT
fbem-31490	20	21	that	that	PRON
fbem-31490	20	22	short	short	ADJ
fbem-31490	20	23	video	video	NOUN
fbem-31490	20	24	marketing	marketing	NOUN
fbem-31490	20	25	effectively	effectively	ADV
fbem-31490	20	26	stimulates	stimulate	VERB
fbem-31490	20	27	users	user	NOUN
fbem-31490	20	28	'	'	PART
fbem-31490	20	29	interest	interest	NOUN
fbem-31490	20	30	and	and	CCONJ
fbem-31490	20	31	drives	drive	VERB
fbem-31490	20	32	offline	offline	ADJ
fbem-31490	20	33	consumption	consumption	NOUN
fbem-31490	20	34	behaviors	behavior	NOUN
fbem-31490	20	35	by	by	ADP
fbem-31490	20	36	strengthening	strengthen	VERB
fbem-31490	20	37	the	the	DET
fbem-31490	20	38	digital	digital	ADJ
fbem-31490	20	39	footprint	footprint	NOUN
fbem-31490	20	40	and	and	CCONJ
fbem-31490	20	41	immersive	immersive	ADJ
fbem-31490	20	42	content	content	NOUN
fbem-31490	20	43	experience	experience	NOUN
fbem-31490	20	44	,	,	PUNCT
fbem-31490	20	45	revealing	reveal	VERB
fbem-31490	20	46	a	a	DET
fbem-31490	20	47	close	close	ADJ
fbem-31490	20	48	relationship	relationship	NOUN
fbem-31490	20	49	between	between	ADP
fbem-31490	20	50	content	content	NOUN
fbem-31490	20	51	design	design	NOUN
fbem-31490	20	52	and	and	CCONJ
fbem-31490	20	53	consumption	consumption	NOUN
fbem-31490	20	54	conversion	conversion	NOUN
fbem-31490	20	55	.	.	PUNCT
fbem-31490	21	1	yuan	yuan	NOUN
fbem-31490	21	2	et	et	PROPN
fbem-31490	21	3	al	al	PROPN
fbem-31490	21	4	.	.	PROPN
fbem-31490	22	1	(	(	PUNCT
fbem-31490	22	2	2025	2025	NUM
fbem-31490	22	3	)	)	PUNCT
fbem-31490	23	1	[	[	X
fbem-31490	23	2	2	2	X
fbem-31490	23	3	]	]	PUNCT
fbem-31490	23	4	analyzed	analyze	VERB
fbem-31490	23	5	the	the	DET
fbem-31490	23	6	influence	influence	NOUN
fbem-31490	23	7	mechanism	mechanism	NOUN
fbem-31490	23	8	of	of	ADP
fbem-31490	23	9	community	community	NOUN
fbem-31490	23	10	interaction	interaction	NOUN
fbem-31490	23	11	on	on	ADP
fbem-31490	23	12	users	user	NOUN
fbem-31490	23	13	'	'	PART
fbem-31490	23	14	purchase	purchase	NOUN
fbem-31490	23	15	intention	intention	NOUN
fbem-31490	23	16	in	in	ADP
fbem-31490	23	17	live	live	ADJ
fbem-31490	23	18	e	e	NOUN
fbem-31490	23	19	-	-	NOUN
fbem-31490	23	20	commerce	commerce	NOUN
fbem-31490	23	21	from	from	ADP
fbem-31490	23	22	the	the	DET
fbem-31490	23	23	perspective	perspective	NOUN
fbem-31490	23	24	of	of	ADP
fbem-31490	23	25	social	social	ADJ
fbem-31490	23	26	learning	learning	NOUN
fbem-31490	23	27	theory	theory	NOUN
fbem-31490	23	28	,	,	PUNCT
fbem-31490	23	29	pointing	point	VERB
fbem-31490	23	30	out	out	ADP
fbem-31490	23	31	that	that	SCONJ
fbem-31490	23	32	the	the	DET
fbem-31490	23	33	frequency	frequency	NOUN
fbem-31490	23	34	of	of	ADP
fbem-31490	23	35	interaction	interaction	NOUN
fbem-31490	23	36	,	,	PUNCT
fbem-31490	23	37	social	social	ADJ
fbem-31490	23	38	trust	trust	NOUN
fbem-31490	23	39	and	and	CCONJ
fbem-31490	23	40	information	information	NOUN
fbem-31490	23	41	sharing	sharing	NOUN
fbem-31490	23	42	have	have	VERB
fbem-31490	23	43	a	a	DET
fbem-31490	23	44	significant	significant	ADJ
fbem-31490	23	45	positive	positive	ADJ
fbem-31490	23	46	effect	effect	NOUN
fbem-31490	23	47	on	on	ADP
fbem-31490	23	48	users	user	NOUN
fbem-31490	23	49	'	'	PART
fbem-31490	23	50	decision	decision	NOUN
fbem-31490	23	51	-	-	PUNCT
fbem-31490	23	52	making	making	NOUN
fbem-31490	23	53	,	,	PUNCT
fbem-31490	23	54	which	which	PRON
fbem-31490	23	55	provides	provide	VERB
fbem-31490	23	56	theoretical	theoretical	ADJ
fbem-31490	23	57	support	support	NOUN
fbem-31490	23	58	for	for	ADP
fbem-31490	23	59	the	the	DET
fbem-31490	23	60	understanding	understanding	NOUN
fbem-31490	23	61	of	of	ADP
fbem-31490	23	62	users	user	NOUN
fbem-31490	23	63	'	'	PART
fbem-31490	23	64	behavioral	behavioral	ADJ
fbem-31490	23	65	paths	path	NOUN
fbem-31490	23	66	in	in	ADP
fbem-31490	23	67	the	the	DET
fbem-31490	23	68	content	content	NOUN
fbem-31490	23	69	environment	environment	NOUN
fbem-31490	23	70	.	.	PUNCT
fbem-31490	24	1	guochao	guochao	PROPN
fbem-31490	24	2	et	et	PROPN
fbem-31490	24	3	al	al	PROPN
fbem-31490	24	4	.	.	PROPN
fbem-31490	25	1	(	(	PUNCT
fbem-31490	25	2	2025	2025	NUM
fbem-31490	25	3	)	)	PUNCT
fbem-31490	26	1	[	[	X
fbem-31490	26	2	3	3	X
fbem-31490	26	3	]	]	PUNCT
fbem-31490	26	4	empirically	empirically	ADV
fbem-31490	26	5	analyze	analyze	VERB
fbem-31490	26	6	the	the	DET
fbem-31490	26	7	key	key	ADJ
fbem-31490	26	8	factors	factor	NOUN
fbem-31490	26	9	affecting	affect	VERB
fbem-31490	26	10	consumers	consumer	NOUN
fbem-31490	26	11	'	'	PART
fbem-31490	26	12	purchase	purchase	NOUN
fbem-31490	26	13	intention	intention	NOUN
fbem-31490	26	14	based	base	VERB
fbem-31490	26	15	on	on	ADP
fbem-31490	26	16	chinese	chinese	PROPN
fbem-31490	26	17	live	live	VERB
fbem-31490	26	18	e	e	PROPN
fbem-31490	26	19	-	-	PROPN
fbem-31490	26	20	commerce	commerce	NOUN
fbem-31490	26	21	user	user	NOUN
fbem-31490	26	22	data	datum	NOUN
fbem-31490	26	23	,	,	PUNCT
fbem-31490	26	24	and	and	CCONJ
fbem-31490	26	25	find	find	VERB
fbem-31490	26	26	that	that	DET
fbem-31490	26	27	anchor	anchor	NOUN
fbem-31490	26	28	professionalism	professionalism	NOUN
fbem-31490	26	29	,	,	PUNCT
fbem-31490	26	30	content	content	NOUN
fbem-31490	26	31	authenticity	authenticity	NOUN
fbem-31490	26	32	and	and	CCONJ
fbem-31490	26	33	interaction	interaction	NOUN
fbem-31490	26	34	density	density	NOUN
fbem-31490	26	35	constitute	constitute	VERB
fbem-31490	26	36	important	important	ADJ
fbem-31490	26	37	variables	variable	NOUN
fbem-31490	26	38	affecting	affect	VERB
fbem-31490	26	39	consumers	consumer	NOUN
fbem-31490	26	40	'	'	PART
fbem-31490	26	41	43	43	NUM
fbem-31490	26	42	psychological	psychological	ADJ
fbem-31490	26	43	expectations	expectation	NOUN
fbem-31490	26	44	and	and	CCONJ
fbem-31490	26	45	purchase	purchase	NOUN
fbem-31490	26	46	behavior	behavior	NOUN
fbem-31490	26	47	,	,	PUNCT
fbem-31490	26	48	emphasizing	emphasize	VERB
fbem-31490	26	49	the	the	DET
fbem-31490	26	50	structural	structural	ADJ
fbem-31490	26	51	linkage	linkage	NOUN
fbem-31490	26	52	between	between	ADP
fbem-31490	26	53	content	content	NOUN
fbem-31490	26	54	and	and	CCONJ
fbem-31490	26	55	behavior	behavior	NOUN
fbem-31490	26	56	.	.	PUNCT
fbem-31490	27	1	guo	guo	PROPN
fbem-31490	27	2	et	et	PROPN
fbem-31490	27	3	al	al	PROPN
fbem-31490	27	4	.	.	PROPN
fbem-31490	28	1	(	(	PUNCT
fbem-31490	28	2	2025	2025	NUM
fbem-31490	28	3	)	)	PUNCT
fbem-31490	29	1	[	[	X
fbem-31490	29	2	4	4	NUM
fbem-31490	29	3	]	]	PUNCT
fbem-31490	29	4	,	,	PUNCT
fbem-31490	29	5	on	on	ADP
fbem-31490	29	6	the	the	DET
fbem-31490	29	7	other	other	ADJ
fbem-31490	29	8	hand	hand	NOUN
fbem-31490	29	9	,	,	PUNCT
fbem-31490	29	10	take	take	VERB
fbem-31490	29	11	short	short	ADJ
fbem-31490	29	12	travel	travel	NOUN
fbem-31490	29	13	videos	video	NOUN
fbem-31490	29	14	as	as	ADP
fbem-31490	29	15	an	an	DET
fbem-31490	29	16	entry	entry	NOUN
fbem-31490	29	17	point	point	NOUN
fbem-31490	29	18	to	to	PART
fbem-31490	29	19	construct	construct	VERB
fbem-31490	29	20	a	a	DET
fbem-31490	29	21	model	model	NOUN
fbem-31490	29	22	of	of	ADP
fbem-31490	29	23	the	the	DET
fbem-31490	29	24	content	content	NOUN
fbem-31490	29	25	dissemination	dissemination	NOUN
fbem-31490	29	26	mechanism	mechanism	NOUN
fbem-31490	29	27	that	that	PRON
fbem-31490	29	28	affects	affect	VERB
fbem-31490	29	29	users	user	NOUN
fbem-31490	29	30	'	'	PART
fbem-31490	29	31	travel	travel	NOUN
fbem-31490	29	32	behavioral	behavioral	ADJ
fbem-31490	29	33	intentions	intention	NOUN
fbem-31490	29	34	,	,	PUNCT
fbem-31490	29	35	verifying	verify	VERB
fbem-31490	29	36	the	the	DET
fbem-31490	29	37	mediating	mediate	VERB
fbem-31490	29	38	role	role	NOUN
fbem-31490	29	39	of	of	ADP
fbem-31490	29	40	content	content	NOUN
fbem-31490	29	41	presentation	presentation	NOUN
fbem-31490	29	42	,	,	PUNCT
fbem-31490	29	43	information	information	NOUN
fbem-31490	29	44	density	density	NOUN
fbem-31490	29	45	and	and	CCONJ
fbem-31490	29	46	emotional	emotional	ADJ
fbem-31490	29	47	guidance	guidance	NOUN
fbem-31490	29	48	in	in	ADP
fbem-31490	29	49	the	the	DET
fbem-31490	29	50	transformation	transformation	NOUN
fbem-31490	29	51	of	of	ADP
fbem-31490	29	52	user	user	NOUN
fbem-31490	29	53	behavior	behavior	NOUN
fbem-31490	29	54	,	,	PUNCT
fbem-31490	29	55	and	and	CCONJ
fbem-31490	29	56	expanding	expand	VERB
fbem-31490	29	57	the	the	DET
fbem-31490	29	58	applicable	applicable	ADJ
fbem-31490	29	59	fields	field	NOUN
fbem-31490	29	60	and	and	CCONJ
fbem-31490	29	61	model	model	NOUN
fbem-31490	29	62	boundaries	boundary	NOUN
fbem-31490	29	63	of	of	ADP
fbem-31490	29	64	short	short	ADJ
fbem-31490	29	65	-	-	PUNCT
fbem-31490	29	66	video	video	NOUN
fbem-31490	29	67	content	content	NOUN
fbem-31490	29	68	marketing	marketing	NOUN
fbem-31490	29	69	.	.	PUNCT
fbem-31490	30	1	in	in	ADP
fbem-31490	30	2	addition	addition	NOUN
fbem-31490	30	3	,	,	PUNCT
fbem-31490	30	4	jieli	jieli	ADJ
fbem-31490	30	5	and	and	CCONJ
fbem-31490	30	6	chunqing	chunqe	VERB
fbem-31490	30	7	(	(	PUNCT
fbem-31490	30	8	2025	2025	NUM
fbem-31490	30	9	)	)	PUNCT
fbem-31490	31	1	[	[	X
fbem-31490	31	2	5	5	NUM
fbem-31490	31	3	]	]	PUNCT
fbem-31490	31	4	studied	study	VERB
fbem-31490	31	5	the	the	DET
fbem-31490	31	6	impact	impact	NOUN
fbem-31490	31	7	of	of	ADP
fbem-31490	31	8	content	content	NOUN
fbem-31490	31	9	features	feature	NOUN
fbem-31490	31	10	on	on	ADP
fbem-31490	31	11	user	user	NOUN
fbem-31490	31	12	engagement	engagement	NOUN
fbem-31490	31	13	behavior	behavior	NOUN
fbem-31490	31	14	in	in	ADP
fbem-31490	31	15	short	short	ADJ
fbem-31490	31	16	video	video	NOUN
fbem-31490	31	17	platforms	platform	NOUN
fbem-31490	31	18	,	,	PUNCT
fbem-31490	31	19	proposed	propose	VERB
fbem-31490	31	20	that	that	SCONJ
fbem-31490	31	21	there	there	PRON
fbem-31490	31	22	is	be	VERB
fbem-31490	31	23	a	a	DET
fbem-31490	31	24	nonlinear	nonlinear	ADJ
fbem-31490	31	25	configuration	configuration	NOUN
fbem-31490	31	26	effect	effect	NOUN
fbem-31490	31	27	between	between	ADP
fbem-31490	31	28	content	content	NOUN
fbem-31490	31	29	structure	structure	NOUN
fbem-31490	31	30	complexity	complexity	NOUN
fbem-31490	31	31	,	,	PUNCT
fbem-31490	31	32	emotional	emotional	ADJ
fbem-31490	31	33	color	color	NOUN
fbem-31490	31	34	and	and	CCONJ
fbem-31490	31	35	user	user	NOUN
fbem-31490	31	36	value	value	NOUN
fbem-31490	31	37	perception	perception	NOUN
fbem-31490	31	38	,	,	PUNCT
fbem-31490	31	39	and	and	CCONJ
fbem-31490	31	40	emphasized	emphasize	VERB
fbem-31490	31	41	that	that	SCONJ
fbem-31490	31	42	different	different	ADJ
fbem-31490	31	43	combinations	combination	NOUN
fbem-31490	31	44	of	of	ADP
fbem-31490	31	45	content	content	NOUN
fbem-31490	31	46	strategies	strategy	NOUN
fbem-31490	31	47	have	have	VERB
fbem-31490	31	48	a	a	DET
fbem-31490	31	49	differentiated	differentiated	ADJ
fbem-31490	31	50	effect	effect	NOUN
fbem-31490	31	51	on	on	ADP
fbem-31490	31	52	user	user	NOUN
fbem-31490	31	53	behavior	behavior	NOUN
fbem-31490	31	54	activation	activation	NOUN
fbem-31490	31	55	.	.	PUNCT
fbem-31490	32	1	this	this	DET
fbem-31490	32	2	study	study	NOUN
fbem-31490	32	3	introduces	introduce	VERB
fbem-31490	32	4	fuzzy	fuzzy	ADJ
fbem-31490	32	5	set	set	VERB
fbem-31490	32	6	qualitative	qualitative	ADJ
fbem-31490	32	7	comparative	comparative	ADJ
fbem-31490	32	8	analysis	analysis	NOUN
fbem-31490	32	9	(	(	PUNCT
fbem-31490	32	10	fsqca	fsqca	NOUN
fbem-31490	32	11	)	)	PUNCT
fbem-31490	32	12	in	in	ADP
fbem-31490	32	13	methodology	methodology	NOUN
fbem-31490	32	14	,	,	PUNCT
fbem-31490	32	15	which	which	PRON
fbem-31490	32	16	provides	provide	VERB
fbem-31490	32	17	a	a	DET
fbem-31490	32	18	new	new	ADJ
fbem-31490	32	19	path	path	NOUN
fbem-31490	32	20	for	for	ADP
fbem-31490	32	21	exploring	explore	VERB
fbem-31490	32	22	the	the	DET
fbem-31490	32	23	relationship	relationship	NOUN
fbem-31490	32	24	between	between	ADP
fbem-31490	32	25	content	content	NOUN
fbem-31490	32	26	features	feature	NOUN
fbem-31490	32	27	and	and	CCONJ
fbem-31490	32	28	user	user	NOUN
fbem-31490	32	29	response	response	NOUN
fbem-31490	32	30	.	.	PUNCT
fbem-31490	33	1	current	current	ADJ
fbem-31490	33	2	research	research	NOUN
fbem-31490	33	3	has	have	AUX
fbem-31490	33	4	more	more	ADV
fbem-31490	33	5	systematically	systematically	ADV
fbem-31490	33	6	explored	explore	VERB
fbem-31490	33	7	the	the	DET
fbem-31490	33	8	association	association	NOUN
fbem-31490	33	9	mechanism	mechanism	NOUN
fbem-31490	33	10	between	between	ADP
fbem-31490	33	11	content	content	NOUN
fbem-31490	33	12	elements	element	NOUN
fbem-31490	33	13	,	,	PUNCT
fbem-31490	33	14	user	user	NOUN
fbem-31490	33	15	psychology	psychology	NOUN
fbem-31490	33	16	and	and	CCONJ
fbem-31490	33	17	behavioral	behavioral	ADJ
fbem-31490	33	18	intentions	intention	NOUN
fbem-31490	33	19	in	in	ADP
fbem-31490	33	20	short	short	ADJ
fbem-31490	33	21	video	video	NOUN
fbem-31490	33	22	and	and	CCONJ
fbem-31490	33	23	live	live	ADJ
fbem-31490	33	24	e	e	NOUN
fbem-31490	33	25	-	-	NOUN
fbem-31490	33	26	commerce	commerce	NOUN
fbem-31490	33	27	,	,	PUNCT
fbem-31490	33	28	and	and	CCONJ
fbem-31490	33	29	constructed	construct	VERB
fbem-31490	33	30	a	a	DET
fbem-31490	33	31	relatively	relatively	ADV
fbem-31490	33	32	rich	rich	ADJ
fbem-31490	33	33	theoretical	theoretical	ADJ
fbem-31490	33	34	foundation	foundation	NOUN
fbem-31490	33	35	.	.	PUNCT
fbem-31490	34	1	however	however	ADV
fbem-31490	34	2	,	,	PUNCT
fbem-31490	34	3	there	there	PRON
fbem-31490	34	4	are	be	VERB
fbem-31490	34	5	still	still	ADV
fbem-31490	34	6	three	three	NUM
fbem-31490	34	7	deficiencies	deficiency	NOUN
fbem-31490	34	8	in	in	ADP
fbem-31490	34	9	the	the	DET
fbem-31490	34	10	existing	exist	VERB
fbem-31490	34	11	literature	literature	NOUN
fbem-31490	34	12	:	:	PUNCT
fbem-31490	34	13	firstly	firstly	ADV
fbem-31490	34	14	,	,	PUNCT
fbem-31490	34	15	it	it	PRON
fbem-31490	34	16	focuses	focus	VERB
fbem-31490	34	17	on	on	ADP
fbem-31490	34	18	a	a	DET
fbem-31490	34	19	single	single	ADJ
fbem-31490	34	20	platform	platform	NOUN
fbem-31490	34	21	or	or	CCONJ
fbem-31490	34	22	a	a	DET
fbem-31490	34	23	single	single	ADJ
fbem-31490	34	24	content	content	NOUN
fbem-31490	34	25	dimension	dimension	NOUN
fbem-31490	34	26	,	,	PUNCT
fbem-31490	34	27	and	and	CCONJ
fbem-31490	34	28	lacks	lack	VERB
fbem-31490	34	29	cross	cross	ADJ
fbem-31490	34	30	-	-	ADJ
fbem-31490	34	31	platform	platform	ADJ
fbem-31490	34	32	strategy	strategy	NOUN
fbem-31490	34	33	differentiation	differentiation	NOUN
fbem-31490	34	34	research	research	NOUN
fbem-31490	34	35	;	;	PUNCT
fbem-31490	34	36	secondly	secondly	ADV
fbem-31490	34	37	,	,	PUNCT
fbem-31490	34	38	the	the	DET
fbem-31490	34	39	causal	causal	ADJ
fbem-31490	34	40	reasoning	reasoning	NOUN
fbem-31490	34	41	path	path	NOUN
fbem-31490	34	42	between	between	ADP
fbem-31490	34	43	content	content	NOUN
fbem-31490	34	44	strategy	strategy	NOUN
fbem-31490	34	45	and	and	CCONJ
fbem-31490	34	46	user	user	NOUN
fbem-31490	34	47	behavior	behavior	NOUN
fbem-31490	34	48	has	have	AUX
fbem-31490	34	49	not	not	PART
fbem-31490	34	50	yet	yet	ADV
fbem-31490	34	51	been	be	AUX
fbem-31490	34	52	completely	completely	ADV
fbem-31490	34	53	opened	open	VERB
fbem-31490	34	54	,	,	PUNCT
fbem-31490	34	55	and	and	CCONJ
fbem-31490	34	56	the	the	DET
fbem-31490	34	57	behavioral	behavioral	ADJ
fbem-31490	34	58	modeling	modeling	NOUN
fbem-31490	34	59	is	be	AUX
fbem-31490	34	60	still	still	ADV
fbem-31490	34	61	at	at	ADP
fbem-31490	34	62	the	the	DET
fbem-31490	34	63	descriptive	descriptive	ADJ
fbem-31490	34	64	level	level	NOUN
fbem-31490	34	65	;	;	PUNCT
fbem-31490	34	66	thirdly	thirdly	ADV
fbem-31490	34	67	,	,	PUNCT
fbem-31490	34	68	there	there	PRON
fbem-31490	34	69	is	be	VERB
fbem-31490	34	70	a	a	DET
fbem-31490	34	71	lack	lack	NOUN
fbem-31490	34	72	of	of	ADP
fbem-31490	34	73	a	a	DET
fbem-31490	34	74	full	full	ADJ
fbem-31490	34	75	chain	chain	NOUN
fbem-31490	34	76	of	of	ADP
fbem-31490	34	77	"	"	PUNCT
fbem-31490	34	78	attraction	attraction	NOUN
fbem-31490	34	79	transformation	transformation	NOUN
fbem-31490	34	80	third	third	NOUN
fbem-31490	34	81	,	,	PUNCT
fbem-31490	34	82	there	there	PRON
fbem-31490	34	83	is	be	VERB
fbem-31490	34	84	a	a	DET
fbem-31490	34	85	lack	lack	NOUN
fbem-31490	34	86	of	of	ADP
fbem-31490	34	87	integrated	integrate	VERB
fbem-31490	34	88	analysis	analysis	NOUN
fbem-31490	34	89	framework	framework	NOUN
fbem-31490	34	90	for	for	ADP
fbem-31490	34	91	the	the	DET
fbem-31490	34	92	whole	whole	ADJ
fbem-31490	34	93	chain	chain	NOUN
fbem-31490	34	94	of	of	ADP
fbem-31490	34	95	"	"	PUNCT
fbem-31490	34	96	attractionconversion	attractionconversion	NOUN
fbem-31490	34	97	"	"	PUNCT
fbem-31490	34	98	and	and	CCONJ
fbem-31490	34	99	"	"	PUNCT
fbem-31490	34	100	repurchase	repurchase	VERB
fbem-31490	34	101	"	"	PUNCT
fbem-31490	34	102	.	.	PUNCT
fbem-31490	35	1	it	it	PRON
fbem-31490	35	2	is	be	AUX
fbem-31490	35	3	necessary	necessary	ADJ
fbem-31490	35	4	to	to	PART
fbem-31490	35	5	integrate	integrate	VERB
fbem-31490	35	6	content	content	NOUN
fbem-31490	35	7	strategy	strategy	NOUN
fbem-31490	35	8	modeling	modeling	NOUN
fbem-31490	35	9	and	and	CCONJ
fbem-31490	35	10	behavioral	behavioral	ADJ
fbem-31490	35	11	mechanism	mechanism	NOUN
fbem-31490	35	12	analysis	analysis	NOUN
fbem-31490	35	13	to	to	PART
fbem-31490	35	14	deeply	deeply	ADV
fbem-31490	35	15	analyze	analyze	VERB
fbem-31490	35	16	the	the	DET
fbem-31490	35	17	evolution	evolution	NOUN
fbem-31490	35	18	logic	logic	NOUN
fbem-31490	35	19	and	and	CCONJ
fbem-31490	35	20	intervention	intervention	NOUN
fbem-31490	35	21	path	path	NOUN
fbem-31490	35	22	of	of	ADP
fbem-31490	35	23	content	content	NOUN
fbem-31490	35	24	-	-	PUNCT
fbem-31490	35	25	driven	drive	VERB
fbem-31490	35	26	marketing	marketing	NOUN
fbem-31490	35	27	in	in	ADP
fbem-31490	35	28	a	a	DET
fbem-31490	35	29	multiplatform	multiplatform	ADJ
fbem-31490	35	30	context	context	NOUN
fbem-31490	35	31	.	.	PUNCT
fbem-31490	36	1	2	2	X
fbem-31490	36	2	.	.	X
fbem-31490	36	3	analysis	analysis	NOUN
fbem-31490	36	4	of	of	ADP
fbem-31490	36	5	the	the	DET
fbem-31490	36	6	current	current	ADJ
fbem-31490	36	7	situation	situation	NOUN
fbem-31490	36	8	of	of	ADP
fbem-31490	36	9	short	short	ADJ
fbem-31490	36	10	video	video	NOUN
fbem-31490	36	11	and	and	CCONJ
fbem-31490	36	12	live	live	ADJ
fbem-31490	36	13	e	e	PROPN
fbem-31490	36	14	-	-	NOUN
fbem-31490	36	15	commerce	commerce	NOUN
fbem-31490	36	16	content	content	NOUN
fbem-31490	36	17	marketing	market	VERB
fbem-31490	36	18	2.1	2.1	NUM
fbem-31490	36	19	.	.	PUNCT
fbem-31490	37	1	analysis	analysis	NOUN
fbem-31490	37	2	of	of	ADP
fbem-31490	37	3	short	short	ADJ
fbem-31490	37	4	video	video	NOUN
fbem-31490	37	5	content	content	NOUN
fbem-31490	37	6	marketing	marketing	NOUN
fbem-31490	37	7	strategy	strategy	NOUN
fbem-31490	37	8	short	short	ADJ
fbem-31490	37	9	video	video	NOUN
fbem-31490	37	10	content	content	NOUN
fbem-31490	37	11	marketing	marketing	NOUN
fbem-31490	37	12	is	be	AUX
fbem-31490	37	13	algorithm	algorithm	NOUN
fbem-31490	37	14	-	-	PUNCT
fbem-31490	37	15	driven	drive	VERB
fbem-31490	37	16	and	and	CCONJ
fbem-31490	37	17	interest	interest	NOUN
fbem-31490	37	18	matching	match	VERB
fbem-31490	37	19	as	as	ADP
fbem-31490	37	20	the	the	DET
fbem-31490	37	21	core	core	NOUN
fbem-31490	37	22	,	,	PUNCT
fbem-31490	37	23	through	through	SCONJ
fbem-31490	37	24	fragmented	fragmented	ADJ
fbem-31490	37	25	,	,	PUNCT
fbem-31490	37	26	highfrequency	highfrequency	NOUN
fbem-31490	37	27	information	information	NOUN
fbem-31490	37	28	delivery	delivery	NOUN
fbem-31490	37	29	to	to	PART
fbem-31490	37	30	achieve	achieve	VERB
fbem-31490	37	31	user	user	NOUN
fbem-31490	37	32	attention	attention	NOUN
fbem-31490	37	33	capture	capture	NOUN
fbem-31490	37	34	and	and	CCONJ
fbem-31490	37	35	consumption	consumption	NOUN
fbem-31490	37	36	transformation	transformation	NOUN
fbem-31490	37	37	.	.	PUNCT
fbem-31490	38	1	taking	take	VERB
fbem-31490	38	2	the	the	DET
fbem-31490	38	3	jittery	jittery	ADJ
fbem-31490	38	4	platform	platform	NOUN
fbem-31490	38	5	as	as	ADP
fbem-31490	38	6	an	an	DET
fbem-31490	38	7	example	example	NOUN
fbem-31490	38	8	,	,	PUNCT
fbem-31490	38	9	its	its	PRON
fbem-31490	38	10	content	content	NOUN
fbem-31490	38	11	distribution	distribution	NOUN
fbem-31490	38	12	is	be	AUX
fbem-31490	38	13	based	base	VERB
fbem-31490	38	14	on	on	ADP
fbem-31490	38	15	the	the	DET
fbem-31490	38	16	recommendation	recommendation	NOUN
fbem-31490	38	17	system	system	NOUN
fbem-31490	38	18	constructed	construct	VERB
fbem-31490	38	19	by	by	ADP
fbem-31490	38	20	user	user	NOUN
fbem-31490	38	21	profiles	profile	NOUN
fbem-31490	38	22	,	,	PUNCT
fbem-31490	38	23	and	and	CCONJ
fbem-31490	38	24	through	through	ADP
fbem-31490	38	25	the	the	DET
fbem-31490	38	26	"	"	PUNCT
fbem-31490	38	27	content	content	NOUN
fbem-31490	38	28	vectorization	vectorization	NOUN
fbem-31490	38	29	+	+	CCONJ
fbem-31490	38	30	user	user	NOUN
fbem-31490	38	31	behavioral	behavioral	ADJ
fbem-31490	38	32	similarity	similarity	NOUN
fbem-31490	38	33	"	"	PUNCT
fbem-31490	38	34	model	model	NOUN
fbem-31490	38	35	,	,	PUNCT
fbem-31490	38	36	it	it	PRON
fbem-31490	38	37	dynamically	dynamically	ADV
fbem-31490	38	38	adjusts	adjust	VERB
fbem-31490	38	39	the	the	DET
fbem-31490	38	40	weight	weight	NOUN
fbem-31490	38	41	of	of	ADP
fbem-31490	38	42	content	content	ADJ
fbem-31490	38	43	exposure	exposure	NOUN
fbem-31490	39	1	[	[	X
fbem-31490	39	2	6	6	NUM
fbem-31490	39	3	]	]	PUNCT
fbem-31490	39	4	.	.	PUNCT
fbem-31490	40	1	according	accord	VERB
fbem-31490	40	2	to	to	ADP
fbem-31490	40	3	the	the	DET
fbem-31490	40	4	"	"	PUNCT
fbem-31490	40	5	2024	2024	NUM
fbem-31490	40	6	shake	shake	NOUN
fbem-31490	40	7	ecommerce	ecommerce	NOUN
fbem-31490	40	8	annual	annual	ADJ
fbem-31490	40	9	data	datum	NOUN
fbem-31490	40	10	report	report	NOUN
fbem-31490	40	11	"	"	PUNCT
fbem-31490	40	12	,	,	PUNCT
fbem-31490	40	13	the	the	DET
fbem-31490	40	14	average	average	ADJ
fbem-31490	40	15	conversion	conversion	NOUN
fbem-31490	40	16	rate	rate	NOUN
fbem-31490	40	17	of	of	ADP
fbem-31490	40	18	short	short	ADJ
fbem-31490	40	19	videos	video	NOUN
fbem-31490	40	20	in	in	ADP
fbem-31490	40	21	the	the	DET
fbem-31490	40	22	commodity	commodity	NOUN
fbem-31490	40	23	category	category	NOUN
fbem-31490	40	24	reaches	reach	VERB
fbem-31490	40	25	5.3	5.3	NUM
fbem-31490	40	26	%	%	NOUN
fbem-31490	40	27	,	,	PUNCT
fbem-31490	40	28	of	of	ADP
fbem-31490	40	29	which	which	PRON
fbem-31490	40	30	the	the	DET
fbem-31490	40	31	proportion	proportion	NOUN
fbem-31490	40	32	of	of	ADP
fbem-31490	40	33	videos	video	NOUN
fbem-31490	40	34	within	within	ADP
fbem-31490	40	35	15	15	NUM
fbem-31490	40	36	seconds	second	NOUN
fbem-31490	40	37	is	be	AUX
fbem-31490	40	38	more	more	ADJ
fbem-31490	40	39	than	than	ADP
fbem-31490	40	40	72	72	NUM
fbem-31490	40	41	%	%	NOUN
fbem-31490	40	42	,	,	PUNCT
fbem-31490	40	43	which	which	PRON
fbem-31490	40	44	indicates	indicate	VERB
fbem-31490	40	45	that	that	SCONJ
fbem-31490	40	46	short	short	ADJ
fbem-31490	40	47	-	-	PUNCT
fbem-31490	40	48	duration	duration	NOUN
fbem-31490	40	49	,	,	PUNCT
fbem-31490	40	50	high	high	ADJ
fbem-31490	40	51	-	-	PUNCT
fbem-31490	40	52	density	density	NOUN
fbem-31490	40	53	content	content	NOUN
fbem-31490	40	54	is	be	AUX
fbem-31490	40	55	more	more	ADV
fbem-31490	40	56	efficient	efficient	ADJ
fbem-31490	40	57	for	for	ADP
fbem-31490	40	58	conversion	conversion	NOUN
fbem-31490	40	59	.	.	PUNCT
fbem-31490	41	1	content	content	NOUN
fbem-31490	41	2	strategy	strategy	NOUN
fbem-31490	41	3	usually	usually	ADV
fbem-31490	41	4	combines	combine	VERB
fbem-31490	41	5	contextual	contextual	ADJ
fbem-31490	41	6	narrative	narrative	NOUN
fbem-31490	41	7	,	,	PUNCT
fbem-31490	41	8	label	label	NOUN
fbem-31490	41	9	reinforcement	reinforcement	NOUN
fbem-31490	41	10	and	and	CCONJ
fbem-31490	41	11	visual	visual	ADJ
fbem-31490	41	12	guidance	guidance	NOUN
fbem-31490	41	13	to	to	PART
fbem-31490	41	14	optimize	optimize	VERB
fbem-31490	41	15	the	the	DET
fbem-31490	41	16	user	user	NOUN
fbem-31490	41	17	behavior	behavior	NOUN
fbem-31490	41	18	path	path	NOUN
fbem-31490	41	19	through	through	ADP
fbem-31490	41	20	the	the	DET
fbem-31490	41	21	four	four	NUM
fbem-31490	41	22	-	-	PUNCT
fbem-31490	41	23	stage	stage	NOUN
fbem-31490	41	24	structure	structure	NOUN
fbem-31490	41	25	of	of	ADP
fbem-31490	41	26	"	"	PUNCT
fbem-31490	41	27	attraction	attraction	NOUN
fbem-31490	41	28	-	-	PUNCT
fbem-31490	41	29	retentionguidance	retentionguidance	NOUN
fbem-31490	41	30	-	-	PUNCT
fbem-31490	41	31	action	action	NOUN
fbem-31490	41	32	"	"	PUNCT
fbem-31490	41	33	.	.	PUNCT
fbem-31490	42	1	some	some	DET
fbem-31490	42	2	brands	brand	NOUN
fbem-31490	42	3	have	have	AUX
fbem-31490	42	4	introduced	introduce	VERB
fbem-31490	42	5	a	a	DET
fbem-31490	42	6	/	/	SYM
fbem-31490	42	7	b	b	NOUN
fbem-31490	42	8	testing	testing	NOUN
fbem-31490	42	9	strategies	strategy	NOUN
fbem-31490	42	10	to	to	PART
fbem-31490	42	11	assess	assess	VERB
fbem-31490	42	12	the	the	DET
fbem-31490	42	13	impact	impact	NOUN
fbem-31490	42	14	of	of	ADP
fbem-31490	42	15	title	title	NOUN
fbem-31490	42	16	,	,	PUNCT
fbem-31490	42	17	cover	cover	NOUN
fbem-31490	42	18	and	and	CCONJ
fbem-31490	42	19	script	script	NOUN
fbem-31490	42	20	copy	copy	NOUN
fbem-31490	42	21	on	on	ADP
fbem-31490	42	22	ctr	ctr	PROPN
fbem-31490	42	23	(	(	PUNCT
fbem-31490	42	24	click	click	VERB
fbem-31490	42	25	-	-	PUNCT
fbem-31490	42	26	through	through	ADP
fbem-31490	42	27	rate	rate	NOUN
fbem-31490	42	28	)	)	PUNCT
fbem-31490	42	29	and	and	CCONJ
fbem-31490	42	30	cvr	cvr	NOUN
fbem-31490	42	31	(	(	PUNCT
fbem-31490	42	32	conversion	conversion	NOUN
fbem-31490	42	33	rate	rate	NOUN
fbem-31490	42	34	)	)	PUNCT
fbem-31490	42	35	to	to	PART
fbem-31490	42	36	maximize	maximize	VERB
fbem-31490	42	37	roi	roi	NOUN
fbem-31490	42	38	in	in	ADP
fbem-31490	42	39	multiple	multiple	ADJ
fbem-31490	42	40	rounds	round	NOUN
fbem-31490	42	41	of	of	ADP
fbem-31490	42	42	placement	placement	NOUN
fbem-31490	42	43	.	.	PUNCT
fbem-31490	43	1	figure	figure	NOUN
fbem-31490	43	2	1	1	NUM
fbem-31490	43	3	below	below	ADV
fbem-31490	43	4	shows	show	VERB
fbem-31490	43	5	a	a	DET
fbem-31490	43	6	typical	typical	ADJ
fbem-31490	43	7	short	short	ADJ
fbem-31490	43	8	video	video	NOUN
fbem-31490	43	9	content	content	NOUN
fbem-31490	43	10	marketing	marketing	NOUN
fbem-31490	43	11	funnel	funnel	NOUN
fbem-31490	43	12	model	model	NOUN
fbem-31490	43	13	and	and	CCONJ
fbem-31490	43	14	the	the	DET
fbem-31490	43	15	trend	trend	NOUN
fbem-31490	43	16	of	of	ADP
fbem-31490	43	17	key	key	ADJ
fbem-31490	43	18	indicators	indicator	NOUN
fbem-31490	43	19	.	.	PUNCT
fbem-31490	44	1	figure	figure	VERB
fbem-31490	44	2	1	1	NUM
fbem-31490	44	3	.	.	PUNCT
fbem-31490	45	1	hort	hort	NOUN
fbem-31490	45	2	video	video	NOUN
fbem-31490	45	3	marketing	marketing	NOUN
fbem-31490	45	4	funnel	funnel	NOUN
fbem-31490	45	5	and	and	CCONJ
fbem-31490	45	6	ctr	ctr	PROPN
fbem-31490	45	7	/	/	SYM
fbem-31490	45	8	cvr	cvr	PROPN
fbem-31490	45	9	comparison	comparison	NOUN
fbem-31490	45	10	2.2	2.2	NUM
fbem-31490	45	11	.	.	PUNCT
fbem-31490	46	1	analysis	analysis	NOUN
fbem-31490	46	2	of	of	ADP
fbem-31490	46	3	live	live	ADJ
fbem-31490	46	4	e	e	NOUN
fbem-31490	46	5	-	-	ADJ
fbem-31490	46	6	commerce	commerce	NOUN
fbem-31490	46	7	content	content	NOUN
fbem-31490	46	8	marketing	marketing	NOUN
fbem-31490	46	9	strategy	strategy	NOUN
fbem-31490	46	10	live	live	VERB
fbem-31490	46	11	e	e	PROPN
fbem-31490	46	12	-	-	ADJ
fbem-31490	46	13	commerce	commerce	NOUN
fbem-31490	46	14	content	content	NOUN
fbem-31490	46	15	marketing	marketing	NOUN
fbem-31490	46	16	strategy	strategy	NOUN
fbem-31490	46	17	is	be	AUX
fbem-31490	46	18	centered	center	VERB
fbem-31490	46	19	on	on	ADP
fbem-31490	46	20	"	"	PUNCT
fbem-31490	46	21	strong	strong	ADJ
fbem-31490	46	22	interaction	interaction	NOUN
fbem-31490	46	23	+	+	CCONJ
fbem-31490	46	24	scene	scene	NOUN
fbem-31490	46	25	restoration	restoration	NOUN
fbem-31490	46	26	"	"	PUNCT
fbem-31490	46	27	,	,	PUNCT
fbem-31490	46	28	driving	drive	VERB
fbem-31490	46	29	users	user	NOUN
fbem-31490	46	30	'	'	PART
fbem-31490	46	31	instant	instant	ADJ
fbem-31490	46	32	purchase	purchase	NOUN
fbem-31490	46	33	decisions	decision	NOUN
fbem-31490	46	34	through	through	ADP
fbem-31490	46	35	anchor	anchor	NOUN
fbem-31490	46	36	persona	persona	NOUN
fbem-31490	46	37	,	,	PUNCT
fbem-31490	46	38	real	real	ADJ
fbem-31490	46	39	-	-	PUNCT
fbem-31490	46	40	time	time	NOUN
fbem-31490	46	41	interaction	interaction	NOUN
fbem-31490	46	42	and	and	CCONJ
fbem-31490	46	43	limited	limited	ADJ
fbem-31490	46	44	-	-	PUNCT
fbem-31490	46	45	time	time	NOUN
fbem-31490	46	46	promotions	promotion	NOUN
fbem-31490	46	47	.	.	PUNCT
fbem-31490	47	1	according	accord	VERB
fbem-31490	47	2	to	to	ADP
fbem-31490	47	3	the	the	DET
fbem-31490	47	4	ali	ali	PROPN
fbem-31490	47	5	research	research	PROPN
fbem-31490	47	6	institute	institute	PROPN
fbem-31490	47	7	,	,	PUNCT
fbem-31490	47	8	the	the	DET
fbem-31490	47	9	average	average	ADJ
fbem-31490	47	10	conversion	conversion	NOUN
fbem-31490	47	11	rate	rate	NOUN
fbem-31490	47	12	of	of	ADP
fbem-31490	47	13	taobao	taobao	PROPN
fbem-31490	47	14	live	live	VERB
fbem-31490	47	15	commodities	commodity	NOUN
fbem-31490	47	16	in	in	ADP
fbem-31490	47	17	2024	2024	NUM
fbem-31490	47	18	reached	reach	VERB
fbem-31490	47	19	8.2	8.2	NUM
fbem-31490	47	20	%	%	NOUN
fbem-31490	47	21	,	,	PUNCT
fbem-31490	47	22	much	much	ADV
fbem-31490	47	23	higher	high	ADJ
fbem-31490	47	24	than	than	ADP
fbem-31490	47	25	the	the	DET
fbem-31490	47	26	3.4	3.4	NUM
fbem-31490	47	27	%	%	NOUN
fbem-31490	47	28	of	of	ADP
fbem-31490	47	29	traditional	traditional	ADJ
fbem-31490	47	30	graphic	graphic	ADJ
fbem-31490	47	31	e	e	NOUN
fbem-31490	47	32	-	-	NOUN
fbem-31490	47	33	commerce	commerce	NOUN
fbem-31490	47	34	.	.	PUNCT
fbem-31490	48	1	through	through	ADP
fbem-31490	48	2	carefully	carefully	ADV
fbem-31490	48	3	designed	design	VERB
fbem-31490	48	4	scripts	script	NOUN
fbem-31490	48	5	and	and	CCONJ
fbem-31490	48	6	segmented	segment	VERB
fbem-31490	48	7	rhythm	rhythm	NOUN
fbem-31490	48	8	,	,	PUNCT
fbem-31490	48	9	the	the	DET
fbem-31490	48	10	anchor	anchor	NOUN
fbem-31490	48	11	will	will	AUX
fbem-31490	48	12	divide	divide	VERB
fbem-31490	48	13	the	the	DET
fbem-31490	48	14	content	content	NOUN
fbem-31490	48	15	structure	structure	NOUN
fbem-31490	48	16	into	into	ADP
fbem-31490	48	17	"	"	PUNCT
fbem-31490	48	18	context	context	NOUN
fbem-31490	48	19	introduction	introduction	NOUN
fbem-31490	48	20	product	product	NOUN
fbem-31490	48	21	display	display	NOUN
fbem-31490	48	22	interactive	interactive	ADJ
fbem-31490	48	23	q&a	q&a	PROPN
fbem-31490	48	24	limited	limit	VERB
fbem-31490	48	25	time	time	NOUN
fbem-31490	48	26	order	order	NOUN
fbem-31490	48	27	"	"	PUNCT
fbem-31490	48	28	,	,	PUNCT
fbem-31490	48	29	supplemented	supplement	VERB
fbem-31490	48	30	by	by	ADP
fbem-31490	48	31	pop	pop	NOUN
fbem-31490	48	32	-	-	PUNCT
fbem-31490	48	33	up	up	ADP
fbem-31490	48	34	interaction	interaction	NOUN
fbem-31490	48	35	,	,	PUNCT
fbem-31490	48	36	lucky	lucky	ADJ
fbem-31490	48	37	draws	draw	NOUN
fbem-31490	48	38	,	,	PUNCT
fbem-31490	48	39	coupons	coupon	NOUN
fbem-31490	48	40	issued	issue	VERB
fbem-31490	48	41	and	and	CCONJ
fbem-31490	48	42	other	other	ADJ
fbem-31490	48	43	mechanisms	mechanism	NOUN
fbem-31490	48	44	,	,	PUNCT
fbem-31490	48	45	significantly	significantly	ADV
fbem-31490	48	46	increasing	increase	VERB
fbem-31490	48	47	the	the	DET
fbem-31490	48	48	length	length	NOUN
fbem-31490	48	49	of	of	ADP
fbem-31490	48	50	user	user	NOUN
fbem-31490	48	51	stay	stay	VERB
fbem-31490	48	52	and	and	CCONJ
fbem-31490	48	53	the	the	DET
fbem-31490	48	54	number	number	NOUN
fbem-31490	48	55	of	of	ADP
fbem-31490	48	56	users	user	NOUN
fbem-31490	48	57	.	.	PUNCT
fbem-31490	49	1	this	this	PRON
fbem-31490	49	2	significantly	significantly	ADV
fbem-31490	49	3	improves	improve	VERB
fbem-31490	49	4	the	the	DET
fbem-31490	49	5	length	length	NOUN
fbem-31490	49	6	of	of	ADP
fbem-31490	49	7	stay	stay	NOUN
fbem-31490	49	8	and	and	CCONJ
fbem-31490	49	9	repurchase	repurchase	VERB
fbem-31490	49	10	willingness	willingness	NOUN
fbem-31490	49	11	of	of	ADP
fbem-31490	49	12	users	user	NOUN
fbem-31490	49	13	[	[	X
fbem-31490	49	14	7	7	NUM
fbem-31490	49	15	]	]	PUNCT
fbem-31490	49	16	.	.	PUNCT
fbem-31490	50	1	the	the	DET
fbem-31490	50	2	platform	platform	NOUN
fbem-31490	50	3	adopts	adopt	VERB
fbem-31490	50	4	a	a	DET
fbem-31490	50	5	multi	multi	ADJ
fbem-31490	50	6	-	-	ADJ
fbem-31490	50	7	dimensional	dimensional	ADJ
fbem-31490	50	8	scoring	scoring	NOUN
fbem-31490	50	9	system	system	NOUN
fbem-31490	50	10	(	(	PUNCT
fbem-31490	50	11	e.g.	e.g.	ADV
fbem-31490	50	12	,	,	PUNCT
fbem-31490	50	13	exposure	exposure	NOUN
fbem-31490	50	14	e	e	NOUN
fbem-31490	50	15	,	,	PUNCT
fbem-31490	50	16	interaction	interaction	NOUN
fbem-31490	50	17	rate	rate	NOUN
fbem-31490	50	18	i	i	PROPN
fbem-31490	50	19	,	,	PUNCT
fbem-31490	50	20	turnover	turnover	NOUN
fbem-31490	50	21	t	t	PROPN
fbem-31490	50	22	)	)	PUNCT
fbem-31490	50	23	,	,	PUNCT
fbem-31490	50	24	and	and	CCONJ
fbem-31490	50	25	its	its	PRON
fbem-31490	50	26	comprehensive	comprehensive	ADJ
fbem-31490	50	27	content	content	NOUN
fbem-31490	50	28	score	score	NOUN
fbem-31490	50	29	can	can	AUX
fbem-31490	50	30	be	be	AUX
fbem-31490	50	31	expressed	express	VERB
fbem-31490	50	32	as	as	ADP
fbem-31490	50	33	:	:	PUNCT
fbem-31490	50	34	s	s	PART
fbem-31490	50	35	e	e	X
fbem-31490	50	36	i	i	NOUN
fbem-31490	50	37	t	t	PROPN
fbem-31490	50	38			PROPN
fbem-31490	50	39	=	=	NOUN
fbem-31490	51	1	+	+	X
fbem-31490	51	2	+	+	CCONJ
fbem-31490	51	3	(	(	PUNCT
fbem-31490	51	4	1	1	X
fbem-31490	51	5	)	)	PUNCT
fbem-31490	51	6	where	where	SCONJ
fbem-31490	51	7	the	the	DET
fbem-31490	51	8	weighting	weighting	NOUN
fbem-31490	51	9	factor	factor	NOUN
fbem-31490	51	10	,	,	PUNCT
fbem-31490	51	11	,	,	PUNCT
fbem-31490	51	12			PROPN
fbem-31490	51	13			PROPN
fbem-31490	51	14			PROPN
fbem-31490	51	15	is	be	AUX
fbem-31490	51	16	dynamically	dynamically	ADV
fbem-31490	51	17	adjusted	adjust	VERB
fbem-31490	51	18	based	base	VERB
fbem-31490	51	19	on	on	ADP
fbem-31490	51	20	the	the	DET
fbem-31490	51	21	category	category	NOUN
fbem-31490	51	22	and	and	CCONJ
fbem-31490	51	23	marketing	marketing	NOUN
fbem-31490	51	24	objectives	objective	NOUN
fbem-31490	51	25	.	.	PUNCT
fbem-31490	52	1	at	at	ADP
fbem-31490	52	2	the	the	DET
fbem-31490	52	3	content	content	NOUN
fbem-31490	52	4	design	design	NOUN
fbem-31490	52	5	level	level	NOUN
fbem-31490	52	6	,	,	PUNCT
fbem-31490	52	7	head	head	NOUN
fbem-31490	52	8	anchors	anchor	NOUN
fbem-31490	52	9	emphasize	emphasize	VERB
fbem-31490	52	10	visual	visual	ADJ
fbem-31490	52	11	performance	performance	NOUN
fbem-31490	52	12	and	and	CCONJ
fbem-31490	52	13	script	script	NOUN
fbem-31490	52	14	control	control	NOUN
fbem-31490	52	15	,	,	PUNCT
fbem-31490	52	16	while	while	SCONJ
fbem-31490	52	17	mid	mid	ADJ
fbem-31490	52	18	-	-	ADJ
fbem-31490	52	19	waist	waist	ADJ
fbem-31490	52	20	accounts	account	NOUN
fbem-31490	52	21	rely	rely	VERB
fbem-31490	52	22	on	on	ADP
fbem-31490	52	23	category	category	NOUN
fbem-31490	52	24	trust	trust	NOUN
fbem-31490	52	25	and	and	CCONJ
fbem-31490	52	26	accurate	accurate	ADJ
fbem-31490	52	27	reach	reach	NOUN
fbem-31490	52	28	.	.	PUNCT
fbem-31490	53	1	2.3	2.3	NUM
fbem-31490	53	2	.	.	PUNCT
fbem-31490	54	1	case	case	NOUN
fbem-31490	54	2	study	study	NOUN
fbem-31490	54	3	of	of	ADP
fbem-31490	54	4	typical	typical	ADJ
fbem-31490	54	5	platforms	platform	NOUN
fbem-31490	54	6	jitterbug	jitterbug	ADJ
fbem-31490	54	7	relies	rely	VERB
fbem-31490	54	8	on	on	ADP
fbem-31490	54	9	strong	strong	ADJ
fbem-31490	54	10	algorithmic	algorithmic	ADJ
fbem-31490	54	11	recommendation	recommendation	NOUN
fbem-31490	54	12	to	to	PART
fbem-31490	54	13	realize	realize	VERB
fbem-31490	54	14	the	the	DET
fbem-31490	54	15	closed	close	VERB
fbem-31490	54	16	-	-	PUNCT
fbem-31490	54	17	loop	loop	NOUN
fbem-31490	54	18	marketing	marketing	NOUN
fbem-31490	54	19	of	of	ADP
fbem-31490	54	20	"	"	PUNCT
fbem-31490	54	21	short	short	ADJ
fbem-31490	54	22	content	content	NOUN
fbem-31490	54	23	+	+	CCONJ
fbem-31490	54	24	strong	strong	ADJ
fbem-31490	54	25	transformation	transformation	NOUN
fbem-31490	54	26	"	"	PUNCT
fbem-31490	54	27	,	,	PUNCT
fbem-31490	54	28	with	with	ADP
fbem-31490	54	29	a	a	DET
fbem-31490	54	30	click	click	NOUN
fbem-31490	54	31	rate	rate	NOUN
fbem-31490	54	32	of	of	ADP
fbem-31490	54	33	9.2	9.2	NUM
fbem-31490	54	34	%	%	NOUN
fbem-31490	54	35	,	,	PUNCT
fbem-31490	54	36	suitable	suitable	ADJ
fbem-31490	54	37	for	for	ADP
fbem-31490	54	38	instant	instant	ADJ
fbem-31490	54	39	decision	decision	NOUN
fbem-31490	54	40	-	-	PUNCT
fbem-31490	54	41	making	make	VERB
fbem-31490	54	42	consumption	consumption	NOUN
fbem-31490	54	43	;	;	PUNCT
fbem-31490	54	44	shutterbug	shutterbug	PROPN
fbem-31490	54	45	focuses	focus	VERB
fbem-31490	54	46	on	on	ADP
fbem-31490	54	47	the	the	DET
fbem-31490	54	48	construction	construction	NOUN
fbem-31490	54	49	of	of	ADP
fbem-31490	54	50	trust	trust	NOUN
fbem-31490	54	51	in	in	ADP
fbem-31490	54	52	the	the	DET
fbem-31490	54	53	private	private	ADJ
fbem-31490	54	54	domain	domain	NOUN
fbem-31490	54	55	,	,	PUNCT
fbem-31490	54	56	emphasizes	emphasize	VERB
fbem-31490	54	57	the	the	DET
fbem-31490	54	58	long	long	ADJ
fbem-31490	54	59	-	-	PUNCT
fbem-31490	54	60	term	term	NOUN
fbem-31490	54	61	interactive	interactive	ADJ
fbem-31490	54	62	relationship	relationship	NOUN
fbem-31490	54	63	between	between	ADP
fbem-31490	54	64	anchors	anchor	NOUN
fbem-31490	54	65	and	and	CCONJ
fbem-31490	54	66	fans	fan	NOUN
fbem-31490	54	67	,	,	PUNCT
fbem-31490	54	68	and	and	CCONJ
fbem-31490	54	69	the	the	DET
fbem-31490	54	70	repurchase	repurchase	NOUN
fbem-31490	54	71	rate	rate	NOUN
fbem-31490	54	72	is	be	AUX
fbem-31490	54	73	as	as	ADV
fbem-31490	54	74	high	high	ADJ
fbem-31490	54	75	as	as	ADP
fbem-31490	54	76	27	27	NUM
fbem-31490	54	77	%	%	NOUN
fbem-31490	54	78	;	;	PUNCT
fbem-31490	54	79	taobao	taobao	PROPN
fbem-31490	54	80	live	live	VERB
fbem-31490	54	81	focuses	focus	VERB
fbem-31490	54	82	on	on	ADP
fbem-31490	54	83	professional	professional	ADJ
fbem-31490	54	84	shopping	shopping	NOUN
fbem-31490	54	85	guide	guide	NOUN
fbem-31490	54	86	,	,	PUNCT
fbem-31490	54	87	and	and	CCONJ
fbem-31490	54	88	drives	drive	VERB
fbem-31490	54	89	the	the	DET
fbem-31490	54	90	transaction	transaction	NOUN
fbem-31490	54	91	through	through	ADP
fbem-31490	54	92	high	high	ADJ
fbem-31490	54	93	-	-	PUNCT
fbem-31490	54	94	quality	quality	NOUN
fbem-31490	54	95	product	product	NOUN
fbem-31490	54	96	selection	selection	NOUN
fbem-31490	54	97	and	and	CCONJ
fbem-31490	54	98	scenario	scenario	NOUN
fbem-31490	54	99	-	-	PUNCT
fbem-31490	54	100	based	base	VERB
fbem-31490	54	101	scripting	scripting	NOUN
fbem-31490	54	102	,	,	PUNCT
fbem-31490	54	103	with	with	ADP
fbem-31490	54	104	an	an	DET
fbem-31490	54	105	average	average	ADJ
fbem-31490	54	106	customer	customer	NOUN
fbem-31490	54	107	satisfaction	satisfaction	NOUN
fbem-31490	54	108	rate	rate	NOUN
fbem-31490	54	109	of	of	ADP
fbem-31490	54	110	27	27	NUM
fbem-31490	54	111	%	%	NOUN
fbem-31490	54	112	.	.	PUNCT
fbem-31490	55	1	taobao	taobao	PROPN
fbem-31490	55	2	live	live	VERB
fbem-31490	55	3	focuses	focus	VERB
fbem-31490	55	4	on	on	ADP
fbem-31490	55	5	professional	professional	ADJ
fbem-31490	55	6	shopping	shopping	NOUN
fbem-31490	55	7	guide	guide	NOUN
fbem-31490	55	8	,	,	PUNCT
fbem-31490	55	9	through	through	ADP
fbem-31490	55	10	high	high	ADJ
fbem-31490	55	11	-	-	PUNCT
fbem-31490	55	12	quality	quality	NOUN
fbem-31490	55	13	selection	selection	NOUN
fbem-31490	55	14	and	and	CCONJ
fbem-31490	55	15	scene	scene	NOUN
fbem-31490	55	16	script	script	NOUN
fbem-31490	55	17	to	to	PART
fbem-31490	55	18	drive	drive	VERB
fbem-31490	55	19	the	the	DET
fbem-31490	55	20	transaction	transaction	NOUN
fbem-31490	55	21	,	,	PUNCT
fbem-31490	55	22	the	the	DET
fbem-31490	55	23	average	average	ADJ
fbem-31490	55	24	unit	unit	NOUN
fbem-31490	55	25	price	price	NOUN
fbem-31490	55	26	is	be	AUX
fbem-31490	55	27	ahead	ahead	ADV
fbem-31490	55	28	of	of	ADP
fbem-31490	55	29	other	other	ADJ
fbem-31490	55	30	platforms	platform	NOUN
fbem-31490	55	31	;	;	PUNCT
fbem-31490	55	32	xiaohongshu	xiaohongshu	NOUN
fbem-31490	55	33	to	to	ADP
fbem-31490	55	34	grass	grass	NOUN
fbem-31490	55	35	content	content	NOUN
fbem-31490	55	36	as	as	ADP
fbem-31490	55	37	the	the	DET
fbem-31490	55	38	core	core	NOUN
fbem-31490	55	39	,	,	PUNCT
fbem-31490	55	40	emphasizing	emphasize	VERB
fbem-31490	55	41	the	the	DET
fbem-31490	55	42	user	user	NOUN
fbem-31490	55	43	's	's	PART
fbem-31490	55	44	real	real	ADJ
fbem-31490	55	45	experience	experience	NOUN
fbem-31490	55	46	and	and	CCONJ
fbem-31490	55	47	community	community	NOUN
fbem-31490	55	48	44	44	NUM
fbem-31490	55	49	dissemination	dissemination	NOUN
fbem-31490	55	50	,	,	PUNCT
fbem-31490	55	51	the	the	DET
fbem-31490	55	52	average	average	ADJ
fbem-31490	55	53	interaction	interaction	NOUN
fbem-31490	55	54	rate	rate	NOUN
fbem-31490	55	55	of	of	ADP
fbem-31490	55	56	its	its	PRON
fbem-31490	55	57	notes	note	NOUN
fbem-31490	55	58	reaches	reach	VERB
fbem-31490	55	59	5.6	5.6	NUM
fbem-31490	55	60	%	%	NOUN
fbem-31490	55	61	,	,	PUNCT
fbem-31490	55	62	outstanding	outstanding	ADJ
fbem-31490	55	63	performance	performance	NOUN
fbem-31490	55	64	in	in	ADP
fbem-31490	55	65	brand	brand	NOUN
fbem-31490	55	66	awareness	awareness	NOUN
fbem-31490	55	67	and	and	CCONJ
fbem-31490	55	68	high	high	ADJ
fbem-31490	55	69	customer	customer	NOUN
fbem-31490	55	70	single	single	ADJ
fbem-31490	55	71	product	product	NOUN
fbem-31490	55	72	guidance	guidance	NOUN
fbem-31490	55	73	.	.	PUNCT
fbem-31490	56	1	the	the	DET
fbem-31490	56	2	strategies	strategy	NOUN
fbem-31490	56	3	of	of	ADP
fbem-31490	56	4	the	the	DET
fbem-31490	56	5	four	four	NUM
fbem-31490	56	6	platforms	platform	NOUN
fbem-31490	56	7	are	be	AUX
fbem-31490	56	8	different	different	ADJ
fbem-31490	56	9	,	,	PUNCT
fbem-31490	56	10	applicable	applicable	ADJ
fbem-31490	56	11	to	to	ADP
fbem-31490	56	12	different	different	ADJ
fbem-31490	56	13	brand	brand	NOUN
fbem-31490	56	14	demands	demand	NOUN
fbem-31490	56	15	and	and	CCONJ
fbem-31490	56	16	user	user	NOUN
fbem-31490	56	17	structures	structure	NOUN
fbem-31490	56	18	.	.	PUNCT
fbem-31490	57	1	3	3	X
fbem-31490	57	2	.	.	X
fbem-31490	57	3	content	content	NOUN
fbem-31490	57	4	marketing	marketing	NOUN
fbem-31490	57	5	strategy	strategy	NOUN
fbem-31490	57	6	model	model	NOUN
fbem-31490	57	7	3.1	3.1	NUM
fbem-31490	57	8	.	.	PUNCT
fbem-31490	57	9	scenario	scenario	NOUN
fbem-31490	57	10	-	-	PUNCT
fbem-31490	57	11	based	base	VERB
fbem-31490	57	12	content	content	NOUN
fbem-31490	57	13	construction	construction	NOUN
fbem-31490	57	14	scenario	scenario	NOUN
fbem-31490	57	15	-	-	PUNCT
fbem-31490	57	16	based	base	VERB
fbem-31490	57	17	content	content	NOUN
fbem-31490	57	18	construction	construction	NOUN
fbem-31490	57	19	is	be	AUX
fbem-31490	57	20	a	a	DET
fbem-31490	57	21	key	key	ADJ
fbem-31490	57	22	strategy	strategy	NOUN
fbem-31490	57	23	for	for	ADP
fbem-31490	57	24	short	short	ADJ
fbem-31490	57	25	video	video	NOUN
fbem-31490	57	26	and	and	CCONJ
fbem-31490	57	27	live	live	ADJ
fbem-31490	57	28	e	e	PROPN
fbem-31490	57	29	-	-	ADJ
fbem-31490	57	30	commerce	commerce	NOUN
fbem-31490	57	31	content	content	NOUN
fbem-31490	57	32	design	design	NOUN
fbem-31490	57	33	by	by	ADP
fbem-31490	57	34	restoring	restore	VERB
fbem-31490	57	35	real	real	ADJ
fbem-31490	57	36	or	or	CCONJ
fbem-31490	57	37	simulated	simulated	ADJ
fbem-31490	57	38	usage	usage	NOUN
fbem-31490	57	39	scenarios	scenario	NOUN
fbem-31490	57	40	to	to	PART
fbem-31490	57	41	enhance	enhance	VERB
fbem-31490	57	42	users	user	NOUN
fbem-31490	57	43	'	'	PART
fbem-31490	57	44	sense	sense	NOUN
fbem-31490	57	45	of	of	ADP
fbem-31490	57	46	immersion	immersion	NOUN
fbem-31490	57	47	and	and	CCONJ
fbem-31490	57	48	purchase	purchase	NOUN
fbem-31490	57	49	motivation	motivation	NOUN
fbem-31490	57	50	.	.	PUNCT
fbem-31490	58	1	in	in	ADP
fbem-31490	58	2	short	short	ADJ
fbem-31490	58	3	videos	video	NOUN
fbem-31490	58	4	,	,	PUNCT
fbem-31490	58	5	product	product	NOUN
fbem-31490	58	6	information	information	NOUN
fbem-31490	58	7	is	be	AUX
fbem-31490	58	8	often	often	ADV
fbem-31490	58	9	embedded	embed	VERB
fbem-31490	58	10	in	in	ADP
fbem-31490	58	11	specific	specific	ADJ
fbem-31490	58	12	scenarios	scenario	NOUN
fbem-31490	58	13	such	such	ADJ
fbem-31490	58	14	as	as	ADP
fbem-31490	58	15	life	life	NOUN
fbem-31490	58	16	clips	clip	NOUN
fbem-31490	58	17	,	,	PUNCT
fbem-31490	58	18	workplace	workplace	ADJ
fbem-31490	58	19	environments	environment	NOUN
fbem-31490	58	20	,	,	PUNCT
fbem-31490	58	21	outdoor	outdoor	ADJ
fbem-31490	58	22	applications	application	NOUN
fbem-31490	58	23	,	,	PUNCT
fbem-31490	58	24	etc	etc	X
fbem-31490	58	25	.	.	X
fbem-31490	58	26	,	,	PUNCT
fbem-31490	58	27	to	to	PART
fbem-31490	58	28	enhance	enhance	VERB
fbem-31490	58	29	the	the	DET
fbem-31490	58	30	relevance	relevance	NOUN
fbem-31490	58	31	of	of	ADP
fbem-31490	58	32	the	the	DET
fbem-31490	58	33	content	content	NOUN
fbem-31490	58	34	;	;	PUNCT
fbem-31490	58	35	in	in	ADP
fbem-31490	58	36	live	live	ADJ
fbem-31490	58	37	broadcasts	broadcast	NOUN
fbem-31490	58	38	,	,	PUNCT
fbem-31490	58	39	product	product	NOUN
fbem-31490	58	40	utility	utility	NOUN
fbem-31490	58	41	awareness	awareness	NOUN
fbem-31490	58	42	is	be	AUX
fbem-31490	58	43	strengthened	strengthen	VERB
fbem-31490	58	44	through	through	ADP
fbem-31490	58	45	scenery	scenery	NOUN
fbem-31490	58	46	,	,	PUNCT
fbem-31490	58	47	role	role	NOUN
fbem-31490	58	48	-	-	PUNCT
fbem-31490	58	49	playing	playing	NOUN
fbem-31490	58	50	and	and	CCONJ
fbem-31490	58	51	demonstrations	demonstration	NOUN
fbem-31490	58	52	of	of	ADP
fbem-31490	58	53	use	use	NOUN
fbem-31490	58	54	[	[	X
fbem-31490	58	55	8	8	NUM
fbem-31490	58	56	]	]	PUNCT
fbem-31490	58	57	.	.	PUNCT
fbem-31490	59	1	platforms	platform	NOUN
fbem-31490	59	2	usually	usually	ADV
fbem-31490	59	3	adopt	adopt	VERB
fbem-31490	59	4	the	the	DET
fbem-31490	59	5	scene	scene	NOUN
fbem-31490	59	6	matching	matching	NOUN
fbem-31490	59	7	degree	degree	NOUN
fbem-31490	59	8	model	model	NOUN
fbem-31490	59	9	to	to	PART
fbem-31490	59	10	measure	measure	VERB
fbem-31490	59	11	the	the	DET
fbem-31490	59	12	degree	degree	NOUN
fbem-31490	59	13	of	of	ADP
fbem-31490	59	14	fit	fit	NOUN
fbem-31490	59	15	between	between	ADP
fbem-31490	59	16	content	content	NOUN
fbem-31490	59	17	and	and	CCONJ
fbem-31490	59	18	user	user	NOUN
fbem-31490	59	19	interests	interest	NOUN
fbem-31490	59	20	,	,	PUNCT
fbem-31490	59	21	expressed	express	VERB
fbem-31490	59	22	as	as	ADP
fbem-31490	59	23	:	:	PUNCT
fbem-31490	59	24	1	1	NUM
fbem-31490	59	25	1	1	NUM
fbem-31490	59	26	n	n	NOUN
fbem-31490	59	27	i	i	PRON
fbem-31490	59	28	ii	ii	PROPN
fbem-31490	59	29	n	n	NOUN
fbem-31490	59	30	ii	ii	PROPN
fbem-31490	59	31	w	w	PROPN
fbem-31490	59	32	s	s	PROPN
fbem-31490	59	33	m	m	PROPN
fbem-31490	59	34	w	w	NOUN
fbem-31490	59	35	=	=	SYM
fbem-31490	59	36	=	=	SYM
fbem-31490	59	37			PROPN
fbem-31490	59	38	=	=	SYM
fbem-31490	59	39			X
fbem-31490	59	40			X
fbem-31490	59	41	(	(	PUNCT
fbem-31490	59	42	2	2	X
fbem-31490	59	43	)	)	PUNCT
fbem-31490	59	44	where	where	SCONJ
fbem-31490	59	45	is	be	AUX
fbem-31490	59	46	is	be	AUX
fbem-31490	59	47	the	the	DET
fbem-31490	59	48	similarity	similarity	NOUN
fbem-31490	59	49	between	between	ADP
fbem-31490	59	50	content	content	NOUN
fbem-31490	59	51	labels	label	NOUN
fbem-31490	59	52	and	and	CCONJ
fbem-31490	59	53	user	user	NOUN
fbem-31490	59	54	interest	interest	NOUN
fbem-31490	59	55	labels	label	NOUN
fbem-31490	59	56	,	,	PUNCT
fbem-31490	59	57	iw	iw	PROPN
fbem-31490	59	58	is	be	AUX
fbem-31490	59	59	the	the	DET
fbem-31490	59	60	weight	weight	NOUN
fbem-31490	59	61	of	of	ADP
fbem-31490	59	62	each	each	DET
fbem-31490	59	63	label	label	NOUN
fbem-31490	59	64	,	,	PUNCT
fbem-31490	59	65	and	and	CCONJ
fbem-31490	59	66	m	m	PROPN
fbem-31490	59	67	is	be	AUX
fbem-31490	59	68	the	the	DET
fbem-31490	59	69	overall	overall	ADJ
fbem-31490	59	70	matching	matching	NOUN
fbem-31490	59	71	degree	degree	NOUN
fbem-31490	59	72	.	.	PUNCT
fbem-31490	60	1	the	the	DET
fbem-31490	60	2	high	high	ADJ
fbem-31490	60	3	matching	matching	NOUN
fbem-31490	60	4	degree	degree	NOUN
fbem-31490	60	5	scenario	scenario	NOUN
fbem-31490	60	6	not	not	PART
fbem-31490	60	7	only	only	ADV
fbem-31490	60	8	improves	improve	VERB
fbem-31490	60	9	the	the	DET
fbem-31490	60	10	click	click	VERB
fbem-31490	60	11	-	-	PUNCT
fbem-31490	60	12	through	through	ADP
fbem-31490	60	13	rate	rate	NOUN
fbem-31490	60	14	(	(	PUNCT
fbem-31490	60	15	ctr	ctr	PROPN
fbem-31490	60	16	)	)	PUNCT
fbem-31490	60	17	,	,	PUNCT
fbem-31490	60	18	but	but	CCONJ
fbem-31490	60	19	also	also	ADV
fbem-31490	60	20	increases	increase	VERB
fbem-31490	60	21	the	the	DET
fbem-31490	60	22	average	average	ADJ
fbem-31490	60	23	page	page	NOUN
fbem-31490	60	24	dwell	dwell	NOUN
fbem-31490	60	25	time	time	NOUN
fbem-31490	60	26	and	and	CCONJ
fbem-31490	60	27	user	user	NOUN
fbem-31490	60	28	interaction	interaction	NOUN
fbem-31490	60	29	frequency	frequency	NOUN
fbem-31490	60	30	,	,	PUNCT
fbem-31490	60	31	which	which	PRON
fbem-31490	60	32	is	be	AUX
fbem-31490	60	33	a	a	DET
fbem-31490	60	34	key	key	ADJ
fbem-31490	60	35	path	path	NOUN
fbem-31490	60	36	to	to	PART
fbem-31490	60	37	realize	realize	VERB
fbem-31490	60	38	the	the	DET
fbem-31490	60	39	integration	integration	NOUN
fbem-31490	60	40	of	of	ADP
fbem-31490	60	41	precision	precision	NOUN
fbem-31490	60	42	marketing	marketing	NOUN
fbem-31490	60	43	and	and	CCONJ
fbem-31490	60	44	content	content	NOUN
fbem-31490	60	45	immersion	immersion	NOUN
fbem-31490	60	46	experience	experience	NOUN
fbem-31490	60	47	.	.	PUNCT
fbem-31490	61	1	3.2	3.2	NUM
fbem-31490	61	2	.	.	PUNCT
fbem-31490	61	3	kol	kol	PROPN
fbem-31490	61	4	/	/	SYM
fbem-31490	61	5	koc	koc	PROPN
fbem-31490	61	6	cooperation	cooperation	NOUN
fbem-31490	61	7	mechanism	mechanism	NOUN
fbem-31490	61	8	kol	kol	PROPN
fbem-31490	61	9	/	/	SYM
fbem-31490	61	10	koc	koc	PROPN
fbem-31490	61	11	cooperation	cooperation	NOUN
fbem-31490	61	12	mechanism	mechanism	NOUN
fbem-31490	61	13	builds	build	VERB
fbem-31490	61	14	an	an	DET
fbem-31490	61	15	efficient	efficient	ADJ
fbem-31490	61	16	content	content	NOUN
fbem-31490	61	17	dissemination	dissemination	NOUN
fbem-31490	61	18	network	network	NOUN
fbem-31490	61	19	through	through	ADP
fbem-31490	61	20	influence	influence	NOUN
fbem-31490	61	21	stratification	stratification	NOUN
fbem-31490	61	22	and	and	CCONJ
fbem-31490	61	23	role	role	NOUN
fbem-31490	61	24	differentiation	differentiation	NOUN
fbem-31490	61	25	:	:	PUNCT
fbem-31490	61	26	kol	kol	PROPN
fbem-31490	61	27	(	(	PUNCT
fbem-31490	61	28	key	key	ADJ
fbem-31490	61	29	opinion	opinion	NOUN
fbem-31490	61	30	leader	leader	NOUN
fbem-31490	61	31	)	)	PUNCT
fbem-31490	61	32	is	be	AUX
fbem-31490	61	33	suitable	suitable	ADJ
fbem-31490	61	34	for	for	ADP
fbem-31490	61	35	building	build	VERB
fbem-31490	61	36	sound	sound	ADJ
fbem-31490	61	37	volume	volume	NOUN
fbem-31490	61	38	and	and	CCONJ
fbem-31490	61	39	guiding	guiding	NOUN
fbem-31490	61	40	cognition	cognition	NOUN
fbem-31490	61	41	as	as	SCONJ
fbem-31490	61	42	it	it	PRON
fbem-31490	61	43	has	have	VERB
fbem-31490	61	44	extensive	extensive	ADJ
fbem-31490	61	45	exposure	exposure	NOUN
fbem-31490	61	46	and	and	CCONJ
fbem-31490	61	47	brand	brand	NOUN
fbem-31490	61	48	endorsement	endorsement	NOUN
fbem-31490	61	49	;	;	PUNCT
fbem-31490	61	50	koc	koc	PROPN
fbem-31490	61	51	(	(	PUNCT
fbem-31490	61	52	key	key	ADJ
fbem-31490	61	53	consumer	consumer	NOUN
fbem-31490	61	54	)	)	PUNCT
fbem-31490	61	55	is	be	AUX
fbem-31490	61	56	suitable	suitable	ADJ
fbem-31490	61	57	for	for	ADP
fbem-31490	61	58	reaching	reach	VERB
fbem-31490	61	59	market	market	NOUN
fbem-31490	61	60	segments	segment	NOUN
fbem-31490	61	61	as	as	SCONJ
fbem-31490	61	62	it	it	PRON
fbem-31490	61	63	drives	drive	VERB
fbem-31490	61	64	conversions	conversion	NOUN
fbem-31490	61	65	with	with	ADP
fbem-31490	61	66	real	real	ADJ
fbem-31490	61	67	usage	usage	NOUN
fbem-31490	61	68	experience	experience	NOUN
fbem-31490	61	69	and	and	CCONJ
fbem-31490	61	70	high	high	ADJ
fbem-31490	61	71	trust	trust	NOUN
fbem-31490	61	72	.	.	PUNCT
fbem-31490	62	1	brands	brand	NOUN
fbem-31490	62	2	often	often	ADV
fbem-31490	62	3	adopt	adopt	VERB
fbem-31490	62	4	the	the	DET
fbem-31490	62	5	combination	combination	NOUN
fbem-31490	62	6	strategy	strategy	NOUN
fbem-31490	62	7	of	of	ADP
fbem-31490	62	8	"	"	PUNCT
fbem-31490	62	9	head	head	NOUN
fbem-31490	62	10	kol	kol	PROPN
fbem-31490	62	11	momentum	momentum	NOUN
fbem-31490	62	12	+	+	CCONJ
fbem-31490	62	13	waist	waist	NOUN
fbem-31490	62	14	koc	koc	PROPN
fbem-31490	62	15	guidance	guidance	NOUN
fbem-31490	62	16	+	+	CCONJ
fbem-31490	62	17	vegetarian	vegetarian	NOUN
fbem-31490	62	18	diffusion	diffusion	NOUN
fbem-31490	62	19	"	"	PUNCT
fbem-31490	62	20	to	to	PART
fbem-31490	62	21	realize	realize	VERB
fbem-31490	62	22	the	the	DET
fbem-31490	62	23	multi	multi	ADJ
fbem-31490	62	24	-	-	ADJ
fbem-31490	62	25	stage	stage	ADJ
fbem-31490	62	26	influence	influence	NOUN
fbem-31490	62	27	path	path	NOUN
fbem-31490	62	28	from	from	ADP
fbem-31490	62	29	awareness	awareness	NOUN
fbem-31490	62	30	to	to	ADP
fbem-31490	62	31	conversion	conversion	NOUN
fbem-31490	62	32	[	[	X
fbem-31490	62	33	9	9	NUM
fbem-31490	62	34	]	]	PUNCT
fbem-31490	62	35	.	.	PUNCT
fbem-31490	63	1	the	the	DET
fbem-31490	63	2	platform	platform	NOUN
fbem-31490	63	3	evaluates	evaluate	VERB
fbem-31490	63	4	the	the	DET
fbem-31490	63	5	roi	roi	NOUN
fbem-31490	63	6	of	of	ADP
fbem-31490	63	7	the	the	DET
fbem-31490	63	8	cooperation	cooperation	NOUN
fbem-31490	63	9	based	base	VERB
fbem-31490	63	10	on	on	ADP
fbem-31490	63	11	the	the	DET
fbem-31490	63	12	communication	communication	NOUN
fbem-31490	63	13	effect	effect	NOUN
fbem-31490	63	14	and	and	CCONJ
fbem-31490	63	15	optimizes	optimize	VERB
fbem-31490	63	16	the	the	DET
fbem-31490	63	17	placement	placement	NOUN
fbem-31490	63	18	structure	structure	NOUN
fbem-31490	63	19	(	(	PUNCT
fbem-31490	63	20	see	see	VERB
fbem-31490	63	21	figure	figure	NOUN
fbem-31490	63	22	2	2	NUM
fbem-31490	63	23	)	)	PUNCT
fbem-31490	63	24	.	.	PUNCT
fbem-31490	64	1	figure	figure	NOUN
fbem-31490	64	2	2	2	NUM
fbem-31490	64	3	.	.	PUNCT
fbem-31490	64	4	livestream	livestream	PROPN
fbem-31490	64	5	content	content	PROPN
fbem-31490	64	6	structure	structure	NOUN
fbem-31490	64	7	and	and	CCONJ
fbem-31490	64	8	conversion	conversion	NOUN
fbem-31490	64	9	flow	flow	NOUN
fbem-31490	64	10	3.3	3.3	NUM
fbem-31490	64	11	.	.	PUNCT
fbem-31490	65	1	real	real	ADJ
fbem-31490	65	2	-	-	PUNCT
fbem-31490	65	3	time	time	NOUN
fbem-31490	65	4	interactive	interactive	ADJ
fbem-31490	65	5	content	content	NOUN
fbem-31490	65	6	design	design	VERB
fbem-31490	65	7	the	the	DET
fbem-31490	65	8	design	design	NOUN
fbem-31490	65	9	of	of	ADP
fbem-31490	65	10	real	real	ADJ
fbem-31490	65	11	-	-	PUNCT
fbem-31490	65	12	time	time	NOUN
fbem-31490	65	13	interactive	interactive	ADJ
fbem-31490	65	14	content	content	NOUN
fbem-31490	65	15	is	be	AUX
fbem-31490	65	16	a	a	DET
fbem-31490	65	17	key	key	ADJ
fbem-31490	65	18	link	link	NOUN
fbem-31490	65	19	to	to	PART
fbem-31490	65	20	improve	improve	VERB
fbem-31490	65	21	the	the	DET
fbem-31490	65	22	participation	participation	NOUN
fbem-31490	65	23	and	and	CCONJ
fbem-31490	65	24	conversion	conversion	NOUN
fbem-31490	65	25	rate	rate	NOUN
fbem-31490	65	26	of	of	ADP
fbem-31490	65	27	live	live	ADJ
fbem-31490	65	28	users	user	NOUN
fbem-31490	65	29	,	,	PUNCT
fbem-31490	65	30	usually	usually	ADV
fbem-31490	65	31	centered	center	VERB
fbem-31490	65	32	on	on	ADP
fbem-31490	65	33	the	the	DET
fbem-31490	65	34	"	"	PUNCT
fbem-31490	65	35	frequency	frequency	NOUN
fbem-31490	65	36	of	of	ADP
fbem-31490	65	37	interaction	interaction	NOUN
fbem-31490	65	38	,	,	PUNCT
fbem-31490	65	39	interaction	interaction	NOUN
fbem-31490	65	40	and	and	CCONJ
fbem-31490	65	41	feedback	feedback	NOUN
fbem-31490	65	42	mechanism	mechanism	NOUN
fbem-31490	65	43	"	"	PUNCT
fbem-31490	65	44	to	to	PART
fbem-31490	65	45	carry	carry	VERB
fbem-31490	65	46	out	out	ADP
fbem-31490	65	47	a	a	DET
fbem-31490	65	48	systematic	systematic	ADJ
fbem-31490	65	49	layout	layout	NOUN
fbem-31490	65	50	.	.	PUNCT
fbem-31490	66	1	the	the	DET
fbem-31490	66	2	design	design	NOUN
fbem-31490	66	3	needs	need	VERB
fbem-31490	66	4	to	to	PART
fbem-31490	66	5	be	be	AUX
fbem-31490	66	6	combined	combine	VERB
fbem-31490	66	7	with	with	ADP
fbem-31490	66	8	the	the	DET
fbem-31490	66	9	live	live	ADJ
fbem-31490	66	10	rhythm	rhythm	NOUN
fbem-31490	66	11	,	,	PUNCT
fbem-31490	66	12	in	in	ADP
fbem-31490	66	13	the	the	DET
fbem-31490	66	14	product	product	NOUN
fbem-31490	66	15	explanation	explanation	NOUN
fbem-31490	66	16	,	,	PUNCT
fbem-31490	66	17	peak	peak	NOUN
fbem-31490	66	18	conversion	conversion	NOUN
fbem-31490	66	19	,	,	PUNCT
fbem-31490	66	20	near	near	ADP
fbem-31490	66	21	the	the	DET
fbem-31490	66	22	end	end	NOUN
fbem-31490	66	23	of	of	ADP
fbem-31490	66	24	the	the	DET
fbem-31490	66	25	broadcast	broadcast	NOUN
fbem-31490	66	26	and	and	CCONJ
fbem-31490	66	27	other	other	ADJ
fbem-31490	66	28	nodes	node	NOUN
fbem-31490	66	29	embedded	embed	VERB
fbem-31490	66	30	in	in	ADP
fbem-31490	66	31	the	the	DET
fbem-31490	66	32	interactive	interactive	ADJ
fbem-31490	66	33	module	module	NOUN
fbem-31490	66	34	,	,	PUNCT
fbem-31490	66	35	such	such	ADJ
fbem-31490	66	36	as	as	ADP
fbem-31490	66	37	pop	pop	NOUN
fbem-31490	66	38	-	-	PUNCT
fbem-31490	66	39	up	up	ADP
fbem-31490	66	40	questions	question	NOUN
fbem-31490	66	41	,	,	PUNCT
fbem-31490	66	42	real	real	ADJ
fbem-31490	66	43	-	-	PUNCT
fbem-31490	66	44	time	time	NOUN
fbem-31490	66	45	polling	polling	NOUN
fbem-31490	66	46	,	,	PUNCT
fbem-31490	66	47	lucky	lucky	ADJ
fbem-31490	66	48	draw	draw	NOUN
fbem-31490	66	49	,	,	PUNCT
fbem-31490	66	50	limited	limited	ADJ
fbem-31490	66	51	-	-	PUNCT
fbem-31490	66	52	time	time	NOUN
fbem-31490	66	53	password	password	NOUN
fbem-31490	66	54	red	red	ADJ
fbem-31490	66	55	packets	packet	NOUN
fbem-31490	66	56	,	,	PUNCT
fbem-31490	66	57	etc	etc	X
fbem-31490	66	58	.	.	X
fbem-31490	66	59	,	,	PUNCT
fbem-31490	66	60	the	the	DET
fbem-31490	66	61	formation	formation	NOUN
fbem-31490	66	62	of	of	ADP
fbem-31490	66	63	high	high	ADJ
fbem-31490	66	64	-	-	PUNCT
fbem-31490	66	65	frequency	frequency	NOUN
fbem-31490	66	66	contacts	contact	NOUN
fbem-31490	66	67	between	between	ADP
fbem-31490	66	68	the	the	DET
fbem-31490	66	69	content	content	NOUN
fbem-31490	66	70	and	and	CCONJ
fbem-31490	66	71	the	the	DET
fbem-31490	66	72	user	user	NOUN
fbem-31490	66	73	.	.	PUNCT
fbem-31490	67	1	technically	technically	ADV
fbem-31490	67	2	,	,	PUNCT
fbem-31490	67	3	relying	rely	VERB
fbem-31490	67	4	on	on	ADP
fbem-31490	67	5	real	real	ADJ
fbem-31490	67	6	-	-	PUNCT
fbem-31490	67	7	time	time	NOUN
fbem-31490	67	8	data	datum	NOUN
fbem-31490	67	9	collection	collection	NOUN
fbem-31490	67	10	and	and	CCONJ
fbem-31490	67	11	user	user	NOUN
fbem-31490	67	12	behavior	behavior	NOUN
fbem-31490	67	13	monitoring	monitoring	NOUN
fbem-31490	67	14	,	,	PUNCT
fbem-31490	67	15	the	the	DET
fbem-31490	67	16	interactive	interactive	ADJ
fbem-31490	67	17	heat	heat	NOUN
fbem-31490	67	18	(	(	PUNCT
fbem-31490	67	19	h	h	NOUN
fbem-31490	67	20	)	)	PUNCT
fbem-31490	67	21	is	be	AUX
fbem-31490	67	22	quantitatively	quantitatively	ADV
fbem-31490	67	23	managed	manage	VERB
fbem-31490	67	24	,	,	PUNCT
fbem-31490	67	25	and	and	CCONJ
fbem-31490	67	26	the	the	DET
fbem-31490	67	27	evaluation	evaluation	NOUN
fbem-31490	67	28	index	index	NOUN
fbem-31490	67	29	can	can	AUX
fbem-31490	67	30	be	be	AUX
fbem-31490	67	31	set	set	VERB
fbem-31490	67	32	as	as	ADP
fbem-31490	67	33	:	:	PUNCT
fbem-31490	67	34	c	c	NOUN
fbem-31490	68	1	g	g	NOUN
fbem-31490	68	2	r	r	NOUN
fbem-31490	69	1	i	i	PRON
fbem-31490	69	2	i	i	PRON
fbem-31490	70	1	i	i	PRON
fbem-31490	70	2	h	h	VERB
fbem-31490	71	1	t	t	NOUN
fbem-31490	72	1	+	+	CCONJ
fbem-31490	72	2	+	+	CCONJ
fbem-31490	72	3	=	=	SYM
fbem-31490	72	4	(	(	PUNCT
fbem-31490	72	5	3	3	NUM
fbem-31490	72	6	)	)	PUNCT
fbem-31490	72	7	where	where	SCONJ
fbem-31490	72	8	ic	ic	PROPN
fbem-31490	72	9	,	,	PUNCT
fbem-31490	72	10	ig	ig	PROPN
fbem-31490	72	11	,	,	PUNCT
fbem-31490	72	12	ir	ir	PROPN
fbem-31490	72	13	is	be	AUX
fbem-31490	72	14	the	the	DET
fbem-31490	72	15	number	number	NOUN
fbem-31490	72	16	of	of	ADP
fbem-31490	72	17	comments	comment	NOUN
fbem-31490	72	18	,	,	PUNCT
fbem-31490	72	19	likes	like	NOUN
fbem-31490	72	20	and	and	CCONJ
fbem-31490	72	21	retweets	retweet	NOUN
fbem-31490	72	22	respectively	respectively	ADV
fbem-31490	72	23	,	,	PUNCT
fbem-31490	72	24	and	and	CCONJ
fbem-31490	72	25	t	t	PROPN
fbem-31490	72	26	is	be	AUX
fbem-31490	72	27	the	the	DET
fbem-31490	72	28	length	length	NOUN
fbem-31490	72	29	of	of	ADP
fbem-31490	72	30	the	the	DET
fbem-31490	72	31	time	time	NOUN
fbem-31490	72	32	window	window	NOUN
fbem-31490	72	33	.	.	PUNCT
fbem-31490	73	1	highly	highly	ADV
fbem-31490	73	2	interactive	interactive	ADJ
fbem-31490	73	3	content	content	NOUN
fbem-31490	73	4	is	be	AUX
fbem-31490	73	5	usually	usually	ADV
fbem-31490	73	6	synchronized	synchronize	VERB
fbem-31490	73	7	with	with	ADP
fbem-31490	73	8	rolling	rolling	ADJ
fbem-31490	73	9	incentive	incentive	NOUN
fbem-31490	73	10	feedback	feedback	NOUN
fbem-31490	73	11	(	(	PUNCT
fbem-31490	73	12	e.g.	e.g.	ADV
fbem-31490	73	13	,	,	PUNCT
fbem-31490	73	14	instant	instant	ADJ
fbem-31490	73	15	winners	winner	NOUN
fbem-31490	73	16	,	,	PUNCT
fbem-31490	73	17	exclusive	exclusive	ADJ
fbem-31490	73	18	coupon	coupon	NOUN
fbem-31490	73	19	push	push	NOUN
fbem-31490	73	20	)	)	PUNCT
fbem-31490	73	21	to	to	PART
fbem-31490	73	22	enhance	enhance	VERB
fbem-31490	73	23	users	user	NOUN
fbem-31490	73	24	'	'	PART
fbem-31490	73	25	motivation	motivation	NOUN
fbem-31490	73	26	to	to	PART
fbem-31490	73	27	participate	participate	VERB
fbem-31490	73	28	and	and	CCONJ
fbem-31490	73	29	willingness	willingness	VERB
fbem-31490	73	30	to	to	PART
fbem-31490	73	31	stay	stay	VERB
fbem-31490	73	32	.	.	PUNCT
fbem-31490	74	1	3.4	3.4	NUM
fbem-31490	74	2	.	.	PUNCT
fbem-31490	74	3	personalized	personalize	VERB
fbem-31490	74	4	content	content	NOUN
fbem-31490	74	5	-	-	PUNCT
fbem-31490	74	6	driven	drive	VERB
fbem-31490	74	7	strategy	strategy	NOUN
fbem-31490	74	8	personalized	personalize	VERB
fbem-31490	74	9	content	content	NOUN
fbem-31490	74	10	-	-	PUNCT
fbem-31490	74	11	driven	drive	VERB
fbem-31490	74	12	strategy	strategy	NOUN
fbem-31490	74	13	relies	rely	VERB
fbem-31490	74	14	on	on	ADP
fbem-31490	74	15	the	the	DET
fbem-31490	74	16	construction	construction	NOUN
fbem-31490	74	17	of	of	ADP
fbem-31490	74	18	user	user	NOUN
fbem-31490	74	19	profiles	profile	NOUN
fbem-31490	74	20	and	and	CCONJ
fbem-31490	74	21	behavioral	behavioral	ADJ
fbem-31490	74	22	data	datum	NOUN
fbem-31490	74	23	analysis	analysis	NOUN
fbem-31490	74	24	to	to	PART
fbem-31490	74	25	achieve	achieve	VERB
fbem-31490	74	26	accurate	accurate	ADJ
fbem-31490	74	27	matching	matching	NOUN
fbem-31490	74	28	and	and	CCONJ
fbem-31490	74	29	targeted	target	VERB
fbem-31490	74	30	delivery	delivery	NOUN
fbem-31490	74	31	of	of	ADP
fbem-31490	74	32	content	content	NOUN
fbem-31490	74	33	.	.	PUNCT
fbem-31490	75	1	the	the	DET
fbem-31490	75	2	platform	platform	NOUN
fbem-31490	75	3	builds	build	VERB
fbem-31490	75	4	a	a	DET
fbem-31490	75	5	multi	multi	ADJ
fbem-31490	75	6	-	-	ADJ
fbem-31490	75	7	dimensional	dimensional	ADJ
fbem-31490	75	8	image	image	NOUN
fbem-31490	75	9	system	system	NOUN
fbem-31490	75	10	by	by	ADP
fbem-31490	75	11	collecting	collect	VERB
fbem-31490	75	12	user	user	NOUN
fbem-31490	75	13	browsing	browse	VERB
fbem-31490	75	14	records	record	NOUN
fbem-31490	75	15	,	,	PUNCT
fbem-31490	75	16	length	length	NOUN
fbem-31490	75	17	of	of	ADP
fbem-31490	75	18	stay	stay	NOUN
fbem-31490	75	19	,	,	PUNCT
fbem-31490	75	20	clicking	click	VERB
fbem-31490	75	21	behavior	behavior	NOUN
fbem-31490	75	22	,	,	PUNCT
fbem-31490	75	23	historical	historical	ADJ
fbem-31490	75	24	purchase	purchase	NOUN
fbem-31490	75	25	data	datum	NOUN
fbem-31490	75	26	and	and	CCONJ
fbem-31490	75	27	other	other	ADJ
fbem-31490	75	28	information	information	NOUN
fbem-31490	75	29	,	,	PUNCT
fbem-31490	75	30	and	and	CCONJ
fbem-31490	75	31	dynamically	dynamically	ADV
fbem-31490	75	32	generates	generate	VERB
fbem-31490	75	33	a	a	DET
fbem-31490	75	34	content	content	NOUN
fbem-31490	75	35	recommendation	recommendation	NOUN
fbem-31490	75	36	pool	pool	NOUN
fbem-31490	75	37	by	by	ADP
fbem-31490	75	38	combining	combine	VERB
fbem-31490	75	39	collaborative	collaborative	ADJ
fbem-31490	75	40	filtering	filtering	NOUN
fbem-31490	75	41	and	and	CCONJ
fbem-31490	75	42	deep	deep	ADJ
fbem-31490	75	43	learning	learning	NOUN
fbem-31490	75	44	recommendation	recommendation	NOUN
fbem-31490	75	45	models	model	NOUN
fbem-31490	75	46	[	[	X
fbem-31490	75	47	10	10	NUM
fbem-31490	75	48	]	]	PUNCT
fbem-31490	75	49	.	.	PUNCT
fbem-31490	76	1	specific	specific	ADJ
fbem-31490	76	2	strategies	strategy	NOUN
fbem-31490	76	3	include	include	VERB
fbem-31490	76	4	video	video	NOUN
fbem-31490	76	5	script	script	NOUN
fbem-31490	76	6	personalized	personalize	VERB
fbem-31490	76	7	adjustment	adjustment	NOUN
fbem-31490	76	8	,	,	PUNCT
fbem-31490	76	9	title	title	NOUN
fbem-31490	76	10	keyword	keyword	NOUN
fbem-31490	76	11	optimization	optimization	NOUN
fbem-31490	76	12	,	,	PUNCT
fbem-31490	76	13	content	content	NOUN
fbem-31490	76	14	sorting	sort	VERB
fbem-31490	76	15	customization	customization	NOUN
fbem-31490	76	16	,	,	PUNCT
fbem-31490	76	17	etc	etc	X
fbem-31490	76	18	.	.	X
fbem-31490	76	19	,	,	PUNCT
fbem-31490	76	20	to	to	PART
fbem-31490	76	21	meet	meet	VERB
fbem-31490	76	22	the	the	DET
fbem-31490	76	23	differentiated	differentiated	ADJ
fbem-31490	76	24	user	user	NOUN
fbem-31490	76	25	preferences	preference	NOUN
fbem-31490	76	26	.	.	PUNCT
fbem-31490	77	1	in	in	ADP
fbem-31490	77	2	the	the	DET
fbem-31490	77	3	live	live	ADJ
fbem-31490	77	4	broadcast	broadcast	NOUN
fbem-31490	77	5	scenario	scenario	NOUN
fbem-31490	77	6	,	,	PUNCT
fbem-31490	77	7	the	the	DET
fbem-31490	77	8	system	system	NOUN
fbem-31490	77	9	can	can	AUX
fbem-31490	77	10	automatically	automatically	ADV
fbem-31490	77	11	push	push	VERB
fbem-31490	77	12	the	the	DET
fbem-31490	77	13	corresponding	correspond	VERB
fbem-31490	77	14	category	category	NOUN
fbem-31490	77	15	live	live	VERB
fbem-31490	77	16	broadcast	broadcast	NOUN
fbem-31490	77	17	according	accord	VERB
fbem-31490	77	18	to	to	ADP
fbem-31490	77	19	the	the	DET
fbem-31490	77	20	user	user	NOUN
fbem-31490	77	21	's	's	PART
fbem-31490	77	22	interest	interest	NOUN
fbem-31490	77	23	label	label	NOUN
fbem-31490	77	24	,	,	PUNCT
fbem-31490	77	25	and	and	CCONJ
fbem-31490	77	26	dynamically	dynamically	ADV
fbem-31490	77	27	adjust	adjust	VERB
fbem-31490	77	28	the	the	DET
fbem-31490	77	29	pop	pop	VERB
fbem-31490	77	30	-	-	PUNCT
fbem-31490	77	31	up	up	NOUN
fbem-31490	77	32	window	window	NOUN
fbem-31490	77	33	content	content	NOUN
fbem-31490	77	34	of	of	ADP
fbem-31490	77	35	the	the	DET
fbem-31490	77	36	live	live	ADJ
fbem-31490	77	37	broadcast	broadcast	NOUN
fbem-31490	77	38	and	and	CCONJ
fbem-31490	77	39	the	the	DET
fbem-31490	77	40	form	form	NOUN
fbem-31490	77	41	of	of	ADP
fbem-31490	77	42	the	the	DET
fbem-31490	77	43	offer	offer	NOUN
fbem-31490	77	44	to	to	PART
fbem-31490	77	45	achieve	achieve	VERB
fbem-31490	77	46	real	real	ADJ
fbem-31490	77	47	-	-	PUNCT
fbem-31490	77	48	time	time	NOUN
fbem-31490	77	49	adaptation	adaptation	NOUN
fbem-31490	77	50	of	of	ADP
fbem-31490	77	51	the	the	DET
fbem-31490	77	52	content	content	NOUN
fbem-31490	77	53	and	and	CCONJ
fbem-31490	77	54	the	the	DET
fbem-31490	77	55	crowd	crowd	NOUN
fbem-31490	77	56	,	,	PUNCT
fbem-31490	77	57	so	so	SCONJ
fbem-31490	77	58	as	as	SCONJ
fbem-31490	77	59	to	to	PART
fbem-31490	77	60	improve	improve	VERB
fbem-31490	77	61	the	the	DET
fbem-31490	77	62	conversion	conversion	NOUN
fbem-31490	77	63	efficiency	efficiency	NOUN
fbem-31490	77	64	and	and	CCONJ
fbem-31490	77	65	user	user	NOUN
fbem-31490	77	66	satisfaction	satisfaction	NOUN
fbem-31490	77	67	.	.	PUNCT
fbem-31490	78	1	4	4	X
fbem-31490	78	2	.	.	X
fbem-31490	78	3	user	user	NOUN
fbem-31490	78	4	behavior	behavior	NOUN
fbem-31490	78	5	modeling	model	VERB
fbem-31490	78	6	analysis	analysis	NOUN
fbem-31490	78	7	4.1	4.1	NUM
fbem-31490	78	8	.	.	PUNCT
fbem-31490	79	1	behavioral	behavioral	ADJ
fbem-31490	79	2	feature	feature	NOUN
fbem-31490	79	3	extraction	extraction	NOUN
fbem-31490	79	4	commonly	commonly	ADV
fbem-31490	79	5	used	use	VERB
fbem-31490	79	6	indicators	indicator	NOUN
fbem-31490	79	7	include	include	VERB
fbem-31490	79	8	click	click	VERB
fbem-31490	79	9	-	-	PUNCT
fbem-31490	79	10	through	through	ADP
fbem-31490	79	11	rate	rate	NOUN
fbem-31490	79	12	(	(	PUNCT
fbem-31490	79	13	ctr	ctr	PROPN
fbem-31490	79	14	)	)	PUNCT
fbem-31490	79	15	,	,	PUNCT
fbem-31490	79	16	browsing	browse	VERB
fbem-31490	79	17	depth	depth	NOUN
fbem-31490	79	18	,	,	PUNCT
fbem-31490	79	19	dwell	dwell	NOUN
fbem-31490	79	20	time	time	NOUN
fbem-31490	79	21	,	,	PUNCT
fbem-31490	79	22	forwarding	forward	VERB
fbem-31490	79	23	rate	rate	NOUN
fbem-31490	79	24	,	,	PUNCT
fbem-31490	79	25	add	add	ADJ
fbem-31490	79	26	-	-	PUNCT
fbem-31490	79	27	tobuy	tobuy	NOUN
fbem-31490	79	28	rate	rate	NOUN
fbem-31490	79	29	,	,	PUNCT
fbem-31490	79	30	bounce	bounce	NOUN
fbem-31490	79	31	rate	rate	NOUN
fbem-31490	79	32	,	,	PUNCT
fbem-31490	79	33	order	order	NOUN
fbem-31490	79	34	conversion	conversion	NOUN
fbem-31490	79	35	rate	rate	NOUN
fbem-31490	79	36	,	,	PUNCT
fbem-31490	79	37	etc	etc	X
fbem-31490	79	38	.	.	X
fbem-31490	80	1	the	the	DET
fbem-31490	80	2	variables	variable	NOUN
fbem-31490	80	3	reflect	reflect	VERB
fbem-31490	80	4	the	the	DET
fbem-31490	80	5	intensity	intensity	NOUN
fbem-31490	80	6	of	of	ADP
fbem-31490	80	7	users	user	NOUN
fbem-31490	80	8	'	'	PART
fbem-31490	80	9	perception	perception	NOUN
fbem-31490	80	10	and	and	CCONJ
fbem-31490	80	11	behavioral	behavioral	ADJ
fbem-31490	80	12	willingness	willingness	NOUN
fbem-31490	80	13	to	to	ADP
fbem-31490	80	14	different	different	ADJ
fbem-31490	80	15	content	content	NOUN
fbem-31490	80	16	forms	form	NOUN
fbem-31490	80	17	.	.	PUNCT
fbem-31490	81	1	the	the	DET
fbem-31490	81	2	platform	platform	NOUN
fbem-31490	81	3	records	record	VERB
fbem-31490	81	4	every	every	DET
fbem-31490	81	5	slide	slide	NOUN
fbem-31490	81	6	,	,	PUNCT
fbem-31490	81	7	stay	stay	VERB
fbem-31490	81	8	,	,	PUNCT
fbem-31490	81	9	click	click	VERB
fbem-31490	81	10	,	,	PUNCT
fbem-31490	81	11	and	and	CCONJ
fbem-31490	81	12	interaction	interaction	NOUN
fbem-31490	81	13	of	of	ADP
fbem-31490	81	14	the	the	DET
fbem-31490	81	15	user	user	NOUN
fbem-31490	81	16	in	in	ADP
fbem-31490	81	17	the	the	DET
fbem-31490	81	18	video	video	NOUN
fbem-31490	81	19	or	or	CCONJ
fbem-31490	81	20	live	live	ADJ
fbem-31490	81	21	broadcast	broadcast	NOUN
fbem-31490	81	22	in	in	ADP
fbem-31490	81	23	a	a	DET
fbem-31490	81	24	fine	fine	ADJ
fbem-31490	81	25	detail	detail	NOUN
fbem-31490	81	26	through	through	ADP
fbem-31490	81	27	the	the	DET
fbem-31490	81	28	event	event	NOUN
fbem-31490	81	29	log	log	NOUN
fbem-31490	81	30	collection	collection	NOUN
fbem-31490	81	31	system	system	NOUN
fbem-31490	81	32	,	,	PUNCT
fbem-31490	81	33	and	and	CCONJ
fbem-31490	81	34	combines	combine	VERB
fbem-31490	81	35	the	the	DET
fbem-31490	81	36	timestamps	timestamp	NOUN
fbem-31490	81	37	with	with	ADP
fbem-31490	81	38	the	the	DET
fbem-31490	81	39	content	content	NOUN
fbem-31490	81	40	features	feature	VERB
fbem-31490	81	41	for	for	ADP
fbem-31490	81	42	sequence	sequence	NOUN
fbem-31490	81	43	coding	coding	NOUN
fbem-31490	81	44	.	.	PUNCT
fbem-31490	82	1	part	part	NOUN
fbem-31490	82	2	of	of	ADP
fbem-31490	82	3	the	the	DET
fbem-31490	82	4	research	research	NOUN
fbem-31490	82	5	introduces	introduce	VERB
fbem-31490	82	6	sequence	sequence	NOUN
fbem-31490	82	7	pattern	pattern	NOUN
fbem-31490	82	8	mining	mining	NOUN
fbem-31490	82	9	and	and	CCONJ
fbem-31490	82	10	clustering	clustering	ADJ
fbem-31490	82	11	algorithms	algorithm	NOUN
fbem-31490	82	12	to	to	PART
fbem-31490	82	13	identify	identify	VERB
fbem-31490	82	14	high	high	ADJ
fbem-31490	82	15	-	-	PUNCT
fbem-31490	82	16	frequency	frequency	NOUN
fbem-31490	82	17	behavioral	behavioral	ADJ
fbem-31490	82	18	paths	path	NOUN
fbem-31490	82	19	,	,	PUNCT
fbem-31490	82	20	realizing	realize	VERB
fbem-31490	82	21	the	the	DET
fbem-31490	82	22	behavioral	behavioral	ADJ
fbem-31490	82	23	chain	chain	NOUN
fbem-31490	82	24	tracking	tracking	NOUN
fbem-31490	82	25	from	from	ADP
fbem-31490	82	26	"	"	PUNCT
fbem-31490	82	27	browsing→interest→interaction→conversion	browsing→interest→interaction→conversion	NOUN
fbem-31490	82	28	"	"	PUNCT
fbem-31490	82	29	.	.	PUNCT
fbem-31490	83	1	the	the	DET
fbem-31490	83	2	structured	structured	ADJ
fbem-31490	83	3	extraction	extraction	NOUN
fbem-31490	83	4	and	and	CCONJ
fbem-31490	83	5	normalization	normalization	NOUN
fbem-31490	83	6	of	of	ADP
fbem-31490	83	7	behavioral	behavioral	ADJ
fbem-31490	83	8	features	feature	NOUN
fbem-31490	83	9	can	can	AUX
fbem-31490	83	10	be	be	AUX
fbem-31490	83	11	used	use	VERB
fbem-31490	83	12	for	for	ADP
fbem-31490	83	13	subsequent	subsequent	ADJ
fbem-31490	83	14	training	training	NOUN
fbem-31490	83	15	of	of	ADP
fbem-31490	83	16	user	user	NOUN
fbem-31490	83	17	segmentation	segmentation	NOUN
fbem-31490	83	18	,	,	PUNCT
fbem-31490	83	19	value	value	NOUN
fbem-31490	83	20	assessment	assessment	NOUN
fbem-31490	83	21	and	and	CCONJ
fbem-31490	83	22	personalized	personalized	ADJ
fbem-31490	83	23	content	content	NOUN
fbem-31490	83	24	recommendation	recommendation	VERB
fbem-31490	83	25	45	45	NUM
fbem-31490	83	26	models	model	NOUN
fbem-31490	83	27	,	,	PUNCT
fbem-31490	83	28	providing	provide	VERB
fbem-31490	83	29	data	datum	NOUN
fbem-31490	83	30	support	support	NOUN
fbem-31490	83	31	for	for	ADP
fbem-31490	83	32	precise	precise	ADJ
fbem-31490	83	33	strategy	strategy	NOUN
fbem-31490	83	34	implementation	implementation	NOUN
fbem-31490	83	35	.	.	PUNCT
fbem-31490	84	1	4.2	4.2	NUM
fbem-31490	84	2	.	.	PUNCT
fbem-31490	85	1	behavioral	behavioral	ADJ
fbem-31490	85	2	differences	difference	NOUN
fbem-31490	85	3	between	between	ADP
fbem-31490	85	4	platforms	platform	NOUN
fbem-31490	85	5	different	different	ADJ
fbem-31490	85	6	platforms	platform	NOUN
fbem-31490	85	7	show	show	VERB
fbem-31490	85	8	obvious	obvious	ADJ
fbem-31490	85	9	differences	difference	NOUN
fbem-31490	85	10	in	in	ADP
fbem-31490	85	11	the	the	DET
fbem-31490	85	12	distribution	distribution	NOUN
fbem-31490	85	13	of	of	ADP
fbem-31490	85	14	user	user	NOUN
fbem-31490	85	15	behavioral	behavioral	ADJ
fbem-31490	85	16	characteristics	characteristic	NOUN
fbem-31490	85	17	due	due	ADP
fbem-31490	85	18	to	to	ADP
fbem-31490	85	19	differences	difference	NOUN
fbem-31490	85	20	in	in	ADP
fbem-31490	85	21	content	content	ADJ
fbem-31490	85	22	ecology	ecology	NOUN
fbem-31490	85	23	,	,	PUNCT
fbem-31490	85	24	recommendation	recommendation	NOUN
fbem-31490	85	25	mechanism	mechanism	NOUN
fbem-31490	85	26	and	and	CCONJ
fbem-31490	85	27	user	user	NOUN
fbem-31490	85	28	positioning	positioning	NOUN
fbem-31490	85	29	.	.	PUNCT
fbem-31490	86	1	in	in	ADP
fbem-31490	86	2	jitterbug	jitterbug	PROPN
fbem-31490	86	3	,	,	PUNCT
fbem-31490	86	4	users	user	NOUN
fbem-31490	86	5	are	be	AUX
fbem-31490	86	6	mainly	mainly	ADV
fbem-31490	86	7	interestdriven	interestdriven	ADJ
fbem-31490	86	8	,	,	PUNCT
fbem-31490	86	9	consumption	consumption	NOUN
fbem-31490	86	10	decisions	decision	NOUN
fbem-31490	86	11	are	be	AUX
fbem-31490	86	12	more	more	ADV
fbem-31490	86	13	impulsive	impulsive	ADJ
fbem-31490	86	14	,	,	PUNCT
fbem-31490	86	15	frequent	frequent	ADJ
fbem-31490	86	16	content	content	NOUN
fbem-31490	86	17	skipping	skip	VERB
fbem-31490	86	18	,	,	PUNCT
fbem-31490	86	19	high	high	ADJ
fbem-31490	86	20	ctr	ctr	PROPN
fbem-31490	86	21	but	but	CCONJ
fbem-31490	86	22	short	short	ADJ
fbem-31490	86	23	stay	stay	NOUN
fbem-31490	86	24	time	time	NOUN
fbem-31490	86	25	;	;	PUNCT
fbem-31490	86	26	fast	fast	ADJ
fbem-31490	86	27	hand	hand	NOUN
fbem-31490	86	28	users	user	NOUN
fbem-31490	86	29	are	be	AUX
fbem-31490	86	30	sticky	sticky	ADJ
fbem-31490	86	31	,	,	PUNCT
fbem-31490	86	32	pay	pay	VERB
fbem-31490	86	33	more	more	ADJ
fbem-31490	86	34	attention	attention	NOUN
fbem-31490	86	35	to	to	ADP
fbem-31490	86	36	the	the	DET
fbem-31490	86	37	anchor	anchor	NOUN
fbem-31490	86	38	relationship	relationship	NOUN
fbem-31490	86	39	and	and	CCONJ
fbem-31490	86	40	word	word	NOUN
fbem-31490	86	41	-	-	PUNCT
fbem-31490	86	42	of	of	ADP
fbem-31490	86	43	-	-	PUNCT
fbem-31490	86	44	mouth	mouth	NOUN
fbem-31490	86	45	accumulation	accumulation	NOUN
fbem-31490	86	46	,	,	PUNCT
fbem-31490	86	47	the	the	DET
fbem-31490	86	48	conversion	conversion	NOUN
fbem-31490	86	49	path	path	NOUN
fbem-31490	86	50	is	be	AUX
fbem-31490	86	51	longer	long	ADJ
fbem-31490	86	52	but	but	CCONJ
fbem-31490	86	53	the	the	DET
fbem-31490	86	54	repurchase	repurchase	NOUN
fbem-31490	86	55	rate	rate	NOUN
fbem-31490	86	56	is	be	AUX
fbem-31490	86	57	high	high	ADJ
fbem-31490	86	58	;	;	PUNCT
fbem-31490	86	59	taobao	taobao	PROPN
fbem-31490	86	60	live	live	VERB
fbem-31490	86	61	focuses	focus	VERB
fbem-31490	86	62	on	on	ADP
fbem-31490	86	63	the	the	DET
fbem-31490	86	64	professional	professional	ADJ
fbem-31490	86	65	guide	guide	NOUN
fbem-31490	86	66	to	to	ADP
fbem-31490	86	67	the	the	DET
fbem-31490	86	68	purchase	purchase	NOUN
fbem-31490	86	69	of	of	ADP
fbem-31490	86	70	commodities	commodity	NOUN
fbem-31490	86	71	,	,	PUNCT
fbem-31490	86	72	the	the	DET
fbem-31490	86	73	user	user	NOUN
fbem-31490	86	74	's	's	PART
fbem-31490	86	75	goal	goal	NOUN
fbem-31490	86	76	is	be	AUX
fbem-31490	86	77	clear	clear	ADJ
fbem-31490	86	78	,	,	PUNCT
fbem-31490	86	79	the	the	DET
fbem-31490	86	80	conversion	conversion	NOUN
fbem-31490	86	81	efficiency	efficiency	NOUN
fbem-31490	86	82	is	be	AUX
fbem-31490	86	83	high	high	ADJ
fbem-31490	86	84	,	,	PUNCT
fbem-31490	86	85	but	but	CCONJ
fbem-31490	86	86	the	the	DET
fbem-31490	86	87	frequency	frequency	NOUN
fbem-31490	86	88	of	of	ADP
fbem-31490	86	89	interaction	interaction	NOUN
fbem-31490	86	90	is	be	AUX
fbem-31490	86	91	low	low	ADJ
fbem-31490	86	92	;	;	PUNCT
fbem-31490	86	93	xiaohongshu	xiaohongshu	PROPN
fbem-31490	86	94	focuses	focus	VERB
fbem-31490	86	95	on	on	ADP
fbem-31490	86	96	the	the	DET
fbem-31490	86	97	seeding	seeding	NOUN
fbem-31490	86	98	of	of	ADP
fbem-31490	86	99	grass	grass	NOUN
fbem-31490	86	100	content	content	NOUN
fbem-31490	86	101	,	,	PUNCT
fbem-31490	86	102	the	the	DET
fbem-31490	86	103	user	user	NOUN
fbem-31490	86	104	prefers	prefer	VERB
fbem-31490	86	105	in	in	ADP
fbem-31490	86	106	-	-	PUNCT
fbem-31490	86	107	depth	depth	NOUN
fbem-31490	86	108	reading	reading	NOUN
fbem-31490	86	109	and	and	CCONJ
fbem-31490	86	110	collection	collection	NOUN
fbem-31490	86	111	,	,	PUNCT
fbem-31490	86	112	the	the	DET
fbem-31490	86	113	behavioral	behavioral	ADJ
fbem-31490	86	114	path	path	NOUN
fbem-31490	86	115	is	be	AUX
fbem-31490	86	116	expressed	express	VERB
fbem-31490	86	117	as	as	ADP
fbem-31490	86	118	"	"	PUNCT
fbem-31490	86	119	"	"	PUNCT
fbem-31490	86	120	,	,	PUNCT
fbem-31490	86	121	"	"	PUNCT
fbem-31490	86	122	and	and	CCONJ
fbem-31490	86	123	the	the	DET
fbem-31490	86	124	behavior	behavior	NOUN
fbem-31490	86	125	is	be	AUX
fbem-31490	86	126	characterized	characterize	VERB
fbem-31490	86	127	by	by	ADP
fbem-31490	86	128	"	"	PUNCT
fbem-31490	86	129	"	"	PUNCT
fbem-31490	86	130	"	"	PUNCT
fbem-31490	86	131	.	.	PUNCT
fbem-31490	87	1	xiaohongshu	xiaohongshu	PROPN
fbem-31490	87	2	focuses	focus	VERB
fbem-31490	87	3	on	on	ADP
fbem-31490	87	4	grass	grass	NOUN
fbem-31490	87	5	content	content	NOUN
fbem-31490	87	6	,	,	PUNCT
fbem-31490	87	7	users	user	NOUN
fbem-31490	87	8	are	be	AUX
fbem-31490	87	9	more	more	ADV
fbem-31490	87	10	inclined	inclined	ADJ
fbem-31490	87	11	to	to	PART
fbem-31490	87	12	read	read	VERB
fbem-31490	87	13	in	in	ADP
fbem-31490	87	14	depth	depth	NOUN
fbem-31490	87	15	and	and	CCONJ
fbem-31490	87	16	collect	collect	NOUN
fbem-31490	87	17	,	,	PUNCT
fbem-31490	87	18	the	the	DET
fbem-31490	87	19	behavioral	behavioral	ADJ
fbem-31490	87	20	path	path	NOUN
fbem-31490	87	21	is	be	AUX
fbem-31490	87	22	"	"	PUNCT
fbem-31490	87	23	delayed	delay	VERB
fbem-31490	87	24	conversion	conversion	NOUN
fbem-31490	87	25	type	type	NOUN
fbem-31490	87	26	"	"	PUNCT
fbem-31490	87	27	.	.	PUNCT
fbem-31490	88	1	table	table	NOUN
fbem-31490	88	2	1	1	NUM
fbem-31490	88	3	below	below	ADV
fbem-31490	88	4	compares	compare	VERB
fbem-31490	88	5	the	the	DET
fbem-31490	88	6	performance	performance	NOUN
fbem-31490	88	7	differences	difference	NOUN
fbem-31490	88	8	of	of	ADP
fbem-31490	88	9	the	the	DET
fbem-31490	88	10	four	four	NUM
fbem-31490	88	11	platforms	platform	NOUN
fbem-31490	88	12	in	in	ADP
fbem-31490	88	13	terms	term	NOUN
fbem-31490	88	14	of	of	ADP
fbem-31490	88	15	core	core	NOUN
fbem-31490	88	16	user	user	NOUN
fbem-31490	88	17	behavior	behavior	NOUN
fbem-31490	88	18	indicators	indicator	NOUN
fbem-31490	88	19	.	.	PUNCT
fbem-31490	89	1	table	table	NOUN
fbem-31490	89	2	1	1	NUM
fbem-31490	89	3	.	.	PUNCT
fbem-31490	90	1	user	user	NOUN
fbem-31490	90	2	behavior	behavior	NOUN
fbem-31490	90	3	metrics	metric	NOUN
fbem-31490	90	4	across	across	ADP
fbem-31490	90	5	platforms	platform	NOUN
fbem-31490	90	6	platform	platform	PROPN
fbem-31490	90	7	ctr	ctr	PROPN
fbem-31490	90	8	(	(	PUNCT
fbem-31490	90	9	%	%	INTJ
fbem-31490	90	10	)	)	PUNCT
fbem-31490	90	11	avg	avg	PROPN
fbem-31490	90	12	.	.	PROPN
fbem-31490	90	13	stay	stay	VERB
fbem-31490	90	14	time	time	NOUN
fbem-31490	90	15	(	(	PUNCT
fbem-31490	90	16	s	s	NOUN
fbem-31490	90	17	)	)	PUNCT
fbem-31490	90	18	add	add	ADJ
fbem-31490	90	19	-	-	PUNCT
fbem-31490	90	20	tocart	tocart	NOUN
fbem-31490	90	21	rate	rate	NOUN
fbem-31490	90	22	(	(	PUNCT
fbem-31490	90	23	%	%	INTJ
fbem-31490	90	24	)	)	PUNCT
fbem-31490	90	25	repurchase	repurchase	NOUN
fbem-31490	90	26	rate	rate	NOUN
fbem-31490	90	27	(	(	PUNCT
fbem-31490	90	28	%	%	INTJ
fbem-31490	90	29	)	)	PUNCT
fbem-31490	90	30	douyin	douyin	PROPN
fbem-31490	90	31	9.2	9.2	NUM
fbem-31490	90	32	18.4	18.4	NUM
fbem-31490	90	33	5.6	5.6	NUM
fbem-31490	90	34	14.7	14.7	NUM
fbem-31490	90	35	kuaishou	kuaishou	NOUN
fbem-31490	90	36	7.6	7.6	NUM
fbem-31490	90	37	25.9	25.9	NUM
fbem-31490	90	38	6.9	6.9	NUM
fbem-31490	90	39	27.3	27.3	NUM
fbem-31490	90	40	taobao	taobao	PROPN
fbem-31490	90	41	live	live	VERB
fbem-31490	90	42	6.3	6.3	NUM
fbem-31490	90	43	21.1	21.1	NUM
fbem-31490	90	44	8.2	8.2	NUM
fbem-31490	90	45	18.5	18.5	NUM
fbem-31490	90	46	xiaohongshu	xiaohongshu	NOUN
fbem-31490	90	47	4.5	4.5	NUM
fbem-31490	90	48	32.6	32.6	NUM
fbem-31490	90	49	3.1	3.1	NUM
fbem-31490	90	50	11.4	11.4	NUM
fbem-31490	90	51	table	table	NOUN
fbem-31490	90	52	1	1	NUM
fbem-31490	90	53	shows	show	VERB
fbem-31490	90	54	that	that	SCONJ
fbem-31490	90	55	there	there	PRON
fbem-31490	90	56	are	be	VERB
fbem-31490	90	57	significant	significant	ADJ
fbem-31490	90	58	differences	difference	NOUN
fbem-31490	90	59	in	in	ADP
fbem-31490	90	60	user	user	NOUN
fbem-31490	90	61	behavior	behavior	NOUN
fbem-31490	90	62	indicators	indicator	NOUN
fbem-31490	90	63	across	across	ADP
fbem-31490	90	64	platforms	platform	NOUN
fbem-31490	90	65	.	.	PUNCT
fbem-31490	91	1	jitterbug	jitterbug	PROPN
fbem-31490	91	2	tops	top	VERB
fbem-31490	91	3	the	the	DET
fbem-31490	91	4	list	list	NOUN
fbem-31490	91	5	with	with	ADP
fbem-31490	91	6	a	a	DET
fbem-31490	91	7	click	click	NOUN
fbem-31490	91	8	rate	rate	NOUN
fbem-31490	91	9	of	of	ADP
fbem-31490	91	10	9.2	9.2	NUM
fbem-31490	91	11	%	%	NOUN
fbem-31490	91	12	,	,	PUNCT
fbem-31490	91	13	reflecting	reflect	VERB
fbem-31490	91	14	the	the	DET
fbem-31490	91	15	efficient	efficient	ADJ
fbem-31490	91	16	capture	capture	NOUN
fbem-31490	91	17	of	of	ADP
fbem-31490	91	18	users	user	NOUN
fbem-31490	91	19	'	'	PART
fbem-31490	91	20	attention	attention	NOUN
fbem-31490	91	21	by	by	ADP
fbem-31490	91	22	its	its	PRON
fbem-31490	91	23	strong	strong	ADJ
fbem-31490	91	24	interest	interest	NOUN
fbem-31490	91	25	recommendation	recommendation	NOUN
fbem-31490	91	26	mechanism	mechanism	NOUN
fbem-31490	91	27	,	,	PUNCT
fbem-31490	91	28	but	but	CCONJ
fbem-31490	91	29	the	the	DET
fbem-31490	91	30	average	average	ADJ
fbem-31490	91	31	length	length	NOUN
fbem-31490	91	32	of	of	ADP
fbem-31490	91	33	stay	stay	NOUN
fbem-31490	91	34	is	be	AUX
fbem-31490	91	35	only	only	ADV
fbem-31490	91	36	18.4	18.4	NUM
fbem-31490	91	37	seconds	second	NOUN
fbem-31490	91	38	,	,	PUNCT
fbem-31490	91	39	reflecting	reflect	VERB
fbem-31490	91	40	the	the	DET
fbem-31490	91	41	fast	fast	ADJ
fbem-31490	91	42	pace	pace	NOUN
fbem-31490	91	43	of	of	ADP
fbem-31490	91	44	users	user	NOUN
fbem-31490	91	45	'	'	PART
fbem-31490	91	46	decision	decision	NOUN
fbem-31490	91	47	-	-	PUNCT
fbem-31490	91	48	making	making	NOUN
fbem-31490	91	49	.	.	PUNCT
fbem-31490	92	1	snapdragon	snapdragon	VERB
fbem-31490	92	2	,	,	PUNCT
fbem-31490	92	3	on	on	ADP
fbem-31490	92	4	the	the	DET
fbem-31490	92	5	other	other	ADJ
fbem-31490	92	6	hand	hand	NOUN
fbem-31490	92	7	,	,	PUNCT
fbem-31490	92	8	excelled	excel	VERB
fbem-31490	92	9	in	in	ADP
fbem-31490	92	10	its	its	PRON
fbem-31490	92	11	repurchase	repurchase	NOUN
fbem-31490	92	12	rate	rate	NOUN
fbem-31490	92	13	,	,	PUNCT
fbem-31490	92	14	reaching	reach	VERB
fbem-31490	92	15	27.3	27.3	NUM
fbem-31490	92	16	%	%	NOUN
fbem-31490	92	17	,	,	PUNCT
fbem-31490	92	18	indicating	indicate	VERB
fbem-31490	92	19	stronger	strong	ADJ
fbem-31490	92	20	user	user	NOUN
fbem-31490	92	21	stickiness	stickiness	NOUN
fbem-31490	92	22	driven	drive	VERB
fbem-31490	92	23	by	by	ADP
fbem-31490	92	24	its	its	PRON
fbem-31490	92	25	private	private	ADJ
fbem-31490	92	26	domain	domain	NOUN
fbem-31490	92	27	relationship	relationship	NOUN
fbem-31490	92	28	.	.	PUNCT
fbem-31490	93	1	taobao	taobao	PROPN
fbem-31490	93	2	live	live	ADV
fbem-31490	93	3	has	have	VERB
fbem-31490	93	4	an	an	DET
fbem-31490	93	5	8.2	8.2	NUM
fbem-31490	93	6	%	%	NOUN
fbem-31490	93	7	repurchase	repurchase	NOUN
fbem-31490	93	8	rate	rate	NOUN
fbem-31490	93	9	,	,	PUNCT
fbem-31490	93	10	which	which	PRON
fbem-31490	93	11	is	be	AUX
fbem-31490	93	12	higher	high	ADJ
fbem-31490	93	13	than	than	ADP
fbem-31490	93	14	other	other	ADJ
fbem-31490	93	15	platforms	platform	NOUN
fbem-31490	93	16	,	,	PUNCT
fbem-31490	93	17	showing	show	VERB
fbem-31490	93	18	that	that	SCONJ
fbem-31490	93	19	its	its	PRON
fbem-31490	93	20	professional	professional	ADJ
fbem-31490	93	21	shopping	shopping	NOUN
fbem-31490	93	22	guide	guide	NOUN
fbem-31490	93	23	content	content	NOUN
fbem-31490	93	24	has	have	VERB
fbem-31490	93	25	a	a	DET
fbem-31490	93	26	significant	significant	ADJ
fbem-31490	93	27	effect	effect	NOUN
fbem-31490	93	28	on	on	ADP
fbem-31490	93	29	conversion	conversion	NOUN
fbem-31490	93	30	.	.	PUNCT
fbem-31490	94	1	xiaohongshu	xiaohongshu	PROPN
fbem-31490	94	2	users	user	NOUN
fbem-31490	94	3	stayed	stay	VERB
fbem-31490	94	4	for	for	ADP
fbem-31490	94	5	an	an	DET
fbem-31490	94	6	average	average	NOUN
fbem-31490	94	7	of	of	ADP
fbem-31490	94	8	32.6	32.6	NUM
fbem-31490	94	9	seconds	second	NOUN
fbem-31490	94	10	,	,	PUNCT
fbem-31490	94	11	indicating	indicate	VERB
fbem-31490	94	12	that	that	SCONJ
fbem-31490	94	13	its	its	PRON
fbem-31490	94	14	in	in	ADP
fbem-31490	94	15	-	-	PUNCT
fbem-31490	94	16	depth	depth	NOUN
fbem-31490	94	17	content	content	NOUN
fbem-31490	94	18	is	be	AUX
fbem-31490	94	19	more	more	ADV
fbem-31490	94	20	likely	likely	ADJ
fbem-31490	94	21	to	to	PART
fbem-31490	94	22	lead	lead	VERB
fbem-31490	94	23	to	to	ADP
fbem-31490	94	24	long	long	ADJ
fbem-31490	94	25	-	-	PUNCT
fbem-31490	94	26	term	term	NOUN
fbem-31490	94	27	cognitive	cognitive	ADJ
fbem-31490	94	28	accumulation	accumulation	NOUN
fbem-31490	94	29	and	and	CCONJ
fbem-31490	94	30	delayed	delay	VERB
fbem-31490	94	31	conversion	conversion	NOUN
fbem-31490	94	32	(	(	PUNCT
fbem-31490	94	33	see	see	VERB
fbem-31490	94	34	figure	figure	NOUN
fbem-31490	94	35	3	3	NUM
fbem-31490	94	36	)	)	PUNCT
fbem-31490	94	37	.	.	PUNCT
fbem-31490	95	1	figure	figure	VERB
fbem-31490	95	2	3	3	NUM
fbem-31490	95	3	.	.	PUNCT
fbem-31490	95	4	user	user	NOUN
fbem-31490	95	5	behavior	behavior	NOUN
fbem-31490	95	6	metrics	metric	NOUN
fbem-31490	95	7	across	across	ADP
fbem-31490	95	8	platforms	platform	NOUN
fbem-31490	95	9	4.3	4.3	NUM
fbem-31490	95	10	.	.	PUNCT
fbem-31490	96	1	user	user	NOUN
fbem-31490	96	2	value	value	NOUN
fbem-31490	96	3	modeling	modeling	NOUN
fbem-31490	96	4	user	user	NOUN
fbem-31490	96	5	value	value	NOUN
fbem-31490	96	6	modeling	modeling	NOUN
fbem-31490	96	7	is	be	AUX
fbem-31490	96	8	an	an	DET
fbem-31490	96	9	important	important	ADJ
fbem-31490	96	10	means	mean	NOUN
fbem-31490	96	11	to	to	PART
fbem-31490	96	12	measure	measure	VERB
fbem-31490	96	13	the	the	DET
fbem-31490	96	14	contribution	contribution	NOUN
fbem-31490	96	15	of	of	ADP
fbem-31490	96	16	different	different	ADJ
fbem-31490	96	17	users	user	NOUN
fbem-31490	96	18	to	to	ADP
fbem-31490	96	19	the	the	DET
fbem-31490	96	20	platform	platform	NOUN
fbem-31490	96	21	's	's	PART
fbem-31490	96	22	business	business	NOUN
fbem-31490	96	23	,	,	PUNCT
fbem-31490	96	24	which	which	PRON
fbem-31490	96	25	is	be	AUX
fbem-31490	96	26	usually	usually	ADV
fbem-31490	96	27	assessed	assess	VERB
fbem-31490	96	28	from	from	ADP
fbem-31490	96	29	the	the	DET
fbem-31490	96	30	dimensions	dimension	NOUN
fbem-31490	96	31	of	of	ADP
fbem-31490	96	32	lifecycle	lifecycle	NOUN
fbem-31490	96	33	value	value	NOUN
fbem-31490	96	34	,	,	PUNCT
fbem-31490	96	35	purchase	purchase	NOUN
fbem-31490	96	36	frequency	frequency	NOUN
fbem-31490	96	37	,	,	PUNCT
fbem-31490	96	38	customer	customer	NOUN
fbem-31490	96	39	unit	unit	NOUN
fbem-31490	96	40	price	price	NOUN
fbem-31490	96	41	and	and	CCONJ
fbem-31490	96	42	behavioral	behavioral	ADJ
fbem-31490	96	43	activity	activity	NOUN
fbem-31490	96	44	.	.	PUNCT
fbem-31490	97	1	in	in	ADP
fbem-31490	97	2	the	the	DET
fbem-31490	97	3	short	short	ADJ
fbem-31490	97	4	video	video	NOUN
fbem-31490	97	5	and	and	CCONJ
fbem-31490	97	6	live	live	ADJ
fbem-31490	97	7	e	e	PROPN
fbem-31490	97	8	-	-	PROPN
fbem-31490	97	9	commerce	commerce	NOUN
fbem-31490	97	10	environment	environment	NOUN
fbem-31490	97	11	,	,	PUNCT
fbem-31490	97	12	user	user	NOUN
fbem-31490	97	13	behavior	behavior	NOUN
fbem-31490	97	14	paths	path	NOUN
fbem-31490	97	15	are	be	AUX
fbem-31490	97	16	highly	highly	ADV
fbem-31490	97	17	fragmented	fragmented	ADJ
fbem-31490	97	18	,	,	PUNCT
fbem-31490	97	19	and	and	CCONJ
fbem-31490	97	20	it	it	PRON
fbem-31490	97	21	is	be	AUX
fbem-31490	97	22	necessary	necessary	ADJ
fbem-31490	97	23	to	to	PART
fbem-31490	97	24	dynamically	dynamically	ADV
fbem-31490	97	25	identify	identify	VERB
fbem-31490	97	26	and	and	CCONJ
fbem-31490	97	27	stratify	stratify	VERB
fbem-31490	97	28	the	the	DET
fbem-31490	97	29	potential	potential	ADJ
fbem-31490	97	30	value	value	NOUN
fbem-31490	97	31	of	of	ADP
fbem-31490	97	32	users	user	NOUN
fbem-31490	97	33	by	by	ADP
fbem-31490	97	34	combining	combine	VERB
fbem-31490	97	35	their	their	PRON
fbem-31490	97	36	successive	successive	ADJ
fbem-31490	97	37	actions	action	NOUN
fbem-31490	97	38	,	,	PUNCT
fbem-31490	97	39	such	such	ADJ
fbem-31490	97	40	as	as	ADP
fbem-31490	97	41	browsing	browse	VERB
fbem-31490	97	42	,	,	PUNCT
fbem-31490	97	43	clicking	clicking	ADJ
fbem-31490	97	44	,	,	PUNCT
fbem-31490	97	45	purchasing	purchasing	NOUN
fbem-31490	97	46	,	,	PUNCT
fbem-31490	97	47	ordering	ordering	NOUN
fbem-31490	97	48	,	,	PUNCT
fbem-31490	97	49	and	and	CCONJ
fbem-31490	97	50	repurchasing	repurchasing	NOUN
fbem-31490	97	51	.	.	PUNCT
fbem-31490	98	1	high	high	ADJ
fbem-31490	98	2	-	-	PUNCT
fbem-31490	98	3	value	value	NOUN
fbem-31490	98	4	users	user	NOUN
fbem-31490	98	5	often	often	ADV
fbem-31490	98	6	have	have	VERB
fbem-31490	98	7	high	high	ADJ
fbem-31490	98	8	activity	activity	NOUN
fbem-31490	98	9	,	,	PUNCT
fbem-31490	98	10	stable	stable	ADJ
fbem-31490	98	11	consumption	consumption	NOUN
fbem-31490	98	12	behavior	behavior	NOUN
fbem-31490	98	13	and	and	CCONJ
fbem-31490	98	14	strong	strong	ADJ
fbem-31490	98	15	brand	brand	NOUN
fbem-31490	98	16	stickiness	stickiness	NOUN
fbem-31490	98	17	,	,	PUNCT
fbem-31490	98	18	which	which	PRON
fbem-31490	98	19	is	be	AUX
fbem-31490	98	20	suitable	suitable	ADJ
fbem-31490	98	21	for	for	ADP
fbem-31490	98	22	directional	directional	ADJ
fbem-31490	98	23	push	push	NOUN
fbem-31490	98	24	of	of	ADP
fbem-31490	98	25	high	high	ADJ
fbem-31490	98	26	-	-	PUNCT
fbem-31490	98	27	conversion	conversion	NOUN
fbem-31490	98	28	rate	rate	NOUN
fbem-31490	98	29	content	content	NOUN
fbem-31490	98	30	;	;	PUNCT
fbem-31490	98	31	low	low	ADJ
fbem-31490	98	32	and	and	CCONJ
fbem-31490	98	33	medium	medium	ADJ
fbem-31490	98	34	-	-	PUNCT
fbem-31490	98	35	value	value	NOUN
fbem-31490	98	36	users	user	NOUN
fbem-31490	98	37	need	need	VERB
fbem-31490	98	38	to	to	PART
fbem-31490	98	39	enhance	enhance	VERB
fbem-31490	98	40	their	their	PRON
fbem-31490	98	41	activity	activity	NOUN
fbem-31490	98	42	and	and	CCONJ
fbem-31490	98	43	conversion	conversion	NOUN
fbem-31490	98	44	potential	potential	NOUN
fbem-31490	98	45	through	through	ADP
fbem-31490	98	46	content	content	NOUN
fbem-31490	98	47	optimization	optimization	NOUN
fbem-31490	98	48	and	and	CCONJ
fbem-31490	98	49	interactive	interactive	ADJ
fbem-31490	98	50	guidance	guidance	NOUN
fbem-31490	98	51	.	.	PUNCT
fbem-31490	99	1	the	the	DET
fbem-31490	99	2	platform	platform	NOUN
fbem-31490	99	3	often	often	ADV
fbem-31490	99	4	divides	divide	VERB
fbem-31490	99	5	users	user	NOUN
fbem-31490	99	6	into	into	ADP
fbem-31490	99	7	four	four	NUM
fbem-31490	99	8	categories	category	NOUN
fbem-31490	99	9	:	:	PUNCT
fbem-31490	99	10	"	"	PUNCT
fbem-31490	99	11	attraction	attraction	NOUN
fbem-31490	99	12	type	type	NOUN
fbem-31490	99	13	"	"	PUNCT
fbem-31490	99	14	,	,	PUNCT
fbem-31490	99	15	"	"	PUNCT
fbem-31490	99	16	potential	potential	ADJ
fbem-31490	99	17	type	type	NOUN
fbem-31490	99	18	"	"	PUNCT
fbem-31490	99	19	,	,	PUNCT
fbem-31490	99	20	"	"	PUNCT
fbem-31490	99	21	conversion	conversion	NOUN
fbem-31490	99	22	type	type	NOUN
fbem-31490	99	23	"	"	PUNCT
fbem-31490	99	24	and	and	CCONJ
fbem-31490	99	25	"	"	PUNCT
fbem-31490	99	26	loyalty	loyalty	NOUN
fbem-31490	99	27	type	type	NOUN
fbem-31490	99	28	"	"	PUNCT
fbem-31490	99	29	,	,	PUNCT
fbem-31490	99	30	and	and	CCONJ
fbem-31490	99	31	the	the	DET
fbem-31490	99	32	users	user	NOUN
fbem-31490	99	33	are	be	AUX
fbem-31490	99	34	categorized	categorize	VERB
fbem-31490	99	35	into	into	ADP
fbem-31490	99	36	four	four	NUM
fbem-31490	99	37	types	type	NOUN
fbem-31490	99	38	:	:	PUNCT
fbem-31490	99	39	"	"	PUNCT
fbem-31490	99	40	attracting	attract	VERB
fbem-31490	99	41	"	"	PUNCT
fbem-31490	99	42	,	,	PUNCT
fbem-31490	99	43	"	"	PUNCT
fbem-31490	99	44	potential	potential	ADJ
fbem-31490	99	45	"	"	PUNCT
fbem-31490	99	46	,	,	PUNCT
fbem-31490	99	47	"	"	PUNCT
fbem-31490	99	48	converting	convert	VERB
fbem-31490	99	49	"	"	PUNCT
fbem-31490	99	50	and	and	CCONJ
fbem-31490	99	51	"	"	PUNCT
fbem-31490	99	52	loyal	loyal	ADJ
fbem-31490	99	53	"	"	PUNCT
fbem-31490	99	54	,	,	PUNCT
fbem-31490	99	55	and	and	CCONJ
fbem-31490	99	56	are	be	AUX
fbem-31490	99	57	matched	match	VERB
fbem-31490	99	58	with	with	ADP
fbem-31490	99	59	different	different	ADJ
fbem-31490	99	60	content	content	NOUN
fbem-31490	99	61	strategies	strategy	NOUN
fbem-31490	99	62	and	and	CCONJ
fbem-31490	99	63	marketing	marketing	NOUN
fbem-31490	99	64	channels	channel	NOUN
fbem-31490	99	65	.	.	PUNCT
fbem-31490	100	1	through	through	ADP
fbem-31490	100	2	the	the	DET
fbem-31490	100	3	systematic	systematic	ADJ
fbem-31490	100	4	modeling	modeling	NOUN
fbem-31490	100	5	of	of	ADP
fbem-31490	100	6	user	user	NOUN
fbem-31490	100	7	value	value	NOUN
fbem-31490	100	8	,	,	PUNCT
fbem-31490	100	9	we	we	PRON
fbem-31490	100	10	can	can	AUX
fbem-31490	100	11	realize	realize	VERB
fbem-31490	100	12	the	the	DET
fbem-31490	100	13	refined	refined	ADJ
fbem-31490	100	14	allocation	allocation	NOUN
fbem-31490	100	15	of	of	ADP
fbem-31490	100	16	resources	resource	NOUN
fbem-31490	100	17	and	and	CCONJ
fbem-31490	100	18	maximize	maximize	VERB
fbem-31490	100	19	marketing	marketing	NOUN
fbem-31490	100	20	efficiency	efficiency	NOUN
fbem-31490	100	21	,	,	PUNCT
fbem-31490	100	22	effectively	effectively	ADV
fbem-31490	100	23	improving	improve	VERB
fbem-31490	100	24	the	the	DET
fbem-31490	100	25	overall	overall	ADJ
fbem-31490	100	26	roi	roi	NOUN
fbem-31490	100	27	of	of	ADP
fbem-31490	100	28	the	the	DET
fbem-31490	100	29	platform	platform	NOUN
fbem-31490	100	30	and	and	CCONJ
fbem-31490	100	31	user	user	NOUN
fbem-31490	100	32	life	life	NOUN
fbem-31490	100	33	cycle	cycle	NOUN
fbem-31490	100	34	revenue	revenue	NOUN
fbem-31490	100	35	.	.	PUNCT
fbem-31490	101	1	4.4	4.4	NUM
fbem-31490	101	2	.	.	PUNCT
fbem-31490	101	3	causal	causal	ADJ
fbem-31490	101	4	relationship	relationship	NOUN
fbem-31490	101	5	between	between	ADP
fbem-31490	101	6	strategy	strategy	NOUN
fbem-31490	101	7	and	and	CCONJ
fbem-31490	101	8	behavior	behavior	NOUN
fbem-31490	101	9	in	in	ADP
fbem-31490	101	10	the	the	DET
fbem-31490	101	11	short	short	ADJ
fbem-31490	101	12	video	video	NOUN
fbem-31490	101	13	and	and	CCONJ
fbem-31490	101	14	live	live	ADJ
fbem-31490	101	15	e	e	PROPN
fbem-31490	101	16	-	-	PROPN
fbem-31490	101	17	commerce	commerce	NOUN
fbem-31490	101	18	environment	environment	NOUN
fbem-31490	101	19	,	,	PUNCT
fbem-31490	101	20	the	the	DET
fbem-31490	101	21	relationship	relationship	NOUN
fbem-31490	101	22	between	between	ADP
fbem-31490	101	23	content	content	NOUN
fbem-31490	101	24	strategy	strategy	NOUN
fbem-31490	101	25	and	and	CCONJ
fbem-31490	101	26	user	user	NOUN
fbem-31490	101	27	behavior	behavior	NOUN
fbem-31490	101	28	is	be	AUX
fbem-31490	101	29	not	not	PART
fbem-31490	101	30	a	a	DET
fbem-31490	101	31	simple	simple	ADJ
fbem-31490	101	32	correlation	correlation	NOUN
fbem-31490	101	33	,	,	PUNCT
fbem-31490	101	34	but	but	CCONJ
fbem-31490	101	35	has	have	VERB
fbem-31490	101	36	a	a	DET
fbem-31490	101	37	clear	clear	ADJ
fbem-31490	101	38	causal	causal	NOUN
fbem-31490	101	39	chain	chain	NOUN
fbem-31490	101	40	.	.	PUNCT
fbem-31490	102	1	different	different	ADJ
fbem-31490	102	2	types	type	NOUN
fbem-31490	102	3	of	of	ADP
fbem-31490	102	4	content	content	NOUN
fbem-31490	102	5	strategies	strategy	NOUN
fbem-31490	102	6	,	,	PUNCT
fbem-31490	102	7	such	such	ADJ
fbem-31490	102	8	as	as	ADP
fbem-31490	102	9	contextual	contextual	ADJ
fbem-31490	102	10	narrative	narrative	NOUN
fbem-31490	102	11	,	,	PUNCT
fbem-31490	102	12	emotional	emotional	ADJ
fbem-31490	102	13	rendering	rendering	NOUN
fbem-31490	102	14	,	,	PUNCT
fbem-31490	102	15	interactive	interactive	ADJ
fbem-31490	102	16	guidance	guidance	NOUN
fbem-31490	102	17	and	and	CCONJ
fbem-31490	102	18	time	time	NOUN
fbem-31490	102	19	-	-	PUNCT
fbem-31490	102	20	limited	limit	VERB
fbem-31490	102	21	promotions	promotion	NOUN
fbem-31490	102	22	,	,	PUNCT
fbem-31490	102	23	stimulate	stimulate	VERB
fbem-31490	102	24	users	user	NOUN
fbem-31490	102	25	'	'	PART
fbem-31490	102	26	interest	interest	NOUN
fbem-31490	102	27	,	,	PUNCT
fbem-31490	102	28	emotional	emotional	ADJ
fbem-31490	102	29	resonance	resonance	NOUN
fbem-31490	102	30	,	,	PUNCT
fbem-31490	102	31	willingness	willingness	NOUN
fbem-31490	102	32	to	to	PART
fbem-31490	102	33	participate	participate	VERB
fbem-31490	102	34	and	and	CCONJ
fbem-31490	102	35	impulse	impulse	ADJ
fbem-31490	102	36	to	to	PART
fbem-31490	102	37	buy	buy	VERB
fbem-31490	102	38	,	,	PUNCT
fbem-31490	102	39	thus	thus	ADV
fbem-31490	102	40	triggering	trigger	VERB
fbem-31490	102	41	continuous	continuous	ADJ
fbem-31490	102	42	behavioral	behavioral	ADJ
fbem-31490	102	43	responses	response	NOUN
fbem-31490	102	44	.	.	PUNCT
fbem-31490	103	1	for	for	ADP
fbem-31490	103	2	example	example	NOUN
fbem-31490	103	3	,	,	PUNCT
fbem-31490	103	4	the	the	PRON
fbem-31490	103	5	"	"	PUNCT
fbem-31490	103	6	before	before	ADP
fbem-31490	103	7	and	and	CCONJ
fbem-31490	103	8	after	after	ADP
fbem-31490	103	9	"	"	PUNCT
fbem-31490	103	10	content	content	NOUN
fbem-31490	103	11	in	in	ADP
fbem-31490	103	12	short	short	ADJ
fbem-31490	103	13	videos	video	NOUN
fbem-31490	103	14	can	can	AUX
fbem-31490	103	15	significantly	significantly	ADV
fbem-31490	103	16	increase	increase	VERB
fbem-31490	103	17	users	user	NOUN
fbem-31490	103	18	'	'	PART
fbem-31490	103	19	click	click	VERB
fbem-31490	103	20	-	-	PUNCT
fbem-31490	103	21	through	through	ADP
fbem-31490	103	22	rate	rate	NOUN
fbem-31490	103	23	and	and	CCONJ
fbem-31490	103	24	length	length	NOUN
fbem-31490	103	25	of	of	ADP
fbem-31490	103	26	stay	stay	NOUN
fbem-31490	103	27	,	,	PUNCT
fbem-31490	103	28	while	while	SCONJ
fbem-31490	103	29	the	the	DET
fbem-31490	103	30	"	"	PUNCT
fbem-31490	103	31	limitedtime	limitedtime	NOUN
fbem-31490	103	32	discount	discount	NOUN
fbem-31490	103	33	+	+	CCONJ
fbem-31490	103	34	pop	pop	VERB
fbem-31490	103	35	-	-	PUNCT
fbem-31490	103	36	up	up	ADP
fbem-31490	103	37	lottery	lottery	NOUN
fbem-31490	103	38	"	"	PUNCT
fbem-31490	103	39	combination	combination	NOUN
fbem-31490	103	40	in	in	ADP
fbem-31490	103	41	live	live	ADJ
fbem-31490	103	42	broadcasts	broadcast	NOUN
fbem-31490	103	43	can	can	AUX
fbem-31490	103	44	effectively	effectively	ADV
fbem-31490	103	45	promote	promote	VERB
fbem-31490	103	46	users	user	NOUN
fbem-31490	103	47	'	'	PART
fbem-31490	103	48	ordering	ordering	NOUN
fbem-31490	103	49	behavior	behavior	NOUN
fbem-31490	103	50	46	46	NUM
fbem-31490	103	51	in	in	ADP
fbem-31490	103	52	a	a	DET
fbem-31490	103	53	short	short	ADJ
fbem-31490	103	54	period	period	NOUN
fbem-31490	103	55	of	of	ADP
fbem-31490	103	56	time	time	NOUN
fbem-31490	103	57	.	.	PUNCT
fbem-31490	104	1	it	it	PRON
fbem-31490	104	2	is	be	AUX
fbem-31490	104	3	found	find	VERB
fbem-31490	104	4	that	that	SCONJ
fbem-31490	104	5	when	when	SCONJ
fbem-31490	104	6	the	the	DET
fbem-31490	104	7	content	content	NOUN
fbem-31490	104	8	strategy	strategy	NOUN
fbem-31490	104	9	is	be	AUX
fbem-31490	104	10	highly	highly	ADV
fbem-31490	104	11	matched	match	VERB
fbem-31490	104	12	with	with	ADP
fbem-31490	104	13	the	the	DET
fbem-31490	104	14	user	user	NOUN
fbem-31490	104	15	's	's	PART
fbem-31490	104	16	current	current	ADJ
fbem-31490	104	17	interests	interest	NOUN
fbem-31490	104	18	and	and	CCONJ
fbem-31490	104	19	needs	need	NOUN
fbem-31490	104	20	,	,	PUNCT
fbem-31490	104	21	the	the	DET
fbem-31490	104	22	conversion	conversion	NOUN
fbem-31490	104	23	rate	rate	NOUN
fbem-31490	104	24	of	of	ADP
fbem-31490	104	25	user	user	NOUN
fbem-31490	104	26	behavior	behavior	NOUN
fbem-31490	104	27	will	will	AUX
fbem-31490	104	28	increase	increase	VERB
fbem-31490	104	29	significantly	significantly	ADV
fbem-31490	104	30	,	,	PUNCT
fbem-31490	104	31	and	and	CCONJ
fbem-31490	104	32	vice	vice	NOUN
fbem-31490	104	33	versa	versa	NOUN
fbem-31490	104	34	may	may	AUX
fbem-31490	104	35	lead	lead	VERB
fbem-31490	104	36	to	to	ADP
fbem-31490	104	37	an	an	DET
fbem-31490	104	38	increase	increase	NOUN
fbem-31490	104	39	in	in	ADP
fbem-31490	104	40	the	the	DET
fbem-31490	104	41	bounce	bounce	NOUN
fbem-31490	104	42	rate	rate	NOUN
fbem-31490	104	43	.	.	PUNCT
fbem-31490	105	1	therefore	therefore	ADV
fbem-31490	105	2	,	,	PUNCT
fbem-31490	105	3	understanding	understand	VERB
fbem-31490	105	4	the	the	DET
fbem-31490	105	5	causal	causal	ADJ
fbem-31490	105	6	mechanism	mechanism	NOUN
fbem-31490	105	7	of	of	ADP
fbem-31490	105	8	strategy	strategy	NOUN
fbem-31490	105	9	design	design	NOUN
fbem-31490	105	10	on	on	ADP
fbem-31490	105	11	user	user	NOUN
fbem-31490	105	12	behavioral	behavioral	ADJ
fbem-31490	105	13	changes	change	NOUN
fbem-31490	105	14	helps	help	VERB
fbem-31490	105	15	the	the	DET
fbem-31490	105	16	platform	platform	NOUN
fbem-31490	105	17	to	to	PART
fbem-31490	105	18	realize	realize	VERB
fbem-31490	105	19	the	the	DET
fbem-31490	105	20	whole	whole	ADJ
fbem-31490	105	21	chain	chain	NOUN
fbem-31490	105	22	optimization	optimization	NOUN
fbem-31490	105	23	from	from	ADP
fbem-31490	105	24	content	content	ADJ
fbem-31490	105	25	creation	creation	NOUN
fbem-31490	105	26	to	to	ADP
fbem-31490	105	27	behavioral	behavioral	ADJ
fbem-31490	105	28	intervention	intervention	NOUN
fbem-31490	105	29	,	,	PUNCT
fbem-31490	105	30	and	and	CCONJ
fbem-31490	105	31	improve	improve	VERB
fbem-31490	105	32	the	the	DET
fbem-31490	105	33	accuracy	accuracy	NOUN
fbem-31490	105	34	and	and	CCONJ
fbem-31490	105	35	predictability	predictability	NOUN
fbem-31490	105	36	of	of	ADP
fbem-31490	105	37	marketing	marketing	NOUN
fbem-31490	105	38	operations	operation	NOUN
fbem-31490	105	39	.	.	PUNCT
fbem-31490	106	1	5	5	X
fbem-31490	106	2	.	.	X
fbem-31490	106	3	case	case	NOUN
fbem-31490	106	4	validation	validation	NOUN
fbem-31490	106	5	and	and	CCONJ
fbem-31490	106	6	path	path	NOUN
fbem-31490	106	7	optimization	optimization	NOUN
fbem-31490	106	8	5.1	5.1	NUM
fbem-31490	106	9	.	.	PUNCT
fbem-31490	107	1	case	case	NOUN
fbem-31490	107	2	setting	set	VERB
fbem-31490	107	3	this	this	DET
fbem-31490	107	4	study	study	NOUN
fbem-31490	107	5	selects	select	VERB
fbem-31490	107	6	the	the	DET
fbem-31490	107	7	integrated	integrate	VERB
fbem-31490	107	8	marketing	marketing	NOUN
fbem-31490	107	9	campaign	campaign	NOUN
fbem-31490	107	10	of	of	ADP
fbem-31490	107	11	a	a	DET
fbem-31490	107	12	national	national	ADJ
fbem-31490	107	13	beauty	beauty	NOUN
fbem-31490	107	14	brand	brand	NOUN
fbem-31490	107	15	to	to	PART
fbem-31490	107	16	promote	promote	VERB
fbem-31490	107	17	its	its	PRON
fbem-31490	107	18	new	new	ADJ
fbem-31490	107	19	lip	lip	NOUN
fbem-31490	107	20	glaze	glaze	NOUN
fbem-31490	107	21	on	on	ADP
fbem-31490	107	22	the	the	DET
fbem-31490	107	23	three	three	NUM
fbem-31490	107	24	platforms	platform	NOUN
fbem-31490	107	25	of	of	ADP
fbem-31490	107	26	jittery	jittery	ADJ
fbem-31490	107	27	,	,	PUNCT
fbem-31490	107	28	taobao	taobao	PROPN
fbem-31490	107	29	live	live	VERB
fbem-31490	107	30	and	and	CCONJ
fbem-31490	107	31	xiaohongshu	xiaohongshu	ADV
fbem-31490	107	32	as	as	ADP
fbem-31490	107	33	a	a	DET
fbem-31490	107	34	case	case	NOUN
fbem-31490	107	35	study	study	NOUN
fbem-31490	107	36	,	,	PUNCT
fbem-31490	107	37	focusing	focus	VERB
fbem-31490	107	38	on	on	ADP
fbem-31490	107	39	the	the	DET
fbem-31490	107	40	whole	whole	ADJ
fbem-31490	107	41	process	process	NOUN
fbem-31490	107	42	of	of	ADP
fbem-31490	107	43	"	"	PUNCT
fbem-31490	107	44	attractionconversion	attractionconversion	NOUN
fbem-31490	107	45	-	-	PUNCT
fbem-31490	107	46	repurchase	repurchase	NOUN
fbem-31490	107	47	"	"	PUNCT
fbem-31490	107	48	content	content	NOUN
fbem-31490	107	49	strategy	strategy	NOUN
fbem-31490	107	50	and	and	CCONJ
fbem-31490	107	51	user	user	NOUN
fbem-31490	107	52	behavior	behavior	NOUN
fbem-31490	107	53	response	response	NOUN
fbem-31490	107	54	.	.	PUNCT
fbem-31490	108	1	the	the	DET
fbem-31490	108	2	specific	specific	ADJ
fbem-31490	108	3	operation	operation	NOUN
fbem-31490	108	4	process	process	NOUN
fbem-31490	108	5	is	be	AUX
fbem-31490	108	6	as	as	SCONJ
fbem-31490	108	7	follows	follow	VERB
fbem-31490	108	8	:	:	PUNCT
fbem-31490	108	9	put	put	VERB
fbem-31490	108	10	a	a	DET
fbem-31490	108	11	15	15	NUM
fbem-31490	108	12	-	-	PUNCT
fbem-31490	108	13	second	second	ADJ
fbem-31490	108	14	short	short	ADJ
fbem-31490	108	15	video	video	NOUN
fbem-31490	108	16	of	of	ADP
fbem-31490	108	17	the	the	DET
fbem-31490	108	18	product	product	NOUN
fbem-31490	108	19	on	on	ADP
fbem-31490	108	20	jittery	jittery	ADJ
fbem-31490	108	21	voice	voice	NOUN
fbem-31490	108	22	,	,	PUNCT
fbem-31490	108	23	set	set	VERB
fbem-31490	108	24	interest	interest	NOUN
fbem-31490	108	25	tags	tag	NOUN
fbem-31490	108	26	and	and	CCONJ
fbem-31490	108	27	enable	enable	VERB
fbem-31490	108	28	qianchuan	qianchuan	NOUN
fbem-31490	108	29	ads	ad	NOUN
fbem-31490	108	30	to	to	PART
fbem-31490	108	31	divert	divert	VERB
fbem-31490	108	32	traffic	traffic	NOUN
fbem-31490	108	33	to	to	ADP
fbem-31490	108	34	taobao	taobao	PROPN
fbem-31490	108	35	live	live	ADV
fbem-31490	108	36	;	;	PUNCT
fbem-31490	108	37	the	the	DET
fbem-31490	108	38	head	head	NOUN
fbem-31490	108	39	anchor	anchor	NOUN
fbem-31490	108	40	explains	explain	VERB
fbem-31490	108	41	the	the	DET
fbem-31490	108	42	product	product	NOUN
fbem-31490	108	43	and	and	CCONJ
fbem-31490	108	44	promotes	promote	VERB
fbem-31490	108	45	conversion	conversion	NOUN
fbem-31490	108	46	with	with	ADP
fbem-31490	108	47	limited	limited	ADJ
fbem-31490	108	48	-	-	PUNCT
fbem-31490	108	49	time	time	NOUN
fbem-31490	108	50	discounts	discount	NOUN
fbem-31490	108	51	,	,	PUNCT
fbem-31490	108	52	and	and	CCONJ
fbem-31490	108	53	at	at	ADP
fbem-31490	108	54	the	the	DET
fbem-31490	108	55	same	same	ADJ
fbem-31490	108	56	time	time	NOUN
fbem-31490	108	57	publishes	publish	VERB
fbem-31490	108	58	seeding	seed	VERB
fbem-31490	108	59	notes	note	NOUN
fbem-31490	108	60	on	on	ADP
fbem-31490	108	61	xiaohongshu	xiaohongshu	NOUN
fbem-31490	108	62	to	to	PART
fbem-31490	108	63	strengthen	strengthen	VERB
fbem-31490	108	64	the	the	DET
fbem-31490	108	65	product	product	NOUN
fbem-31490	108	66	's	's	PART
fbem-31490	108	67	word	word	NOUN
fbem-31490	108	68	-	-	PUNCT
fbem-31490	108	69	of	of	ADP
fbem-31490	108	70	-	-	PUNCT
fbem-31490	108	71	mouth	mouth	NOUN
fbem-31490	108	72	and	and	CCONJ
fbem-31490	108	73	the	the	DET
fbem-31490	108	74	user	user	NOUN
fbem-31490	108	75	's	's	PART
fbem-31490	108	76	cognitive	cognitive	ADJ
fbem-31490	108	77	precipitation	precipitation	NOUN
fbem-31490	108	78	.	.	PUNCT
fbem-31490	109	1	the	the	DET
fbem-31490	109	2	data	data	NOUN
fbem-31490	109	3	collection	collection	NOUN
fbem-31490	109	4	covers	cover	VERB
fbem-31490	109	5	the	the	DET
fbem-31490	109	6	video	video	NOUN
fbem-31490	109	7	clicks	click	NOUN
fbem-31490	109	8	,	,	PUNCT
fbem-31490	109	9	the	the	DET
fbem-31490	109	10	number	number	NOUN
fbem-31490	109	11	of	of	ADP
fbem-31490	109	12	live	live	ADJ
fbem-31490	109	13	viewers	viewer	NOUN
fbem-31490	109	14	,	,	PUNCT
fbem-31490	109	15	the	the	DET
fbem-31490	109	16	conversion	conversion	NOUN
fbem-31490	109	17	rate	rate	NOUN
fbem-31490	109	18	of	of	ADP
fbem-31490	109	19	the	the	DET
fbem-31490	109	20	order	order	NOUN
fbem-31490	109	21	,	,	PUNCT
fbem-31490	109	22	the	the	DET
fbem-31490	109	23	little	little	ADJ
fbem-31490	109	24	red	red	ADJ
fbem-31490	109	25	book	book	NOUN
fbem-31490	109	26	collection	collection	NOUN
fbem-31490	109	27	and	and	CCONJ
fbem-31490	109	28	comments	comment	NOUN
fbem-31490	109	29	and	and	CCONJ
fbem-31490	109	30	other	other	ADJ
fbem-31490	109	31	dimensions	dimension	NOUN
fbem-31490	109	32	,	,	PUNCT
fbem-31490	109	33	forming	form	VERB
fbem-31490	109	34	a	a	DET
fbem-31490	109	35	content	content	ADJ
fbem-31490	109	36	-	-	PUNCT
fbem-31490	109	37	behavior	behavior	NOUN
fbem-31490	109	38	closed	closed	ADJ
fbem-31490	109	39	-	-	PUNCT
fbem-31490	109	40	loop	loop	NOUN
fbem-31490	109	41	data	datum	NOUN
fbem-31490	109	42	chain	chain	NOUN
fbem-31490	109	43	,	,	PUNCT
fbem-31490	109	44	and	and	CCONJ
fbem-31490	109	45	combined	combine	VERB
fbem-31490	109	46	with	with	ADP
fbem-31490	109	47	the	the	DET
fbem-31490	109	48	user	user	NOUN
fbem-31490	109	49	behavior	behavior	NOUN
fbem-31490	109	50	logs	log	NOUN
fbem-31490	109	51	,	,	PUNCT
fbem-31490	109	52	to	to	PART
fbem-31490	109	53	establish	establish	VERB
fbem-31490	109	54	a	a	DET
fbem-31490	109	55	causal	causal	ADJ
fbem-31490	109	56	path	path	NOUN
fbem-31490	109	57	analysis	analysis	NOUN
fbem-31490	109	58	model	model	NOUN
fbem-31490	109	59	for	for	ADP
fbem-31490	109	60	verifying	verify	VERB
fbem-31490	109	61	the	the	DET
fbem-31490	109	62	effect	effect	NOUN
fbem-31490	109	63	of	of	ADP
fbem-31490	109	64	the	the	DET
fbem-31490	109	65	content	content	NOUN
fbem-31490	109	66	strategy	strategy	NOUN
fbem-31490	109	67	on	on	ADP
fbem-31490	109	68	the	the	DET
fbem-31490	109	69	various	various	ADJ
fbem-31490	109	70	behavioral	behavioral	ADJ
fbem-31490	109	71	nodes	node	NOUN
fbem-31490	109	72	.	.	PUNCT
fbem-31490	110	1	5.2	5.2	NUM
fbem-31490	110	2	.	.	PUNCT
fbem-31490	111	1	"	"	PUNCT
fbem-31490	111	2	attraction+conversion+repurchase	attraction+conversion+repurchase	NOUN
fbem-31490	111	3	"	"	PUNCT
fbem-31490	111	4	model	model	NOUN
fbem-31490	111	5	the	the	DET
fbem-31490	111	6	"	"	PUNCT
fbem-31490	111	7	attraction	attraction	NOUN
fbem-31490	111	8	+	+	CCONJ
fbem-31490	111	9	conversion	conversion	NOUN
fbem-31490	111	10	+	+	CCONJ
fbem-31490	111	11	repurchase	repurchase	NOUN
fbem-31490	111	12	"	"	PUNCT
fbem-31490	111	13	model	model	NOUN
fbem-31490	111	14	is	be	AUX
fbem-31490	111	15	a	a	DET
fbem-31490	111	16	three	three	NUM
fbem-31490	111	17	-	-	PUNCT
fbem-31490	111	18	stage	stage	NOUN
fbem-31490	111	19	content	content	NOUN
fbem-31490	111	20	marketing	marketing	NOUN
fbem-31490	111	21	system	system	NOUN
fbem-31490	111	22	based	base	VERB
fbem-31490	111	23	on	on	ADP
fbem-31490	111	24	user	user	NOUN
fbem-31490	111	25	behavior	behavior	NOUN
fbem-31490	111	26	paths	path	NOUN
fbem-31490	111	27	,	,	PUNCT
fbem-31490	111	28	aiming	aim	VERB
fbem-31490	111	29	to	to	PART
fbem-31490	111	30	realize	realize	VERB
fbem-31490	111	31	the	the	DET
fbem-31490	111	32	optimization	optimization	NOUN
fbem-31490	111	33	of	of	ADP
fbem-31490	111	34	the	the	DET
fbem-31490	111	35	whole	whole	ADJ
fbem-31490	111	36	process	process	NOUN
fbem-31490	111	37	of	of	ADP
fbem-31490	111	38	user	user	NOUN
fbem-31490	111	39	operation	operation	NOUN
fbem-31490	111	40	on	on	ADP
fbem-31490	111	41	short	short	ADJ
fbem-31490	111	42	video	video	NOUN
fbem-31490	111	43	and	and	CCONJ
fbem-31490	111	44	live	live	ADJ
fbem-31490	111	45	e	e	PROPN
fbem-31490	111	46	-	-	NOUN
fbem-31490	111	47	commerce	commerce	NOUN
fbem-31490	111	48	platforms	platform	NOUN
fbem-31490	111	49	.	.	PUNCT
fbem-31490	112	1	in	in	ADP
fbem-31490	112	2	the	the	DET
fbem-31490	112	3	"	"	PUNCT
fbem-31490	112	4	attraction	attraction	NOUN
fbem-31490	112	5	"	"	PUNCT
fbem-31490	112	6	stage	stage	NOUN
fbem-31490	112	7	,	,	PUNCT
fbem-31490	112	8	the	the	DET
fbem-31490	112	9	platform	platform	NOUN
fbem-31490	112	10	realizes	realize	VERB
fbem-31490	112	11	user	user	NOUN
fbem-31490	112	12	interest	interest	NOUN
fbem-31490	112	13	stimulation	stimulation	NOUN
fbem-31490	112	14	and	and	CCONJ
fbem-31490	112	15	traffic	traffic	NOUN
fbem-31490	112	16	aggregation	aggregation	NOUN
fbem-31490	112	17	through	through	ADP
fbem-31490	112	18	short	short	ADJ
fbem-31490	112	19	video	video	NOUN
fbem-31490	112	20	content	content	NOUN
fbem-31490	112	21	placement	placement	NOUN
fbem-31490	112	22	,	,	PUNCT
fbem-31490	112	23	and	and	CCONJ
fbem-31490	112	24	often	often	ADV
fbem-31490	112	25	attracts	attract	VERB
fbem-31490	112	26	users	user	NOUN
fbem-31490	112	27	'	'	PART
fbem-31490	112	28	clicks	click	NOUN
fbem-31490	112	29	and	and	CCONJ
fbem-31490	112	30	concerns	concern	NOUN
fbem-31490	112	31	with	with	ADP
fbem-31490	112	32	high	high	ADJ
fbem-31490	112	33	-	-	PUNCT
fbem-31490	112	34	exposure	exposure	NOUN
fbem-31490	112	35	and	and	CCONJ
fbem-31490	112	36	emotionally	emotionally	ADV
fbem-31490	112	37	contagious	contagious	ADJ
fbem-31490	112	38	videos	video	NOUN
fbem-31490	112	39	,	,	PUNCT
fbem-31490	112	40	guiding	guide	VERB
fbem-31490	112	41	them	they	PRON
fbem-31490	112	42	to	to	ADP
fbem-31490	112	43	the	the	DET
fbem-31490	112	44	live	live	ADJ
fbem-31490	112	45	broadcasting	broadcasting	NOUN
fbem-31490	112	46	room	room	NOUN
fbem-31490	112	47	or	or	CCONJ
fbem-31490	112	48	the	the	DET
fbem-31490	112	49	brand	brand	NOUN
fbem-31490	112	50	's	's	PART
fbem-31490	112	51	homepage	homepage	NOUN
fbem-31490	112	52	;	;	PUNCT
fbem-31490	112	53	in	in	ADP
fbem-31490	112	54	the	the	DET
fbem-31490	112	55	"	"	PUNCT
fbem-31490	112	56	conversion	conversion	NOUN
fbem-31490	112	57	"	"	PUNCT
fbem-31490	112	58	stage	stage	NOUN
fbem-31490	112	59	,	,	PUNCT
fbem-31490	112	60	the	the	DET
fbem-31490	112	61	platform	platform	NOUN
fbem-31490	112	62	uses	use	VERB
fbem-31490	112	63	live	live	ADJ
fbem-31490	112	64	broadcasting	broadcasting	NOUN
fbem-31490	112	65	for	for	ADP
fbem-31490	112	66	real	real	ADJ
fbem-31490	112	67	-	-	PUNCT
fbem-31490	112	68	time	time	NOUN
fbem-31490	112	69	explanation	explanation	NOUN
fbem-31490	112	70	and	and	CCONJ
fbem-31490	112	71	limitedtime	limitedtime	NOUN
fbem-31490	112	72	promotions	promotion	NOUN
fbem-31490	112	73	.	.	PUNCT
fbem-31490	113	1	in	in	ADP
fbem-31490	113	2	the	the	DET
fbem-31490	113	3	"	"	PUNCT
fbem-31490	113	4	conversion	conversion	NOUN
fbem-31490	113	5	"	"	PUNCT
fbem-31490	113	6	stage	stage	NOUN
fbem-31490	113	7	,	,	PUNCT
fbem-31490	113	8	through	through	ADP
fbem-31490	113	9	the	the	DET
fbem-31490	113	10	live	live	ADJ
fbem-31490	113	11	real	real	ADJ
fbem-31490	113	12	-	-	PUNCT
fbem-31490	113	13	time	time	NOUN
fbem-31490	113	14	explanation	explanation	NOUN
fbem-31490	113	15	,	,	PUNCT
fbem-31490	113	16	limited	limited	ADJ
fbem-31490	113	17	-	-	PUNCT
fbem-31490	113	18	time	time	NOUN
fbem-31490	113	19	promotions	promotion	NOUN
fbem-31490	113	20	and	and	CCONJ
fbem-31490	113	21	interactive	interactive	ADJ
fbem-31490	113	22	incentives	incentive	NOUN
fbem-31490	113	23	to	to	PART
fbem-31490	113	24	strengthen	strengthen	VERB
fbem-31490	113	25	the	the	DET
fbem-31490	113	26	user	user	NOUN
fbem-31490	113	27	's	's	PART
fbem-31490	113	28	willingness	willingness	NOUN
fbem-31490	113	29	to	to	PART
fbem-31490	113	30	buy	buy	VERB
fbem-31490	113	31	,	,	PUNCT
fbem-31490	113	32	combined	combine	VERB
fbem-31490	113	33	with	with	ADP
fbem-31490	113	34	the	the	DET
fbem-31490	113	35	product	product	NOUN
fbem-31490	113	36	demonstration	demonstration	NOUN
fbem-31490	113	37	and	and	CCONJ
fbem-31490	113	38	benefit	benefit	NOUN
fbem-31490	113	39	points	point	NOUN
fbem-31490	113	40	conveyed	convey	VERB
fbem-31490	113	41	to	to	PART
fbem-31490	113	42	shorten	shorten	VERB
fbem-31490	113	43	the	the	DET
fbem-31490	113	44	user	user	NOUN
fbem-31490	113	45	's	's	PART
fbem-31490	113	46	decision	decision	NOUN
fbem-31490	113	47	-	-	PUNCT
fbem-31490	113	48	making	make	VERB
fbem-31490	113	49	chain	chain	NOUN
fbem-31490	113	50	and	and	CCONJ
fbem-31490	113	51	improve	improve	VERB
fbem-31490	113	52	the	the	DET
fbem-31490	113	53	conversion	conversion	NOUN
fbem-31490	113	54	rate	rate	NOUN
fbem-31490	113	55	of	of	ADP
fbem-31490	113	56	the	the	DET
fbem-31490	113	57	order	order	NOUN
fbem-31490	113	58	;	;	PUNCT
fbem-31490	113	59	in	in	ADP
fbem-31490	113	60	the	the	DET
fbem-31490	113	61	"	"	PUNCT
fbem-31490	113	62	repurchase	repurchase	NOUN
fbem-31490	113	63	"	"	PUNCT
fbem-31490	113	64	stage	stage	NOUN
fbem-31490	113	65	,	,	PUNCT
fbem-31490	113	66	relying	rely	VERB
fbem-31490	113	67	on	on	ADP
fbem-31490	113	68	the	the	DET
fbem-31490	113	69	community	community	NOUN
fbem-31490	113	70	platforms	platform	NOUN
fbem-31490	113	71	,	,	PUNCT
fbem-31490	113	72	such	such	ADJ
fbem-31490	113	73	as	as	ADP
fbem-31490	113	74	xiaohongshu	xiaohongshu	NOUN
fbem-31490	113	75	and	and	CCONJ
fbem-31490	113	76	other	other	ADJ
fbem-31490	113	77	community	community	NOUN
fbem-31490	113	78	grass	grass	NOUN
fbem-31490	113	79	-	-	PUNCT
fbem-31490	113	80	roots	root	NOUN
fbem-31490	113	81	content	content	NOUN
fbem-31490	113	82	and	and	CCONJ
fbem-31490	113	83	the	the	DET
fbem-31490	113	84	brand	brand	NOUN
fbem-31490	113	85	's	's	PART
fbem-31490	113	86	secondary	secondary	ADJ
fbem-31490	113	87	content	content	NOUN
fbem-31490	113	88	to	to	PART
fbem-31490	113	89	reach	reach	VERB
fbem-31490	113	90	,	,	PUNCT
fbem-31490	113	91	through	through	ADP
fbem-31490	113	92	the	the	DET
fbem-31490	113	93	user	user	NOUN
fbem-31490	113	94	's	's	PART
fbem-31490	113	95	comments	comment	NOUN
fbem-31490	113	96	,	,	PUNCT
fbem-31490	113	97	true	true	ADJ
fbem-31490	113	98	experience	experience	NOUN
fbem-31490	113	99	in	in	ADP
fbem-31490	113	100	the	the	DET
fbem-31490	113	101	"	"	PUNCT
fbem-31490	113	102	repurchase	repurchase	NOUN
fbem-31490	113	103	"	"	PUNCT
fbem-31490	113	104	stage	stage	NOUN
fbem-31490	113	105	,	,	PUNCT
fbem-31490	113	106	it	it	PRON
fbem-31490	113	107	relies	rely	VERB
fbem-31490	113	108	on	on	ADP
fbem-31490	113	109	community	community	NOUN
fbem-31490	113	110	platforms	platform	NOUN
fbem-31490	113	111	such	such	ADJ
fbem-31490	113	112	as	as	ADP
fbem-31490	113	113	xiaohongshu	xiaohongshu	NOUN
fbem-31490	113	114	and	and	CCONJ
fbem-31490	113	115	the	the	DET
fbem-31490	113	116	brand	brand	NOUN
fbem-31490	113	117	's	's	PART
fbem-31490	113	118	secondary	secondary	ADJ
fbem-31490	113	119	content	content	NOUN
fbem-31490	113	120	reach	reach	VERB
fbem-31490	113	121	,	,	PUNCT
fbem-31490	113	122	through	through	ADP
fbem-31490	113	123	user	user	NOUN
fbem-31490	113	124	comments	comment	NOUN
fbem-31490	113	125	,	,	PUNCT
fbem-31490	113	126	real	real	ADJ
fbem-31490	113	127	experience	experience	NOUN
fbem-31490	113	128	and	and	CCONJ
fbem-31490	113	129	repeated	repeat	VERB
fbem-31490	113	130	exposure	exposure	NOUN
fbem-31490	113	131	of	of	ADP
fbem-31490	113	132	the	the	DET
fbem-31490	113	133	content	content	NOUN
fbem-31490	113	134	to	to	PART
fbem-31490	113	135	build	build	VERB
fbem-31490	113	136	a	a	DET
fbem-31490	113	137	cognitive	cognitive	ADJ
fbem-31490	113	138	closed	close	VERB
fbem-31490	113	139	loop	loop	NOUN
fbem-31490	113	140	and	and	CCONJ
fbem-31490	113	141	enhance	enhance	VERB
fbem-31490	113	142	the	the	DET
fbem-31490	113	143	user	user	NOUN
fbem-31490	113	144	's	's	PART
fbem-31490	113	145	long	long	ADJ
fbem-31490	113	146	-	-	PUNCT
fbem-31490	113	147	term	term	NOUN
fbem-31490	113	148	trust	trust	NOUN
fbem-31490	113	149	in	in	ADP
fbem-31490	113	150	the	the	DET
fbem-31490	113	151	brand	brand	NOUN
fbem-31490	113	152	and	and	CCONJ
fbem-31490	113	153	repurchase	repurchase	VERB
fbem-31490	113	154	frequency	frequency	NOUN
fbem-31490	113	155	.	.	PUNCT
fbem-31490	114	1	this	this	DET
fbem-31490	114	2	model	model	NOUN
fbem-31490	114	3	realizes	realize	VERB
fbem-31490	114	4	the	the	DET
fbem-31490	114	5	flow	flow	NOUN
fbem-31490	114	6	and	and	CCONJ
fbem-31490	114	7	precipitation	precipitation	NOUN
fbem-31490	114	8	of	of	ADP
fbem-31490	114	9	users	user	NOUN
fbem-31490	114	10	among	among	ADP
fbem-31490	114	11	multiple	multiple	ADJ
fbem-31490	114	12	platforms	platform	NOUN
fbem-31490	114	13	through	through	ADP
fbem-31490	114	14	content	content	NOUN
fbem-31490	114	15	density	density	NOUN
fbem-31490	114	16	control	control	NOUN
fbem-31490	114	17	and	and	CCONJ
fbem-31490	114	18	behavioral	behavioral	ADJ
fbem-31490	114	19	rhythm	rhythm	NOUN
fbem-31490	114	20	management	management	NOUN
fbem-31490	114	21	,	,	PUNCT
fbem-31490	114	22	taking	take	VERB
fbem-31490	114	23	into	into	ADP
fbem-31490	114	24	account	account	NOUN
fbem-31490	114	25	short	short	ADJ
fbem-31490	114	26	-	-	PUNCT
fbem-31490	114	27	term	term	NOUN
fbem-31490	114	28	sales	sale	NOUN
fbem-31490	114	29	conversion	conversion	NOUN
fbem-31490	114	30	and	and	CCONJ
fbem-31490	114	31	long	long	ADJ
fbem-31490	114	32	-	-	PUNCT
fbem-31490	114	33	term	term	NOUN
fbem-31490	114	34	user	user	NOUN
fbem-31490	114	35	value	value	NOUN
fbem-31490	114	36	,	,	PUNCT
fbem-31490	114	37	with	with	ADP
fbem-31490	114	38	high	high	ADJ
fbem-31490	114	39	adaptability	adaptability	NOUN
fbem-31490	114	40	and	and	CCONJ
fbem-31490	114	41	replicability	replicability	NOUN
fbem-31490	114	42	,	,	PUNCT
fbem-31490	114	43	and	and	CCONJ
fbem-31490	114	44	has	have	AUX
fbem-31490	114	45	become	become	VERB
fbem-31490	114	46	a	a	DET
fbem-31490	114	47	typical	typical	ADJ
fbem-31490	114	48	path	path	NOUN
fbem-31490	114	49	structure	structure	NOUN
fbem-31490	114	50	for	for	ADP
fbem-31490	114	51	multi	multi	ADJ
fbem-31490	114	52	-	-	ADJ
fbem-31490	114	53	platform	platform	ADJ
fbem-31490	114	54	integrated	integrate	VERB
fbem-31490	114	55	marketing	marketing	NOUN
fbem-31490	114	56	.	.	PUNCT
fbem-31490	115	1	5.3	5.3	NUM
fbem-31490	115	2	.	.	X
fbem-31490	116	1	cross	cross	ADJ
fbem-31490	116	2	-	-	ADJ
fbem-31490	116	3	platform	platform	ADJ
fbem-31490	116	4	collaboration	collaboration	NOUN
fbem-31490	116	5	path	path	NOUN
fbem-31490	116	6	cross	cross	ADJ
fbem-31490	116	7	-	-	ADJ
fbem-31490	116	8	platform	platform	ADJ
fbem-31490	116	9	synergistic	synergistic	ADJ
fbem-31490	116	10	path	path	NOUN
fbem-31490	116	11	is	be	AUX
fbem-31490	116	12	a	a	DET
fbem-31490	116	13	key	key	ADJ
fbem-31490	116	14	strategy	strategy	NOUN
fbem-31490	116	15	to	to	PART
fbem-31490	116	16	enhance	enhance	VERB
fbem-31490	116	17	the	the	DET
fbem-31490	116	18	efficiency	efficiency	NOUN
fbem-31490	116	19	of	of	ADP
fbem-31490	116	20	short	short	ADJ
fbem-31490	116	21	video	video	NOUN
fbem-31490	116	22	and	and	CCONJ
fbem-31490	116	23	live	live	ADJ
fbem-31490	116	24	e	e	PROPN
fbem-31490	116	25	-	-	ADJ
fbem-31490	116	26	commerce	commerce	NOUN
fbem-31490	116	27	content	content	NOUN
fbem-31490	116	28	marketing	marketing	NOUN
fbem-31490	116	29	.	.	PUNCT
fbem-31490	117	1	by	by	ADP
fbem-31490	117	2	linking	link	VERB
fbem-31490	117	3	user	user	NOUN
fbem-31490	117	4	behavior	behavior	NOUN
fbem-31490	117	5	and	and	CCONJ
fbem-31490	117	6	content	content	NOUN
fbem-31490	117	7	strategy	strategy	NOUN
fbem-31490	117	8	,	,	PUNCT
fbem-31490	117	9	it	it	PRON
fbem-31490	117	10	realizes	realize	VERB
fbem-31490	117	11	the	the	DET
fbem-31490	117	12	efficient	efficient	ADJ
fbem-31490	117	13	synergy	synergy	NOUN
fbem-31490	117	14	of	of	ADP
fbem-31490	117	15	"	"	PUNCT
fbem-31490	117	16	attraction	attraction	NOUN
fbem-31490	117	17	-	-	PUNCT
fbem-31490	117	18	conversion	conversion	NOUN
fbem-31490	117	19	-	-	PUNCT
fbem-31490	117	20	repurchase	repurchase	NOUN
fbem-31490	117	21	"	"	PUNCT
fbem-31490	117	22	among	among	ADP
fbem-31490	117	23	multiple	multiple	ADJ
fbem-31490	117	24	platforms	platform	NOUN
fbem-31490	117	25	.	.	PUNCT
fbem-31490	118	1	specific	specific	ADJ
fbem-31490	118	2	path	path	NOUN
fbem-31490	118	3	design	design	NOUN
fbem-31490	118	4	follows	follow	VERB
fbem-31490	118	5	the	the	DET
fbem-31490	118	6	principle	principle	NOUN
fbem-31490	118	7	of	of	ADP
fbem-31490	118	8	"	"	PUNCT
fbem-31490	118	9	complementary	complementary	ADJ
fbem-31490	118	10	content	content	NOUN
fbem-31490	118	11	styles	style	NOUN
fbem-31490	118	12	,	,	PUNCT
fbem-31490	118	13	misplaced	misplace	VERB
fbem-31490	118	14	user	user	NOUN
fbem-31490	118	15	roles	role	NOUN
fbem-31490	118	16	,	,	PUNCT
fbem-31490	118	17	and	and	CCONJ
fbem-31490	118	18	complementary	complementary	ADJ
fbem-31490	118	19	functional	functional	ADJ
fbem-31490	118	20	advantages	advantage	NOUN
fbem-31490	118	21	"	"	PUNCT
fbem-31490	118	22	:	:	PUNCT
fbem-31490	118	23	in	in	ADP
fbem-31490	118	24	the	the	DET
fbem-31490	118	25	jitterbug	jitterbug	ADJ
fbem-31490	118	26	stage	stage	NOUN
fbem-31490	118	27	,	,	PUNCT
fbem-31490	118	28	algorithmic	algorithmic	ADJ
fbem-31490	118	29	recommendations	recommendation	NOUN
fbem-31490	118	30	drive	drive	VERB
fbem-31490	118	31	high	high	ADJ
fbem-31490	118	32	-	-	PUNCT
fbem-31490	118	33	exposure	exposure	NOUN
fbem-31490	118	34	short	short	ADJ
fbem-31490	118	35	videos	video	NOUN
fbem-31490	118	36	to	to	PART
fbem-31490	118	37	quickly	quickly	ADV
fbem-31490	118	38	achieve	achieve	VERB
fbem-31490	118	39	interest	interest	NOUN
fbem-31490	118	40	reach	reach	NOUN
fbem-31490	118	41	and	and	CCONJ
fbem-31490	118	42	initial	initial	ADJ
fbem-31490	118	43	attraction	attraction	NOUN
fbem-31490	118	44	;	;	PUNCT
fbem-31490	118	45	taobao	taobao	PROPN
fbem-31490	118	46	live	live	VERB
fbem-31490	118	47	streaming	streaming	NOUN
fbem-31490	118	48	takes	take	VERB
fbem-31490	118	49	on	on	ADP
fbem-31490	118	50	the	the	DET
fbem-31490	118	51	task	task	NOUN
fbem-31490	118	52	of	of	ADP
fbem-31490	118	53	conversion	conversion	NOUN
fbem-31490	118	54	,	,	PUNCT
fbem-31490	118	55	through	through	ADP
fbem-31490	118	56	professional	professional	ADJ
fbem-31490	118	57	anchor	anchor	NOUN
fbem-31490	118	58	explanation	explanation	NOUN
fbem-31490	118	59	and	and	CCONJ
fbem-31490	118	60	limited	limited	ADJ
fbem-31490	118	61	-	-	PUNCT
fbem-31490	118	62	time	time	NOUN
fbem-31490	118	63	promotions	promotion	NOUN
fbem-31490	118	64	to	to	PART
fbem-31490	118	65	strengthen	strengthen	VERB
fbem-31490	118	66	users	user	NOUN
fbem-31490	118	67	'	'	PART
fbem-31490	118	68	purchasing	purchasing	NOUN
fbem-31490	118	69	behavior	behavior	NOUN
fbem-31490	118	70	;	;	PUNCT
fbem-31490	118	71	xiaohongshu	xiaohongshu	PROPN
fbem-31490	118	72	is	be	AUX
fbem-31490	118	73	xiaohongshu	xiaohongshu	NOUN
fbem-31490	118	74	focuses	focus	VERB
fbem-31490	118	75	on	on	ADP
fbem-31490	118	76	user	user	NOUN
fbem-31490	118	77	seeding	seeding	NOUN
fbem-31490	118	78	and	and	CCONJ
fbem-31490	118	79	cognitive	cognitive	ADJ
fbem-31490	118	80	precipitation	precipitation	NOUN
fbem-31490	118	81	,	,	PUNCT
fbem-31490	118	82	and	and	CCONJ
fbem-31490	118	83	promotes	promote	VERB
fbem-31490	118	84	long	long	ADJ
fbem-31490	118	85	-	-	PUNCT
fbem-31490	118	86	term	term	NOUN
fbem-31490	118	87	repurchase	repurchase	NOUN
fbem-31490	118	88	and	and	CCONJ
fbem-31490	118	89	wordof	wordof	ADJ
fbem-31490	118	90	-	-	PUNCT
fbem-31490	118	91	mouth	mouth	NOUN
fbem-31490	118	92	communication	communication	NOUN
fbem-31490	118	93	through	through	ADP
fbem-31490	118	94	real	real	ADJ
fbem-31490	118	95	experience	experience	NOUN
fbem-31490	118	96	sharing	sharing	NOUN
fbem-31490	118	97	and	and	CCONJ
fbem-31490	118	98	high	high	ADJ
fbem-31490	118	99	-	-	PUNCT
fbem-31490	118	100	trust	trust	NOUN
fbem-31490	118	101	social	social	ADJ
fbem-31490	118	102	networks	network	NOUN
fbem-31490	118	103	.	.	PUNCT
fbem-31490	119	1	at	at	ADP
fbem-31490	119	2	the	the	DET
fbem-31490	119	3	technical	technical	ADJ
fbem-31490	119	4	level	level	NOUN
fbem-31490	119	5	,	,	PUNCT
fbem-31490	119	6	the	the	DET
fbem-31490	119	7	platforms	platform	NOUN
fbem-31490	119	8	achieve	achieve	VERB
fbem-31490	119	9	user	user	NOUN
fbem-31490	119	10	identification	identification	NOUN
fbem-31490	119	11	and	and	CCONJ
fbem-31490	119	12	content	content	NOUN
fbem-31490	119	13	adaptation	adaptation	NOUN
fbem-31490	119	14	through	through	ADP
fbem-31490	119	15	user	user	NOUN
fbem-31490	119	16	account	account	NOUN
fbem-31490	119	17	binding	bind	VERB
fbem-31490	119	18	,	,	PUNCT
fbem-31490	119	19	advertising	advertising	NOUN
fbem-31490	119	20	pixel	pixel	NOUN
fbem-31490	119	21	embedding	embed	VERB
fbem-31490	119	22	and	and	CCONJ
fbem-31490	119	23	behavioral	behavioral	ADJ
fbem-31490	119	24	label	label	NOUN
fbem-31490	119	25	synchronization	synchronization	NOUN
fbem-31490	119	26	;	;	PUNCT
fbem-31490	119	27	the	the	DET
fbem-31490	119	28	brand	brand	NOUN
fbem-31490	119	29	side	side	NOUN
fbem-31490	119	30	ensures	ensure	VERB
fbem-31490	119	31	the	the	DET
fbem-31490	119	32	consistency	consistency	NOUN
fbem-31490	119	33	of	of	ADP
fbem-31490	119	34	the	the	DET
fbem-31490	119	35	content	content	NOUN
fbem-31490	119	36	style	style	NOUN
fbem-31490	119	37	and	and	CCONJ
fbem-31490	119	38	objectives	objective	NOUN
fbem-31490	119	39	of	of	ADP
fbem-31490	119	40	each	each	DET
fbem-31490	119	41	platform	platform	NOUN
fbem-31490	119	42	through	through	ADP
fbem-31490	119	43	a	a	DET
fbem-31490	119	44	unified	unified	ADJ
fbem-31490	119	45	content	content	NOUN
fbem-31490	119	46	strategy	strategy	NOUN
fbem-31490	119	47	and	and	CCONJ
fbem-31490	119	48	sub	sub	ADJ
fbem-31490	119	49	-	-	ADJ
fbem-31490	119	50	platform	platform	ADJ
fbem-31490	119	51	operation	operation	NOUN
fbem-31490	119	52	division	division	NOUN
fbem-31490	119	53	of	of	ADP
fbem-31490	119	54	labor	labor	NOUN
fbem-31490	119	55	,	,	PUNCT
fbem-31490	119	56	avoiding	avoid	VERB
fbem-31490	119	57	duplicate	duplicate	ADJ
fbem-31490	119	58	exposure	exposure	NOUN
fbem-31490	119	59	and	and	CCONJ
fbem-31490	119	60	waste	waste	NOUN
fbem-31490	119	61	of	of	ADP
fbem-31490	119	62	resources	resource	NOUN
fbem-31490	119	63	.	.	PUNCT
fbem-31490	120	1	in	in	ADP
fbem-31490	120	2	addition	addition	NOUN
fbem-31490	120	3	,	,	PUNCT
fbem-31490	120	4	the	the	DET
fbem-31490	120	5	synergistic	synergistic	ADJ
fbem-31490	120	6	path	path	NOUN
fbem-31490	120	7	also	also	ADV
fbem-31490	120	8	needs	need	VERB
fbem-31490	120	9	to	to	PART
fbem-31490	120	10	work	work	VERB
fbem-31490	120	11	with	with	ADP
fbem-31490	120	12	the	the	DET
fbem-31490	120	13	data	data	NOUN
fbem-31490	120	14	attribution	attribution	NOUN
fbem-31490	120	15	mechanism	mechanism	NOUN
fbem-31490	120	16	to	to	PART
fbem-31490	120	17	identify	identify	VERB
fbem-31490	120	18	the	the	DET
fbem-31490	120	19	weight	weight	NOUN
fbem-31490	120	20	of	of	ADP
fbem-31490	120	21	different	different	ADJ
fbem-31490	120	22	platforms	platform	NOUN
fbem-31490	120	23	in	in	ADP
fbem-31490	120	24	the	the	DET
fbem-31490	120	25	final	final	ADJ
fbem-31490	120	26	conversion	conversion	NOUN
fbem-31490	120	27	,	,	PUNCT
fbem-31490	120	28	so	so	SCONJ
fbem-31490	120	29	as	as	SCONJ
fbem-31490	120	30	to	to	PART
fbem-31490	120	31	dynamically	dynamically	ADV
fbem-31490	120	32	optimize	optimize	VERB
fbem-31490	120	33	the	the	DET
fbem-31490	120	34	proportion	proportion	NOUN
fbem-31490	120	35	and	and	CCONJ
fbem-31490	120	36	rhythm	rhythm	NOUN
fbem-31490	120	37	of	of	ADP
fbem-31490	120	38	content	content	NOUN
fbem-31490	120	39	placement	placement	NOUN
fbem-31490	120	40	and	and	CCONJ
fbem-31490	120	41	maximize	maximize	VERB
fbem-31490	120	42	the	the	DET
fbem-31490	120	43	effectiveness	effectiveness	NOUN
fbem-31490	120	44	of	of	ADP
fbem-31490	120	45	cross	cross	ADJ
fbem-31490	120	46	-	-	ADJ
fbem-31490	120	47	platform	platform	ADJ
fbem-31490	120	48	synergy	synergy	NOUN
fbem-31490	120	49	.	.	PUNCT
fbem-31490	121	1	this	this	DET
fbem-31490	121	2	mechanism	mechanism	NOUN
fbem-31490	121	3	has	have	AUX
fbem-31490	121	4	been	be	AUX
fbem-31490	121	5	validated	validate	VERB
fbem-31490	121	6	as	as	ADP
fbem-31490	121	7	an	an	DET
fbem-31490	121	8	effective	effective	ADJ
fbem-31490	121	9	strategy	strategy	NOUN
fbem-31490	121	10	to	to	PART
fbem-31490	121	11	improve	improve	VERB
fbem-31490	121	12	roi	roi	NOUN
fbem-31490	121	13	and	and	CCONJ
fbem-31490	121	14	ltv	ltv	PROPN
fbem-31490	121	15	by	by	ADP
fbem-31490	121	16	many	many	ADJ
fbem-31490	121	17	head	head	NOUN
fbem-31490	121	18	brands	brand	NOUN
fbem-31490	121	19	.	.	PUNCT
fbem-31490	122	1	5.4	5.4	NUM
fbem-31490	122	2	.	.	PUNCT
fbem-31490	122	3	effect	effect	NOUN
fbem-31490	122	4	evaluation	evaluation	NOUN
fbem-31490	122	5	in	in	ADP
fbem-31490	122	6	order	order	NOUN
fbem-31490	122	7	to	to	PART
fbem-31490	122	8	comprehensively	comprehensively	ADV
fbem-31490	122	9	assess	assess	VERB
fbem-31490	122	10	the	the	DET
fbem-31490	122	11	actual	actual	ADJ
fbem-31490	122	12	effectiveness	effectiveness	NOUN
fbem-31490	122	13	of	of	ADP
fbem-31490	122	14	the	the	DET
fbem-31490	122	15	cross	cross	ADJ
fbem-31490	122	16	-	-	ADJ
fbem-31490	122	17	platform	platform	ADJ
fbem-31490	122	18	content	content	NOUN
fbem-31490	122	19	marketing	marketing	NOUN
fbem-31490	122	20	path	path	NOUN
fbem-31490	122	21	of	of	ADP
fbem-31490	122	22	"	"	PUNCT
fbem-31490	122	23	jittery	jittery	ADJ
fbem-31490	122	24	voice	voice	NOUN
fbem-31490	122	25	attraction	attraction	NOUN
fbem-31490	122	26	+	+	CCONJ
fbem-31490	122	27	taobao	taobao	PROPN
fbem-31490	122	28	conversion	conversion	NOUN
fbem-31490	122	29	+	+	CCONJ
fbem-31490	122	30	xiaohongshu	xiaohongshu	NOUN
fbem-31490	122	31	planting	planting	NOUN
fbem-31490	122	32	"	"	PUNCT
fbem-31490	122	33	,	,	PUNCT
fbem-31490	122	34	this	this	DET
fbem-31490	122	35	paper	paper	NOUN
fbem-31490	122	36	selects	select	VERB
fbem-31490	122	37	the	the	DET
fbem-31490	122	38	data	datum	NOUN
fbem-31490	122	39	of	of	ADP
fbem-31490	122	40	a	a	DET
fbem-31490	122	41	national	national	ADJ
fbem-31490	122	42	beauty	beauty	NOUN
fbem-31490	122	43	brand	brand	NOUN
fbem-31490	122	44	's	's	PART
fbem-31490	122	45	integrated	integrate	VERB
fbem-31490	122	46	promotional	promotional	ADJ
fbem-31490	122	47	activities	activity	NOUN
fbem-31490	122	48	on	on	ADP
fbem-31490	122	49	the	the	DET
fbem-31490	122	50	three	three	NUM
fbem-31490	122	51	platforms	platform	NOUN
fbem-31490	122	52	for	for	ADP
fbem-31490	122	53	comparative	comparative	ADJ
fbem-31490	122	54	analysis	analysis	NOUN
fbem-31490	122	55	,	,	PUNCT
fbem-31490	122	56	covering	cover	VERB
fbem-31490	122	57	the	the	DET
fbem-31490	122	58	key	key	ADJ
fbem-31490	122	59	indicators	indicator	NOUN
fbem-31490	122	60	of	of	ADP
fbem-31490	122	61	attraction	attraction	NOUN
fbem-31490	122	62	efficiency	efficiency	NOUN
fbem-31490	122	63	,	,	PUNCT
fbem-31490	122	64	conversion	conversion	NOUN
fbem-31490	122	65	effect	effect	NOUN
fbem-31490	122	66	,	,	PUNCT
fbem-31490	122	67	re	re	ADJ
fbem-31490	122	68	-	-	NOUN
fbem-31490	122	69	purchase	purchase	NOUN
fbem-31490	122	70	behavior	behavior	NOUN
fbem-31490	122	71	and	and	CCONJ
fbem-31490	122	72	comprehensive	comprehensive	ADJ
fbem-31490	122	73	roi	roi	NOUN
fbem-31490	122	74	.	.	PUNCT
fbem-31490	123	1	data	datum	NOUN
fbem-31490	123	2	sources	source	NOUN
fbem-31490	123	3	include	include	VERB
fbem-31490	123	4	platform	platform	NOUN
fbem-31490	123	5	advertising	advertising	NOUN
fbem-31490	123	6	background	background	NOUN
fbem-31490	123	7	,	,	PUNCT
fbem-31490	123	8	live	live	ADJ
fbem-31490	123	9	transaction	transaction	NOUN
fbem-31490	123	10	data	datum	NOUN
fbem-31490	123	11	,	,	PUNCT
fbem-31490	123	12	user	user	NOUN
fbem-31490	123	13	behavior	behavior	NOUN
fbem-31490	123	14	logs	log	NOUN
fbem-31490	123	15	and	and	CCONJ
fbem-31490	123	16	content	content	NOUN
fbem-31490	123	17	interaction	interaction	NOUN
fbem-31490	123	18	records	record	NOUN
fbem-31490	123	19	.	.	PUNCT
fbem-31490	124	1	the	the	DET
fbem-31490	124	2	evaluation	evaluation	NOUN
fbem-31490	124	3	period	period	NOUN
fbem-31490	124	4	is	be	AUX
fbem-31490	124	5	set	set	VERB
fbem-31490	124	6	at	at	ADP
fbem-31490	124	7	30	30	NUM
fbem-31490	124	8	consecutive	consecutive	ADJ
fbem-31490	124	9	days	day	NOUN
fbem-31490	124	10	after	after	SCONJ
fbem-31490	124	11	the	the	DET
fbem-31490	124	12	campaign	campaign	NOUN
fbem-31490	124	13	is	be	AUX
fbem-31490	124	14	launched	launch	VERB
fbem-31490	124	15	,	,	PUNCT
fbem-31490	124	16	and	and	CCONJ
fbem-31490	124	17	the	the	DET
fbem-31490	124	18	statistical	statistical	ADJ
fbem-31490	124	19	indicators	indicator	NOUN
fbem-31490	124	20	are	be	AUX
fbem-31490	124	21	shown	show	VERB
fbem-31490	124	22	in	in	ADP
fbem-31490	124	23	table	table	NOUN
fbem-31490	124	24	2	2	NUM
fbem-31490	124	25	below	below	ADV
fbem-31490	124	26	.	.	PUNCT
fbem-31490	125	1	47	47	NUM
fbem-31490	125	2	table	table	NOUN
fbem-31490	125	3	2	2	NUM
fbem-31490	125	4	.	.	PUNCT
fbem-31490	125	5	performance	performance	NOUN
fbem-31490	125	6	metrics	metric	NOUN
fbem-31490	125	7	of	of	ADP
fbem-31490	125	8	cross	cross	ADJ
fbem-31490	125	9	-	-	ADJ
fbem-31490	125	10	platform	platform	ADJ
fbem-31490	125	11	content	content	NOUN
fbem-31490	125	12	marketing	marketing	NOUN
fbem-31490	125	13	campaign	campaign	NOUN
fbem-31490	125	14	platform	platform	NOUN
fbem-31490	125	15	exposure	exposure	NOUN
fbem-31490	125	16	(	(	PUNCT
fbem-31490	125	17	10k	10k	PROPN
fbem-31490	125	18	)	)	PUNCT
fbem-31490	125	19	ctr	ctr	PROPN
fbem-31490	125	20	(	(	PUNCT
fbem-31490	125	21	%	%	INTJ
fbem-31490	125	22	)	)	PUNCT
fbem-31490	125	23	avg	avg	PROPN
fbem-31490	125	24	.	.	PROPN
fbem-31490	126	1	view	view	PROPN
fbem-31490	126	2	time	time	NOUN
fbem-31490	126	3	(	(	PUNCT
fbem-31490	126	4	s	s	NOUN
fbem-31490	126	5	)	)	PUNCT
fbem-31490	126	6	conversion	conversion	NOUN
fbem-31490	126	7	rate	rate	NOUN
fbem-31490	126	8	(	(	PUNCT
fbem-31490	126	9	%	%	INTJ
fbem-31490	126	10	)	)	PUNCT
fbem-31490	126	11	avg	avg	PROPN
fbem-31490	126	12	.	.	PUNCT
fbem-31490	127	1	order	order	NOUN
fbem-31490	127	2	value	value	NOUN
fbem-31490	127	3	(	(	PUNCT
fbem-31490	127	4	¥	¥	NOUN
fbem-31490	127	5	)	)	PUNCT
fbem-31490	127	6	repurchase	repurchase	NOUN
fbem-31490	127	7	rate	rate	NOUN
fbem-31490	127	8	(	(	PUNCT
fbem-31490	127	9	%	%	INTJ
fbem-31490	127	10	)	)	PUNCT
fbem-31490	127	11	douyin	douyin	PROPN
fbem-31490	127	12	865	865	NUM
fbem-31490	127	13	8.9	8.9	NUM
fbem-31490	127	14	15.6	15.6	NUM
fbem-31490	127	15	2.7	2.7	NUM
fbem-31490	127	16	—	—	PUNCT
fbem-31490	127	17	—	—	PUNCT
fbem-31490	127	18	taobao	taobao	PROPN
fbem-31490	127	19	live	live	VERB
fbem-31490	127	20	62.4	62.4	NUM
fbem-31490	127	21	6.1	6.1	NUM
fbem-31490	127	22	24.3	24.3	NUM
fbem-31490	127	23	9.6	9.6	NUM
fbem-31490	127	24	138.5	138.5	NUM
fbem-31490	127	25	18.2	18.2	NUM
fbem-31490	127	26	xiaohongshu	xiaohongshu	NOUN
fbem-31490	127	27	27.8	27.8	NUM
fbem-31490	127	28	4.7	4.7	NUM
fbem-31490	127	29	31.9	31.9	NUM
fbem-31490	127	30	3.4	3.4	NUM
fbem-31490	127	31	146.2	146.2	NUM
fbem-31490	127	32	26.5	26.5	NUM
fbem-31490	127	33	as	as	SCONJ
fbem-31490	127	34	can	can	AUX
fbem-31490	127	35	be	be	AUX
fbem-31490	127	36	seen	see	VERB
fbem-31490	127	37	in	in	ADP
fbem-31490	127	38	table	table	NOUN
fbem-31490	127	39	2	2	NUM
fbem-31490	127	40	,	,	PUNCT
fbem-31490	127	41	jieyin	jieyin	NOUN
fbem-31490	127	42	as	as	ADP
fbem-31490	127	43	a	a	DET
fbem-31490	127	44	lead	lead	NOUN
fbem-31490	127	45	generation	generation	NOUN
fbem-31490	127	46	platform	platform	NOUN
fbem-31490	127	47	realized	realize	VERB
fbem-31490	127	48	a	a	DET
fbem-31490	127	49	total	total	NOUN
fbem-31490	127	50	of	of	ADP
fbem-31490	127	51	8.65	8.65	NUM
fbem-31490	127	52	million	million	NUM
fbem-31490	127	53	exposures	exposure	NOUN
fbem-31490	127	54	with	with	ADP
fbem-31490	127	55	a	a	DET
fbem-31490	127	56	click	click	NOUN
fbem-31490	127	57	rate	rate	NOUN
fbem-31490	127	58	of	of	ADP
fbem-31490	127	59	8.9	8.9	NUM
fbem-31490	127	60	%	%	NOUN
fbem-31490	127	61	,	,	PUNCT
fbem-31490	127	62	accumulating	accumulate	VERB
fbem-31490	127	63	a	a	DET
fbem-31490	127	64	large	large	ADJ
fbem-31490	127	65	amount	amount	NOUN
fbem-31490	127	66	of	of	ADP
fbem-31490	127	67	initial	initial	ADJ
fbem-31490	127	68	traffic	traffic	NOUN
fbem-31490	127	69	for	for	ADP
fbem-31490	127	70	the	the	DET
fbem-31490	127	71	conversion	conversion	NOUN
fbem-31490	127	72	segment	segment	NOUN
fbem-31490	127	73	.	.	PUNCT
fbem-31490	128	1	taobao	taobao	PROPN
fbem-31490	128	2	live	live	ADJ
fbem-31490	128	3	streaming	streaming	NOUN
fbem-31490	128	4	completed	complete	VERB
fbem-31490	128	5	the	the	DET
fbem-31490	128	6	main	main	ADJ
fbem-31490	128	7	sales	sale	NOUN
fbem-31490	128	8	task	task	NOUN
fbem-31490	128	9	with	with	ADP
fbem-31490	128	10	a	a	DET
fbem-31490	128	11	click	click	NOUN
fbem-31490	128	12	rate	rate	NOUN
fbem-31490	128	13	of	of	ADP
fbem-31490	128	14	6.1	6.1	NUM
fbem-31490	128	15	%	%	NOUN
fbem-31490	128	16	and	and	CCONJ
fbem-31490	128	17	a	a	DET
fbem-31490	128	18	conversion	conversion	NOUN
fbem-31490	128	19	rate	rate	NOUN
fbem-31490	128	20	of	of	ADP
fbem-31490	128	21	9.6	9.6	NUM
fbem-31490	128	22	%	%	NOUN
fbem-31490	128	23	,	,	PUNCT
fbem-31490	128	24	with	with	ADP
fbem-31490	128	25	an	an	DET
fbem-31490	128	26	average	average	ADJ
fbem-31490	128	27	order	order	NOUN
fbem-31490	128	28	amount	amount	NOUN
fbem-31490	128	29	of	of	ADP
fbem-31490	128	30	rmb	rmb	NOUN
fbem-31490	128	31	138.5	138.5	NUM
fbem-31490	128	32	,	,	PUNCT
fbem-31490	128	33	indicating	indicate	VERB
fbem-31490	128	34	that	that	SCONJ
fbem-31490	128	35	professional	professional	ADJ
fbem-31490	128	36	content	content	NOUN
fbem-31490	128	37	output	output	NOUN
fbem-31490	128	38	significantly	significantly	ADV
fbem-31490	128	39	enhances	enhance	VERB
fbem-31490	128	40	users	user	NOUN
fbem-31490	128	41	'	'	PART
fbem-31490	128	42	purchase	purchase	NOUN
fbem-31490	128	43	intention	intention	NOUN
fbem-31490	128	44	.	.	PUNCT
fbem-31490	129	1	although	although	SCONJ
fbem-31490	129	2	the	the	DET
fbem-31490	129	3	click	click	NOUN
fbem-31490	129	4	rate	rate	NOUN
fbem-31490	129	5	of	of	ADP
fbem-31490	129	6	xiaohongshu	xiaohongshu	NOUN
fbem-31490	129	7	is	be	AUX
fbem-31490	129	8	only	only	ADV
fbem-31490	129	9	4.7	4.7	NUM
fbem-31490	129	10	%	%	NOUN
fbem-31490	129	11	,	,	PUNCT
fbem-31490	129	12	its	its	PRON
fbem-31490	129	13	average	average	ADJ
fbem-31490	129	14	stay	stay	NOUN
fbem-31490	129	15	time	time	NOUN
fbem-31490	129	16	reaches	reach	VERB
fbem-31490	129	17	31.9	31.9	NUM
fbem-31490	129	18	seconds	second	NOUN
fbem-31490	129	19	,	,	PUNCT
fbem-31490	129	20	and	and	CCONJ
fbem-31490	129	21	the	the	DET
fbem-31490	129	22	repurchase	repurchase	NOUN
fbem-31490	129	23	rate	rate	NOUN
fbem-31490	129	24	is	be	AUX
fbem-31490	129	25	as	as	ADV
fbem-31490	129	26	high	high	ADJ
fbem-31490	129	27	as	as	ADP
fbem-31490	129	28	26.5	26.5	NUM
fbem-31490	129	29	%	%	NOUN
fbem-31490	129	30	,	,	PUNCT
fbem-31490	129	31	playing	play	VERB
fbem-31490	129	32	a	a	DET
fbem-31490	129	33	key	key	ADJ
fbem-31490	129	34	role	role	NOUN
fbem-31490	129	35	in	in	ADP
fbem-31490	129	36	the	the	DET
fbem-31490	129	37	long	long	ADJ
fbem-31490	129	38	-	-	PUNCT
fbem-31490	129	39	term	term	NOUN
fbem-31490	129	40	operation	operation	NOUN
fbem-31490	129	41	of	of	ADP
fbem-31490	129	42	users	user	NOUN
fbem-31490	129	43	.	.	PUNCT
fbem-31490	130	1	6	6	X
fbem-31490	130	2	.	.	X
fbem-31490	130	3	conclusion	conclusion	VERB
fbem-31490	130	4	the	the	DET
fbem-31490	130	5	evolution	evolution	NOUN
fbem-31490	130	6	of	of	ADP
fbem-31490	130	7	short	short	ADJ
fbem-31490	130	8	video	video	NOUN
fbem-31490	130	9	and	and	CCONJ
fbem-31490	130	10	live	live	ADJ
fbem-31490	130	11	e	e	PROPN
fbem-31490	130	12	-	-	ADJ
fbem-31490	130	13	commerce	commerce	NOUN
fbem-31490	130	14	content	content	NOUN
fbem-31490	130	15	marketing	marketing	NOUN
fbem-31490	130	16	strategy	strategy	NOUN
fbem-31490	130	17	has	have	AUX
fbem-31490	130	18	moved	move	VERB
fbem-31490	130	19	from	from	ADP
fbem-31490	130	20	single	single	ADJ
fbem-31490	130	21	-	-	PUNCT
fbem-31490	130	22	platform	platform	NOUN
fbem-31490	130	23	operation	operation	NOUN
fbem-31490	130	24	to	to	ADP
fbem-31490	130	25	a	a	DET
fbem-31490	130	26	new	new	ADJ
fbem-31490	130	27	stage	stage	NOUN
fbem-31490	130	28	of	of	ADP
fbem-31490	130	29	cross	cross	ADJ
fbem-31490	130	30	-	-	ADJ
fbem-31490	130	31	platform	platform	ADJ
fbem-31490	130	32	synergy	synergy	NOUN
fbem-31490	130	33	,	,	PUNCT
fbem-31490	130	34	the	the	DET
fbem-31490	130	35	essence	essence	NOUN
fbem-31490	130	36	of	of	ADP
fbem-31490	130	37	which	which	PRON
fbem-31490	130	38	lies	lie	VERB
fbem-31490	130	39	in	in	ADP
fbem-31490	130	40	the	the	DET
fbem-31490	130	41	deep	deep	ADJ
fbem-31490	130	42	integration	integration	NOUN
fbem-31490	130	43	between	between	ADP
fbem-31490	130	44	content	content	NOUN
fbem-31490	130	45	,	,	PUNCT
fbem-31490	130	46	behavior	behavior	NOUN
fbem-31490	130	47	and	and	CCONJ
fbem-31490	130	48	technology	technology	NOUN
fbem-31490	130	49	.	.	PUNCT
fbem-31490	131	1	this	this	DET
fbem-31490	131	2	paper	paper	NOUN
fbem-31490	131	3	builds	build	VERB
fbem-31490	131	4	a	a	DET
fbem-31490	131	5	theoretical	theoretical	ADJ
fbem-31490	131	6	model	model	NOUN
fbem-31490	131	7	based	base	VERB
fbem-31490	131	8	on	on	ADP
fbem-31490	131	9	the	the	DET
fbem-31490	131	10	path	path	NOUN
fbem-31490	131	11	of	of	ADP
fbem-31490	131	12	"	"	PUNCT
fbem-31490	131	13	attraction	attraction	NOUN
fbem-31490	131	14	conversion	conversion	NOUN
fbem-31490	131	15	repurchase	repurchase	NOUN
fbem-31490	131	16	"	"	PUNCT
fbem-31490	131	17	,	,	PUNCT
fbem-31490	131	18	and	and	CCONJ
fbem-31490	131	19	systematically	systematically	ADV
fbem-31490	131	20	analyzes	analyze	VERB
fbem-31490	131	21	the	the	DET
fbem-31490	131	22	guiding	guide	VERB
fbem-31490	131	23	effect	effect	NOUN
fbem-31490	131	24	of	of	ADP
fbem-31490	131	25	scenario	scenario	NOUN
fbem-31490	131	26	-	-	PUNCT
fbem-31490	131	27	based	base	VERB
fbem-31490	131	28	content	content	NOUN
fbem-31490	131	29	construction	construction	NOUN
fbem-31490	131	30	,	,	PUNCT
fbem-31490	131	31	kol	kol	PROPN
fbem-31490	131	32	/	/	SYM
fbem-31490	131	33	koc	koc	PROPN
fbem-31490	131	34	synergistic	synergistic	ADJ
fbem-31490	131	35	mechanism	mechanism	NOUN
fbem-31490	131	36	,	,	PUNCT
fbem-31490	131	37	real	real	ADJ
fbem-31490	131	38	-	-	PUNCT
fbem-31490	131	39	time	time	NOUN
fbem-31490	131	40	interactive	interactive	ADJ
fbem-31490	131	41	design	design	NOUN
fbem-31490	131	42	and	and	CCONJ
fbem-31490	131	43	personalized	personalized	ADJ
fbem-31490	131	44	content	content	NOUN
fbem-31490	131	45	delivery	delivery	NOUN
fbem-31490	131	46	on	on	ADP
fbem-31490	131	47	user	user	NOUN
fbem-31490	131	48	behavior	behavior	NOUN
fbem-31490	131	49	,	,	PUNCT
fbem-31490	131	50	and	and	CCONJ
fbem-31490	131	51	through	through	ADP
fbem-31490	131	52	the	the	DET
fbem-31490	131	53	case	case	NOUN
fbem-31490	131	54	studies	study	NOUN
fbem-31490	131	55	of	of	ADP
fbem-31490	131	56	jittery	jittery	ADJ
fbem-31490	131	57	,	,	PUNCT
fbem-31490	131	58	taobao	taobao	PROPN
fbem-31490	131	59	,	,	PUNCT
fbem-31490	131	60	and	and	CCONJ
fbem-31490	131	61	xiaohongshu	xiaohongshu	NOUN
fbem-31490	131	62	,	,	PUNCT
fbem-31490	131	63	the	the	DET
fbem-31490	131	64	content	content	NOUN
fbem-31490	131	65	marketing	marketing	NOUN
fbem-31490	131	66	strategy	strategy	NOUN
fbem-31490	131	67	has	have	AUX
fbem-31490	131	68	evolved	evolve	VERB
fbem-31490	131	69	from	from	ADP
fbem-31490	131	70	single	single	ADJ
fbem-31490	131	71	-	-	PUNCT
fbem-31490	131	72	platform	platform	NOUN
fbem-31490	131	73	operation	operation	NOUN
fbem-31490	131	74	to	to	ADP
fbem-31490	131	75	cross	cross	ADJ
fbem-31490	131	76	-	-	ADJ
fbem-31490	131	77	platform	platform	ADJ
fbem-31490	131	78	synergy	synergy	NOUN
fbem-31490	131	79	.	.	PUNCT
fbem-31490	132	1	we	we	PRON
fbem-31490	132	2	also	also	ADV
fbem-31490	132	3	verify	verify	VERB
fbem-31490	132	4	the	the	DET
fbem-31490	132	5	causal	causal	ADJ
fbem-31490	132	6	mechanism	mechanism	NOUN
fbem-31490	132	7	and	and	CCONJ
fbem-31490	132	8	structural	structural	ADJ
fbem-31490	132	9	difference	difference	NOUN
fbem-31490	132	10	between	between	ADP
fbem-31490	132	11	multi	multi	ADJ
fbem-31490	132	12	-	-	ADJ
fbem-31490	132	13	platform	platform	ADJ
fbem-31490	132	14	content	content	NOUN
fbem-31490	132	15	strategy	strategy	NOUN
fbem-31490	132	16	and	and	CCONJ
fbem-31490	132	17	behavioral	behavioral	ADJ
fbem-31490	132	18	response	response	NOUN
fbem-31490	132	19	through	through	ADP
fbem-31490	132	20	the	the	DET
fbem-31490	132	21	empirical	empirical	ADJ
fbem-31490	132	22	evidence	evidence	NOUN
fbem-31490	132	23	of	of	ADP
fbem-31490	132	24	the	the	DET
fbem-31490	132	25	cases	case	NOUN
fbem-31490	132	26	of	of	ADP
fbem-31490	132	27	shakeyin	shakeyin	PROPN
fbem-31490	132	28	,	,	PUNCT
fbem-31490	132	29	taobao	taobao	PROPN
fbem-31490	132	30	,	,	PUNCT
fbem-31490	132	31	and	and	CCONJ
fbem-31490	132	32	xiaohongshu	xiaohongshu	NOUN
fbem-31490	132	33	.	.	PUNCT
fbem-31490	133	1	the	the	DET
fbem-31490	133	2	empirical	empirical	ADJ
fbem-31490	133	3	results	result	NOUN
fbem-31490	133	4	show	show	VERB
fbem-31490	133	5	that	that	SCONJ
fbem-31490	133	6	efficient	efficient	ADJ
fbem-31490	133	7	content	content	NOUN
fbem-31490	133	8	combination	combination	NOUN
fbem-31490	133	9	strategy	strategy	NOUN
fbem-31490	133	10	and	and	CCONJ
fbem-31490	133	11	accurate	accurate	ADJ
fbem-31490	133	12	user	user	NOUN
fbem-31490	133	13	stratification	stratification	NOUN
fbem-31490	133	14	operation	operation	NOUN
fbem-31490	133	15	can	can	AUX
fbem-31490	133	16	not	not	PART
fbem-31490	133	17	only	only	ADV
fbem-31490	133	18	significantly	significantly	ADV
fbem-31490	133	19	improve	improve	VERB
fbem-31490	133	20	roi	roi	NOUN
fbem-31490	133	21	and	and	CCONJ
fbem-31490	133	22	conversion	conversion	NOUN
fbem-31490	133	23	rate	rate	NOUN
fbem-31490	133	24	,	,	PUNCT
fbem-31490	133	25	but	but	CCONJ
fbem-31490	133	26	also	also	ADV
fbem-31490	133	27	extend	extend	VERB
fbem-31490	133	28	the	the	DET
fbem-31490	133	29	value	value	NOUN
fbem-31490	133	30	of	of	ADP
fbem-31490	133	31	user	user	NOUN
fbem-31490	133	32	life	life	NOUN
fbem-31490	133	33	cycle	cycle	NOUN
fbem-31490	133	34	and	and	CCONJ
fbem-31490	133	35	realize	realize	VERB
fbem-31490	133	36	the	the	DET
fbem-31490	133	37	optimal	optimal	ADJ
fbem-31490	133	38	allocation	allocation	NOUN
fbem-31490	133	39	of	of	ADP
fbem-31490	133	40	marketing	marketing	NOUN
fbem-31490	133	41	resources	resource	NOUN
fbem-31490	133	42	.	.	PUNCT
fbem-31490	134	1	future	future	ADJ
fbem-31490	134	2	research	research	NOUN
fbem-31490	134	3	can	can	AUX
fbem-31490	134	4	further	far	ADV
fbem-31490	134	5	introduce	introduce	VERB
fbem-31490	134	6	multi	multi	ADJ
fbem-31490	134	7	-	-	ADJ
fbem-31490	134	8	dimensional	dimensional	ADJ
fbem-31490	134	9	contextual	contextual	ADJ
fbem-31490	134	10	variables	variable	NOUN
fbem-31490	134	11	and	and	CCONJ
fbem-31490	134	12	realtime	realtime	VERB
fbem-31490	134	13	behavioral	behavioral	ADJ
fbem-31490	134	14	feedback	feedback	NOUN
fbem-31490	134	15	mechanisms	mechanism	NOUN
fbem-31490	134	16	,	,	PUNCT
fbem-31490	134	17	combine	combine	VERB
fbem-31490	134	18	aigc	aigc	NOUN
fbem-31490	134	19	content	content	NOUN
fbem-31490	134	20	generation	generation	NOUN
fbem-31490	134	21	and	and	CCONJ
fbem-31490	134	22	multimodal	multimodal	NOUN
fbem-31490	134	23	identification	identification	NOUN
fbem-31490	134	24	technologies	technology	NOUN
fbem-31490	134	25	to	to	PART
fbem-31490	134	26	expand	expand	VERB
fbem-31490	134	27	the	the	DET
fbem-31490	134	28	intelligent	intelligent	ADJ
fbem-31490	134	29	adaptation	adaptation	NOUN
fbem-31490	134	30	capabilities	capability	NOUN
fbem-31490	134	31	of	of	ADP
fbem-31490	134	32	content	content	NOUN
fbem-31490	134	33	design	design	NOUN
fbem-31490	134	34	,	,	PUNCT
fbem-31490	134	35	and	and	CCONJ
fbem-31490	134	36	establish	establish	VERB
fbem-31490	134	37	more	more	ADV
fbem-31490	134	38	mature	mature	ADJ
fbem-31490	134	39	mechanisms	mechanism	NOUN
fbem-31490	134	40	in	in	ADP
fbem-31490	134	41	data	datum	NOUN
fbem-31490	134	42	attribution	attribution	NOUN
fbem-31490	134	43	,	,	PUNCT
fbem-31490	134	44	security	security	NOUN
fbem-31490	134	45	compliance	compliance	NOUN
fbem-31490	134	46	and	and	CCONJ
fbem-31490	134	47	algorithm	algorithm	NOUN
fbem-31490	134	48	transparency	transparency	NOUN
fbem-31490	134	49	to	to	PART
fbem-31490	134	50	support	support	VERB
fbem-31490	134	51	a	a	DET
fbem-31490	134	52	more	more	ADV
fbem-31490	134	53	sustainable	sustainable	ADJ
fbem-31490	134	54	and	and	CCONJ
fbem-31490	134	55	explainable	explainable	ADJ
fbem-31490	134	56	content	content	NOUN
fbem-31490	134	57	-	-	PUNCT
fbem-31490	134	58	driven	drive	VERB
fbem-31490	134	59	business	business	NOUN
fbem-31490	134	60	model	model	NOUN
fbem-31490	134	61	.	.	PUNCT
fbem-31490	135	1	references	reference	NOUN
fbem-31490	135	2	[	[	X
fbem-31490	135	3	1	1	NUM
fbem-31490	135	4	]	]	X
fbem-31490	135	5	zhang	zhang	PROPN
fbem-31490	135	6	j	j	PROPN
fbem-31490	135	7	,	,	PUNCT
fbem-31490	135	8	chan	chan	PROPN
fbem-31490	135	9	s	s	PROPN
fbem-31490	135	10	c	c	NOUN
fbem-31490	135	11	.	.	PUNCT
fbem-31490	136	1	surviving	survive	VERB
fbem-31490	136	2	from	from	ADP
fbem-31490	136	3	the	the	DET
fbem-31490	136	4	craze	craze	NOUN
fbem-31490	136	5	:	:	PUNCT
fbem-31490	136	6	short	short	ADJ
fbem-31490	136	7	video	video	NOUN
fbem-31490	136	8	marketing	marketing	NOUN
fbem-31490	136	9	on	on	ADP
fbem-31490	136	10	digital	digital	ADJ
fbem-31490	136	11	footprint	footprint	NOUN
fbem-31490	136	12	in	in	ADP
fbem-31490	136	13	yongxing	yongxe	VERB
fbem-31490	136	14	square	square	NOUN
fbem-31490	136	15	in	in	ADP
fbem-31490	136	16	xi’an	xi’an	PROPN
fbem-31490	137	1	[	[	X
fbem-31490	137	2	j	j	X
fbem-31490	137	3	]	]	X
fbem-31490	137	4	.	.	PUNCT
fbem-31490	138	1	journal	journal	PROPN
fbem-31490	138	2	of	of	ADP
fbem-31490	138	3	vacation	vacation	NOUN
fbem-31490	138	4	marketing	marketing	NOUN
fbem-31490	138	5	,	,	PUNCT
fbem-31490	138	6	2025	2025	NUM
fbem-31490	138	7	,	,	PUNCT
fbem-31490	138	8	31	31	NUM
fbem-31490	138	9	(	(	PUNCT
fbem-31490	138	10	3	3	NUM
fbem-31490	138	11	):	):	PUNCT
fbem-31490	138	12	562	562	NUM
fbem-31490	138	13	-	-	SYM
fbem-31490	138	14	577	577	NUM
fbem-31490	138	15	.	.	PUNCT
fbem-31490	139	1	[	[	X
fbem-31490	139	2	2	2	NUM
fbem-31490	139	3	]	]	SYM
fbem-31490	139	4	yuan	yuan	NOUN
fbem-31490	139	5	y	y	PROPN
fbem-31490	139	6	,	,	PUNCT
fbem-31490	139	7	bingfeng	bingfeng	PROPN
fbem-31490	139	8	b	b	PROPN
fbem-31490	139	9	,	,	PUNCT
fbem-31490	139	10	sihua	sihua	NOUN
fbem-31490	139	11	x	x	X
fbem-31490	139	12	.	.	PUNCT
fbem-31490	140	1	the	the	DET
fbem-31490	140	2	role	role	NOUN
fbem-31490	140	3	of	of	ADP
fbem-31490	140	4	social	social	ADJ
fbem-31490	140	5	community	community	NOUN
fbem-31490	140	6	in	in	ADP
fbem-31490	140	7	influencing	influence	VERB
fbem-31490	140	8	purchase	purchase	NOUN
fbem-31490	140	9	intention	intention	NOUN
fbem-31490	140	10	in	in	ADP
fbem-31490	140	11	live	live	ADJ
fbem-31490	140	12	-	-	PUNCT
fbem-31490	140	13	streaming	streaming	NOUN
fbem-31490	140	14	ecommerce	ecommerce	NOUN
fbem-31490	140	15	:	:	PUNCT
fbem-31490	140	16	a	a	DET
fbem-31490	140	17	social	social	ADJ
fbem-31490	140	18	learning	learning	NOUN
fbem-31490	140	19	theory	theory	NOUN
fbem-31490	140	20	perspective	perspective	NOUN
fbem-31490	141	1	[	[	X
fbem-31490	141	2	j	j	X
fbem-31490	141	3	]	]	X
fbem-31490	141	4	.	.	PUNCT
fbem-31490	142	1	marketing	market	VERB
fbem-31490	142	2	intelligence	intelligence	PROPN
fbem-31490	142	3	&	&	CCONJ
fbem-31490	142	4	planning	planning	NOUN
fbem-31490	142	5	,	,	PUNCT
fbem-31490	142	6	2025	2025	NUM
fbem-31490	142	7	,	,	PUNCT
fbem-31490	142	8	43	43	NUM
fbem-31490	142	9	(	(	PUNCT
fbem-31490	142	10	5	5	NUM
fbem-31490	142	11	):	):	PUNCT
fbem-31490	142	12	934	934	NUM
fbem-31490	142	13	-	-	SYM
fbem-31490	142	14	951	951	NUM
fbem-31490	142	15	.	.	PUNCT
fbem-31490	143	1	[	[	X
fbem-31490	143	2	3	3	X
fbem-31490	143	3	]	]	PUNCT
fbem-31490	143	4	guochao	guochao	NOUN
fbem-31490	143	5	p	p	NOUN
fbem-31490	143	6	,	,	PUNCT
fbem-31490	143	7	fei	fei	PROPN
fbem-31490	143	8	x	x	X
fbem-31490	143	9	,	,	PUNCT
fbem-31490	143	10	xiaodan	xiaodan	PROPN
fbem-31490	143	11	z	z	PROPN
fbem-31490	143	12	.	.	PUNCT
fbem-31490	144	1	key	key	ADJ
fbem-31490	144	2	factors	factor	NOUN
fbem-31490	144	3	affecting	affect	VERB
fbem-31490	144	4	consumers	consumer	NOUN
fbem-31490	144	5	'	'	PART
fbem-31490	144	6	purchase	purchase	NOUN
fbem-31490	144	7	intention	intention	NOUN
fbem-31490	144	8	in	in	ADP
fbem-31490	144	9	live	live	ADJ
fbem-31490	144	10	streaming	stream	VERB
fbem-31490	144	11	ecommerce	ecommerce	NOUN
fbem-31490	144	12	:	:	PUNCT
fbem-31490	144	13	an	an	DET
fbem-31490	144	14	empirical	empirical	ADJ
fbem-31490	144	15	study	study	NOUN
fbem-31490	144	16	in	in	ADP
fbem-31490	144	17	china	china	PROPN
fbem-31490	145	1	[	[	X
fbem-31490	145	2	j	j	X
fbem-31490	145	3	]	]	X
fbem-31490	145	4	.	.	PUNCT
fbem-31490	146	1	journal	journal	PROPN
fbem-31490	146	2	of	of	ADP
fbem-31490	146	3	global	global	ADJ
fbem-31490	146	4	information	information	NOUN
fbem-31490	146	5	management	management	NOUN
fbem-31490	146	6	(	(	PUNCT
fbem-31490	146	7	jgim	jgim	PROPN
fbem-31490	146	8	)	)	PUNCT
fbem-31490	146	9	,	,	PUNCT
fbem-31490	146	10	2025	2025	NUM
fbem-31490	146	11	,	,	PUNCT
fbem-31490	146	12	33	33	NUM
fbem-31490	146	13	(	(	PUNCT
fbem-31490	146	14	1	1	NUM
fbem-31490	146	15	):	):	PUNCT
fbem-31490	146	16	1	1	NUM
fbem-31490	146	17	-	-	SYM
fbem-31490	146	18	20	20	NUM
fbem-31490	146	19	.	.	PUNCT
fbem-31490	147	1	[	[	X
fbem-31490	147	2	4	4	NUM
fbem-31490	147	3	]	]	X
fbem-31490	147	4	guo	guo	PROPN
fbem-31490	147	5	x	x	X
fbem-31490	147	6	,	,	PUNCT
fbem-31490	147	7	liu	liu	PROPN
fbem-31490	147	8	b	b	PROPN
fbem-31490	147	9	,	,	PUNCT
fbem-31490	147	10	he	he	PRON
fbem-31490	147	11	j	j	PROPN
fbem-31490	147	12	,	,	PUNCT
fbem-31490	147	13	et	et	PROPN
fbem-31490	147	14	al	al	PROPN
fbem-31490	147	15	.	.	PUNCT
fbem-31490	148	1	the	the	DET
fbem-31490	148	2	impact	impact	NOUN
fbem-31490	148	3	mechanism	mechanism	NOUN
fbem-31490	148	4	of	of	ADP
fbem-31490	148	5	tourism	tourism	NOUN
fbem-31490	148	6	short	short	ADJ
fbem-31490	148	7	video	video	NOUN
fbem-31490	148	8	content	content	NOUN
fbem-31490	148	9	marketing	marketing	NOUN
fbem-31490	148	10	on	on	ADP
fbem-31490	148	11	users	user	NOUN
fbem-31490	148	12	’	'	PUNCT
fbem-31490	148	13	travel	travel	VERB
fbem-31490	148	14	behavioral	behavioral	ADJ
fbem-31490	148	15	intention	intention	NOUN
fbem-31490	149	1	[	[	X
fbem-31490	149	2	j	j	X
fbem-31490	149	3	]	]	X
fbem-31490	149	4	.	.	PUNCT
fbem-31490	150	1	humanities	humanity	NOUN
fbem-31490	150	2	and	and	CCONJ
fbem-31490	150	3	social	social	ADJ
fbem-31490	150	4	sciences	science	NOUN
fbem-31490	150	5	communications	communication	NOUN
fbem-31490	150	6	,	,	PUNCT
fbem-31490	150	7	2025	2025	NUM
fbem-31490	150	8	,	,	PUNCT
fbem-31490	150	9	12	12	NUM
fbem-31490	150	10	(	(	PUNCT
fbem-31490	150	11	1	1	NUM
fbem-31490	150	12	):	):	PUNCT
fbem-31490	150	13	494	494	NUM
fbem-31490	150	14	-	-	SYM
fbem-31490	150	15	494	494	NUM
fbem-31490	150	16	.	.	PUNCT
fbem-31490	151	1	[	[	X
fbem-31490	151	2	5	5	X
fbem-31490	151	3	]	]	PUNCT
fbem-31490	151	4	jieli	jieli	ADJ
fbem-31490	151	5	z	z	NOUN
fbem-31490	151	6	,	,	PUNCT
fbem-31490	151	7	chunqing	chunqe	VERB
fbem-31490	151	8	l	l	NOUN
fbem-31490	151	9	.	.	PUNCT
fbem-31490	152	1	the	the	DET
fbem-31490	152	2	influence	influence	NOUN
fbem-31490	152	3	and	and	CCONJ
fbem-31490	152	4	configuration	configuration	NOUN
fbem-31490	152	5	effect	effect	NOUN
fbem-31490	152	6	of	of	ADP
fbem-31490	152	7	content	content	ADJ
fbem-31490	152	8	characteristics	characteristic	NOUN
fbem-31490	152	9	on	on	ADP
fbem-31490	152	10	customer	customer	NOUN
fbem-31490	152	11	input	input	NOUN
fbem-31490	152	12	in	in	ADP
fbem-31490	152	13	the	the	DET
fbem-31490	152	14	context	context	NOUN
fbem-31490	152	15	of	of	ADP
fbem-31490	152	16	short	short	ADJ
fbem-31490	152	17	video	video	NOUN
fbem-31490	152	18	platforms	platform	NOUN
fbem-31490	153	1	[	[	X
fbem-31490	153	2	j	j	X
fbem-31490	153	3	]	]	X
fbem-31490	153	4	.	.	PUNCT
fbem-31490	154	1	journal	journal	PROPN
fbem-31490	154	2	of	of	ADP
fbem-31490	154	3	research	research	NOUN
fbem-31490	154	4	in	in	ADP
fbem-31490	154	5	interactive	interactive	ADJ
fbem-31490	154	6	marketing	marketing	NOUN
fbem-31490	154	7	,	,	PUNCT
fbem-31490	154	8	2025	2025	NUM
fbem-31490	154	9	,	,	PUNCT
fbem-31490	154	10	19	19	NUM
fbem-31490	154	11	(	(	PUNCT
fbem-31490	154	12	3	3	NUM
fbem-31490	154	13	):	):	PUNCT
fbem-31490	154	14	482	482	NUM
fbem-31490	154	15	-	-	SYM
fbem-31490	154	16	497	497	NUM
fbem-31490	154	17	.	.	PUNCT
fbem-31490	155	1	[	[	X
fbem-31490	155	2	6	6	NUM
fbem-31490	155	3	]	]	PUNCT
fbem-31490	155	4	saier	saier	NOUN
fbem-31490	155	5	h	h	NOUN
fbem-31490	155	6	.	.	PUNCT
fbem-31490	156	1	the	the	DET
fbem-31490	156	2	influence	influence	NOUN
fbem-31490	156	3	of	of	ADP
fbem-31490	156	4	tourism	tourism	NOUN
fbem-31490	156	5	public	public	ADJ
fbem-31490	156	6	relations	relation	NOUN
fbem-31490	156	7	strategies	strategy	NOUN
fbem-31490	156	8	on	on	ADP
fbem-31490	156	9	urban	urban	ADJ
fbem-31490	156	10	brand	brand	NOUN
fbem-31490	156	11	reputation	reputation	NOUN
fbem-31490	156	12	via	via	ADP
fbem-31490	156	13	the	the	DET
fbem-31490	156	14	chinese	chinese	PROPN
fbem-31490	156	15	douyin	douyin	PROPN
fbem-31490	156	16	short	short	ADJ
fbem-31490	156	17	video	video	NOUN
fbem-31490	156	18	platform	platform	NOUN
fbem-31490	157	1	[	[	X
fbem-31490	157	2	j	j	X
fbem-31490	157	3	]	]	X
fbem-31490	157	4	.	.	PUNCT
fbem-31490	158	1	studies	study	NOUN
fbem-31490	158	2	in	in	ADP
fbem-31490	158	3	media	medium	NOUN
fbem-31490	158	4	and	and	CCONJ
fbem-31490	158	5	communication	communication	NOUN
fbem-31490	158	6	,	,	PUNCT
fbem-31490	158	7	2025	2025	NUM
fbem-31490	158	8	,	,	PUNCT
fbem-31490	158	9	13	13	NUM
fbem-31490	158	10	(	(	PUNCT
fbem-31490	158	11	2	2	NUM
fbem-31490	158	12	):	):	PUNCT
fbem-31490	158	13	159	159	NUM
fbem-31490	158	14	-	-	SYM
fbem-31490	158	15	174	174	NUM
fbem-31490	158	16	.	.	PUNCT
fbem-31490	159	1	[	[	X
fbem-31490	159	2	7	7	NUM
fbem-31490	159	3	]	]	X
fbem-31490	159	4	yuan	yuan	PROPN
fbem-31490	159	5	w	w	PROPN
fbem-31490	159	6	.	.	PUNCT
fbem-31490	160	1	a	a	DET
fbem-31490	160	2	review	review	NOUN
fbem-31490	160	3	of	of	ADP
fbem-31490	160	4	content	content	NOUN
fbem-31490	160	5	marketing	marketing	NOUN
fbem-31490	160	6	’s	’s	PART
fbem-31490	160	7	influence	influence	NOUN
fbem-31490	160	8	on	on	ADP
fbem-31490	160	9	consumers	consumer	NOUN
fbem-31490	160	10	’	'	PUNCT
fbem-31490	160	11	purchase	purchase	NOUN
fbem-31490	160	12	intention	intention	NOUN
fbem-31490	160	13	in	in	ADP
fbem-31490	160	14	live	live	ADJ
fbem-31490	160	15	-	-	PUNCT
fbem-31490	160	16	streaming	stream	VERB
fbem-31490	160	17	e	e	NOUN
fbem-31490	160	18	-	-	NOUN
fbem-31490	160	19	commerce	commerce	NOUN
fbem-31490	160	20	[	[	X
fbem-31490	160	21	j	j	X
fbem-31490	160	22	]	]	X
fbem-31490	160	23	.	.	PUNCT
fbem-31490	161	1	proceedings	proceeding	NOUN
fbem-31490	161	2	of	of	ADP
fbem-31490	161	3	business	business	NOUN
fbem-31490	161	4	and	and	CCONJ
fbem-31490	161	5	economic	economic	ADJ
fbem-31490	161	6	studies	study	NOUN
fbem-31490	161	7	,	,	PUNCT
fbem-31490	161	8	2025	2025	NUM
fbem-31490	161	9	,	,	PUNCT
fbem-31490	161	10	8	8	NUM
fbem-31490	161	11	(	(	PUNCT
fbem-31490	161	12	1	1	NUM
fbem-31490	161	13	):	):	PUNCT
fbem-31490	161	14	55	55	NUM
fbem-31490	161	15	-	-	SYM
fbem-31490	161	16	59	59	NUM
fbem-31490	161	17	.	.	PUNCT
fbem-31490	162	1	[	[	X
fbem-31490	162	2	8	8	NUM
fbem-31490	162	3	]	]	X
fbem-31490	162	4	zhang	zhang	PROPN
fbem-31490	162	5	z	z	PROPN
fbem-31490	162	6	,	,	PUNCT
fbem-31490	162	7	chen	chen	PROPN
fbem-31490	162	8	z	z	PROPN
fbem-31490	162	9	,	,	PUNCT
fbem-31490	162	10	wan	wan	PROPN
fbem-31490	162	11	m	m	PROPN
fbem-31490	162	12	,	,	PUNCT
fbem-31490	162	13	et	et	PROPN
fbem-31490	162	14	al	al	PROPN
fbem-31490	162	15	.	.	PROPN
fbem-31490	162	16	choice	choice	NOUN
fbem-31490	162	17	of	of	ADP
fbem-31490	162	18	product	product	NOUN
fbem-31490	162	19	quality	quality	NOUN
fbem-31490	162	20	in	in	ADP
fbem-31490	162	21	supply	supply	NOUN
fbem-31490	162	22	chain	chain	NOUN
fbem-31490	162	23	of	of	ADP
fbem-31490	162	24	live	live	ADJ
fbem-31490	162	25	-	-	PUNCT
fbem-31490	162	26	streaming	streaming	NOUN
fbem-31490	162	27	e	e	NOUN
fbem-31490	162	28	-	-	NOUN
fbem-31490	162	29	commerce	commerce	NOUN
fbem-31490	162	30	under	under	ADP
fbem-31490	162	31	different	different	ADJ
fbem-31490	162	32	power	power	NOUN
fbem-31490	162	33	structures	structure	NOUN
fbem-31490	163	1	[	[	X
fbem-31490	163	2	j	j	X
fbem-31490	163	3	]	]	X
fbem-31490	163	4	.	.	PUNCT
fbem-31490	164	1	australian	australian	ADJ
fbem-31490	164	2	journal	journal	NOUN
fbem-31490	164	3	of	of	ADP
fbem-31490	164	4	management	management	NOUN
fbem-31490	164	5	,	,	PUNCT
fbem-31490	164	6	2025	2025	NUM
fbem-31490	164	7	,	,	PUNCT
fbem-31490	164	8	50	50	NUM
fbem-31490	164	9	(	(	PUNCT
fbem-31490	164	10	1	1	NUM
fbem-31490	164	11	):	):	PUNCT
fbem-31490	164	12	266	266	NUM
fbem-31490	164	13	-	-	SYM
fbem-31490	164	14	286	286	NUM
fbem-31490	164	15	.	.	PUNCT
fbem-31490	165	1	[	[	X
fbem-31490	165	2	9	9	NUM
fbem-31490	165	3	]	]	PUNCT
fbem-31490	165	4	he	he	PRON
fbem-31490	165	5	d	d	PROPN
fbem-31490	165	6	,	,	PUNCT
fbem-31490	165	7	assoc	assoc	PROPN
fbem-31490	165	8	,	,	PUNCT
fbem-31490	165	9	hashim	hashim	PROPN
fbem-31490	165	10	b	b	PROPN
fbem-31490	165	11	f	f	PROPN
fbem-31490	165	12	d	d	X
fbem-31490	165	13	p	p	PROPN
fbem-31490	165	14	.	.	PUNCT
fbem-31490	166	1	quantitative	quantitative	ADJ
fbem-31490	166	2	analysis	analysis	NOUN
fbem-31490	166	3	of	of	ADP
fbem-31490	166	4	live	live	ADJ
fbem-31490	166	5	e	e	NOUN
fbem-31490	166	6	-	-	NOUN
fbem-31490	166	7	commerce	commerce	NOUN
fbem-31490	166	8	's	's	PART
fbem-31490	166	9	influence	influence	NOUN
fbem-31490	166	10	on	on	ADP
fbem-31490	166	11	consumer	consumer	NOUN
fbem-31490	166	12	purchase	purchase	NOUN
fbem-31490	166	13	intentions	intention	NOUN
fbem-31490	166	14	[	[	X
fbem-31490	166	15	j	j	X
fbem-31490	166	16	]	]	X
fbem-31490	166	17	.	.	PUNCT
fbem-31490	167	1	academic	academic	ADJ
fbem-31490	167	2	journal	journal	NOUN
fbem-31490	167	3	of	of	ADP
fbem-31490	167	4	management	management	NOUN
fbem-31490	167	5	and	and	CCONJ
fbem-31490	167	6	social	social	ADJ
fbem-31490	167	7	sciences	science	NOUN
fbem-31490	167	8	,	,	PUNCT
fbem-31490	167	9	2024	2024	NUM
fbem-31490	167	10	,	,	PUNCT
fbem-31490	167	11	9	9	NUM
fbem-31490	167	12	(	(	PUNCT
fbem-31490	167	13	2	2	NUM
fbem-31490	167	14	):	):	PUNCT
fbem-31490	167	15	239	239	NUM
fbem-31490	167	16	-	-	SYM
fbem-31490	167	17	245	245	NUM
fbem-31490	167	18	.	.	PUNCT
fbem-31490	168	1	[	[	X
fbem-31490	168	2	10	10	NUM
fbem-31490	168	3	]	]	X
fbem-31490	168	4	sumarlam	sumarlam	PROPN
fbem-31490	168	5	s	s	PART
fbem-31490	168	6	,	,	PUNCT
fbem-31490	168	7	djatmika	djatmika	X
fbem-31490	168	8	d	d	NOUN
fbem-31490	168	9	,	,	PUNCT
fbem-31490	168	10	widiana	widiana	PROPN
fbem-31490	168	11	y	y	PROPN
fbem-31490	168	12	,	,	PUNCT
fbem-31490	168	13	et	et	PROPN
fbem-31490	168	14	al	al	PROPN
fbem-31490	168	15	.	.	PROPN
fbem-31490	168	16	persuasive	persuasive	PROPN
fbem-31490	168	17	speech	speech	NOUN
fbem-31490	168	18	act	act	NOUN
fbem-31490	168	19	strategies	strategy	NOUN
fbem-31490	168	20	of	of	ADP
fbem-31490	168	21	online	online	ADJ
fbem-31490	168	22	fashion	fashion	NOUN
fbem-31490	168	23	sellers	seller	NOUN
fbem-31490	168	24	in	in	ADP
fbem-31490	168	25	live	live	ADJ
fbem-31490	168	26	e	e	NOUN
fbem-31490	168	27	-	-	NOUN
fbem-31490	168	28	commerce	commerce	NOUN
fbem-31490	168	29	:	:	PUNCT
fbem-31490	168	30	a	a	DET
fbem-31490	168	31	cyberpragmatics	cyberpragmatic	NOUN
fbem-31490	168	32	approach	approach	NOUN
fbem-31490	168	33	[	[	X
fbem-31490	168	34	j	j	X
fbem-31490	168	35	]	]	X
fbem-31490	168	36	.	.	PUNCT
fbem-31490	169	1	theory	theory	NOUN
fbem-31490	169	2	and	and	CCONJ
fbem-31490	169	3	practice	practice	NOUN
fbem-31490	169	4	in	in	ADP
fbem-31490	169	5	language	language	NOUN
fbem-31490	169	6	studies	study	NOUN
fbem-31490	169	7	,	,	PUNCT
fbem-31490	169	8	2024	2024	NUM
fbem-31490	169	9	,	,	PUNCT
fbem-31490	169	10	14	14	NUM
fbem-31490	169	11	(	(	PUNCT
fbem-31490	169	12	11	11	NUM
fbem-31490	169	13	):	):	PUNCT
fbem-31490	169	14	3385	3385	NUM
fbem-31490	169	15	-	-	SYM
fbem-31490	169	16	3393	3393	NUM
fbem-31490	169	17	.	.	PUNCT
fbem-31490	170	1	[	[	X
fbem-31490	170	2	11	11	NUM
fbem-31490	170	3	]	]	X
fbem-31490	170	4	wu	wu	PROPN
fbem-31490	170	5	b	b	PROPN
fbem-31490	170	6	y.	y.	PROPN
fbem-31490	170	7	market	market	NOUN
fbem-31490	170	8	research	research	NOUN
fbem-31490	170	9	and	and	CCONJ
fbem-31490	170	10	product	product	NOUN
fbem-31490	170	11	planning	planning	NOUN
fbem-31490	170	12	in	in	ADP
fbem-31490	170	13	e	e	NOUN
fbem-31490	170	14	-	-	NOUN
fbem-31490	170	15	commerce	commerce	NOUN
fbem-31490	170	16	projects	project	NOUN
fbem-31490	170	17	:	:	PUNCT
fbem-31490	170	18	a	a	DET
fbem-31490	170	19	systematic	systematic	ADJ
fbem-31490	170	20	analysis	analysis	NOUN
fbem-31490	170	21	of	of	ADP
fbem-31490	170	22	strategies	strategy	NOUN
fbem-31490	170	23	and	and	CCONJ
fbem-31490	170	24	methods,.academic	methods,.academic	ADJ
fbem-31490	170	25	joual	joual	NOUN
fbem-31490	170	26	of	of	ADP
fbem-31490	170	27	business	business	NOUN
fbem-31490	170	28	&	&	CCONJ
fbem-31490	170	29	management	management	PROPN
fbem-31490	170	30	,	,	PUNCT
fbem-31490	170	31	2025	2025	NUM
fbem-31490	170	32	,	,	PUNCT
fbem-31490	170	33	7(3	7(3	NUM
fbem-31490	170	34	):	):	PUNCT
fbem-31490	171	1	[	[	X
fbem-31490	171	2	07	07	NUM
fbem-31490	171	3	]	]	PUNCT
fbem-31490	171	4	.	.	PUNCT