id	sid	tid	token	lemma	pos
fbem-32330	1	1	frontiers	frontier	NOUN
fbem-32330	1	2	in	in	ADP
fbem-32330	1	3	business	business	NOUN
fbem-32330	1	4	,	,	PUNCT
fbem-32330	1	5	economics	economic	NOUN
fbem-32330	1	6	and	and	CCONJ
fbem-32330	1	7	management	management	NOUN
fbem-32330	1	8	issn	issn	PROPN
fbem-32330	1	9	:	:	PUNCT
fbem-32330	1	10	2766	2766	NUM
fbem-32330	1	11	-	-	PUNCT
fbem-32330	1	12	824x	824x	NUM
fbem-32330	1	13	|	|	ADJ
fbem-32330	1	14	vol	vol	NOUN
fbem-32330	1	15	.	.	PROPN
fbem-32330	1	16	21	21	NUM
fbem-32330	1	17	,	,	PUNCT
fbem-32330	1	18	no	no	INTJ
fbem-32330	1	19	.	.	NOUN
fbem-32330	1	20	2	2	NUM
fbem-32330	1	21	,	,	PUNCT
fbem-32330	1	22	2025	2025	NUM
fbem-32330	1	23	60	60	NUM
fbem-32330	1	24	trend	trend	NOUN
fbem-32330	1	25	forecasting	forecasting	NOUN
fbem-32330	1	26	and	and	CCONJ
fbem-32330	1	27	marketing	marketing	NOUN
fbem-32330	1	28	transformation	transformation	NOUN
fbem-32330	1	29	in	in	ADP
fbem-32330	1	30	fashion	fashion	NOUN
fbem-32330	1	31	design	design	NOUN
fbem-32330	1	32	under	under	ADP
fbem-32330	1	33	the	the	DET
fbem-32330	1	34	new	new	ADJ
fbem-32330	1	35	paradigm	paradigm	NOUN
fbem-32330	1	36	of	of	ADP
fbem-32330	1	37	livestreaming	livestreame	VERB
fbem-32330	1	38	e	e	PROPN
fbem-32330	1	39	-	-	PROPN
fbem-32330	1	40	commerce	commerce	NOUN
fbem-32330	1	41	yutong	yutong	PROPN
fbem-32330	1	42	zhou	zhou	PROPN
fbem-32330	1	43	school	school	PROPN
fbem-32330	1	44	of	of	ADP
fbem-32330	1	45	design	design	PROPN
fbem-32330	1	46	,	,	PUNCT
fbem-32330	1	47	pratt	pratt	PROPN
fbem-32330	1	48	institute	institute	PROPN
fbem-32330	1	49	,	,	PUNCT
fbem-32330	1	50	new	new	PROPN
fbem-32330	1	51	york	york	PROPN
fbem-32330	1	52	,	,	PUNCT
fbem-32330	1	53	usa	usa	PROPN
fbem-32330	1	54	abstract	abstract	PROPN
fbem-32330	1	55	:	:	PUNCT
fbem-32330	1	56	as	as	SCONJ
fbem-32330	1	57	livestreaming	livestreame	VERB
fbem-32330	1	58	e	e	NOUN
fbem-32330	1	59	-	-	NOUN
fbem-32330	1	60	commerce	commerce	NOUN
fbem-32330	1	61	enters	enter	VERB
fbem-32330	1	62	a	a	DET
fbem-32330	1	63	new	new	ADJ
fbem-32330	1	64	paradigm	paradigm	NOUN
fbem-32330	1	65	centered	center	VERB
fbem-32330	1	66	on	on	ADP
fbem-32330	1	67	content	content	NOUN
fbem-32330	1	68	logic	logic	NOUN
fbem-32330	1	69	,	,	PUNCT
fbem-32330	1	70	two	two	NUM
fbem-32330	1	71	-	-	PUNCT
fbem-32330	1	72	way	way	NOUN
fbem-32330	1	73	co	co	NOUN
fbem-32330	1	74	-	-	NOUN
fbem-32330	1	75	creation	creation	NOUN
fbem-32330	1	76	,	,	PUNCT
fbem-32330	1	77	and	and	CCONJ
fbem-32330	1	78	humanmachine	humanmachine	ADJ
fbem-32330	1	79	collaboration	collaboration	NOUN
fbem-32330	1	80	,	,	PUNCT
fbem-32330	1	81	the	the	DET
fbem-32330	1	82	design	design	NOUN
fbem-32330	1	83	logic	logic	NOUN
fbem-32330	1	84	and	and	CCONJ
fbem-32330	1	85	marketing	marketing	NOUN
fbem-32330	1	86	models	model	NOUN
fbem-32330	1	87	of	of	ADP
fbem-32330	1	88	the	the	DET
fbem-32330	1	89	apparel	apparel	NOUN
fbem-32330	1	90	industry	industry	NOUN
fbem-32330	1	91	are	be	AUX
fbem-32330	1	92	undergoing	undergo	VERB
fbem-32330	1	93	profound	profound	ADJ
fbem-32330	1	94	changes	change	NOUN
fbem-32330	1	95	.	.	PUNCT
fbem-32330	2	1	this	this	DET
fbem-32330	2	2	article	article	NOUN
fbem-32330	2	3	focuses	focus	VERB
fbem-32330	2	4	on	on	ADP
fbem-32330	2	5	the	the	DET
fbem-32330	2	6	impact	impact	NOUN
fbem-32330	2	7	of	of	ADP
fbem-32330	2	8	the	the	DET
fbem-32330	2	9	new	new	ADJ
fbem-32330	2	10	characteristics	characteristic	NOUN
fbem-32330	2	11	of	of	ADP
fbem-32330	2	12	livestreaming	livestreame	VERB
fbem-32330	2	13	e	e	NOUN
fbem-32330	2	14	-	-	NOUN
fbem-32330	2	15	commerce	commerce	NOUN
fbem-32330	2	16	on	on	ADP
fbem-32330	2	17	apparel	apparel	NOUN
fbem-32330	2	18	design	design	NOUN
fbem-32330	2	19	and	and	CCONJ
fbem-32330	2	20	marketing	marketing	NOUN
fbem-32330	2	21	,	,	PUNCT
fbem-32330	2	22	analyzing	analyze	VERB
fbem-32330	2	23	the	the	DET
fbem-32330	2	24	core	core	ADJ
fbem-32330	2	25	manifestations	manifestation	NOUN
fbem-32330	2	26	of	of	ADP
fbem-32330	2	27	the	the	DET
fbem-32330	2	28	new	new	ADJ
fbem-32330	2	29	paradigm	paradigm	NOUN
fbem-32330	2	30	:	:	PUNCT
fbem-32330	2	31	the	the	DET
fbem-32330	2	32	shift	shift	NOUN
fbem-32330	2	33	from	from	ADP
fbem-32330	2	34	shelf	shelf	NOUN
fbem-32330	2	35	logic	logic	NOUN
fbem-32330	2	36	to	to	PART
fbem-32330	2	37	content	content	VERB
fbem-32330	2	38	logic	logic	NOUN
fbem-32330	2	39	,	,	PUNCT
fbem-32330	2	40	the	the	DET
fbem-32330	2	41	upgrade	upgrade	NOUN
fbem-32330	2	42	from	from	ADP
fbem-32330	2	43	one	one	NUM
fbem-32330	2	44	-	-	PUNCT
fbem-32330	2	45	way	way	NOUN
fbem-32330	2	46	communication	communication	NOUN
fbem-32330	2	47	to	to	ADP
fbem-32330	2	48	two	two	NUM
fbem-32330	2	49	-	-	PUNCT
fbem-32330	2	50	way	way	NOUN
fbem-32330	2	51	co	co	NOUN
fbem-32330	2	52	-	-	NOUN
fbem-32330	2	53	creation	creation	NOUN
fbem-32330	2	54	,	,	PUNCT
fbem-32330	2	55	and	and	CCONJ
fbem-32330	2	56	the	the	DET
fbem-32330	2	57	collaboration	collaboration	NOUN
fbem-32330	2	58	between	between	ADP
fbem-32330	2	59	livestreamers	livestreamer	NOUN
fbem-32330	2	60	and	and	CCONJ
fbem-32330	2	61	digital	digital	ADJ
fbem-32330	2	62	avatars	avatar	NOUN
fbem-32330	2	63	.	.	PUNCT
fbem-32330	3	1	it	it	PRON
fbem-32330	3	2	explores	explore	VERB
fbem-32330	3	3	the	the	DET
fbem-32330	3	4	trend	trend	NOUN
fbem-32330	3	5	forecasting	forecasting	NOUN
fbem-32330	3	6	path	path	NOUN
fbem-32330	3	7	through	through	ADP
fbem-32330	3	8	real	real	ADJ
fbem-32330	3	9	-	-	PUNCT
fbem-32330	3	10	time	time	NOUN
fbem-32330	3	11	interaction	interaction	NOUN
fbem-32330	3	12	driving	drive	VERB
fbem-32330	3	13	design	design	NOUN
fbem-32330	3	14	element	element	NOUN
fbem-32330	3	15	iteration	iteration	NOUN
fbem-32330	3	16	,	,	PUNCT
fbem-32330	3	17	scenario	scenario	NOUN
fbem-32330	3	18	-	-	PUNCT
fbem-32330	3	19	based	base	VERB
fbem-32330	3	20	presentations	presentation	NOUN
fbem-32330	3	21	fostering	foster	VERB
fbem-32330	3	22	functional	functional	ADJ
fbem-32330	3	23	innovation	innovation	NOUN
fbem-32330	3	24	,	,	PUNCT
fbem-32330	3	25	and	and	CCONJ
fbem-32330	3	26	data	datum	NOUN
fbem-32330	3	27	accumulation	accumulation	NOUN
fbem-32330	3	28	supporting	support	VERB
fbem-32330	3	29	style	style	NOUN
fbem-32330	3	30	prediction	prediction	NOUN
fbem-32330	3	31	.	.	PUNCT
fbem-32330	4	1	it	it	PRON
fbem-32330	4	2	also	also	ADV
fbem-32330	4	3	proposes	propose	VERB
fbem-32330	4	4	marketing	marketing	NOUN
fbem-32330	4	5	transformation	transformation	NOUN
fbem-32330	4	6	solutions	solution	NOUN
fbem-32330	4	7	,	,	PUNCT
fbem-32330	4	8	including	include	VERB
fbem-32330	4	9	the	the	DET
fbem-32330	4	10	"	"	PUNCT
fbem-32330	4	11	designer	designer	NOUN
fbem-32330	4	12	+	+	CCONJ
fbem-32330	4	13	livestreamer	livestreamer	NOUN
fbem-32330	4	14	"	"	PUNCT
fbem-32330	4	15	communication	communication	NOUN
fbem-32330	4	16	chain	chain	NOUN
fbem-32330	4	17	,	,	PUNCT
fbem-32330	4	18	the	the	DET
fbem-32330	4	19	"	"	PUNCT
fbem-32330	4	20	limited	limited	ADJ
fbem-32330	4	21	-	-	PUNCT
fbem-32330	4	22	time	time	NOUN
fbem-32330	4	23	customization	customization	NOUN
fbem-32330	4	24	+	+	CCONJ
fbem-32330	4	25	livestream	livestream	NOUN
fbem-32330	4	26	pre	pre	ADJ
fbem-32330	4	27	-	-	ADJ
fbem-32330	4	28	sale	sale	ADJ
fbem-32330	4	29	"	"	PUNCT
fbem-32330	4	30	model	model	NOUN
fbem-32330	4	31	,	,	PUNCT
fbem-32330	4	32	and	and	CCONJ
fbem-32330	4	33	the	the	DET
fbem-32330	4	34	"	"	PUNCT
fbem-32330	4	35	fan	fan	NOUN
fbem-32330	4	36	stratification	stratification	NOUN
fbem-32330	4	37	+	+	CCONJ
fbem-32330	4	38	targeted	target	VERB
fbem-32330	4	39	reach	reach	NOUN
fbem-32330	4	40	"	"	PUNCT
fbem-32330	4	41	strategy	strategy	NOUN
fbem-32330	4	42	.	.	PUNCT
fbem-32330	5	1	the	the	DET
fbem-32330	5	2	study	study	NOUN
fbem-32330	5	3	concludes	conclude	VERB
fbem-32330	5	4	that	that	SCONJ
fbem-32330	5	5	livestreaming	livestreame	VERB
fbem-32330	5	6	e	e	NOUN
fbem-32330	5	7	-	-	NOUN
fbem-32330	5	8	commerce	commerce	NOUN
fbem-32330	5	9	has	have	AUX
fbem-32330	5	10	become	become	VERB
fbem-32330	5	11	a	a	DET
fbem-32330	5	12	core	core	NOUN
fbem-32330	5	13	link	link	NOUN
fbem-32330	5	14	connecting	connect	VERB
fbem-32330	5	15	consumer	consumer	NOUN
fbem-32330	5	16	demand	demand	NOUN
fbem-32330	5	17	and	and	CCONJ
fbem-32330	5	18	the	the	DET
fbem-32330	5	19	apparel	apparel	NOUN
fbem-32330	5	20	industry	industry	NOUN
fbem-32330	5	21	.	.	PUNCT
fbem-32330	6	1	companies	company	NOUN
fbem-32330	6	2	must	must	AUX
fbem-32330	6	3	deeply	deeply	ADV
fbem-32330	6	4	integrate	integrate	VERB
fbem-32330	6	5	design	design	NOUN
fbem-32330	6	6	and	and	CCONJ
fbem-32330	6	7	marketing	marketing	NOUN
fbem-32330	6	8	to	to	PART
fbem-32330	6	9	adapt	adapt	VERB
fbem-32330	6	10	to	to	ADP
fbem-32330	6	11	market	market	NOUN
fbem-32330	6	12	competition	competition	NOUN
fbem-32330	6	13	under	under	ADP
fbem-32330	6	14	the	the	DET
fbem-32330	6	15	new	new	ADJ
fbem-32330	6	16	paradigm	paradigm	NOUN
fbem-32330	6	17	,	,	PUNCT
fbem-32330	6	18	providing	provide	VERB
fbem-32330	6	19	insights	insight	NOUN
fbem-32330	6	20	for	for	ADP
fbem-32330	6	21	the	the	DET
fbem-32330	6	22	sustainable	sustainable	ADJ
fbem-32330	6	23	development	development	NOUN
fbem-32330	6	24	of	of	ADP
fbem-32330	6	25	the	the	DET
fbem-32330	6	26	apparel	apparel	NOUN
fbem-32330	6	27	industry	industry	NOUN
fbem-32330	6	28	.	.	PUNCT
fbem-32330	7	1	keywords	keyword	NOUN
fbem-32330	7	2	:	:	PUNCT
fbem-32330	7	3	livestream	livestream	PROPN
fbem-32330	7	4	e	e	PROPN
fbem-32330	7	5	-	-	NOUN
fbem-32330	7	6	commerce	commerce	NOUN
fbem-32330	7	7	;	;	PUNCT
fbem-32330	7	8	fashion	fashion	NOUN
fbem-32330	7	9	design	design	NOUN
fbem-32330	7	10	;	;	PUNCT
fbem-32330	7	11	trend	trend	NOUN
fbem-32330	7	12	prediction	prediction	NOUN
fbem-32330	7	13	;	;	PUNCT
fbem-32330	7	14	marketing	marketing	NOUN
fbem-32330	7	15	transformation	transformation	NOUN
fbem-32330	7	16	;	;	PUNCT
fbem-32330	7	17	new	new	ADJ
fbem-32330	7	18	paradigm	paradigm	NOUN
fbem-32330	7	19	.	.	PUNCT
fbem-32330	8	1	1	1	X
fbem-32330	8	2	.	.	X
fbem-32330	8	3	introduction	introduction	NOUN
fbem-32330	8	4	through	through	ADP
fbem-32330	8	5	technological	technological	ADJ
fbem-32330	8	6	and	and	CCONJ
fbem-32330	8	7	business	business	NOUN
fbem-32330	8	8	model	model	NOUN
fbem-32330	8	9	innovation	innovation	NOUN
fbem-32330	8	10	,	,	PUNCT
fbem-32330	8	11	livestreaming	livestreame	VERB
fbem-32330	8	12	e	e	NOUN
fbem-32330	8	13	-	-	NOUN
fbem-32330	8	14	commerce	commerce	NOUN
fbem-32330	8	15	has	have	AUX
fbem-32330	8	16	evolved	evolve	VERB
fbem-32330	8	17	from	from	ADP
fbem-32330	8	18	a	a	DET
fbem-32330	8	19	simple	simple	ADJ
fbem-32330	8	20	sales	sale	NOUN
fbem-32330	8	21	channel	channel	NOUN
fbem-32330	8	22	into	into	ADP
fbem-32330	8	23	a	a	DET
fbem-32330	8	24	comprehensive	comprehensive	ADJ
fbem-32330	8	25	ecosystem	ecosystem	NOUN
fbem-32330	8	26	integrating	integrate	VERB
fbem-32330	8	27	"	"	PUNCT
fbem-32330	8	28	content	content	NOUN
fbem-32330	8	29	,	,	PUNCT
fbem-32330	8	30	interaction	interaction	NOUN
fbem-32330	8	31	,	,	PUNCT
fbem-32330	8	32	and	and	CCONJ
fbem-32330	8	33	data	datum	NOUN
fbem-32330	8	34	.	.	PUNCT
fbem-32330	8	35	"	"	PUNCT
fbem-32330	9	1	it	it	PRON
fbem-32330	9	2	has	have	AUX
fbem-32330	9	3	now	now	ADV
fbem-32330	9	4	formed	form	VERB
fbem-32330	9	5	a	a	DET
fbem-32330	9	6	new	new	ADJ
fbem-32330	9	7	development	development	NOUN
fbem-32330	9	8	paradigm	paradigm	NOUN
fbem-32330	9	9	centered	center	VERB
fbem-32330	9	10	on	on	ADP
fbem-32330	9	11	content	content	NOUN
fbem-32330	9	12	,	,	PUNCT
fbem-32330	9	13	driven	drive	VERB
fbem-32330	9	14	by	by	ADP
fbem-32330	9	15	interaction	interaction	NOUN
fbem-32330	9	16	,	,	PUNCT
fbem-32330	9	17	and	and	CCONJ
fbem-32330	9	18	supported	support	VERB
fbem-32330	9	19	by	by	ADP
fbem-32330	9	20	technology	technology	NOUN
fbem-32330	9	21	.	.	PUNCT
fbem-32330	10	1	this	this	PRON
fbem-32330	10	2	has	have	AUX
fbem-32330	10	3	profoundly	profoundly	ADV
fbem-32330	10	4	impacted	impact	VERB
fbem-32330	10	5	the	the	DET
fbem-32330	10	6	apparel	apparel	NOUN
fbem-32330	10	7	industry	industry	NOUN
fbem-32330	10	8	:	:	PUNCT
fbem-32330	10	9	consumers	consumer	NOUN
fbem-32330	10	10	are	be	AUX
fbem-32330	10	11	participating	participate	VERB
fbem-32330	10	12	in	in	ADP
fbem-32330	10	13	decisionmaking	decisionmake	VERB
fbem-32330	10	14	through	through	ADP
fbem-32330	10	15	real	real	ADJ
fbem-32330	10	16	-	-	PUNCT
fbem-32330	10	17	time	time	NOUN
fbem-32330	10	18	interactions	interaction	NOUN
fbem-32330	10	19	like	like	ADP
fbem-32330	10	20	barrages	barrage	NOUN
fbem-32330	10	21	,	,	PUNCT
fbem-32330	10	22	driving	drive	VERB
fbem-32330	10	23	design	design	NOUN
fbem-32330	10	24	from	from	ADP
fbem-32330	10	25	experience	experience	NOUN
fbem-32330	10	26	-	-	PUNCT
fbem-32330	10	27	driven	drive	VERB
fbem-32330	10	28	to	to	AUX
fbem-32330	10	29	demand	demand	NOUN
fbem-32330	10	30	-	-	PUNCT
fbem-32330	10	31	driven	drive	VERB
fbem-32330	10	32	.	.	PUNCT
fbem-32330	11	1	technologies	technology	NOUN
fbem-32330	11	2	like	like	ADP
fbem-32330	11	3	3d	3d	PROPN
fbem-32330	11	4	modeling	modeling	NOUN
fbem-32330	11	5	are	be	AUX
fbem-32330	11	6	reshaping	reshape	VERB
fbem-32330	11	7	display	display	NOUN
fbem-32330	11	8	and	and	CCONJ
fbem-32330	11	9	marketing	marketing	NOUN
fbem-32330	11	10	logic	logic	NOUN
fbem-32330	11	11	,	,	PUNCT
fbem-32330	11	12	prompting	prompt	VERB
fbem-32330	11	13	brands	brand	NOUN
fbem-32330	11	14	to	to	PART
fbem-32330	11	15	shift	shift	VERB
fbem-32330	11	16	from	from	ADP
fbem-32330	11	17	"	"	PUNCT
fbem-32330	11	18	one	one	NUM
fbem-32330	11	19	-	-	PUNCT
fbem-32330	11	20	way	way	NOUN
fbem-32330	11	21	sales	sale	NOUN
fbem-32330	11	22	"	"	PUNCT
fbem-32330	11	23	to	to	ADP
fbem-32330	11	24	"	"	PUNCT
fbem-32330	11	25	two	two	NUM
fbem-32330	11	26	-	-	PUNCT
fbem-32330	11	27	way	way	NOUN
fbem-32330	11	28	co	co	NOUN
fbem-32330	11	29	-	-	NOUN
fbem-32330	11	30	creation	creation	NOUN
fbem-32330	11	31	.	.	PUNCT
fbem-32330	11	32	"	"	PUNCT
fbem-32330	12	1	as	as	ADP
fbem-32330	12	2	a	a	DET
fbem-32330	12	3	core	core	NOUN
fbem-32330	12	4	category	category	NOUN
fbem-32330	12	5	,	,	PUNCT
fbem-32330	12	6	apparel	apparel	NOUN
fbem-32330	12	7	's	's	PART
fbem-32330	12	8	evolving	evolve	VERB
fbem-32330	12	9	trends	trend	NOUN
fbem-32330	12	10	and	and	CCONJ
fbem-32330	12	11	marketing	marketing	NOUN
fbem-32330	12	12	effectiveness	effectiveness	NOUN
fbem-32330	12	13	depend	depend	VERB
fbem-32330	12	14	on	on	ADP
fbem-32330	12	15	adapting	adapt	VERB
fbem-32330	12	16	to	to	ADP
fbem-32330	12	17	the	the	DET
fbem-32330	12	18	new	new	ADJ
fbem-32330	12	19	paradigm	paradigm	NOUN
fbem-32330	12	20	.	.	PUNCT
fbem-32330	13	1	traditional	traditional	ADJ
fbem-32330	13	2	models	model	NOUN
fbem-32330	13	3	rely	rely	VERB
fbem-32330	13	4	on	on	ADP
fbem-32330	13	5	experience	experience	NOUN
fbem-32330	13	6	and	and	CCONJ
fbem-32330	13	7	channels	channel	NOUN
fbem-32330	13	8	,	,	PUNCT
fbem-32330	13	9	making	make	VERB
fbem-32330	13	10	it	it	PRON
fbem-32330	13	11	difficult	difficult	ADJ
fbem-32330	13	12	to	to	PART
fbem-32330	13	13	respond	respond	VERB
fbem-32330	13	14	to	to	ADP
fbem-32330	13	15	dynamic	dynamic	ADJ
fbem-32330	13	16	demand	demand	NOUN
fbem-32330	13	17	.	.	PUNCT
fbem-32330	14	1	under	under	ADP
fbem-32330	14	2	the	the	DET
fbem-32330	14	3	new	new	ADJ
fbem-32330	14	4	paradigm	paradigm	NOUN
fbem-32330	14	5	,	,	PUNCT
fbem-32330	14	6	brands	brand	NOUN
fbem-32330	14	7	can	can	AUX
fbem-32330	14	8	leverage	leverage	VERB
fbem-32330	14	9	data	datum	NOUN
fbem-32330	14	10	to	to	PART
fbem-32330	14	11	identify	identify	VERB
fbem-32330	14	12	trends	trend	NOUN
fbem-32330	14	13	,	,	PUNCT
fbem-32330	14	14	enhance	enhance	VERB
fbem-32330	14	15	experiences	experience	NOUN
fbem-32330	14	16	through	through	ADP
fbem-32330	14	17	engaging	engage	VERB
fbem-32330	14	18	scenarios	scenario	NOUN
fbem-32330	14	19	,	,	PUNCT
fbem-32330	14	20	and	and	CCONJ
fbem-32330	14	21	increase	increase	VERB
fbem-32330	14	22	brand	brand	NOUN
fbem-32330	14	23	loyalty	loyalty	NOUN
fbem-32330	14	24	through	through	ADP
fbem-32330	14	25	operational	operational	ADJ
fbem-32330	14	26	operations	operation	NOUN
fbem-32330	14	27	.	.	PUNCT
fbem-32330	15	1	this	this	DET
fbem-32330	15	2	article	article	NOUN
fbem-32330	15	3	,	,	PUNCT
fbem-32330	15	4	drawing	draw	VERB
fbem-32330	15	5	on	on	ADP
fbem-32330	15	6	case	case	NOUN
fbem-32330	15	7	studies	study	NOUN
fbem-32330	15	8	,	,	PUNCT
fbem-32330	15	9	explores	explore	VERB
fbem-32330	15	10	trend	trend	NOUN
fbem-32330	15	11	prediction	prediction	NOUN
fbem-32330	15	12	and	and	CCONJ
fbem-32330	15	13	marketing	marketing	NOUN
fbem-32330	15	14	transformation	transformation	NOUN
fbem-32330	15	15	,	,	PUNCT
fbem-32330	15	16	aiming	aim	VERB
fbem-32330	15	17	to	to	PART
fbem-32330	15	18	uncover	uncover	VERB
fbem-32330	15	19	industry	industry	NOUN
fbem-32330	15	20	trends	trend	NOUN
fbem-32330	15	21	and	and	CCONJ
fbem-32330	15	22	provide	provide	VERB
fbem-32330	15	23	a	a	DET
fbem-32330	15	24	reference	reference	NOUN
fbem-32330	15	25	for	for	SCONJ
fbem-32330	15	26	companies	company	NOUN
fbem-32330	15	27	to	to	PART
fbem-32330	15	28	optimize	optimize	VERB
fbem-32330	15	29	their	their	PRON
fbem-32330	15	30	design	design	NOUN
fbem-32330	15	31	and	and	CCONJ
fbem-32330	15	32	marketing	marketing	NOUN
fbem-32330	15	33	.	.	PUNCT
fbem-32330	16	1	2	2	X
fbem-32330	16	2	.	.	X
fbem-32330	16	3	characteristics	characteristic	NOUN
fbem-32330	16	4	of	of	ADP
fbem-32330	16	5	the	the	DET
fbem-32330	16	6	new	new	ADJ
fbem-32330	16	7	paradigm	paradigm	NOUN
fbem-32330	16	8	of	of	ADP
fbem-32330	16	9	livestream	livestream	NOUN
fbem-32330	16	10	e	e	PROPN
fbem-32330	16	11	-	-	NOUN
fbem-32330	16	12	commerce	commerce	NOUN
fbem-32330	16	13	2.1	2.1	NUM
fbem-32330	16	14	.	.	PUNCT
fbem-32330	16	15	from	from	ADP
fbem-32330	16	16	shelf	shelf	NOUN
fbem-32330	16	17	logic	logic	NOUN
fbem-32330	16	18	to	to	PART
fbem-32330	16	19	content	content	VERB
fbem-32330	16	20	logic	logic	NOUN
fbem-32330	16	21	in	in	ADP
fbem-32330	16	22	the	the	DET
fbem-32330	16	23	development	development	NOUN
fbem-32330	16	24	of	of	ADP
fbem-32330	16	25	livestream	livestream	NOUN
fbem-32330	16	26	e	e	PROPN
fbem-32330	16	27	-	-	NOUN
fbem-32330	16	28	commerce	commerce	NOUN
fbem-32330	16	29	,	,	PUNCT
fbem-32330	16	30	shelf	shelf	NOUN
fbem-32330	16	31	logic	logic	NOUN
fbem-32330	16	32	has	have	AUX
fbem-32330	16	33	gradually	gradually	ADV
fbem-32330	16	34	given	give	VERB
fbem-32330	16	35	way	way	NOUN
fbem-32330	16	36	to	to	PART
fbem-32330	16	37	content	content	NOUN
fbem-32330	16	38	logic	logic	NOUN
fbem-32330	16	39	.	.	PUNCT
fbem-32330	17	1	this	this	DET
fbem-32330	17	2	shift	shift	NOUN
fbem-32330	17	3	is	be	AUX
fbem-32330	17	4	reflected	reflect	VERB
fbem-32330	17	5	in	in	ADP
fbem-32330	17	6	the	the	DET
fbem-32330	17	7	simultaneous	simultaneous	ADJ
fbem-32330	17	8	evolution	evolution	NOUN
fbem-32330	17	9	of	of	ADP
fbem-32330	17	10	platform	platform	NOUN
fbem-32330	17	11	traffic	traffic	NOUN
fbem-32330	17	12	rules	rule	NOUN
fbem-32330	17	13	and	and	CCONJ
fbem-32330	17	14	livestream	livestream	NOUN
fbem-32330	17	15	scripts	script	NOUN
fbem-32330	17	16	.	.	PUNCT
fbem-32330	18	1	previously	previously	ADV
fbem-32330	18	2	,	,	PUNCT
fbem-32330	18	3	shelf	shelf	NOUN
fbem-32330	18	4	-	-	PUNCT
fbem-32330	18	5	based	base	VERB
fbem-32330	18	6	ecommerce	ecommerce	NOUN
fbem-32330	18	7	,	,	PUNCT
fbem-32330	18	8	primarily	primarily	ADV
fbem-32330	18	9	focused	focus	VERB
fbem-32330	18	10	on	on	ADP
fbem-32330	18	11	product	product	NOUN
fbem-32330	18	12	display	display	NOUN
fbem-32330	18	13	,	,	PUNCT
fbem-32330	18	14	required	require	VERB
fbem-32330	18	15	consumers	consumer	NOUN
fbem-32330	18	16	to	to	PART
fbem-32330	18	17	actively	actively	ADV
fbem-32330	18	18	search	search	VERB
fbem-32330	18	19	for	for	ADP
fbem-32330	18	20	their	their	PRON
fbem-32330	18	21	desired	desire	VERB
fbem-32330	18	22	products	product	NOUN
fbem-32330	18	23	,	,	PUNCT
fbem-32330	18	24	making	make	VERB
fbem-32330	18	25	information	information	NOUN
fbem-32330	18	26	acquisition	acquisition	NOUN
fbem-32330	18	27	relatively	relatively	ADV
fbem-32330	18	28	passive	passive	ADJ
fbem-32330	18	29	.	.	PUNCT
fbem-32330	19	1	today	today	NOUN
fbem-32330	19	2	,	,	PUNCT
fbem-32330	19	3	livestream	livestream	PROPN
fbem-32330	19	4	e	e	PROPN
fbem-32330	19	5	-	-	NOUN
fbem-32330	19	6	commerce	commerce	NOUN
fbem-32330	19	7	leverages	leverage	NOUN
fbem-32330	19	8	scenario	scenario	NOUN
fbem-32330	19	9	-	-	PUNCT
fbem-32330	19	10	based	base	VERB
fbem-32330	19	11	and	and	CCONJ
fbem-32330	19	12	storytelling	storytelle	VERB
fbem-32330	19	13	content	content	NOUN
fbem-32330	19	14	to	to	PART
fbem-32330	19	15	stimulate	stimulate	VERB
fbem-32330	19	16	consumer	consumer	NOUN
fbem-32330	19	17	demand	demand	NOUN
fbem-32330	19	18	.	.	PUNCT
fbem-32330	20	1	platform	platform	NOUN
fbem-32330	20	2	traffic	traffic	NOUN
fbem-32330	20	3	rules	rule	NOUN
fbem-32330	20	4	have	have	AUX
fbem-32330	20	5	also	also	ADV
fbem-32330	20	6	shifted	shift	VERB
fbem-32330	20	7	accordingly	accordingly	ADV
fbem-32330	20	8	.	.	PUNCT
fbem-32330	21	1	traffic	traffic	NOUN
fbem-32330	21	2	allocation	allocation	NOUN
fbem-32330	21	3	is	be	AUX
fbem-32330	21	4	no	no	ADV
fbem-32330	21	5	longer	long	ADV
fbem-32330	21	6	based	base	VERB
fbem-32330	21	7	solely	solely	ADV
fbem-32330	21	8	on	on	ADP
fbem-32330	21	9	product	product	NOUN
fbem-32330	21	10	sales	sale	NOUN
fbem-32330	21	11	and	and	CCONJ
fbem-32330	21	12	search	search	NOUN
fbem-32330	21	13	rankings	ranking	NOUN
fbem-32330	21	14	.	.	PUNCT
fbem-32330	22	1	key	key	ADJ
fbem-32330	22	2	indicators	indicator	NOUN
fbem-32330	22	3	now	now	ADV
fbem-32330	22	4	include	include	VERB
fbem-32330	22	5	livestream	livestream	PROPN
fbem-32330	22	6	content	content	PROPN
fbem-32330	22	7	quality	quality	NOUN
fbem-32330	22	8	,	,	PUNCT
fbem-32330	22	9	user	user	NOUN
fbem-32330	22	10	dwell	dwell	PROPN
fbem-32330	22	11	time	time	NOUN
fbem-32330	22	12	,	,	PUNCT
fbem-32330	22	13	and	and	CCONJ
fbem-32330	22	14	interaction	interaction	NOUN
fbem-32330	22	15	frequency	frequency	NOUN
fbem-32330	22	16	.	.	PUNCT
fbem-32330	23	1	for	for	ADP
fbem-32330	23	2	example	example	NOUN
fbem-32330	23	3	,	,	PUNCT
fbem-32330	23	4	the	the	DET
fbem-32330	23	5	douyin	douyin	PROPN
fbem-32330	23	6	livestream	livestream	PROPN
fbem-32330	23	7	platform	platform	NOUN
fbem-32330	23	8	uses	use	VERB
fbem-32330	23	9	algorithmic	algorithmic	ADJ
fbem-32330	23	10	recommendations	recommendation	NOUN
fbem-32330	23	11	to	to	PART
fbem-32330	23	12	push	push	VERB
fbem-32330	23	13	well	well	ADV
fbem-32330	23	14	-	-	PUNCT
fbem-32330	23	15	produced	produce	VERB
fbem-32330	23	16	,	,	PUNCT
fbem-32330	23	17	creative	creative	ADJ
fbem-32330	23	18	,	,	PUNCT
fbem-32330	23	19	and	and	CCONJ
fbem-32330	23	20	interactive	interactive	ADJ
fbem-32330	23	21	clothing	clothing	NOUN
fbem-32330	23	22	mix	mix	NOUN
fbem-32330	23	23	livestreams	livestream	NOUN
fbem-32330	23	24	to	to	ADP
fbem-32330	23	25	potential	potential	ADJ
fbem-32330	23	26	consumers	consumer	NOUN
fbem-32330	23	27	.	.	PUNCT
fbem-32330	24	1	these	these	DET
fbem-32330	24	2	livestreams	livestream	NOUN
fbem-32330	24	3	often	often	ADV
fbem-32330	24	4	attract	attract	VERB
fbem-32330	24	5	significant	significant	ADJ
fbem-32330	24	6	traffic	traffic	NOUN
fbem-32330	24	7	,	,	PUNCT
fbem-32330	24	8	achieving	achieve	VERB
fbem-32330	24	9	efficient	efficient	ADJ
fbem-32330	24	10	product	product	NOUN
fbem-32330	24	11	exposure	exposure	NOUN
fbem-32330	24	12	and	and	CCONJ
fbem-32330	24	13	sales	sale	NOUN
fbem-32330	24	14	conversion	conversion	NOUN
fbem-32330	24	15	.	.	PUNCT
fbem-32330	25	1	at	at	ADP
fbem-32330	25	2	the	the	DET
fbem-32330	25	3	same	same	ADJ
fbem-32330	25	4	time	time	NOUN
fbem-32330	25	5	,	,	PUNCT
fbem-32330	25	6	livestream	livestream	NOUN
fbem-32330	25	7	scripts	script	NOUN
fbem-32330	25	8	are	be	AUX
fbem-32330	25	9	no	no	ADV
fbem-32330	25	10	longer	long	ADV
fbem-32330	25	11	limited	limit	VERB
fbem-32330	25	12	to	to	ADP
fbem-32330	25	13	product	product	NOUN
fbem-32330	25	14	introductions	introduction	NOUN
fbem-32330	25	15	;	;	PUNCT
fbem-32330	25	16	they	they	PRON
fbem-32330	25	17	now	now	ADV
fbem-32330	25	18	incorporate	incorporate	VERB
fbem-32330	25	19	storytelling	storytelling	NOUN
fbem-32330	25	20	and	and	CCONJ
fbem-32330	25	21	emotional	emotional	ADJ
fbem-32330	25	22	elements	element	NOUN
fbem-32330	25	23	.	.	PUNCT
fbem-32330	26	1	for	for	ADP
fbem-32330	26	2	example	example	NOUN
fbem-32330	26	3	,	,	PUNCT
fbem-32330	26	4	a	a	DET
fbem-32330	26	5	well	well	ADV
fbem-32330	26	6	-	-	PUNCT
fbem-32330	26	7	known	know	VERB
fbem-32330	26	8	clothing	clothing	NOUN
fbem-32330	26	9	brand	brand	NOUN
fbem-32330	26	10	uses	use	VERB
fbem-32330	26	11	"	"	PUNCT
fbem-32330	26	12	a	a	DET
fbem-32330	26	13	day	day	NOUN
fbem-32330	26	14	in	in	ADP
fbem-32330	26	15	the	the	DET
fbem-32330	26	16	life	life	NOUN
fbem-32330	26	17	of	of	ADP
fbem-32330	26	18	an	an	DET
fbem-32330	26	19	urban	urban	ADJ
fbem-32330	26	20	woman	woman	NOUN
fbem-32330	26	21	"	"	PUNCT
fbem-32330	26	22	as	as	ADP
fbem-32330	26	23	the	the	DET
fbem-32330	26	24	main	main	ADJ
fbem-32330	26	25	plotline	plotline	NOUN
fbem-32330	26	26	during	during	ADP
fbem-32330	26	27	its	its	PRON
fbem-32330	26	28	livestreams	livestream	NOUN
fbem-32330	26	29	,	,	PUNCT
fbem-32330	26	30	showcasing	showcase	VERB
fbem-32330	26	31	clothing	clothing	NOUN
fbem-32330	26	32	items	item	NOUN
fbem-32330	26	33	suitable	suitable	ADJ
fbem-32330	26	34	for	for	ADP
fbem-32330	26	35	different	different	ADJ
fbem-32330	26	36	scenarios	scenario	NOUN
fbem-32330	26	37	.	.	PUNCT
fbem-32330	27	1	this	this	PRON
fbem-32330	27	2	allows	allow	VERB
fbem-32330	27	3	consumers	consumer	NOUN
fbem-32330	27	4	to	to	PART
fbem-32330	27	5	more	more	ADV
fbem-32330	27	6	directly	directly	ADV
fbem-32330	27	7	experience	experience	VERB
fbem-32330	27	8	how	how	SCONJ
fbem-32330	27	9	the	the	DET
fbem-32330	27	10	products	product	NOUN
fbem-32330	27	11	are	be	AUX
fbem-32330	27	12	used	use	VERB
fbem-32330	27	13	in	in	ADP
fbem-32330	27	14	real	real	ADJ
fbem-32330	27	15	life	life	NOUN
fbem-32330	27	16	,	,	PUNCT
fbem-32330	27	17	significantly	significantly	ADV
fbem-32330	27	18	increasing	increase	VERB
fbem-32330	27	19	brand	brand	NOUN
fbem-32330	27	20	awareness	awareness	NOUN
fbem-32330	27	21	and	and	CCONJ
fbem-32330	27	22	purchasing	purchasing	NOUN
fbem-32330	27	23	intention	intention	NOUN
fbem-32330	27	24	.	.	PUNCT
fbem-32330	28	1	2.2	2.2	NUM
fbem-32330	28	2	.	.	PUNCT
fbem-32330	28	3	evolving	evolve	VERB
fbem-32330	28	4	from	from	ADP
fbem-32330	28	5	one	one	NUM
fbem-32330	28	6	-	-	PUNCT
fbem-32330	28	7	way	way	NOUN
fbem-32330	28	8	explanation	explanation	NOUN
fbem-32330	28	9	to	to	ADP
fbem-32330	28	10	two	two	NUM
fbem-32330	28	11	-	-	PUNCT
fbem-32330	28	12	way	way	NOUN
fbem-32330	28	13	co	co	NOUN
fbem-32330	28	14	-	-	NOUN
fbem-32330	28	15	creation	creation	ADJ
fbem-32330	28	16	livestream	livestream	NOUN
fbem-32330	28	17	e	e	NOUN
fbem-32330	28	18	-	-	NOUN
fbem-32330	28	19	commerce	commerce	NOUN
fbem-32330	28	20	has	have	AUX
fbem-32330	28	21	transformed	transform	VERB
fbem-32330	28	22	the	the	DET
fbem-32330	28	23	traditional	traditional	ADJ
fbem-32330	28	24	one	one	NUM
fbem-32330	28	25	-	-	PUNCT
fbem-32330	28	26	way	way	NOUN
fbem-32330	28	27	information	information	NOUN
fbem-32330	28	28	delivery	delivery	NOUN
fbem-32330	28	29	model	model	NOUN
fbem-32330	28	30	of	of	ADP
fbem-32330	28	31	sales	sale	NOUN
fbem-32330	28	32	.	.	PUNCT
fbem-32330	29	1	interactive	interactive	ADJ
fbem-32330	29	2	methods	method	NOUN
fbem-32330	29	3	such	such	ADJ
fbem-32330	29	4	as	as	ADP
fbem-32330	29	5	bullet	bullet	NOUN
fbem-32330	29	6	comments	comment	NOUN
fbem-32330	29	7	,	,	PUNCT
fbem-32330	29	8	voting	voting	NOUN
fbem-32330	29	9	,	,	PUNCT
fbem-32330	29	10	and	and	CCONJ
fbem-32330	29	11	live	live	ADJ
fbem-32330	29	12	broadcasts	broadcast	NOUN
fbem-32330	29	13	have	have	AUX
fbem-32330	29	14	transformed	transform	VERB
fbem-32330	29	15	consumers	consumer	NOUN
fbem-32330	29	16	from	from	ADP
fbem-32330	29	17	information	information	NOUN
fbem-32330	29	18	receivers	receiver	NOUN
fbem-32330	29	19	into	into	ADP
fbem-32330	29	20	active	active	ADJ
fbem-32330	29	21	participants	participant	NOUN
fbem-32330	29	22	in	in	ADP
fbem-32330	29	23	product	product	NOUN
fbem-32330	29	24	decision	decision	NOUN
fbem-32330	29	25	-	-	PUNCT
fbem-32330	29	26	making	making	NOUN
fbem-32330	29	27	,	,	PUNCT
fbem-32330	29	28	influencing	influence	VERB
fbem-32330	29	29	the	the	DET
fbem-32330	29	30	pace	pace	NOUN
fbem-32330	29	31	of	of	ADP
fbem-32330	29	32	new	new	ADJ
fbem-32330	29	33	clothing	clothing	NOUN
fbem-32330	29	34	releases	release	NOUN
fbem-32330	29	35	in	in	ADP
fbem-32330	29	36	real	real	ADJ
fbem-32330	29	37	time	time	NOUN
fbem-32330	29	38	.	.	PUNCT
fbem-32330	30	1	in	in	ADP
fbem-32330	30	2	a	a	DET
fbem-32330	30	3	livestream	livestream	NOUN
fbem-32330	30	4	of	of	ADP
fbem-32330	30	5	a	a	DET
fbem-32330	30	6	fast	fast	ADJ
fbem-32330	30	7	fashion	fashion	NOUN
fbem-32330	30	8	brand	brand	NOUN
fbem-32330	30	9	,	,	PUNCT
fbem-32330	30	10	the	the	DET
fbem-32330	30	11	host	host	NOUN
fbem-32330	30	12	initiates	initiate	VERB
fbem-32330	30	13	a	a	DET
fbem-32330	30	14	bullet	bullet	NOUN
fbem-32330	30	15	comment	comment	NOUN
fbem-32330	30	16	poll	poll	NOUN
fbem-32330	30	17	at	at	ADP
fbem-32330	30	18	the	the	DET
fbem-32330	30	19	beginning	beginning	NOUN
fbem-32330	30	20	of	of	ADP
fbem-32330	30	21	a	a	DET
fbem-32330	30	22	new	new	ADJ
fbem-32330	30	23	product	product	NOUN
fbem-32330	30	24	showcase	showcase	NOUN
fbem-32330	30	25	,	,	PUNCT
fbem-32330	30	26	allowing	allow	VERB
fbem-32330	30	27	viewers	viewer	NOUN
fbem-32330	30	28	to	to	PART
fbem-32330	30	29	decide	decide	VERB
fbem-32330	30	30	on	on	ADP
fbem-32330	30	31	the	the	DET
fbem-32330	30	32	next	next	ADJ
fbem-32330	30	33	season	season	NOUN
fbem-32330	30	34	's	's	PART
fbem-32330	30	35	color	color	NOUN
fbem-32330	30	36	trends	trend	NOUN
fbem-32330	30	37	.	.	PUNCT
fbem-32330	31	1	colors	color	NOUN
fbem-32330	31	2	with	with	ADP
fbem-32330	31	3	the	the	DET
fbem-32330	31	4	highest	high	ADJ
fbem-32330	31	5	number	number	NOUN
fbem-32330	31	6	of	of	ADP
fbem-32330	31	7	votes	vote	NOUN
fbem-32330	31	8	are	be	AUX
fbem-32330	31	9	prioritized	prioritize	VERB
fbem-32330	31	10	for	for	ADP
fbem-32330	31	11	new	new	ADJ
fbem-32330	31	12	product	product	NOUN
fbem-32330	31	13	designs	design	NOUN
fbem-32330	31	14	.	.	PUNCT
fbem-32330	32	1	this	this	DET
fbem-32330	32	2	initiative	initiative	NOUN
fbem-32330	32	3	not	not	PART
fbem-32330	32	4	only	only	ADV
fbem-32330	32	5	enhances	enhance	VERB
fbem-32330	32	6	consumer	consumer	NOUN
fbem-32330	32	7	engagement	engagement	NOUN
fbem-32330	32	8	but	but	CCONJ
fbem-32330	32	9	also	also	ADV
fbem-32330	32	10	significantly	significantly	ADV
fbem-32330	32	11	increases	increase	VERB
fbem-32330	32	12	market	market	NOUN
fbem-32330	32	13	61	61	NUM
fbem-32330	32	14	acceptance	acceptance	NOUN
fbem-32330	32	15	of	of	ADP
fbem-32330	32	16	new	new	ADJ
fbem-32330	32	17	products	product	NOUN
fbem-32330	32	18	after	after	ADP
fbem-32330	32	19	launch	launch	NOUN
fbem-32330	32	20	.	.	PUNCT
fbem-32330	33	1	live	live	ADJ
fbem-32330	33	2	broadcasts	broadcast	NOUN
fbem-32330	33	3	allow	allow	VERB
fbem-32330	33	4	consumers	consumer	NOUN
fbem-32330	33	5	to	to	PART
fbem-32330	33	6	directly	directly	ADV
fbem-32330	33	7	communicate	communicate	VERB
fbem-32330	33	8	with	with	ADP
fbem-32330	33	9	designers	designer	NOUN
fbem-32330	33	10	and	and	CCONJ
fbem-32330	33	11	provide	provide	VERB
fbem-32330	33	12	feedback	feedback	NOUN
fbem-32330	33	13	on	on	ADP
fbem-32330	33	14	clothing	clothing	NOUN
fbem-32330	33	15	fit	fit	NOUN
fbem-32330	33	16	and	and	CCONJ
fbem-32330	33	17	materials	material	NOUN
fbem-32330	33	18	.	.	PUNCT
fbem-32330	34	1	brands	brand	NOUN
fbem-32330	34	2	can	can	AUX
fbem-32330	34	3	then	then	ADV
fbem-32330	34	4	quickly	quickly	ADV
fbem-32330	34	5	adjust	adjust	VERB
fbem-32330	34	6	design	design	NOUN
fbem-32330	34	7	plans	plan	NOUN
fbem-32330	34	8	accordingly	accordingly	ADV
fbem-32330	34	9	,	,	PUNCT
fbem-32330	34	10	achieving	achieve	VERB
fbem-32330	34	11	a	a	DET
fbem-32330	34	12	highly	highly	ADV
fbem-32330	34	13	efficient	efficient	ADJ
fbem-32330	34	14	transition	transition	NOUN
fbem-32330	34	15	from	from	ADP
fbem-32330	34	16	user	user	NOUN
fbem-32330	34	17	needs	need	VERB
fbem-32330	34	18	to	to	PART
fbem-32330	34	19	product	product	VERB
fbem-32330	34	20	optimization	optimization	NOUN
fbem-32330	34	21	.	.	PUNCT
fbem-32330	35	1	furthermore	furthermore	ADV
fbem-32330	35	2	,	,	PUNCT
fbem-32330	35	3	interactive	interactive	ADJ
fbem-32330	35	4	commentary	commentary	NOUN
fbem-32330	35	5	allows	allow	VERB
fbem-32330	35	6	hosts	host	NOUN
fbem-32330	35	7	to	to	PART
fbem-32330	35	8	promptly	promptly	ADV
fbem-32330	35	9	understand	understand	VERB
fbem-32330	35	10	consumers	consumer	NOUN
fbem-32330	35	11	'	'	PART
fbem-32330	35	12	questions	question	NOUN
fbem-32330	35	13	about	about	ADP
fbem-32330	35	14	clothing	clothing	NOUN
fbem-32330	35	15	details	detail	NOUN
fbem-32330	35	16	and	and	CCONJ
fbem-32330	35	17	adjust	adjust	VERB
fbem-32330	35	18	their	their	PRON
fbem-32330	35	19	explanations	explanation	NOUN
fbem-32330	35	20	in	in	ADP
fbem-32330	35	21	real	real	ADJ
fbem-32330	35	22	time	time	NOUN
fbem-32330	35	23	,	,	PUNCT
fbem-32330	35	24	making	make	VERB
fbem-32330	35	25	livestream	livestream	NOUN
fbem-32330	35	26	content	content	NOUN
fbem-32330	35	27	more	more	ADV
fbem-32330	35	28	relevant	relevant	ADJ
fbem-32330	35	29	to	to	ADP
fbem-32330	35	30	consumer	consumer	NOUN
fbem-32330	35	31	needs	need	NOUN
fbem-32330	35	32	.	.	PUNCT
fbem-32330	36	1	this	this	PRON
fbem-32330	36	2	creates	create	VERB
fbem-32330	36	3	a	a	DET
fbem-32330	36	4	virtuous	virtuous	ADJ
fbem-32330	36	5	cycle	cycle	NOUN
fbem-32330	36	6	of	of	ADP
fbem-32330	36	7	mutual	mutual	ADJ
fbem-32330	36	8	promotion	promotion	NOUN
fbem-32330	36	9	and	and	CCONJ
fbem-32330	36	10	value	value	NOUN
fbem-32330	36	11	creation	creation	NOUN
fbem-32330	36	12	between	between	ADP
fbem-32330	36	13	brands	brand	NOUN
fbem-32330	36	14	and	and	CCONJ
fbem-32330	36	15	consumers	consumer	NOUN
fbem-32330	36	16	.	.	PUNCT
fbem-32330	37	1	2.3	2.3	NUM
fbem-32330	37	2	.	.	PUNCT
fbem-32330	38	1	collaborative	collaborative	ADJ
fbem-32330	38	2	development	development	NOUN
fbem-32330	38	3	of	of	ADP
fbem-32330	38	4	livestreamers	livestreamer	NOUN
fbem-32330	38	5	and	and	CCONJ
fbem-32330	38	6	digital	digital	ADJ
fbem-32330	38	7	avatars	avatar	NOUN
fbem-32330	38	8	the	the	DET
fbem-32330	38	9	application	application	NOUN
fbem-32330	38	10	of	of	ADP
fbem-32330	38	11	ai	ai	VERB
fbem-32330	38	12	digital	digital	ADJ
fbem-32330	38	13	humans	human	NOUN
fbem-32330	38	14	has	have	AUX
fbem-32330	38	15	brought	bring	VERB
fbem-32330	38	16	new	new	ADJ
fbem-32330	38	17	development	development	NOUN
fbem-32330	38	18	opportunities	opportunity	NOUN
fbem-32330	38	19	to	to	PART
fbem-32330	38	20	livestream	livestream	VERB
fbem-32330	38	21	e	e	NOUN
fbem-32330	38	22	-	-	NOUN
fbem-32330	38	23	commerce	commerce	NOUN
fbem-32330	38	24	[	[	X
fbem-32330	38	25	1	1	NUM
fbem-32330	38	26	]	]	PUNCT
fbem-32330	38	27	.	.	PUNCT
fbem-32330	39	1	it	it	PRON
fbem-32330	39	2	overcomes	overcome	VERB
fbem-32330	39	3	the	the	DET
fbem-32330	39	4	time	time	NOUN
fbem-32330	39	5	and	and	CCONJ
fbem-32330	39	6	energy	energy	NOUN
fbem-32330	39	7	constraints	constraint	NOUN
fbem-32330	39	8	of	of	ADP
fbem-32330	39	9	livestreamers	livestreamer	NOUN
fbem-32330	39	10	,	,	PUNCT
fbem-32330	39	11	enabling	enable	VERB
fbem-32330	39	12	24/7	24/7	NUM
fbem-32330	39	13	uninterrupted	uninterrupted	ADJ
fbem-32330	39	14	livestreaming	livestreaming	NOUN
fbem-32330	39	15	and	and	CCONJ
fbem-32330	39	16	effectively	effectively	ADV
fbem-32330	39	17	reducing	reduce	VERB
fbem-32330	39	18	peak	peak	NOUN
fbem-32330	39	19	manpower	manpower	NOUN
fbem-32330	39	20	bottlenecks	bottleneck	NOUN
fbem-32330	39	21	.	.	PUNCT
fbem-32330	40	1	for	for	ADP
fbem-32330	40	2	example	example	NOUN
fbem-32330	40	3	,	,	PUNCT
fbem-32330	40	4	on	on	ADP
fbem-32330	40	5	taobao	taobao	PROPN
fbem-32330	40	6	live	live	VERB
fbem-32330	40	7	,	,	PUNCT
fbem-32330	40	8	some	some	DET
fbem-32330	40	9	clothing	clothing	NOUN
fbem-32330	40	10	merchants	merchant	NOUN
fbem-32330	40	11	have	have	AUX
fbem-32330	40	12	introduced	introduce	VERB
fbem-32330	40	13	digital	digital	ADJ
fbem-32330	40	14	anchors	anchor	NOUN
fbem-32330	40	15	to	to	PART
fbem-32330	40	16	operate	operate	VERB
fbem-32330	40	17	during	during	ADP
fbem-32330	40	18	off	off	ADP
fbem-32330	40	19	-	-	PUNCT
fbem-32330	40	20	peak	peak	NOUN
fbem-32330	40	21	hours	hour	NOUN
fbem-32330	40	22	,	,	PUNCT
fbem-32330	40	23	such	such	ADJ
fbem-32330	40	24	as	as	ADP
fbem-32330	40	25	late	late	ADJ
fbem-32330	40	26	nights	night	NOUN
fbem-32330	40	27	,	,	PUNCT
fbem-32330	40	28	to	to	PART
fbem-32330	40	29	attract	attract	VERB
fbem-32330	40	30	consumers	consumer	NOUN
fbem-32330	40	31	from	from	ADP
fbem-32330	40	32	different	different	ADJ
fbem-32330	40	33	time	time	NOUN
fbem-32330	40	34	zones	zone	NOUN
fbem-32330	40	35	or	or	CCONJ
fbem-32330	40	36	with	with	ADP
fbem-32330	40	37	unusual	unusual	ADJ
fbem-32330	40	38	schedules	schedule	NOUN
fbem-32330	40	39	.	.	PUNCT
fbem-32330	41	1	these	these	DET
fbem-32330	41	2	digital	digital	ADJ
fbem-32330	41	3	anchors	anchor	NOUN
fbem-32330	41	4	precisely	precisely	ADV
fbem-32330	41	5	replicate	replicate	VERB
fbem-32330	41	6	the	the	DET
fbem-32330	41	7	livestreamers	livestreamer	NOUN
fbem-32330	41	8	'	'	PART
fbem-32330	41	9	image	image	NOUN
fbem-32330	41	10	,	,	PUNCT
fbem-32330	41	11	language	language	NOUN
fbem-32330	41	12	style	style	NOUN
fbem-32330	41	13	,	,	PUNCT
fbem-32330	41	14	and	and	CCONJ
fbem-32330	41	15	explanation	explanation	NOUN
fbem-32330	41	16	logic	logic	NOUN
fbem-32330	41	17	.	.	PUNCT
fbem-32330	42	1	by	by	ADP
fbem-32330	42	2	leveraging	leverage	VERB
fbem-32330	42	3	deep	deep	ADJ
fbem-32330	42	4	learning	learning	NOUN
fbem-32330	42	5	from	from	ADP
fbem-32330	42	6	massive	massive	ADJ
fbem-32330	42	7	amounts	amount	NOUN
fbem-32330	42	8	of	of	ADP
fbem-32330	42	9	livestream	livestream	PROPN
fbem-32330	42	10	data	datum	NOUN
fbem-32330	42	11	,	,	PUNCT
fbem-32330	42	12	they	they	PRON
fbem-32330	42	13	provide	provide	VERB
fbem-32330	42	14	professional	professional	ADJ
fbem-32330	42	15	answers	answer	NOUN
fbem-32330	42	16	to	to	PART
fbem-32330	42	17	realtime	realtime	VERB
fbem-32330	42	18	audience	audience	NOUN
fbem-32330	42	19	questions	question	NOUN
fbem-32330	42	20	.	.	PUNCT
fbem-32330	43	1	furthermore	furthermore	ADV
fbem-32330	43	2	,	,	PUNCT
fbem-32330	43	3	the	the	DET
fbem-32330	43	4	digital	digital	ADJ
fbem-32330	43	5	avatars	avatar	NOUN
fbem-32330	43	6	complement	complement	VERB
fbem-32330	43	7	the	the	DET
fbem-32330	43	8	livestreamers	livestreamer	NOUN
fbem-32330	43	9	'	'	PART
fbem-32330	43	10	strengths	strength	NOUN
fbem-32330	43	11	.	.	PUNCT
fbem-32330	44	1	during	during	ADP
fbem-32330	44	2	peak	peak	NOUN
fbem-32330	44	3	traffic	traffic	NOUN
fbem-32330	44	4	periods	period	NOUN
fbem-32330	44	5	,	,	PUNCT
fbem-32330	44	6	such	such	ADJ
fbem-32330	44	7	as	as	ADP
fbem-32330	44	8	promotions	promotion	NOUN
fbem-32330	44	9	,	,	PUNCT
fbem-32330	44	10	the	the	DET
fbem-32330	44	11	digital	digital	ADJ
fbem-32330	44	12	anchors	anchor	NOUN
fbem-32330	44	13	provide	provide	VERB
fbem-32330	44	14	basic	basic	ADJ
fbem-32330	44	15	product	product	NOUN
fbem-32330	44	16	information	information	NOUN
fbem-32330	44	17	,	,	PUNCT
fbem-32330	44	18	while	while	SCONJ
fbem-32330	44	19	the	the	DET
fbem-32330	44	20	livestreamers	livestreamer	NOUN
fbem-32330	44	21	focus	focus	VERB
fbem-32330	44	22	on	on	ADP
fbem-32330	44	23	engaging	engage	VERB
fbem-32330	44	24	with	with	ADP
fbem-32330	44	25	consumers	consumer	NOUN
fbem-32330	44	26	and	and	CCONJ
fbem-32330	44	27	handling	handle	VERB
fbem-32330	44	28	complex	complex	ADJ
fbem-32330	44	29	inquiries	inquiry	NOUN
fbem-32330	44	30	,	,	PUNCT
fbem-32330	44	31	improving	improve	VERB
fbem-32330	44	32	livestream	livestream	NOUN
fbem-32330	44	33	efficiency	efficiency	NOUN
fbem-32330	44	34	and	and	CCONJ
fbem-32330	44	35	enhancing	enhance	VERB
fbem-32330	44	36	the	the	DET
fbem-32330	44	37	consumer	consumer	NOUN
fbem-32330	44	38	experience	experience	NOUN
fbem-32330	44	39	.	.	PUNCT
fbem-32330	45	1	furthermore	furthermore	ADV
fbem-32330	45	2	,	,	PUNCT
fbem-32330	45	3	ai	ai	VERB
fbem-32330	45	4	technology	technology	NOUN
fbem-32330	45	5	can	can	AUX
fbem-32330	45	6	help	help	VERB
fbem-32330	45	7	livestreamers	livestreamer	NOUN
fbem-32330	45	8	enhance	enhance	VERB
fbem-32330	45	9	their	their	PRON
fbem-32330	45	10	livestreams	livestream	NOUN
fbem-32330	45	11	.	.	PUNCT
fbem-32330	46	1	for	for	ADP
fbem-32330	46	2	example	example	NOUN
fbem-32330	46	3	,	,	PUNCT
fbem-32330	46	4	intelligent	intelligent	ADJ
fbem-32330	46	5	script	script	NOUN
fbem-32330	46	6	generation	generation	NOUN
fbem-32330	46	7	tools	tool	NOUN
fbem-32330	46	8	can	can	AUX
fbem-32330	46	9	quickly	quickly	ADV
fbem-32330	46	10	generate	generate	VERB
fbem-32330	46	11	personalized	personalized	ADJ
fbem-32330	46	12	livestream	livestream	NOUN
fbem-32330	46	13	scripts	script	NOUN
fbem-32330	46	14	for	for	ADP
fbem-32330	46	15	livestreamers	livestreamer	NOUN
fbem-32330	46	16	.	.	PUNCT
fbem-32330	47	1	technologies	technology	NOUN
fbem-32330	47	2	like	like	ADP
fbem-32330	47	3	virtual	virtual	ADJ
fbem-32330	47	4	fitting	fitting	ADJ
fbem-32330	47	5	mirrors	mirror	NOUN
fbem-32330	47	6	and	and	CCONJ
fbem-32330	47	7	360	360	NUM
fbem-32330	47	8	-	-	PUNCT
fbem-32330	47	9	degree	degree	NOUN
fbem-32330	47	10	panoramic	panoramic	NOUN
fbem-32330	47	11	displays	display	NOUN
fbem-32330	47	12	can	can	AUX
fbem-32330	47	13	enhance	enhance	VERB
fbem-32330	47	14	product	product	NOUN
fbem-32330	47	15	presentations	presentation	NOUN
fbem-32330	47	16	,	,	PUNCT
fbem-32330	47	17	comprehensively	comprehensively	ADV
fbem-32330	47	18	improving	improve	VERB
fbem-32330	47	19	the	the	DET
fbem-32330	47	20	operational	operational	ADJ
fbem-32330	47	21	efficiency	efficiency	NOUN
fbem-32330	47	22	of	of	ADP
fbem-32330	47	23	livestream	livestream	NOUN
fbem-32330	47	24	e	e	PROPN
fbem-32330	47	25	-	-	NOUN
fbem-32330	47	26	commerce	commerce	NOUN
fbem-32330	47	27	.	.	PUNCT
fbem-32330	48	1	3	3	X
fbem-32330	48	2	.	.	X
fbem-32330	48	3	predicting	predict	VERB
fbem-32330	48	4	fashion	fashion	NOUN
fbem-32330	48	5	design	design	NOUN
fbem-32330	48	6	trends	trend	NOUN
fbem-32330	48	7	in	in	ADP
fbem-32330	48	8	livestream	livestream	NOUN
fbem-32330	48	9	e	e	NOUN
fbem-32330	48	10	-	-	NOUN
fbem-32330	48	11	commerce	commerce	VERB
fbem-32330	48	12	the	the	DET
fbem-32330	48	13	instant	instant	ADJ
fbem-32330	48	14	feedback	feedback	NOUN
fbem-32330	48	15	mechanism	mechanism	NOUN
fbem-32330	48	16	and	and	CCONJ
fbem-32330	48	17	data	datum	NOUN
fbem-32330	48	18	ecosystem	ecosystem	NOUN
fbem-32330	48	19	built	build	VERB
fbem-32330	48	20	by	by	ADP
fbem-32330	48	21	livestream	livestream	NOUN
fbem-32330	48	22	e	e	PROPN
fbem-32330	48	23	-	-	NOUN
fbem-32330	48	24	commerce	commerce	NOUN
fbem-32330	48	25	have	have	AUX
fbem-32330	48	26	transformed	transform	VERB
fbem-32330	48	27	the	the	DET
fbem-32330	48	28	logic	logic	NOUN
fbem-32330	48	29	of	of	ADP
fbem-32330	48	30	generating	generate	VERB
fbem-32330	48	31	and	and	CCONJ
fbem-32330	48	32	predicting	predict	VERB
fbem-32330	48	33	fashion	fashion	NOUN
fbem-32330	48	34	design	design	NOUN
fbem-32330	48	35	trends	trend	NOUN
fbem-32330	48	36	.	.	PUNCT
fbem-32330	49	1	consumer	consumer	NOUN
fbem-32330	49	2	demand	demand	NOUN
fbem-32330	49	3	is	be	AUX
fbem-32330	49	4	transmitted	transmit	VERB
fbem-32330	49	5	in	in	ADP
fbem-32330	49	6	real	real	ADJ
fbem-32330	49	7	time	time	NOUN
fbem-32330	49	8	through	through	ADP
fbem-32330	49	9	interactive	interactive	ADJ
fbem-32330	49	10	interactions	interaction	NOUN
fbem-32330	49	11	,	,	PUNCT
fbem-32330	49	12	scenario	scenario	NOUN
fbem-32330	49	13	-	-	PUNCT
fbem-32330	49	14	based	base	VERB
fbem-32330	49	15	presentations	presentation	NOUN
fbem-32330	49	16	drive	drive	VERB
fbem-32330	49	17	functional	functional	ADJ
fbem-32330	49	18	innovation	innovation	NOUN
fbem-32330	49	19	,	,	PUNCT
fbem-32330	49	20	and	and	CCONJ
fbem-32330	49	21	data	datum	NOUN
fbem-32330	49	22	accumulation	accumulation	NOUN
fbem-32330	49	23	provides	provide	VERB
fbem-32330	49	24	a	a	DET
fbem-32330	49	25	quantitative	quantitative	ADJ
fbem-32330	49	26	basis	basis	NOUN
fbem-32330	49	27	for	for	ADP
fbem-32330	49	28	style	style	NOUN
fbem-32330	49	29	trends	trend	NOUN
fbem-32330	49	30	,	,	PUNCT
fbem-32330	49	31	forming	form	VERB
fbem-32330	49	32	a	a	DET
fbem-32330	49	33	design	design	NOUN
fbem-32330	49	34	decision	decision	NOUN
fbem-32330	49	35	-	-	PUNCT
fbem-32330	49	36	making	make	VERB
fbem-32330	49	37	system	system	NOUN
fbem-32330	49	38	that	that	PRON
fbem-32330	49	39	dynamically	dynamically	ADV
fbem-32330	49	40	responds	respond	VERB
fbem-32330	49	41	to	to	ADP
fbem-32330	49	42	market	market	NOUN
fbem-32330	49	43	trends	trend	NOUN
fbem-32330	49	44	.	.	PUNCT
fbem-32330	50	1	3.1	3.1	NUM
fbem-32330	50	2	.	.	PUNCT
fbem-32330	50	3	real	real	ADJ
fbem-32330	50	4	-	-	PUNCT
fbem-32330	50	5	time	time	NOUN
fbem-32330	50	6	interaction	interaction	NOUN
fbem-32330	50	7	drives	drive	VERB
fbem-32330	50	8	design	design	NOUN
fbem-32330	50	9	element	element	NOUN
fbem-32330	50	10	iteration	iteration	NOUN
fbem-32330	50	11	the	the	DET
fbem-32330	50	12	real	real	ADJ
fbem-32330	50	13	-	-	PUNCT
fbem-32330	50	14	time	time	NOUN
fbem-32330	50	15	interaction	interaction	NOUN
fbem-32330	50	16	of	of	ADP
fbem-32330	50	17	livestreams	livestream	NOUN
fbem-32330	50	18	creates	create	VERB
fbem-32330	50	19	a	a	DET
fbem-32330	50	20	direct	direct	ADJ
fbem-32330	50	21	connection	connection	NOUN
fbem-32330	50	22	between	between	ADP
fbem-32330	50	23	consumer	consumer	NOUN
fbem-32330	50	24	aesthetics	aesthetic	NOUN
fbem-32330	50	25	and	and	CCONJ
fbem-32330	50	26	the	the	DET
fbem-32330	50	27	evolution	evolution	NOUN
fbem-32330	50	28	of	of	ADP
fbem-32330	50	29	design	design	NOUN
fbem-32330	50	30	elements	element	NOUN
fbem-32330	50	31	.	.	PUNCT
fbem-32330	51	1	viewers	viewer	NOUN
fbem-32330	51	2	provide	provide	VERB
fbem-32330	51	3	instant	instant	ADJ
fbem-32330	51	4	feedback	feedback	NOUN
fbem-32330	51	5	on	on	ADP
fbem-32330	51	6	clothing	clothing	NOUN
fbem-32330	51	7	patterns	pattern	NOUN
fbem-32330	51	8	,	,	PUNCT
fbem-32330	51	9	colors	color	NOUN
fbem-32330	51	10	,	,	PUNCT
fbem-32330	51	11	and	and	CCONJ
fbem-32330	51	12	other	other	ADJ
fbem-32330	51	13	elements	element	NOUN
fbem-32330	51	14	through	through	ADP
fbem-32330	51	15	commentary	commentary	NOUN
fbem-32330	51	16	and	and	CCONJ
fbem-32330	51	17	voting	voting	NOUN
fbem-32330	51	18	.	.	PUNCT
fbem-32330	52	1	this	this	DET
fbem-32330	52	2	feedback	feedback	NOUN
fbem-32330	52	3	is	be	AUX
fbem-32330	52	4	compiled	compile	VERB
fbem-32330	52	5	by	by	ADP
fbem-32330	52	6	the	the	DET
fbem-32330	52	7	operations	operation	NOUN
fbem-32330	52	8	team	team	NOUN
fbem-32330	52	9	and	and	CCONJ
fbem-32330	52	10	transmitted	transmit	VERB
fbem-32330	52	11	to	to	ADP
fbem-32330	52	12	the	the	DET
fbem-32330	52	13	design	design	NOUN
fbem-32330	52	14	team	team	NOUN
fbem-32330	52	15	within	within	ADP
fbem-32330	52	16	48	48	NUM
fbem-32330	52	17	hours	hour	NOUN
fbem-32330	52	18	,	,	PUNCT
fbem-32330	52	19	forming	form	VERB
fbem-32330	52	20	a	a	DET
fbem-32330	52	21	closed	closed	ADJ
fbem-32330	52	22	loop	loop	NOUN
fbem-32330	52	23	of	of	ADP
fbem-32330	52	24	"	"	PUNCT
fbem-32330	52	25	consumer	consumer	NOUN
fbem-32330	52	26	feedback	feedback	NOUN
fbem-32330	52	27	design	design	NOUN
fbem-32330	52	28	adjustments	adjustment	NOUN
fbem-32330	52	29	market	market	NOUN
fbem-32330	52	30	validation	validation	NOUN
fbem-32330	52	31	.	.	PUNCT
fbem-32330	52	32	"	"	PUNCT
fbem-32330	53	1	during	during	ADP
fbem-32330	53	2	its	its	PRON
fbem-32330	53	3	spring	spring	NOUN
fbem-32330	53	4	2024	2024	NUM
fbem-32330	53	5	livestream	livestream	NOUN
fbem-32330	53	6	,	,	PUNCT
fbem-32330	53	7	the	the	DET
fbem-32330	53	8	hanfu	hanfu	ADJ
fbem-32330	53	9	brand	brand	NOUN
fbem-32330	53	10	"	"	PUNCT
fbem-32330	53	11	return	return	NOUN
fbem-32330	53	12	to	to	ADP
fbem-32330	53	13	han	han	PROPN
fbem-32330	53	14	and	and	CCONJ
fbem-32330	53	15	tang	tang	PROPN
fbem-32330	53	16	"	"	PUNCT
fbem-32330	53	17	received	receive	VERB
fbem-32330	53	18	over	over	ADP
fbem-32330	53	19	200	200	NUM
fbem-32330	53	20	pieces	piece	NOUN
fbem-32330	53	21	of	of	ADP
fbem-32330	53	22	feedback	feedback	NOUN
fbem-32330	53	23	regarding	regard	VERB
fbem-32330	53	24	the	the	DET
fbem-32330	53	25	"	"	PUNCT
fbem-32330	53	26	roughness	roughness	NOUN
fbem-32330	53	27	"	"	PUNCT
fbem-32330	53	28	of	of	ADP
fbem-32330	53	29	the	the	DET
fbem-32330	53	30	cloud	cloud	NOUN
fbem-32330	53	31	pattern	pattern	NOUN
fbem-32330	53	32	on	on	ADP
fbem-32330	53	33	a	a	DET
fbem-32330	53	34	particular	particular	ADJ
fbem-32330	53	35	ruqun	ruqun	NOUN
fbem-32330	53	36	.	.	PUNCT
fbem-32330	54	1	the	the	DET
fbem-32330	54	2	designer	designer	NOUN
fbem-32330	54	3	refined	refine	VERB
fbem-32330	54	4	the	the	DET
fbem-32330	54	5	lines	line	NOUN
fbem-32330	54	6	to	to	ADP
fbem-32330	54	7	0.3	0.3	NUM
fbem-32330	54	8	mm	mm	NOUN
fbem-32330	54	9	and	and	CCONJ
fbem-32330	54	10	added	add	VERB
fbem-32330	54	11	a	a	DET
fbem-32330	54	12	gradient	gradient	ADJ
fbem-32330	54	13	finish	finish	NOUN
fbem-32330	54	14	.	.	PUNCT
fbem-32330	55	1	the	the	DET
fbem-32330	55	2	improved	improved	ADJ
fbem-32330	55	3	livestream	livestream	NOUN
fbem-32330	55	4	saw	see	VERB
fbem-32330	55	5	a	a	DET
fbem-32330	55	6	30	30	NUM
fbem-32330	55	7	%	%	NOUN
fbem-32330	55	8	increase	increase	NOUN
fbem-32330	55	9	in	in	ADP
fbem-32330	55	10	sales	sale	NOUN
fbem-32330	55	11	for	for	ADP
fbem-32330	55	12	the	the	DET
fbem-32330	55	13	revised	revise	VERB
fbem-32330	55	14	version	version	NOUN
fbem-32330	55	15	,	,	PUNCT
fbem-32330	55	16	with	with	ADP
fbem-32330	55	17	72	72	NUM
fbem-32330	55	18	%	%	NOUN
fbem-32330	55	19	of	of	ADP
fbem-32330	55	20	repeat	repeat	NOUN
fbem-32330	55	21	purchasers	purchaser	NOUN
fbem-32330	55	22	noting	note	VERB
fbem-32330	55	23	the	the	DET
fbem-32330	55	24	improved	improved	ADJ
fbem-32330	55	25	sophistication	sophistication	NOUN
fbem-32330	55	26	of	of	ADP
fbem-32330	55	27	the	the	DET
fbem-32330	55	28	pattern	pattern	NOUN
fbem-32330	55	29	.	.	PUNCT
fbem-32330	56	1	the	the	DET
fbem-32330	56	2	host	host	NOUN
fbem-32330	56	3	's	's	PART
fbem-32330	56	4	presentation	presentation	NOUN
fbem-32330	56	5	strategy	strategy	NOUN
fbem-32330	56	6	also	also	ADV
fbem-32330	56	7	influences	influence	VERB
fbem-32330	56	8	design	design	NOUN
fbem-32330	56	9	direction	direction	NOUN
fbem-32330	56	10	.	.	PUNCT
fbem-32330	57	1	a	a	DET
fbem-32330	57	2	heat	heat	NOUN
fbem-32330	57	3	map	map	NOUN
fbem-32330	57	4	shows	show	VERB
fbem-32330	57	5	that	that	SCONJ
fbem-32330	57	6	when	when	SCONJ
fbem-32330	57	7	plaid	plaid	ADJ
fbem-32330	57	8	items	item	NOUN
fbem-32330	57	9	are	be	AUX
fbem-32330	57	10	explained	explain	VERB
fbem-32330	57	11	for	for	ADP
fbem-32330	57	12	over	over	ADP
fbem-32330	57	13	15	15	NUM
fbem-32330	57	14	minutes	minute	NOUN
fbem-32330	57	15	,	,	PUNCT
fbem-32330	57	16	viewer	viewer	ADJ
fbem-32330	57	17	retention	retention	NOUN
fbem-32330	57	18	increases	increase	NOUN
fbem-32330	57	19	by	by	ADP
fbem-32330	57	20	22	22	NUM
fbem-32330	57	21	%	%	NOUN
fbem-32330	57	22	and	and	CCONJ
fbem-32330	57	23	engagement	engagement	NOUN
fbem-32330	57	24	by	by	ADP
fbem-32330	57	25	40	40	NUM
fbem-32330	57	26	%	%	NOUN
fbem-32330	57	27	.	.	PUNCT
fbem-32330	58	1	consequently	consequently	ADV
fbem-32330	58	2	,	,	PUNCT
fbem-32330	58	3	one	one	NUM
fbem-32330	58	4	fast	fast	ADJ
fbem-32330	58	5	fashion	fashion	NOUN
fbem-32330	58	6	brand	brand	NOUN
fbem-32330	58	7	increased	increase	VERB
fbem-32330	58	8	its	its	PRON
fbem-32330	58	9	use	use	NOUN
fbem-32330	58	10	of	of	ADP
fbem-32330	58	11	plaid	plaid	NOUN
fbem-32330	58	12	from	from	ADP
fbem-32330	58	13	18	18	NUM
fbem-32330	58	14	%	%	NOUN
fbem-32330	58	15	to	to	PART
fbem-32330	58	16	35	35	NUM
fbem-32330	58	17	%	%	NOUN
fbem-32330	58	18	and	and	CCONJ
fbem-32330	58	19	introduced	introduce	VERB
fbem-32330	58	20	innovative	innovative	ADJ
fbem-32330	58	21	patchwork	patchwork	NOUN
fbem-32330	58	22	designs	design	NOUN
fbem-32330	58	23	,	,	PUNCT
fbem-32330	58	24	resulting	result	VERB
fbem-32330	58	25	in	in	ADP
fbem-32330	58	26	a	a	DET
fbem-32330	58	27	27	27	NUM
fbem-32330	58	28	%	%	NOUN
fbem-32330	58	29	higher	high	ADJ
fbem-32330	58	30	conversion	conversion	NOUN
fbem-32330	58	31	rate	rate	NOUN
fbem-32330	58	32	for	for	ADP
fbem-32330	58	33	related	related	ADJ
fbem-32330	58	34	items	item	NOUN
fbem-32330	58	35	.	.	PUNCT
fbem-32330	59	1	this	this	DET
fbem-32330	59	2	model	model	NOUN
fbem-32330	59	3	shortens	shorten	VERB
fbem-32330	59	4	the	the	DET
fbem-32330	59	5	element	element	NOUN
fbem-32330	59	6	refresh	refresh	NOUN
fbem-32330	59	7	cycle	cycle	NOUN
fbem-32330	59	8	from	from	ADP
fbem-32330	59	9	quarterly	quarterly	ADV
fbem-32330	59	10	to	to	ADP
fbem-32330	59	11	monthly	monthly	ADV
fbem-32330	59	12	,	,	PUNCT
fbem-32330	59	13	improving	improve	VERB
fbem-32330	59	14	design	design	NOUN
fbem-32330	59	15	precision	precision	NOUN
fbem-32330	59	16	.	.	PUNCT
fbem-32330	60	1	3.2	3.2	NUM
fbem-32330	60	2	.	.	PUNCT
fbem-32330	60	3	scenario	scenario	NOUN
fbem-32330	60	4	-	-	PUNCT
fbem-32330	60	5	based	base	VERB
fbem-32330	60	6	presentations	presentation	NOUN
fbem-32330	60	7	stimulate	stimulate	VERB
fbem-32330	60	8	functional	functional	ADJ
fbem-32330	60	9	design	design	NOUN
fbem-32330	60	10	innovation	innovation	NOUN
fbem-32330	60	11	livestream	livestream	NOUN
fbem-32330	60	12	scenarios	scenario	NOUN
fbem-32330	60	13	transform	transform	VERB
fbem-32330	60	14	the	the	DET
fbem-32330	60	15	functionality	functionality	NOUN
fbem-32330	60	16	of	of	ADP
fbem-32330	60	17	clothing	clothing	NOUN
fbem-32330	60	18	from	from	ADP
fbem-32330	60	19	abstract	abstract	ADJ
fbem-32330	60	20	to	to	ADP
fbem-32330	60	21	concrete	concrete	NOUN
fbem-32330	60	22	,	,	PUNCT
fbem-32330	60	23	driving	drive	VERB
fbem-32330	60	24	a	a	DET
fbem-32330	60	25	focus	focus	NOUN
fbem-32330	60	26	on	on	ADP
fbem-32330	60	27	"	"	PUNCT
fbem-32330	60	28	scenarios	scenario	NOUN
fbem-32330	60	29	"	"	PUNCT
fbem-32330	60	30	in	in	ADP
fbem-32330	60	31	design	design	NOUN
fbem-32330	60	32	[	[	X
fbem-32330	60	33	2	2	NUM
fbem-32330	60	34	]	]	PUNCT
fbem-32330	60	35	.	.	PUNCT
fbem-32330	61	1	in	in	ADP
fbem-32330	61	2	traditional	traditional	ADJ
fbem-32330	61	3	sales	sale	NOUN
fbem-32330	61	4	models	model	NOUN
fbem-32330	61	5	,	,	PUNCT
fbem-32330	61	6	clothing	clothing	NOUN
fbem-32330	61	7	functionality	functionality	NOUN
fbem-32330	61	8	often	often	ADV
fbem-32330	61	9	relies	rely	VERB
fbem-32330	61	10	on	on	ADP
fbem-32330	61	11	label	label	NOUN
fbem-32330	61	12	descriptions	description	NOUN
fbem-32330	61	13	like	like	ADP
fbem-32330	61	14	"	"	PUNCT
fbem-32330	61	15	breathable	breathable	ADJ
fbem-32330	61	16	"	"	PUNCT
fbem-32330	61	17	and	and	CCONJ
fbem-32330	61	18	"	"	PUNCT
fbem-32330	61	19	wrinkle	wrinkle	NOUN
fbem-32330	61	20	-	-	PUNCT
fbem-32330	61	21	resistant	resistant	ADJ
fbem-32330	61	22	,	,	PUNCT
fbem-32330	61	23	"	"	PUNCT
fbem-32330	61	24	making	make	VERB
fbem-32330	61	25	it	it	PRON
fbem-32330	61	26	difficult	difficult	ADJ
fbem-32330	61	27	for	for	SCONJ
fbem-32330	61	28	consumers	consumer	NOUN
fbem-32330	61	29	to	to	PART
fbem-32330	61	30	intuitively	intuitively	ADV
fbem-32330	61	31	understand	understand	VERB
fbem-32330	61	32	the	the	DET
fbem-32330	61	33	product	product	NOUN
fbem-32330	61	34	.	.	PUNCT
fbem-32330	62	1	livestreaming	livestreaming	NOUN
fbem-32330	62	2	,	,	PUNCT
fbem-32330	62	3	however	however	ADV
fbem-32330	62	4	,	,	PUNCT
fbem-32330	62	5	simulates	simulate	VERB
fbem-32330	62	6	real	real	ADJ
fbem-32330	62	7	-	-	PUNCT
fbem-32330	62	8	life	life	NOUN
fbem-32330	62	9	scenarios	scenario	NOUN
fbem-32330	62	10	,	,	PUNCT
fbem-32330	62	11	making	make	VERB
fbem-32330	62	12	the	the	DET
fbem-32330	62	13	functional	functional	ADJ
fbem-32330	62	14	experience	experience	NOUN
fbem-32330	62	15	observable	observable	ADJ
fbem-32330	62	16	and	and	CCONJ
fbem-32330	62	17	verifiable	verifiable	ADJ
fbem-32330	62	18	.	.	PUNCT
fbem-32330	63	1	this	this	DET
fbem-32330	63	2	immersive	immersive	ADJ
fbem-32330	63	3	experience	experience	NOUN
fbem-32330	63	4	not	not	PART
fbem-32330	63	5	only	only	ADV
fbem-32330	63	6	enhances	enhance	VERB
fbem-32330	63	7	the	the	DET
fbem-32330	63	8	effectiveness	effectiveness	NOUN
fbem-32330	63	9	of	of	ADP
fbem-32330	63	10	functional	functional	ADJ
fbem-32330	63	11	communication	communication	NOUN
fbem-32330	63	12	but	but	CCONJ
fbem-32330	63	13	also	also	ADV
fbem-32330	63	14	encourages	encourage	VERB
fbem-32330	63	15	brands	brand	NOUN
fbem-32330	63	16	to	to	PART
fbem-32330	63	17	restructure	restructure	VERB
fbem-32330	63	18	design	design	NOUN
fbem-32330	63	19	standards	standard	NOUN
fbem-32330	63	20	based	base	VERB
fbem-32330	63	21	on	on	ADP
fbem-32330	63	22	user	user	NOUN
fbem-32330	63	23	needs	need	NOUN
fbem-32330	63	24	.	.	PUNCT
fbem-32330	64	1	for	for	ADP
fbem-32330	64	2	example	example	NOUN
fbem-32330	64	3	,	,	PUNCT
fbem-32330	64	4	bananain	bananain	VERB
fbem-32330	64	5	's	's	PART
fbem-32330	64	6	2024	2024	NUM
fbem-32330	64	7	summer	summer	NOUN
fbem-32330	64	8	livestream	livestream	NOUN
fbem-32330	64	9	featured	feature	VERB
fbem-32330	64	10	a	a	DET
fbem-32330	64	11	35	35	NUM
fbem-32330	64	12	°	°	NOUN
fbem-32330	64	13	c	c	NOUN
fbem-32330	64	14	outdoor	outdoor	ADJ
fbem-32330	64	15	setting	setting	NOUN
fbem-32330	64	16	.	.	PUNCT
fbem-32330	65	1	the	the	DET
fbem-32330	65	2	livestreamer	livestreamer	NOUN
fbem-32330	65	3	completed	complete	VERB
fbem-32330	65	4	a	a	DET
fbem-32330	65	5	one	one	NUM
fbem-32330	65	6	-	-	PUNCT
fbem-32330	65	7	hour	hour	NOUN
fbem-32330	65	8	test	test	NOUN
fbem-32330	65	9	wearing	wear	VERB
fbem-32330	65	10	a	a	DET
fbem-32330	65	11	cooling	cool	VERB
fbem-32330	65	12	t	t	NOUN
fbem-32330	65	13	-	-	PUNCT
fbem-32330	65	14	shirt	shirt	NOUN
fbem-32330	65	15	,	,	PUNCT
fbem-32330	65	16	which	which	PRON
fbem-32330	65	17	showed	show	VERB
fbem-32330	65	18	a	a	DET
fbem-32330	65	19	real	real	ADJ
fbem-32330	65	20	-	-	PUNCT
fbem-32330	65	21	time	time	NOUN
fbem-32330	65	22	decrease	decrease	NOUN
fbem-32330	65	23	of	of	ADP
fbem-32330	65	24	3	3	NUM
fbem-32330	65	25	-	-	SYM
fbem-32330	65	26	5	5	NUM
fbem-32330	65	27	°	°	NOUN
fbem-32330	65	28	c	c	NOUN
fbem-32330	65	29	.	.	PUNCT
fbem-32330	66	1	initial	initial	ADJ
fbem-32330	66	2	sales	sale	NOUN
fbem-32330	66	3	exceeded	exceed	VERB
fbem-32330	66	4	50,000	50,000	NUM
fbem-32330	66	5	units	unit	NOUN
fbem-32330	66	6	.	.	PUNCT
fbem-32330	67	1	based	base	VERB
fbem-32330	67	2	on	on	ADP
fbem-32330	67	3	136	136	NUM
fbem-32330	67	4	reviews	review	NOUN
fbem-32330	67	5	suggesting	suggest	VERB
fbem-32330	67	6	the	the	DET
fbem-32330	67	7	need	need	NOUN
fbem-32330	67	8	for	for	ADP
fbem-32330	67	9	sun	sun	NOUN
fbem-32330	67	10	protection	protection	NOUN
fbem-32330	67	11	,	,	PUNCT
fbem-32330	67	12	the	the	DET
fbem-32330	67	13	brand	brand	NOUN
fbem-32330	67	14	co	co	VERB
fbem-32330	67	15	-	-	VERB
fbem-32330	67	16	developed	develop	VERB
fbem-32330	67	17	a	a	DET
fbem-32330	67	18	fabric	fabric	NOUN
fbem-32330	67	19	containing	contain	VERB
fbem-32330	67	20	nanozinc	nanozinc	ADJ
fbem-32330	67	21	oxide	oxide	NOUN
fbem-32330	67	22	,	,	PUNCT
fbem-32330	67	23	and	and	CCONJ
fbem-32330	67	24	the	the	DET
fbem-32330	67	25	upgraded	upgrade	VERB
fbem-32330	67	26	version	version	NOUN
fbem-32330	67	27	sold	sell	VERB
fbem-32330	67	28	out	out	ADP
fbem-32330	67	29	in	in	ADP
fbem-32330	67	30	three	three	NUM
fbem-32330	67	31	minutes	minute	NOUN
fbem-32330	67	32	.	.	PUNCT
fbem-32330	68	1	3.3	3.3	NUM
fbem-32330	68	2	.	.	PUNCT
fbem-32330	69	1	data	datum	NOUN
fbem-32330	69	2	accumulation	accumulation	NOUN
fbem-32330	69	3	supports	support	VERB
fbem-32330	69	4	style	style	NOUN
fbem-32330	69	5	trend	trend	NOUN
fbem-32330	69	6	prediction	prediction	NOUN
fbem-32330	69	7	the	the	DET
fbem-32330	69	8	user	user	NOUN
fbem-32330	69	9	behavior	behavior	NOUN
fbem-32330	69	10	data	datum	NOUN
fbem-32330	69	11	and	and	CCONJ
fbem-32330	69	12	textual	textual	ADJ
fbem-32330	69	13	information	information	NOUN
fbem-32330	69	14	accumulated	accumulate	VERB
fbem-32330	69	15	by	by	ADP
fbem-32330	69	16	livestreaming	livestreame	VERB
fbem-32330	69	17	e	e	PROPN
fbem-32330	69	18	-	-	NOUN
fbem-32330	69	19	commerce	commerce	NOUN
fbem-32330	69	20	provide	provide	VERB
fbem-32330	69	21	a	a	DET
fbem-32330	69	22	quantifiable	quantifiable	ADJ
fbem-32330	69	23	and	and	CCONJ
fbem-32330	69	24	traceable	traceable	ADJ
fbem-32330	69	25	basis	basis	NOUN
fbem-32330	69	26	for	for	ADP
fbem-32330	69	27	predicting	predict	VERB
fbem-32330	69	28	style	style	NOUN
fbem-32330	69	29	trends	trend	NOUN
fbem-32330	69	30	in	in	ADP
fbem-32330	69	31	apparel	apparel	NOUN
fbem-32330	69	32	design	design	NOUN
fbem-32330	69	33	,	,	PUNCT
fbem-32330	69	34	fundamentally	fundamentally	ADV
fbem-32330	69	35	transforming	transform	VERB
fbem-32330	69	36	the	the	DET
fbem-32330	69	37	traditional	traditional	ADJ
fbem-32330	69	38	model	model	NOUN
fbem-32330	69	39	of	of	ADP
fbem-32330	69	40	predictive	predictive	ADJ
fbem-32330	69	41	thinking	thinking	NOUN
fbem-32330	69	42	that	that	PRON
fbem-32330	69	43	relies	rely	VERB
fbem-32330	69	44	on	on	ADP
fbem-32330	69	45	empirical	empirical	ADJ
fbem-32330	69	46	evidence	evidence	NOUN
fbem-32330	69	47	.	.	PUNCT
fbem-32330	70	1	in	in	ADP
fbem-32330	70	2	livestreaming	livestreame	VERB
fbem-32330	70	3	scenarios	scenario	NOUN
fbem-32330	70	4	,	,	PUNCT
fbem-32330	70	5	user	user	NOUN
fbem-32330	70	6	click	click	VERB
fbem-32330	70	7	patterns	pattern	NOUN
fbem-32330	70	8	,	,	PUNCT
fbem-32330	70	9	add	add	VERB
fbem-32330	70	10	-	-	PUNCT
fbem-32330	70	11	to	to	ADP
fbem-32330	70	12	-	-	PUNCT
fbem-32330	70	13	cart	cart	NOUN
fbem-32330	70	14	behavior	behavior	NOUN
fbem-32330	70	15	,	,	PUNCT
fbem-32330	70	16	and	and	CCONJ
fbem-32330	70	17	comment	comment	NOUN
fbem-32330	70	18	keywords	keyword	NOUN
fbem-32330	70	19	together	together	ADV
fbem-32330	70	20	form	form	VERB
fbem-32330	70	21	a	a	DET
fbem-32330	70	22	"	"	PUNCT
fbem-32330	70	23	data	data	NOUN
fbem-32330	70	24	profile	profile	NOUN
fbem-32330	70	25	"	"	PUNCT
fbem-32330	70	26	reflecting	reflect	VERB
fbem-32330	70	27	style	style	NOUN
fbem-32330	70	28	preferences	preference	NOUN
fbem-32330	70	29	.	.	PUNCT
fbem-32330	71	1	high	high	ADJ
fbem-32330	71	2	-	-	PUNCT
fbem-32330	71	3	frequency	frequency	NOUN
fbem-32330	71	4	words	word	NOUN
fbem-32330	71	5	in	in	ADP
fbem-32330	71	6	comments	comment	NOUN
fbem-32330	71	7	directly	directly	ADV
fbem-32330	71	8	reveal	reveal	VERB
fbem-32330	71	9	consumers	consumer	NOUN
fbem-32330	71	10	'	'	PART
fbem-32330	71	11	aesthetic	aesthetic	ADJ
fbem-32330	71	12	tendencies	tendency	NOUN
fbem-32330	71	13	.	.	PUNCT
fbem-32330	72	1	by	by	ADP
fbem-32330	72	2	cross	cros	VERB
fbem-32330	72	3	-	-	ADJ
fbem-32330	72	4	analyzing	analyze	VERB
fbem-32330	72	5	this	this	DET
fbem-32330	72	6	data	datum	NOUN
fbem-32330	72	7	,	,	PUNCT
fbem-32330	72	8	brands	brand	NOUN
fbem-32330	72	9	can	can	AUX
fbem-32330	72	10	accurately	accurately	ADV
fbem-32330	72	11	capture	capture	VERB
fbem-32330	72	12	the	the	DET
fbem-32330	72	13	trajectory	trajectory	NOUN
fbem-32330	72	14	of	of	ADP
fbem-32330	72	15	style	style	NOUN
fbem-32330	72	16	evolution	evolution	NOUN
fbem-32330	72	17	and	and	CCONJ
fbem-32330	72	18	avoid	avoid	VERB
fbem-32330	72	19	design	design	NOUN
fbem-32330	72	20	blindness	blindness	NOUN
fbem-32330	72	21	.	.	PUNCT
fbem-32330	73	1	traditionally	traditionally	ADV
fbem-32330	73	2	,	,	PUNCT
fbem-32330	73	3	style	style	NOUN
fbem-32330	73	4	trend	trend	NOUN
fbem-32330	73	5	predictions	prediction	NOUN
fbem-32330	73	6	often	often	ADV
fbem-32330	73	7	lag	lag	VERB
fbem-32330	73	8	behind	behind	ADP
fbem-32330	73	9	market	market	NOUN
fbem-32330	73	10	changes	change	NOUN
fbem-32330	73	11	.	.	PUNCT
fbem-32330	74	1	however	however	ADV
fbem-32330	74	2	,	,	PUNCT
fbem-32330	74	3	the	the	DET
fbem-32330	74	4	real	real	ADJ
fbem-32330	74	5	-	-	PUNCT
fbem-32330	74	6	time	time	NOUN
fbem-32330	74	7	nature	nature	NOUN
fbem-32330	74	8	of	of	ADP
fbem-32330	74	9	livestreaming	livestreame	VERB
fbem-32330	74	10	data	datum	NOUN
fbem-32330	74	11	allows	allow	VERB
fbem-32330	74	12	brands	brand	NOUN
fbem-32330	74	13	to	to	PART
fbem-32330	74	14	dynamically	dynamically	ADV
fbem-32330	74	15	track	track	VERB
fbem-32330	74	16	subtle	subtle	ADJ
fbem-32330	74	17	shifts	shift	NOUN
fbem-32330	74	18	in	in	ADP
fbem-32330	74	19	style	style	NOUN
fbem-32330	74	20	preferences	preference	NOUN
fbem-32330	74	21	.	.	PUNCT
fbem-32330	75	1	for	for	ADP
fbem-32330	75	2	example	example	NOUN
fbem-32330	75	3	,	,	PUNCT
fbem-32330	75	4	when	when	SCONJ
fbem-32330	75	5	data	datum	NOUN
fbem-32330	75	6	monitoring	monitoring	NOUN
fbem-32330	75	7	shows	show	VERB
fbem-32330	75	8	a	a	DET
fbem-32330	75	9	sustained	sustain	VERB
fbem-32330	75	10	upward	upward	ADJ
fbem-32330	75	11	trend	trend	NOUN
fbem-32330	75	12	in	in	ADP
fbem-32330	75	13	searches	search	NOUN
fbem-32330	75	14	and	and	CCONJ
fbem-32330	75	15	add	add	VERB
fbem-32330	75	16	-	-	PUNCT
fbem-32330	75	17	to	to	ADP
fbem-32330	75	18	-	-	PUNCT
fbem-32330	75	19	cart	cart	NOUN
fbem-32330	75	20	rates	rate	NOUN
fbem-32330	75	21	for	for	ADP
fbem-32330	75	22	the	the	DET
fbem-32330	75	23	"	"	PUNCT
fbem-32330	75	24	retro	retro	ADJ
fbem-32330	75	25	french	french	ADJ
fbem-32330	75	26	"	"	PUNCT
fbem-32330	75	27	style	style	NOUN
fbem-32330	75	28	,	,	PUNCT
fbem-32330	75	29	and	and	CCONJ
fbem-32330	75	30	mentions	mention	NOUN
fbem-32330	75	31	of	of	ADP
fbem-32330	75	32	related	related	ADJ
fbem-32330	75	33	elements	element	NOUN
fbem-32330	75	34	such	such	ADJ
fbem-32330	75	35	as	as	ADP
fbem-32330	75	36	floral	floral	ADJ
fbem-32330	75	37	prints	print	NOUN
fbem-32330	75	38	and	and	CCONJ
fbem-32330	75	39	waistbands	waistband	NOUN
fbem-32330	75	40	increase	increase	VERB
fbem-32330	75	41	simultaneously	simultaneously	ADV
fbem-32330	75	42	,	,	PUNCT
fbem-32330	75	43	these	these	DET
fbem-32330	75	44	data	datum	NOUN
fbem-32330	75	45	signals	signal	NOUN
fbem-32330	75	46	provide	provide	VERB
fbem-32330	75	47	clear	clear	ADJ
fbem-32330	75	48	guidance	guidance	NOUN
fbem-32330	75	49	for	for	ADP
fbem-32330	75	50	design	design	NOUN
fbem-32330	75	51	direction	direction	NOUN
fbem-32330	75	52	,	,	PUNCT
fbem-32330	75	53	enabling	enable	VERB
fbem-32330	75	54	brands	brand	NOUN
fbem-32330	75	55	to	to	PART
fbem-32330	75	56	promptly	promptly	ADV
fbem-32330	75	57	adjust	adjust	VERB
fbem-32330	75	58	design	design	NOUN
fbem-32330	75	59	themes	theme	NOUN
fbem-32330	75	60	and	and	CCONJ
fbem-32330	75	61	elements	element	NOUN
fbem-32330	75	62	.	.	PUNCT
fbem-32330	76	1	62	62	NUM
fbem-32330	76	2	4	4	NUM
fbem-32330	76	3	.	.	PUNCT
fbem-32330	76	4	core	core	NOUN
fbem-32330	76	5	strategies	strategy	NOUN
fbem-32330	76	6	of	of	ADP
fbem-32330	76	7	marketing	marketing	NOUN
fbem-32330	76	8	transformation	transformation	NOUN
fbem-32330	76	9	in	in	ADP
fbem-32330	76	10	livestream	livestream	PROPN
fbem-32330	76	11	ecommerce	ecommerce	VERB
fbem-32330	76	12	the	the	DET
fbem-32330	76	13	booming	booming	ADJ
fbem-32330	76	14	development	development	NOUN
fbem-32330	76	15	of	of	ADP
fbem-32330	76	16	livestream	livestream	NOUN
fbem-32330	76	17	e	e	NOUN
fbem-32330	76	18	-	-	NOUN
fbem-32330	76	19	commerce	commerce	NOUN
fbem-32330	76	20	is	be	AUX
fbem-32330	76	21	driving	drive	VERB
fbem-32330	76	22	the	the	DET
fbem-32330	76	23	transformation	transformation	NOUN
fbem-32330	76	24	of	of	ADP
fbem-32330	76	25	apparel	apparel	NOUN
fbem-32330	76	26	marketing	marketing	NOUN
fbem-32330	76	27	from	from	ADP
fbem-32330	76	28	traditional	traditional	ADJ
fbem-32330	76	29	one	one	NUM
fbem-32330	76	30	-	-	PUNCT
fbem-32330	76	31	way	way	NOUN
fbem-32330	76	32	push	push	NOUN
fbem-32330	76	33	notifications	notification	NOUN
fbem-32330	76	34	to	to	ADP
fbem-32330	76	35	deeper	deep	ADJ
fbem-32330	76	36	engagement	engagement	NOUN
fbem-32330	76	37	and	and	CCONJ
fbem-32330	76	38	precise	precise	ADJ
fbem-32330	76	39	matching	matching	NOUN
fbem-32330	76	40	,	,	PUNCT
fbem-32330	76	41	forming	form	VERB
fbem-32330	76	42	a	a	DET
fbem-32330	76	43	user	user	NOUN
fbem-32330	76	44	-	-	PUNCT
fbem-32330	76	45	centric	centric	ADJ
fbem-32330	76	46	,	,	PUNCT
fbem-32330	76	47	end	end	NOUN
fbem-32330	76	48	-	-	PUNCT
fbem-32330	76	49	to	to	ADP
fbem-32330	76	50	-	-	PUNCT
fbem-32330	76	51	end	end	NOUN
fbem-32330	76	52	operational	operational	ADJ
fbem-32330	76	53	system	system	NOUN
fbem-32330	76	54	[	[	X
fbem-32330	76	55	3	3	NUM
fbem-32330	76	56	]	]	PUNCT
fbem-32330	76	57	.	.	PUNCT
fbem-32330	77	1	this	this	DET
fbem-32330	77	2	transformation	transformation	NOUN
fbem-32330	77	3	is	be	AUX
fbem-32330	77	4	not	not	PART
fbem-32330	77	5	only	only	ADV
fbem-32330	77	6	reflected	reflect	VERB
fbem-32330	77	7	in	in	ADP
fbem-32330	77	8	innovative	innovative	ADJ
fbem-32330	77	9	communication	communication	NOUN
fbem-32330	77	10	methods	method	NOUN
fbem-32330	77	11	but	but	CCONJ
fbem-32330	77	12	also	also	ADV
fbem-32330	77	13	permeates	permeate	VERB
fbem-32330	77	14	every	every	DET
fbem-32330	77	15	aspect	aspect	NOUN
fbem-32330	77	16	of	of	ADP
fbem-32330	77	17	the	the	DET
fbem-32330	77	18	business	business	NOUN
fbem-32330	77	19	,	,	PUNCT
fbem-32330	77	20	including	include	VERB
fbem-32330	77	21	production	production	NOUN
fbem-32330	77	22	and	and	CCONJ
fbem-32330	77	23	sales	sale	NOUN
fbem-32330	77	24	collaboration	collaboration	NOUN
fbem-32330	77	25	and	and	CCONJ
fbem-32330	77	26	user	user	NOUN
fbem-32330	77	27	management	management	NOUN
fbem-32330	77	28	.	.	PUNCT
fbem-32330	78	1	by	by	ADP
fbem-32330	78	2	innovating	innovate	VERB
fbem-32330	78	3	communication	communication	NOUN
fbem-32330	78	4	chains	chain	NOUN
fbem-32330	78	5	,	,	PUNCT
fbem-32330	78	6	optimizing	optimize	VERB
fbem-32330	78	7	the	the	DET
fbem-32330	78	8	production	production	NOUN
fbem-32330	78	9	and	and	CCONJ
fbem-32330	78	10	sales	sale	NOUN
fbem-32330	78	11	closed	close	VERB
fbem-32330	78	12	loop	loop	NOUN
fbem-32330	78	13	,	,	PUNCT
fbem-32330	78	14	and	and	CCONJ
fbem-32330	78	15	implementing	implement	VERB
fbem-32330	78	16	refined	refined	ADJ
fbem-32330	78	17	user	user	NOUN
fbem-32330	78	18	operations	operation	NOUN
fbem-32330	78	19	,	,	PUNCT
fbem-32330	78	20	brands	brand	NOUN
fbem-32330	78	21	can	can	AUX
fbem-32330	78	22	effectively	effectively	ADV
fbem-32330	78	23	improve	improve	VERB
fbem-32330	78	24	conversion	conversion	NOUN
fbem-32330	78	25	efficiency	efficiency	NOUN
fbem-32330	78	26	and	and	CCONJ
fbem-32330	78	27	user	user	NOUN
fbem-32330	78	28	retention	retention	NOUN
fbem-32330	78	29	,	,	PUNCT
fbem-32330	78	30	gaining	gain	VERB
fbem-32330	78	31	an	an	DET
fbem-32330	78	32	advantage	advantage	NOUN
fbem-32330	78	33	in	in	ADP
fbem-32330	78	34	the	the	DET
fbem-32330	78	35	fiercely	fiercely	ADV
fbem-32330	78	36	competitive	competitive	ADJ
fbem-32330	78	37	market	market	NOUN
fbem-32330	78	38	[	[	X
fbem-32330	78	39	4	4	NUM
fbem-32330	78	40	]	]	PUNCT
fbem-32330	78	41	.	.	PUNCT
fbem-32330	79	1	4.1	4.1	NUM
fbem-32330	79	2	.	.	PUNCT
fbem-32330	79	3	building	build	VERB
fbem-32330	79	4	a	a	DET
fbem-32330	79	5	"	"	PUNCT
fbem-32330	79	6	designer	designer	NOUN
fbem-32330	79	7	+	+	CCONJ
fbem-32330	79	8	livestreamer	livestreamer	NOUN
fbem-32330	79	9	"	"	PUNCT
fbem-32330	79	10	dual	dual	ADJ
fbem-32330	79	11	-	-	PUNCT
fbem-32330	79	12	driven	drive	VERB
fbem-32330	79	13	communication	communication	NOUN
fbem-32330	79	14	chain	chain	NOUN
fbem-32330	79	15	in	in	ADP
fbem-32330	79	16	livestream	livestream	PROPN
fbem-32330	79	17	e	e	PROPN
fbem-32330	79	18	-	-	NOUN
fbem-32330	79	19	commerce	commerce	NOUN
fbem-32330	79	20	,	,	PUNCT
fbem-32330	79	21	establishing	establish	VERB
fbem-32330	79	22	a	a	DET
fbem-32330	79	23	dual	dual	ADV
fbem-32330	79	24	-	-	PUNCT
fbem-32330	79	25	driven	drive	VERB
fbem-32330	79	26	communication	communication	NOUN
fbem-32330	79	27	chain	chain	NOUN
fbem-32330	79	28	of	of	ADP
fbem-32330	79	29	"	"	PUNCT
fbem-32330	79	30	designers	designer	NOUN
fbem-32330	79	31	+	+	CCONJ
fbem-32330	79	32	livestreamers	livestreamer	NOUN
fbem-32330	79	33	"	"	PUNCT
fbem-32330	79	34	essentially	essentially	ADV
fbem-32330	79	35	leverages	leverage	VERB
fbem-32330	79	36	the	the	DET
fbem-32330	79	37	complementary	complementary	ADJ
fbem-32330	79	38	functions	function	NOUN
fbem-32330	79	39	of	of	ADP
fbem-32330	79	40	professional	professional	ADJ
fbem-32330	79	41	roles	role	NOUN
fbem-32330	79	42	to	to	PART
fbem-32330	79	43	achieve	achieve	VERB
fbem-32330	79	44	the	the	DET
fbem-32330	79	45	dual	dual	ADJ
fbem-32330	79	46	delivery	delivery	NOUN
fbem-32330	79	47	of	of	ADP
fbem-32330	79	48	clothing	clothing	NOUN
fbem-32330	79	49	's	's	PART
fbem-32330	79	50	"	"	PUNCT
fbem-32330	79	51	design	design	NOUN
fbem-32330	79	52	value	value	NOUN
fbem-32330	79	53	"	"	PUNCT
fbem-32330	79	54	and	and	CCONJ
fbem-32330	79	55	"	"	PUNCT
fbem-32330	79	56	consumer	consumer	NOUN
fbem-32330	79	57	experience	experience	NOUN
fbem-32330	79	58	.	.	PUNCT
fbem-32330	79	59	"	"	PUNCT
fbem-32330	80	1	as	as	ADP
fbem-32330	80	2	the	the	DET
fbem-32330	80	3	core	core	NOUN
fbem-32330	80	4	participants	participant	NOUN
fbem-32330	80	5	in	in	ADP
fbem-32330	80	6	product	product	NOUN
fbem-32330	80	7	creation	creation	NOUN
fbem-32330	80	8	,	,	PUNCT
fbem-32330	80	9	designers	designer	NOUN
fbem-32330	80	10	'	'	PART
fbem-32330	80	11	professional	professional	ADJ
fbem-32330	80	12	perspectives	perspective	NOUN
fbem-32330	80	13	can	can	AUX
fbem-32330	80	14	reveal	reveal	VERB
fbem-32330	80	15	the	the	DET
fbem-32330	80	16	design	design	NOUN
fbem-32330	80	17	logic	logic	NOUN
fbem-32330	80	18	behind	behind	ADP
fbem-32330	80	19	clothing	clothing	NOUN
fbem-32330	80	20	to	to	ADP
fbem-32330	80	21	consumers	consumer	NOUN
fbem-32330	80	22	,	,	PUNCT
fbem-32330	80	23	from	from	ADP
fbem-32330	80	24	the	the	DET
fbem-32330	80	25	cultural	cultural	ADJ
fbem-32330	80	26	context	context	NOUN
fbem-32330	80	27	of	of	ADP
fbem-32330	80	28	inspiration	inspiration	NOUN
fbem-32330	80	29	to	to	ADP
fbem-32330	80	30	the	the	DET
fbem-32330	80	31	functional	functional	ADJ
fbem-32330	80	32	considerations	consideration	NOUN
fbem-32330	80	33	of	of	ADP
fbem-32330	80	34	fabric	fabric	NOUN
fbem-32330	80	35	selection	selection	NOUN
fbem-32330	80	36	to	to	ADP
fbem-32330	80	37	the	the	DET
fbem-32330	80	38	technological	technological	ADJ
fbem-32330	80	39	breakthroughs	breakthrough	NOUN
fbem-32330	80	40	of	of	ADP
fbem-32330	80	41	structural	structural	ADJ
fbem-32330	80	42	innovation	innovation	NOUN
fbem-32330	80	43	.	.	PUNCT
fbem-32330	81	1	this	this	DET
fbem-32330	81	2	indepth	indepth	ADJ
fbem-32330	81	3	information	information	NOUN
fbem-32330	81	4	imparts	impart	VERB
fbem-32330	81	5	emotional	emotional	ADJ
fbem-32330	81	6	and	and	CCONJ
fbem-32330	81	7	cultural	cultural	ADJ
fbem-32330	81	8	value	value	NOUN
fbem-32330	81	9	beyond	beyond	ADP
fbem-32330	81	10	physical	physical	ADJ
fbem-32330	81	11	attributes	attribute	NOUN
fbem-32330	81	12	,	,	PUNCT
fbem-32330	81	13	enhancing	enhance	VERB
fbem-32330	81	14	consumers	consumer	NOUN
fbem-32330	81	15	'	'	PART
fbem-32330	81	16	understanding	understanding	NOUN
fbem-32330	81	17	of	of	ADP
fbem-32330	81	18	the	the	DET
fbem-32330	81	19	brand	brand	NOUN
fbem-32330	81	20	.	.	PUNCT
fbem-32330	82	1	livestreamers	livestreamer	NOUN
fbem-32330	82	2	,	,	PUNCT
fbem-32330	82	3	on	on	ADP
fbem-32330	82	4	the	the	DET
fbem-32330	82	5	other	other	ADJ
fbem-32330	82	6	hand	hand	NOUN
fbem-32330	82	7	,	,	PUNCT
fbem-32330	82	8	as	as	ADP
fbem-32330	82	9	the	the	DET
fbem-32330	82	10	facilitators	facilitator	NOUN
fbem-32330	82	11	of	of	ADP
fbem-32330	82	12	the	the	DET
fbem-32330	82	13	consumer	consumer	NOUN
fbem-32330	82	14	experience	experience	NOUN
fbem-32330	82	15	,	,	PUNCT
fbem-32330	82	16	leverage	leverage	VERB
fbem-32330	82	17	their	their	PRON
fbem-32330	82	18	familiarity	familiarity	NOUN
fbem-32330	82	19	with	with	ADP
fbem-32330	82	20	wearable	wearable	ADJ
fbem-32330	82	21	scenarios	scenario	NOUN
fbem-32330	82	22	,	,	PUNCT
fbem-32330	82	23	body	body	NOUN
fbem-32330	82	24	type	type	NOUN
fbem-32330	82	25	adaptations	adaptation	NOUN
fbem-32330	82	26	,	,	PUNCT
fbem-32330	82	27	and	and	CCONJ
fbem-32330	82	28	matching	match	VERB
fbem-32330	82	29	techniques	technique	NOUN
fbem-32330	82	30	to	to	PART
fbem-32330	82	31	translate	translate	VERB
fbem-32330	82	32	abstract	abstract	ADJ
fbem-32330	82	33	design	design	NOUN
fbem-32330	82	34	language	language	NOUN
fbem-32330	82	35	into	into	ADP
fbem-32330	82	36	tangible	tangible	ADJ
fbem-32330	82	37	wearable	wearable	ADJ
fbem-32330	82	38	effects	effect	NOUN
fbem-32330	82	39	,	,	PUNCT
fbem-32330	82	40	addressing	address	VERB
fbem-32330	82	41	consumers	consumer	NOUN
fbem-32330	82	42	'	'	PART
fbem-32330	82	43	concerns	concern	NOUN
fbem-32330	82	44	about	about	ADP
fbem-32330	82	45	"	"	PUNCT
fbem-32330	82	46	good	good	ADV
fbem-32330	82	47	-	-	PUNCT
fbem-32330	82	48	looking	look	VERB
fbem-32330	82	49	but	but	CCONJ
fbem-32330	82	50	impractical	impractical	ADJ
fbem-32330	82	51	"	"	PUNCT
fbem-32330	82	52	clothing	clothing	NOUN
fbem-32330	82	53	and	and	CCONJ
fbem-32330	82	54	forming	form	VERB
fbem-32330	82	55	a	a	DET
fbem-32330	82	56	trust	trust	NOUN
fbem-32330	82	57	-	-	PUNCT
fbem-32330	82	58	building	building	NOUN
fbem-32330	82	59	closed	closed	ADJ
fbem-32330	82	60	loop	loop	NOUN
fbem-32330	82	61	of	of	ADP
fbem-32330	82	62	"	"	PUNCT
fbem-32330	82	63	professional	professional	ADJ
fbem-32330	82	64	interpretation	interpretation	NOUN
fbem-32330	82	65	contextual	contextual	ADJ
fbem-32330	82	66	verification	verification	NOUN
fbem-32330	82	67	.	.	PUNCT
fbem-32330	82	68	"	"	PUNCT
fbem-32330	83	1	this	this	DET
fbem-32330	83	2	model	model	NOUN
fbem-32330	83	3	avoids	avoid	VERB
fbem-32330	83	4	the	the	DET
fbem-32330	83	5	awkward	awkward	ADJ
fbem-32330	83	6	presentation	presentation	NOUN
fbem-32330	83	7	issues	issue	NOUN
fbem-32330	83	8	that	that	PRON
fbem-32330	83	9	can	can	AUX
fbem-32330	83	10	arise	arise	VERB
fbem-32330	83	11	when	when	SCONJ
fbem-32330	83	12	designers	designer	NOUN
fbem-32330	83	13	directly	directly	ADV
fbem-32330	83	14	promote	promote	VERB
fbem-32330	83	15	products	product	NOUN
fbem-32330	83	16	,	,	PUNCT
fbem-32330	83	17	while	while	SCONJ
fbem-32330	83	18	also	also	ADV
fbem-32330	83	19	addressing	address	VERB
fbem-32330	83	20	the	the	DET
fbem-32330	83	21	superficial	superficial	ADJ
fbem-32330	83	22	understanding	understanding	NOUN
fbem-32330	83	23	of	of	ADP
fbem-32330	83	24	products	product	NOUN
fbem-32330	83	25	often	often	ADV
fbem-32330	83	26	encountered	encounter	VERB
fbem-32330	83	27	by	by	ADP
fbem-32330	83	28	a	a	DET
fbem-32330	83	29	single	single	ADJ
fbem-32330	83	30	livestreamer	livestreamer	NOUN
fbem-32330	83	31	.	.	PUNCT
fbem-32330	84	1	data	datum	NOUN
fbem-32330	84	2	shows	show	VERB
fbem-32330	84	3	that	that	SCONJ
fbem-32330	84	4	livestreams	livestream	NOUN
fbem-32330	84	5	employing	employ	VERB
fbem-32330	84	6	this	this	DET
fbem-32330	84	7	model	model	NOUN
fbem-32330	84	8	generally	generally	ADV
fbem-32330	84	9	achieve	achieve	VERB
fbem-32330	84	10	conversion	conversion	NOUN
fbem-32330	84	11	rates	rate	NOUN
fbem-32330	84	12	over	over	ADP
fbem-32330	84	13	40	40	NUM
fbem-32330	84	14	%	%	NOUN
fbem-32330	84	15	higher	high	ADJ
fbem-32330	84	16	than	than	ADP
fbem-32330	84	17	those	those	PRON
fbem-32330	84	18	achieved	achieve	VERB
fbem-32330	84	19	through	through	ADP
fbem-32330	84	20	a	a	DET
fbem-32330	84	21	single	single	ADJ
fbem-32330	84	22	livestreamer	livestreamer	NOUN
fbem-32330	84	23	.	.	PUNCT
fbem-32330	85	1	4.2	4.2	NUM
fbem-32330	85	2	.	.	PUNCT
fbem-32330	86	1	creating	create	VERB
fbem-32330	86	2	a	a	DET
fbem-32330	86	3	closed	closed	ADJ
fbem-32330	86	4	-	-	PUNCT
fbem-32330	86	5	loop	loop	NOUN
fbem-32330	86	6	"	"	PUNCT
fbem-32330	86	7	limited	limited	ADJ
fbem-32330	86	8	-	-	PUNCT
fbem-32330	86	9	time	time	NOUN
fbem-32330	86	10	customization	customization	NOUN
fbem-32330	86	11	+	+	CCONJ
fbem-32330	86	12	livestream	livestream	NOUN
fbem-32330	86	13	pre	pre	ADJ
fbem-32330	86	14	-	-	ADJ
fbem-32330	86	15	sale	sale	ADJ
fbem-32330	86	16	"	"	PUNCT
fbem-32330	86	17	model	model	NOUN
fbem-32330	86	18	the	the	DET
fbem-32330	86	19	"	"	PUNCT
fbem-32330	86	20	limited	limited	ADJ
fbem-32330	86	21	-	-	PUNCT
fbem-32330	86	22	time	time	NOUN
fbem-32330	86	23	customization	customization	NOUN
fbem-32330	86	24	+	+	CCONJ
fbem-32330	86	25	livestream	livestream	NOUN
fbem-32330	86	26	pre	pre	ADJ
fbem-32330	86	27	-	-	ADJ
fbem-32330	86	28	sale	sale	ADJ
fbem-32330	86	29	"	"	PUNCT
fbem-32330	86	30	model	model	NOUN
fbem-32330	86	31	is	be	AUX
fbem-32330	86	32	a	a	DET
fbem-32330	86	33	clever	clever	ADJ
fbem-32330	86	34	solution	solution	NOUN
fbem-32330	86	35	for	for	ADP
fbem-32330	86	36	apparel	apparel	NOUN
fbem-32330	86	37	marketing	marketing	NOUN
fbem-32330	86	38	in	in	ADP
fbem-32330	86	39	the	the	DET
fbem-32330	86	40	era	era	NOUN
fbem-32330	86	41	of	of	ADP
fbem-32330	86	42	livestream	livestream	NOUN
fbem-32330	86	43	e	e	PROPN
fbem-32330	86	44	-	-	NOUN
fbem-32330	86	45	commerce	commerce	NOUN
fbem-32330	86	46	,	,	PUNCT
fbem-32330	86	47	balancing	balance	VERB
fbem-32330	86	48	personalized	personalized	ADJ
fbem-32330	86	49	needs	need	NOUN
fbem-32330	86	50	with	with	ADP
fbem-32330	86	51	supply	supply	NOUN
fbem-32330	86	52	chain	chain	NOUN
fbem-32330	86	53	efficiency	efficiency	NOUN
fbem-32330	86	54	.	.	PUNCT
fbem-32330	87	1	leveraging	leverage	VERB
fbem-32330	87	2	the	the	DET
fbem-32330	87	3	instant	instant	ADJ
fbem-32330	87	4	interactivity	interactivity	NOUN
fbem-32330	87	5	of	of	ADP
fbem-32330	87	6	livestreaming	livestreaming	NOUN
fbem-32330	87	7	,	,	PUNCT
fbem-32330	87	8	it	it	PRON
fbem-32330	87	9	combines	combine	VERB
fbem-32330	87	10	consumers	consumer	NOUN
fbem-32330	87	11	'	'	PART
fbem-32330	87	12	personalized	personalized	ADJ
fbem-32330	87	13	ideas	idea	NOUN
fbem-32330	87	14	with	with	ADP
fbem-32330	87	15	brands	brand	NOUN
fbem-32330	87	16	'	'	PART
fbem-32330	87	17	flexible	flexible	ADJ
fbem-32330	87	18	production	production	NOUN
fbem-32330	87	19	capabilities	capability	NOUN
fbem-32330	87	20	.	.	PUNCT
fbem-32330	88	1	simultaneously	simultaneously	ADV
fbem-32330	88	2	,	,	PUNCT
fbem-32330	88	3	through	through	ADP
fbem-32330	88	4	the	the	DET
fbem-32330	88	5	pre	pre	ADJ
fbem-32330	88	6	-	-	ADJ
fbem-32330	88	7	sale	sale	ADJ
fbem-32330	88	8	mechanism	mechanism	NOUN
fbem-32330	88	9	,	,	PUNCT
fbem-32330	88	10	it	it	PRON
fbem-32330	88	11	enables	enable	VERB
fbem-32330	88	12	"	"	PUNCT
fbem-32330	88	13	production	production	NOUN
fbem-32330	88	14	on	on	ADP
fbem-32330	88	15	demand	demand	NOUN
fbem-32330	88	16	,	,	PUNCT
fbem-32330	88	17	"	"	PUNCT
fbem-32330	88	18	fundamentally	fundamentally	ADV
fbem-32330	88	19	addressing	address	VERB
fbem-32330	88	20	the	the	DET
fbem-32330	88	21	traditional	traditional	ADJ
fbem-32330	88	22	apparel	apparel	NOUN
fbem-32330	88	23	industry	industry	NOUN
fbem-32330	88	24	's	's	PART
fbem-32330	88	25	persistent	persistent	ADJ
fbem-32330	88	26	problems	problem	NOUN
fbem-32330	88	27	of	of	ADP
fbem-32330	88	28	excessive	excessive	ADJ
fbem-32330	88	29	inventory	inventory	NOUN
fbem-32330	88	30	and	and	CCONJ
fbem-32330	88	31	a	a	DET
fbem-32330	88	32	lack	lack	NOUN
fbem-32330	88	33	of	of	ADP
fbem-32330	88	34	personalized	personalized	ADJ
fbem-32330	88	35	products	product	NOUN
fbem-32330	88	36	.	.	PUNCT
fbem-32330	89	1	in	in	ADP
fbem-32330	89	2	this	this	DET
fbem-32330	89	3	model	model	NOUN
fbem-32330	89	4	,	,	PUNCT
fbem-32330	89	5	livestreaming	livestreaming	NOUN
fbem-32330	89	6	is	be	AUX
fbem-32330	89	7	n't	not	PART
fbem-32330	89	8	just	just	ADV
fbem-32330	89	9	a	a	DET
fbem-32330	89	10	sales	sale	NOUN
fbem-32330	89	11	channel	channel	NOUN
fbem-32330	89	12	;	;	PUNCT
fbem-32330	89	13	it	it	PRON
fbem-32330	89	14	's	be	AUX
fbem-32330	89	15	also	also	ADV
fbem-32330	89	16	a	a	DET
fbem-32330	89	17	crucial	crucial	ADJ
fbem-32330	89	18	means	mean	NOUN
fbem-32330	89	19	of	of	ADP
fbem-32330	89	20	gathering	gather	VERB
fbem-32330	89	21	demand	demand	NOUN
fbem-32330	89	22	and	and	CCONJ
fbem-32330	89	23	arranging	arrange	VERB
fbem-32330	89	24	production	production	NOUN
fbem-32330	89	25	.	.	PUNCT
fbem-32330	90	1	consumers	consumer	NOUN
fbem-32330	90	2	express	express	VERB
fbem-32330	90	3	their	their	PRON
fbem-32330	90	4	customization	customization	NOUN
fbem-32330	90	5	ideas	idea	NOUN
fbem-32330	90	6	through	through	ADP
fbem-32330	90	7	comments	comment	NOUN
fbem-32330	90	8	and	and	CCONJ
fbem-32330	90	9	comments	comment	NOUN
fbem-32330	90	10	,	,	PUNCT
fbem-32330	90	11	such	such	ADJ
fbem-32330	90	12	as	as	ADP
fbem-32330	90	13	desired	desire	VERB
fbem-32330	90	14	patterns	pattern	NOUN
fbem-32330	90	15	and	and	CCONJ
fbem-32330	90	16	desired	desire	VERB
fbem-32330	90	17	details	detail	NOUN
fbem-32330	90	18	.	.	PUNCT
fbem-32330	91	1	brands	brand	NOUN
fbem-32330	91	2	can	can	AUX
fbem-32330	91	3	then	then	ADV
fbem-32330	91	4	aggregate	aggregate	VERB
fbem-32330	91	5	their	their	PRON
fbem-32330	91	6	requests	request	NOUN
fbem-32330	91	7	and	and	CCONJ
fbem-32330	91	8	confirm	confirm	VERB
fbem-32330	91	9	plans	plan	NOUN
fbem-32330	91	10	during	during	ADP
fbem-32330	91	11	the	the	DET
fbem-32330	91	12	livestream	livestream	NOUN
fbem-32330	91	13	,	,	PUNCT
fbem-32330	91	14	eliminating	eliminate	VERB
fbem-32330	91	15	the	the	DET
fbem-32330	91	16	back	back	NOUN
fbem-32330	91	17	-	-	PUNCT
fbem-32330	91	18	and	and	CCONJ
fbem-32330	91	19	-	-	PUNCT
fbem-32330	91	20	forth	forth	NOUN
fbem-32330	91	21	communication	communication	NOUN
fbem-32330	91	22	associated	associate	VERB
fbem-32330	91	23	with	with	ADP
fbem-32330	91	24	traditional	traditional	ADJ
fbem-32330	91	25	customization	customization	NOUN
fbem-32330	91	26	.	.	PUNCT
fbem-32330	92	1	the	the	DET
fbem-32330	92	2	simultaneous	simultaneous	ADJ
fbem-32330	92	3	launch	launch	NOUN
fbem-32330	92	4	of	of	ADP
fbem-32330	92	5	pre	pre	ADJ
fbem-32330	92	6	-	-	ADJ
fbem-32330	92	7	sale	sale	ADJ
fbem-32330	92	8	channels	channel	NOUN
fbem-32330	92	9	transforms	transform	VERB
fbem-32330	92	10	these	these	DET
fbem-32330	92	11	individualized	individualized	ADJ
fbem-32330	92	12	requests	request	NOUN
fbem-32330	92	13	into	into	ADP
fbem-32330	92	14	concrete	concrete	ADJ
fbem-32330	92	15	production	production	NOUN
fbem-32330	92	16	plans	plan	NOUN
fbem-32330	92	17	.	.	PUNCT
fbem-32330	93	1	brands	brand	NOUN
fbem-32330	93	2	procure	procure	VERB
fbem-32330	93	3	raw	raw	ADJ
fbem-32330	93	4	materials	material	NOUN
fbem-32330	93	5	and	and	CCONJ
fbem-32330	93	6	schedule	schedule	NOUN
fbem-32330	93	7	production	production	NOUN
fbem-32330	93	8	based	base	VERB
fbem-32330	93	9	on	on	ADP
fbem-32330	93	10	pre	pre	ADJ
fbem-32330	93	11	-	-	ADJ
fbem-32330	93	12	sale	sale	ADJ
fbem-32330	93	13	quantities	quantity	NOUN
fbem-32330	93	14	,	,	PUNCT
fbem-32330	93	15	shifting	shift	VERB
fbem-32330	93	16	production	production	NOUN
fbem-32330	93	17	processes	process	NOUN
fbem-32330	93	18	from	from	ADP
fbem-32330	93	19	"	"	PUNCT
fbem-32330	93	20	guesswork	guesswork	NOUN
fbem-32330	93	21	"	"	PUNCT
fbem-32330	93	22	to	to	ADP
fbem-32330	93	23	"	"	PUNCT
fbem-32330	93	24	data	datum	NOUN
fbem-32330	93	25	-	-	PUNCT
fbem-32330	93	26	driven	drive	VERB
fbem-32330	93	27	.	.	PUNCT
fbem-32330	93	28	"	"	PUNCT
fbem-32330	94	1	this	this	PRON
fbem-32330	94	2	directly	directly	ADV
fbem-32330	94	3	improves	improve	VERB
fbem-32330	94	4	inventory	inventory	NOUN
fbem-32330	94	5	turnover	turnover	NOUN
fbem-32330	94	6	efficiency	efficiency	NOUN
fbem-32330	94	7	,	,	PUNCT
fbem-32330	94	8	ultimately	ultimately	ADV
fbem-32330	94	9	creating	create	VERB
fbem-32330	94	10	a	a	DET
fbem-32330	94	11	virtuous	virtuous	ADJ
fbem-32330	94	12	cycle	cycle	NOUN
fbem-32330	94	13	where	where	SCONJ
fbem-32330	94	14	"	"	PUNCT
fbem-32330	94	15	demand	demand	NOUN
fbem-32330	94	16	guides	guide	NOUN
fbem-32330	94	17	production	production	NOUN
fbem-32330	94	18	,	,	PUNCT
fbem-32330	94	19	and	and	CCONJ
fbem-32330	94	20	production	production	NOUN
fbem-32330	94	21	meets	meet	VERB
fbem-32330	94	22	demand	demand	NOUN
fbem-32330	94	23	.	.	PUNCT
fbem-32330	94	24	"	"	PUNCT
fbem-32330	95	1	4.3	4.3	NUM
fbem-32330	95	2	.	.	PUNCT
fbem-32330	95	3	implementing	implement	VERB
fbem-32330	95	4	a	a	DET
fbem-32330	95	5	"	"	PUNCT
fbem-32330	95	6	fan	fan	NOUN
fbem-32330	95	7	segmentation	segmentation	NOUN
fbem-32330	95	8	+	+	CCONJ
fbem-32330	95	9	precision	precision	NOUN
fbem-32330	95	10	reach	reach	VERB
fbem-32330	95	11	"	"	PUNCT
fbem-32330	95	12	operational	operational	ADJ
fbem-32330	95	13	strategy	strategy	NOUN
fbem-32330	95	14	building	build	VERB
fbem-32330	95	15	a	a	DET
fbem-32330	95	16	user	user	NOUN
fbem-32330	95	17	segmentation	segmentation	NOUN
fbem-32330	95	18	system	system	NOUN
fbem-32330	95	19	based	base	VERB
fbem-32330	95	20	on	on	ADP
fbem-32330	95	21	livestream	livestream	NOUN
fbem-32330	95	22	interaction	interaction	NOUN
fbem-32330	95	23	data	datum	NOUN
fbem-32330	95	24	,	,	PUNCT
fbem-32330	95	25	combined	combine	VERB
fbem-32330	95	26	with	with	ADP
fbem-32330	95	27	precision	precision	NOUN
fbem-32330	95	28	reach	reach	VERB
fbem-32330	95	29	technology	technology	NOUN
fbem-32330	95	30	,	,	PUNCT
fbem-32330	95	31	can	can	AUX
fbem-32330	95	32	significantly	significantly	ADV
fbem-32330	95	33	improve	improve	VERB
fbem-32330	95	34	user	user	NOUN
fbem-32330	95	35	retention	retention	NOUN
fbem-32330	95	36	and	and	CCONJ
fbem-32330	95	37	repurchase	repurchase	NOUN
fbem-32330	95	38	rates	rate	NOUN
fbem-32330	95	39	.	.	PUNCT
fbem-32330	96	1	han	han	PROPN
fbem-32330	96	2	du	du	PROPN
fbem-32330	96	3	yishe	yishe	PROPN
fbem-32330	96	4	categorizes	categorize	VERB
fbem-32330	96	5	fans	fan	NOUN
fbem-32330	96	6	into	into	ADP
fbem-32330	96	7	three	three	NUM
fbem-32330	96	8	levels	level	NOUN
fbem-32330	96	9	:	:	PUNCT
fbem-32330	96	10	"	"	PUNCT
fbem-32330	96	11	new	new	ADJ
fbem-32330	96	12	fans	fan	NOUN
fbem-32330	96	13	active	active	ADJ
fbem-32330	96	14	fans	fan	NOUN
fbem-32330	96	15	longtime	longtime	PROPN
fbem-32330	96	16	fans	fan	NOUN
fbem-32330	96	17	"	"	PUNCT
fbem-32330	96	18	based	base	VERB
fbem-32330	96	19	on	on	ADP
fbem-32330	96	20	metrics	metric	NOUN
fbem-32330	96	21	such	such	ADJ
fbem-32330	96	22	as	as	ADP
fbem-32330	96	23	viewing	view	VERB
fbem-32330	96	24	time	time	NOUN
fbem-32330	96	25	,	,	PUNCT
fbem-32330	96	26	purchase	purchase	NOUN
fbem-32330	96	27	frequency	frequency	NOUN
fbem-32330	96	28	,	,	PUNCT
fbem-32330	96	29	and	and	CCONJ
fbem-32330	96	30	interactive	interactive	ADJ
fbem-32330	96	31	activity	activity	NOUN
fbem-32330	96	32	.	.	PUNCT
fbem-32330	97	1	new	new	ADJ
fbem-32330	97	2	fans	fan	NOUN
fbem-32330	97	3	enter	enter	VERB
fbem-32330	97	4	the	the	DET
fbem-32330	97	5	livestream	livestream	NOUN
fbem-32330	97	6	and	and	CCONJ
fbem-32330	97	7	receive	receive	VERB
fbem-32330	97	8	a	a	DET
fbem-32330	97	9	pop	pop	NOUN
fbem-32330	97	10	-	-	PUNCT
fbem-32330	97	11	up	up	NOUN
fbem-32330	97	12	with	with	ADP
fbem-32330	97	13	exclusive	exclusive	ADJ
fbem-32330	97	14	coupons	coupon	NOUN
fbem-32330	97	15	.	.	PUNCT
fbem-32330	98	1	active	active	ADJ
fbem-32330	98	2	fans	fan	NOUN
fbem-32330	98	3	accumulate	accumulate	VERB
fbem-32330	98	4	points	point	NOUN
fbem-32330	98	5	through	through	ADP
fbem-32330	98	6	commenting	comment	VERB
fbem-32330	98	7	and	and	CCONJ
fbem-32330	98	8	sharing	sharing	NOUN
fbem-32330	98	9	,	,	PUNCT
fbem-32330	98	10	which	which	PRON
fbem-32330	98	11	can	can	AUX
fbem-32330	98	12	be	be	AUX
fbem-32330	98	13	redeemed	redeem	VERB
fbem-32330	98	14	for	for	ADP
fbem-32330	98	15	limitededition	limitededition	NOUN
fbem-32330	98	16	items	item	NOUN
fbem-32330	98	17	.	.	PUNCT
fbem-32330	99	1	longtime	longtime	ADJ
fbem-32330	99	2	fans	fan	NOUN
fbem-32330	99	3	receive	receive	VERB
fbem-32330	99	4	benefits	benefit	NOUN
fbem-32330	99	5	such	such	ADJ
fbem-32330	99	6	as	as	ADP
fbem-32330	99	7	early	early	ADJ
fbem-32330	99	8	access	access	NOUN
fbem-32330	99	9	to	to	ADP
fbem-32330	99	10	new	new	ADJ
fbem-32330	99	11	products	product	NOUN
fbem-32330	99	12	and	and	CCONJ
fbem-32330	99	13	exclusive	exclusive	ADJ
fbem-32330	99	14	customization	customization	NOUN
fbem-32330	99	15	.	.	PUNCT
fbem-32330	100	1	this	this	DET
fbem-32330	100	2	system	system	NOUN
fbem-32330	100	3	has	have	AUX
fbem-32330	100	4	increased	increase	VERB
fbem-32330	100	5	fan	fan	NOUN
fbem-32330	100	6	repurchase	repurchase	NOUN
fbem-32330	100	7	rates	rate	NOUN
fbem-32330	100	8	by	by	ADP
fbem-32330	100	9	35	35	NUM
fbem-32330	100	10	%	%	NOUN
fbem-32330	100	11	and	and	CCONJ
fbem-32330	100	12	the	the	DET
fbem-32330	100	13	average	average	ADJ
fbem-32330	100	14	order	order	NOUN
fbem-32330	100	15	value	value	NOUN
fbem-32330	100	16	by	by	ADP
fbem-32330	100	17	28	28	NUM
fbem-32330	100	18	%	%	NOUN
fbem-32330	100	19	.	.	PUNCT
fbem-32330	101	1	leveraging	leverage	VERB
fbem-32330	101	2	big	big	ADJ
fbem-32330	101	3	data	datum	NOUN
fbem-32330	101	4	analysis	analysis	NOUN
fbem-32330	101	5	of	of	ADP
fbem-32330	101	6	user	user	NOUN
fbem-32330	101	7	preference	preference	NOUN
fbem-32330	101	8	tags	tag	NOUN
fbem-32330	101	9	enables	enable	VERB
fbem-32330	101	10	targeted	target	VERB
fbem-32330	101	11	push	push	NOUN
fbem-32330	101	12	notifications	notification	NOUN
fbem-32330	101	13	for	for	ADP
fbem-32330	101	14	livestream	livestream	NOUN
fbem-32330	101	15	content	content	NOUN
fbem-32330	101	16	.	.	PUNCT
fbem-32330	102	1	for	for	ADP
fbem-32330	102	2	example	example	NOUN
fbem-32330	102	3	,	,	PUNCT
fbem-32330	102	4	a	a	DET
fbem-32330	102	5	women	woman	NOUN
fbem-32330	102	6	's	's	PART
fbem-32330	102	7	clothing	clothing	NOUN
fbem-32330	102	8	brand	brand	NOUN
fbem-32330	102	9	analyzed	analyze	VERB
fbem-32330	102	10	user	user	NOUN
fbem-32330	102	11	purchase	purchase	NOUN
fbem-32330	102	12	history	history	NOUN
fbem-32330	102	13	and	and	CCONJ
fbem-32330	102	14	targeted	target	VERB
fbem-32330	102	15	previews	preview	NOUN
fbem-32330	102	16	of	of	ADP
fbem-32330	102	17	a	a	DET
fbem-32330	102	18	special	special	ADJ
fbem-32330	102	19	floral	floral	ADJ
fbem-32330	102	20	dress	dress	NOUN
fbem-32330	102	21	sale	sale	NOUN
fbem-32330	102	22	to	to	PART
fbem-32330	102	23	dress	dress	VERB
fbem-32330	102	24	lovers	lover	NOUN
fbem-32330	102	25	,	,	PUNCT
fbem-32330	102	26	extending	extend	VERB
fbem-32330	102	27	average	average	ADJ
fbem-32330	102	28	viewing	view	VERB
fbem-32330	102	29	time	time	NOUN
fbem-32330	102	30	by	by	ADP
fbem-32330	102	31	20	20	NUM
fbem-32330	102	32	minutes	minute	NOUN
fbem-32330	102	33	and	and	CCONJ
fbem-32330	102	34	increasing	increase	VERB
fbem-32330	102	35	add	add	VERB
fbem-32330	102	36	-	-	PUNCT
fbem-32330	102	37	to	to	ADP
fbem-32330	102	38	-	-	PUNCT
fbem-32330	102	39	cart	cart	NOUN
fbem-32330	102	40	conversion	conversion	NOUN
fbem-32330	102	41	rates	rate	NOUN
fbem-32330	102	42	by	by	ADP
fbem-32330	102	43	18%.the	18%.the	NUM
fbem-32330	102	44	core	core	NOUN
fbem-32330	102	45	of	of	ADP
fbem-32330	102	46	the	the	DET
fbem-32330	102	47	"	"	PUNCT
fbem-32330	102	48	fan	fan	NOUN
fbem-32330	102	49	segmentation	segmentation	NOUN
fbem-32330	102	50	+	+	CCONJ
fbem-32330	102	51	precise	precise	ADJ
fbem-32330	102	52	reach	reach	NOUN
fbem-32330	102	53	"	"	PUNCT
fbem-32330	102	54	operational	operational	ADJ
fbem-32330	102	55	strategy	strategy	NOUN
fbem-32330	102	56	lies	lie	VERB
fbem-32330	102	57	in	in	ADP
fbem-32330	102	58	building	build	VERB
fbem-32330	102	59	user	user	NOUN
fbem-32330	102	60	profiles	profile	NOUN
fbem-32330	102	61	through	through	ADP
fbem-32330	102	62	livestream	livestream	NOUN
fbem-32330	102	63	interaction	interaction	NOUN
fbem-32330	102	64	data	datum	NOUN
fbem-32330	102	65	,	,	PUNCT
fbem-32330	102	66	then	then	ADV
fbem-32330	102	67	tailoring	tailor	VERB
fbem-32330	102	68	differentiated	differentiated	ADJ
fbem-32330	102	69	services	service	NOUN
fbem-32330	102	70	to	to	ADP
fbem-32330	102	71	the	the	DET
fbem-32330	102	72	needs	need	NOUN
fbem-32330	102	73	of	of	ADP
fbem-32330	102	74	different	different	ADJ
fbem-32330	102	75	segments	segment	NOUN
fbem-32330	102	76	,	,	PUNCT
fbem-32330	102	77	ultimately	ultimately	ADV
fbem-32330	102	78	increasing	increase	VERB
fbem-32330	102	79	user	user	NOUN
fbem-32330	102	80	retention	retention	NOUN
fbem-32330	102	81	and	and	CCONJ
fbem-32330	102	82	repurchase	repurchase	NOUN
fbem-32330	102	83	rates	rate	NOUN
fbem-32330	102	84	.	.	PUNCT
fbem-32330	103	1	in	in	ADP
fbem-32330	103	2	livestream	livestream	NOUN
fbem-32330	103	3	e	e	NOUN
fbem-32330	103	4	-	-	NOUN
fbem-32330	103	5	commerce	commerce	NOUN
fbem-32330	103	6	scenarios	scenario	NOUN
fbem-32330	103	7	,	,	PUNCT
fbem-32330	103	8	every	every	DET
fbem-32330	103	9	user	user	NOUN
fbem-32330	103	10	stop	stop	NOUN
fbem-32330	103	11	,	,	PUNCT
fbem-32330	103	12	comment	comment	NOUN
fbem-32330	103	13	,	,	PUNCT
fbem-32330	103	14	and	and	CCONJ
fbem-32330	103	15	purchase	purchase	NOUN
fbem-32330	103	16	generates	generate	VERB
fbem-32330	103	17	data	datum	NOUN
fbem-32330	103	18	.	.	PUNCT
fbem-32330	104	1	for	for	ADP
fbem-32330	104	2	example	example	NOUN
fbem-32330	104	3	,	,	PUNCT
fbem-32330	104	4	viewing	view	VERB
fbem-32330	104	5	time	time	NOUN
fbem-32330	104	6	reflects	reflect	VERB
fbem-32330	104	7	interest	interest	NOUN
fbem-32330	104	8	,	,	PUNCT
fbem-32330	104	9	consumption	consumption	NOUN
fbem-32330	104	10	frequency	frequency	NOUN
fbem-32330	104	11	reflects	reflect	VERB
fbem-32330	104	12	loyalty	loyalty	NOUN
fbem-32330	104	13	,	,	PUNCT
fbem-32330	104	14	and	and	CCONJ
fbem-32330	104	15	active	active	ADJ
fbem-32330	104	16	interaction	interaction	NOUN
fbem-32330	104	17	indicates	indicate	VERB
fbem-32330	104	18	willingness	willingness	NOUN
fbem-32330	104	19	to	to	PART
fbem-32330	104	20	participate	participate	VERB
fbem-32330	104	21	.	.	PUNCT
fbem-32330	105	1	these	these	DET
fbem-32330	105	2	data	datum	NOUN
fbem-32330	105	3	together	together	ADV
fbem-32330	105	4	form	form	VERB
fbem-32330	105	5	the	the	DET
fbem-32330	105	6	basis	basis	NOUN
fbem-32330	105	7	for	for	ADP
fbem-32330	105	8	segmentation	segmentation	NOUN
fbem-32330	105	9	.	.	PUNCT
fbem-32330	106	1	by	by	ADP
fbem-32330	106	2	analyzing	analyze	VERB
fbem-32330	106	3	this	this	DET
fbem-32330	106	4	data	datum	NOUN
fbem-32330	106	5	,	,	PUNCT
fbem-32330	106	6	brands	brand	NOUN
fbem-32330	106	7	can	can	AUX
fbem-32330	106	8	clearly	clearly	ADV
fbem-32330	106	9	distinguish	distinguish	VERB
fbem-32330	106	10	different	different	ADJ
fbem-32330	106	11	groups	group	NOUN
fbem-32330	106	12	,	,	PUNCT
fbem-32330	106	13	such	such	ADJ
fbem-32330	106	14	as	as	ADP
fbem-32330	106	15	"	"	PUNCT
fbem-32330	106	16	new	new	ADJ
fbem-32330	106	17	fans	fan	NOUN
fbem-32330	106	18	,	,	PUNCT
fbem-32330	106	19	"	"	PUNCT
fbem-32330	106	20	"	"	PUNCT
fbem-32330	106	21	active	active	ADJ
fbem-32330	106	22	fans	fan	NOUN
fbem-32330	106	23	,	,	PUNCT
fbem-32330	106	24	"	"	PUNCT
fbem-32330	106	25	and	and	CCONJ
fbem-32330	106	26	"	"	PUNCT
fbem-32330	106	27	regular	regular	ADJ
fbem-32330	106	28	fans	fan	NOUN
fbem-32330	106	29	.	.	PUNCT
fbem-32330	106	30	"	"	PUNCT
fbem-32330	107	1	they	they	PRON
fbem-32330	107	2	can	can	AUX
fbem-32330	107	3	then	then	ADV
fbem-32330	107	4	design	design	VERB
fbem-32330	107	5	a	a	DET
fbem-32330	107	6	benefits	benefit	NOUN
fbem-32330	107	7	system	system	NOUN
fbem-32330	107	8	tailored	tailor	VERB
fbem-32330	107	9	to	to	ADP
fbem-32330	107	10	each	each	DET
fbem-32330	107	11	segment	segment	NOUN
fbem-32330	107	12	's	's	PART
fbem-32330	107	13	core	core	NOUN
fbem-32330	107	14	needs	need	NOUN
fbem-32330	107	15	,	,	PUNCT
fbem-32330	107	16	avoiding	avoid	VERB
fbem-32330	107	17	resource	resource	NOUN
fbem-32330	107	18	waste	waste	NOUN
fbem-32330	107	19	while	while	SCONJ
fbem-32330	107	20	ensuring	ensure	VERB
fbem-32330	107	21	that	that	SCONJ
fbem-32330	107	22	every	every	DET
fbem-32330	107	23	segment	segment	NOUN
fbem-32330	107	24	feels	feels	AUX
fbem-32330	107	25	valued	value	VERB
fbem-32330	107	26	.	.	PUNCT
fbem-32330	108	1	for	for	ADP
fbem-32330	108	2	example	example	NOUN
fbem-32330	108	3	,	,	PUNCT
fbem-32330	108	4	han	han	PROPN
fbem-32330	108	5	du	du	PROPN
fbem-32330	108	6	yishe	yishe	PROPN
fbem-32330	108	7	categorizes	categorize	VERB
fbem-32330	108	8	fans	fan	NOUN
fbem-32330	108	9	into	into	ADP
fbem-32330	108	10	three	three	NUM
fbem-32330	108	11	levels	level	NOUN
fbem-32330	108	12	:	:	PUNCT
fbem-32330	108	13	"	"	PUNCT
fbem-32330	108	14	new	new	ADJ
fbem-32330	108	15	fans	fan	NOUN
fbem-32330	108	16	,	,	PUNCT
fbem-32330	108	17	active	active	ADJ
fbem-32330	108	18	fans	fan	NOUN
fbem-32330	108	19	,	,	PUNCT
fbem-32330	108	20	and	and	CCONJ
fbem-32330	108	21	long	long	ADJ
fbem-32330	108	22	-	-	PUNCT
fbem-32330	108	23	time	time	NOUN
fbem-32330	108	24	fans	fan	NOUN
fbem-32330	108	25	,	,	PUNCT
fbem-32330	108	26	"	"	PUNCT
fbem-32330	108	27	based	base	VERB
fbem-32330	108	28	on	on	ADP
fbem-32330	108	29	metrics	metric	NOUN
fbem-32330	108	30	like	like	ADP
fbem-32330	108	31	viewing	view	VERB
fbem-32330	108	32	time	time	NOUN
fbem-32330	108	33	,	,	PUNCT
fbem-32330	108	34	purchase	purchase	NOUN
fbem-32330	108	35	frequency	frequency	NOUN
fbem-32330	108	36	,	,	PUNCT
fbem-32330	108	37	and	and	CCONJ
fbem-32330	108	38	engagement	engagement	NOUN
fbem-32330	108	39	.	.	PUNCT
fbem-32330	109	1	new	new	ADJ
fbem-32330	109	2	fans	fan	NOUN
fbem-32330	109	3	are	be	AUX
fbem-32330	109	4	immediately	immediately	ADV
fbem-32330	109	5	prompted	prompt	VERB
fbem-32330	109	6	with	with	ADP
fbem-32330	109	7	a	a	DET
fbem-32330	109	8	popup	popup	NOUN
fbem-32330	109	9	window	window	NOUN
fbem-32330	109	10	offering	offer	VERB
fbem-32330	109	11	exclusive	exclusive	ADJ
fbem-32330	109	12	coupons	coupon	NOUN
fbem-32330	109	13	upon	upon	SCONJ
fbem-32330	109	14	entering	enter	VERB
fbem-32330	109	15	a	a	DET
fbem-32330	109	16	livestream	livestream	NOUN
fbem-32330	109	17	.	.	PUNCT
fbem-32330	110	1	active	active	ADJ
fbem-32330	110	2	fans	fan	NOUN
fbem-32330	110	3	accumulate	accumulate	VERB
fbem-32330	110	4	points	point	NOUN
fbem-32330	110	5	through	through	ADP
fbem-32330	110	6	commenting	comment	VERB
fbem-32330	110	7	and	and	CCONJ
fbem-32330	110	8	sharing	sharing	NOUN
fbem-32330	110	9	,	,	PUNCT
fbem-32330	110	10	which	which	PRON
fbem-32330	110	11	can	can	AUX
fbem-32330	110	12	be	be	AUX
fbem-32330	110	13	redeemed	redeem	VERB
fbem-32330	110	14	for	for	ADP
fbem-32330	110	15	limitededition	limitededition	NOUN
fbem-32330	110	16	items	item	NOUN
fbem-32330	110	17	.	.	PUNCT
fbem-32330	111	1	long	long	ADJ
fbem-32330	111	2	-	-	PUNCT
fbem-32330	111	3	time	time	NOUN
fbem-32330	111	4	fans	fan	NOUN
fbem-32330	111	5	receive	receive	VERB
fbem-32330	111	6	benefits	benefit	NOUN
fbem-32330	111	7	like	like	ADP
fbem-32330	111	8	early	early	ADJ
fbem-32330	111	9	access	access	NOUN
fbem-32330	111	10	to	to	ADP
fbem-32330	111	11	new	new	ADJ
fbem-32330	111	12	products	product	NOUN
fbem-32330	111	13	and	and	CCONJ
fbem-32330	111	14	exclusive	exclusive	ADJ
fbem-32330	111	15	customization	customization	NOUN
fbem-32330	111	16	.	.	PUNCT
fbem-32330	112	1	this	this	DET
fbem-32330	112	2	system	system	NOUN
fbem-32330	112	3	has	have	AUX
fbem-32330	112	4	increased	increase	VERB
fbem-32330	112	5	fan	fan	NOUN
fbem-32330	112	6	repurchase	repurchase	NOUN
fbem-32330	112	7	rates	rate	NOUN
fbem-32330	112	8	by	by	ADP
fbem-32330	112	9	35	35	NUM
fbem-32330	112	10	%	%	NOUN
fbem-32330	112	11	and	and	CCONJ
fbem-32330	112	12	the	the	DET
fbem-32330	112	13	average	average	ADJ
fbem-32330	112	14	order	order	NOUN
fbem-32330	112	15	value	value	NOUN
fbem-32330	112	16	by	by	ADP
fbem-32330	112	17	28	28	NUM
fbem-32330	112	18	%	%	NOUN
fbem-32330	112	19	.	.	PUNCT
fbem-32330	113	1	leveraging	leverage	VERB
fbem-32330	113	2	big	big	ADJ
fbem-32330	113	3	data	datum	NOUN
fbem-32330	113	4	analysis	analysis	NOUN
fbem-32330	113	5	of	of	ADP
fbem-32330	113	6	user	user	NOUN
fbem-32330	113	7	preference	preference	NOUN
fbem-32330	113	8	tags	tag	NOUN
fbem-32330	113	9	enables	enable	VERB
fbem-32330	113	10	targeted	target	VERB
fbem-32330	113	11	livestream	livestream	NOUN
fbem-32330	113	12	content	content	NOUN
fbem-32330	113	13	delivery	delivery	NOUN
fbem-32330	113	14	.	.	PUNCT
fbem-32330	114	1	for	for	ADP
fbem-32330	114	2	example	example	NOUN
fbem-32330	114	3	,	,	PUNCT
fbem-32330	114	4	a	a	DET
fbem-32330	114	5	women	woman	NOUN
fbem-32330	114	6	's	's	PART
fbem-32330	114	7	clothing	clothing	NOUN
fbem-32330	114	8	brand	brand	NOUN
fbem-32330	114	9	,	,	PUNCT
fbem-32330	114	10	by	by	ADP
fbem-32330	114	11	analyzing	analyze	VERB
fbem-32330	114	12	user	user	NOUN
fbem-32330	114	13	purchase	purchase	NOUN
fbem-32330	114	14	history	history	NOUN
fbem-32330	114	15	,	,	PUNCT
fbem-32330	114	16	targeted	target	VERB
fbem-32330	114	17	a	a	DET
fbem-32330	114	18	preview	preview	NOUN
fbem-32330	114	19	of	of	ADP
fbem-32330	114	20	a	a	DET
fbem-32330	114	21	special	special	ADJ
fbem-32330	114	22	floral	floral	ADJ
fbem-32330	114	23	dress	dress	NOUN
fbem-32330	114	24	sale	sale	NOUN
fbem-32330	114	25	to	to	ADP
fbem-32330	114	26	dress	dress	NOUN
fbem-32330	114	27	-	-	PUNCT
fbem-32330	114	28	loving	love	VERB
fbem-32330	114	29	users	user	NOUN
fbem-32330	114	30	,	,	PUNCT
fbem-32330	114	31	extending	extend	VERB
fbem-32330	114	32	average	average	ADJ
fbem-32330	114	33	viewing	view	VERB
fbem-32330	114	34	time	time	NOUN
fbem-32330	114	35	by	by	ADP
fbem-32330	114	36	20	20	NUM
fbem-32330	114	37	minutes	minute	NOUN
fbem-32330	114	38	and	and	CCONJ
fbem-32330	114	39	boosting	boost	VERB
fbem-32330	114	40	add	add	NOUN
fbem-32330	114	41	-	-	PUNCT
fbem-32330	114	42	to	to	ADP
fbem-32330	114	43	-	-	PUNCT
fbem-32330	114	44	cart	cart	NOUN
fbem-32330	114	45	conversion	conversion	NOUN
fbem-32330	114	46	rates	rate	NOUN
fbem-32330	114	47	by	by	ADP
fbem-32330	114	48	18	18	NUM
fbem-32330	114	49	%	%	NOUN
fbem-32330	114	50	.	.	PUNCT
fbem-32330	115	1	63	63	NUM
fbem-32330	115	2	5	5	NUM
fbem-32330	115	3	.	.	PUNCT
fbem-32330	115	4	conclusion	conclusion	NOUN
fbem-32330	115	5	and	and	CCONJ
fbem-32330	115	6	outlook	outlook	VERB
fbem-32330	115	7	the	the	DET
fbem-32330	115	8	new	new	ADJ
fbem-32330	115	9	paradigm	paradigm	NOUN
fbem-32330	115	10	of	of	ADP
fbem-32330	115	11	livestreaming	livestreame	VERB
fbem-32330	115	12	e	e	PROPN
fbem-32330	115	13	-	-	NOUN
fbem-32330	115	14	commerce	commerce	NOUN
fbem-32330	115	15	,	,	PUNCT
fbem-32330	115	16	through	through	ADP
fbem-32330	115	17	real	real	ADJ
fbem-32330	115	18	-	-	PUNCT
fbem-32330	115	19	time	time	NOUN
fbem-32330	115	20	interaction	interaction	NOUN
fbem-32330	115	21	,	,	PUNCT
fbem-32330	115	22	livestreaming	livestreaming	NOUN
fbem-32330	115	23	,	,	PUNCT
fbem-32330	115	24	and	and	CCONJ
fbem-32330	115	25	data	datum	NOUN
fbem-32330	115	26	accumulation	accumulation	NOUN
fbem-32330	115	27	,	,	PUNCT
fbem-32330	115	28	is	be	AUX
fbem-32330	115	29	profoundly	profoundly	ADV
fbem-32330	115	30	influencing	influence	VERB
fbem-32330	115	31	the	the	DET
fbem-32330	115	32	prediction	prediction	NOUN
fbem-32330	115	33	of	of	ADP
fbem-32330	115	34	apparel	apparel	NOUN
fbem-32330	115	35	design	design	NOUN
fbem-32330	115	36	trends	trend	NOUN
fbem-32330	115	37	,	,	PUNCT
fbem-32330	115	38	driving	drive	VERB
fbem-32330	115	39	design	design	NOUN
fbem-32330	115	40	elements	element	NOUN
fbem-32330	115	41	,	,	PUNCT
fbem-32330	115	42	functions	function	NOUN
fbem-32330	115	43	,	,	PUNCT
fbem-32330	115	44	and	and	CCONJ
fbem-32330	115	45	styles	style	NOUN
fbem-32330	115	46	to	to	AUX
fbem-32330	115	47	more	more	ADV
fbem-32330	115	48	closely	closely	ADV
fbem-32330	115	49	align	align	VERB
fbem-32330	115	50	with	with	ADP
fbem-32330	115	51	market	market	NOUN
fbem-32330	115	52	demand	demand	NOUN
fbem-32330	115	53	.	.	PUNCT
fbem-32330	116	1	regarding	regard	VERB
fbem-32330	116	2	marketing	marketing	NOUN
fbem-32330	116	3	transformation	transformation	NOUN
fbem-32330	116	4	,	,	PUNCT
fbem-32330	116	5	the	the	DET
fbem-32330	116	6	"	"	PUNCT
fbem-32330	116	7	designer	designer	NOUN
fbem-32330	116	8	+	+	CCONJ
fbem-32330	116	9	livestreamer	livestreamer	NOUN
fbem-32330	116	10	"	"	PUNCT
fbem-32330	116	11	communication	communication	NOUN
fbem-32330	116	12	chain	chain	NOUN
fbem-32330	116	13	,	,	PUNCT
fbem-32330	116	14	the	the	DET
fbem-32330	116	15	"	"	PUNCT
fbem-32330	116	16	limited	limited	ADJ
fbem-32330	116	17	-	-	PUNCT
fbem-32330	116	18	time	time	NOUN
fbem-32330	116	19	customization	customization	NOUN
fbem-32330	116	20	+	+	CCONJ
fbem-32330	116	21	livestream	livestream	NOUN
fbem-32330	116	22	pre	pre	ADJ
fbem-32330	116	23	-	-	ADJ
fbem-32330	116	24	sale	sale	ADJ
fbem-32330	116	25	"	"	PUNCT
fbem-32330	116	26	model	model	NOUN
fbem-32330	116	27	,	,	PUNCT
fbem-32330	116	28	and	and	CCONJ
fbem-32330	116	29	the	the	DET
fbem-32330	116	30	"	"	PUNCT
fbem-32330	116	31	fan	fan	NOUN
fbem-32330	116	32	stratification	stratification	NOUN
fbem-32330	116	33	+	+	CCONJ
fbem-32330	116	34	targeted	target	VERB
fbem-32330	116	35	reach	reach	NOUN
fbem-32330	116	36	"	"	PUNCT
fbem-32330	116	37	strategy	strategy	NOUN
fbem-32330	116	38	have	have	AUX
fbem-32330	116	39	become	become	VERB
fbem-32330	116	40	key	key	ADJ
fbem-32330	116	41	levers	lever	NOUN
fbem-32330	116	42	for	for	ADP
fbem-32330	116	43	enhancing	enhance	VERB
fbem-32330	116	44	marketing	marketing	NOUN
fbem-32330	116	45	effectiveness	effectiveness	NOUN
fbem-32330	116	46	for	for	ADP
fbem-32330	116	47	apparel	apparel	NOUN
fbem-32330	116	48	companies	company	NOUN
fbem-32330	116	49	.	.	PUNCT
fbem-32330	117	1	these	these	DET
fbem-32330	117	2	changes	change	NOUN
fbem-32330	117	3	demonstrate	demonstrate	VERB
fbem-32330	117	4	that	that	SCONJ
fbem-32330	117	5	only	only	ADV
fbem-32330	117	6	by	by	ADP
fbem-32330	117	7	fully	fully	ADV
fbem-32330	117	8	leveraging	leverage	VERB
fbem-32330	117	9	the	the	DET
fbem-32330	117	10	unique	unique	ADJ
fbem-32330	117	11	characteristics	characteristic	NOUN
fbem-32330	117	12	of	of	ADP
fbem-32330	117	13	livestreaming	livestreame	VERB
fbem-32330	117	14	e	e	PROPN
fbem-32330	117	15	-	-	NOUN
fbem-32330	117	16	commerce	commerce	NOUN
fbem-32330	117	17	and	and	CCONJ
fbem-32330	117	18	deeply	deeply	ADV
fbem-32330	117	19	integrating	integrate	VERB
fbem-32330	117	20	design	design	NOUN
fbem-32330	117	21	and	and	CCONJ
fbem-32330	117	22	marketing	marketing	NOUN
fbem-32330	117	23	can	can	AUX
fbem-32330	117	24	apparel	apparel	NOUN
fbem-32330	117	25	companies	company	NOUN
fbem-32330	117	26	stand	stand	VERB
fbem-32330	117	27	out	out	ADP
fbem-32330	117	28	in	in	ADP
fbem-32330	117	29	the	the	DET
fbem-32330	117	30	fiercely	fiercely	ADV
fbem-32330	117	31	competitive	competitive	ADJ
fbem-32330	117	32	market	market	NOUN
fbem-32330	117	33	.	.	PUNCT
fbem-32330	118	1	in	in	ADP
fbem-32330	118	2	the	the	DET
fbem-32330	118	3	future	future	NOUN
fbem-32330	118	4	,	,	PUNCT
fbem-32330	118	5	livestreaming	livestreame	VERB
fbem-32330	118	6	e	e	PROPN
fbem-32330	118	7	-	-	NOUN
fbem-32330	118	8	commerce	commerce	NOUN
fbem-32330	118	9	technology	technology	NOUN
fbem-32330	118	10	will	will	AUX
fbem-32330	118	11	continue	continue	VERB
fbem-32330	118	12	to	to	PART
fbem-32330	118	13	evolve	evolve	VERB
fbem-32330	118	14	.	.	PUNCT
fbem-32330	119	1	emerging	emerge	VERB
fbem-32330	119	2	formats	format	NOUN
fbem-32330	119	3	such	such	ADJ
fbem-32330	119	4	as	as	ADP
fbem-32330	119	5	virtual	virtual	ADJ
fbem-32330	119	6	livestreamers	livestreamer	NOUN
fbem-32330	119	7	and	and	CCONJ
fbem-32330	119	8	metaverse	metaverse	NOUN
fbem-32330	119	9	livestreaming	livestreaming	NOUN
fbem-32330	119	10	rooms	room	NOUN
fbem-32330	119	11	may	may	AUX
fbem-32330	119	12	reshape	reshape	VERB
fbem-32330	119	13	the	the	DET
fbem-32330	119	14	way	way	NOUN
fbem-32330	119	15	apparel	apparel	NOUN
fbem-32330	119	16	is	be	AUX
fbem-32330	119	17	displayed	display	VERB
fbem-32330	119	18	and	and	CCONJ
fbem-32330	119	19	interacted	interact	VERB
fbem-32330	119	20	with	with	ADP
fbem-32330	119	21	,	,	PUNCT
fbem-32330	119	22	bringing	bring	VERB
fbem-32330	119	23	more	more	ADJ
fbem-32330	119	24	possibilities	possibility	NOUN
fbem-32330	119	25	to	to	ADP
fbem-32330	119	26	apparel	apparel	NOUN
fbem-32330	119	27	design	design	NOUN
fbem-32330	119	28	and	and	CCONJ
fbem-32330	119	29	marketing	marketing	NOUN
fbem-32330	119	30	.	.	PUNCT
fbem-32330	120	1	however	however	ADV
fbem-32330	120	2	,	,	PUNCT
fbem-32330	120	3	companies	company	NOUN
fbem-32330	120	4	also	also	ADV
fbem-32330	120	5	face	face	VERB
fbem-32330	120	6	challenges	challenge	NOUN
fbem-32330	120	7	such	such	ADJ
fbem-32330	120	8	as	as	ADP
fbem-32330	120	9	data	datum	NOUN
fbem-32330	120	10	security	security	NOUN
fbem-32330	120	11	,	,	PUNCT
fbem-32330	120	12	design	design	NOUN
fbem-32330	120	13	homogeneity	homogeneity	NOUN
fbem-32330	120	14	,	,	PUNCT
fbem-32330	120	15	and	and	CCONJ
fbem-32330	120	16	consumer	consumer	NOUN
fbem-32330	120	17	fatigue	fatigue	NOUN
fbem-32330	120	18	.	.	PUNCT
fbem-32330	121	1	apparel	apparel	NOUN
fbem-32330	121	2	companies	company	NOUN
fbem-32330	121	3	need	need	VERB
fbem-32330	121	4	to	to	PART
fbem-32330	121	5	continuously	continuously	ADV
fbem-32330	121	6	enhance	enhance	VERB
fbem-32330	121	7	their	their	PRON
fbem-32330	121	8	technological	technological	ADJ
fbem-32330	121	9	capabilities	capability	NOUN
fbem-32330	121	10	,	,	PUNCT
fbem-32330	121	11	strengthen	strengthen	VERB
fbem-32330	121	12	original	original	ADJ
fbem-32330	121	13	design	design	NOUN
fbem-32330	121	14	,	,	PUNCT
fbem-32330	121	15	and	and	CCONJ
fbem-32330	121	16	continuously	continuously	ADV
fbem-32330	121	17	innovate	innovate	VERB
fbem-32330	121	18	marketing	marketing	NOUN
fbem-32330	121	19	models	model	NOUN
fbem-32330	121	20	to	to	PART
fbem-32330	121	21	adapt	adapt	VERB
fbem-32330	121	22	to	to	ADP
fbem-32330	121	23	the	the	DET
fbem-32330	121	24	ever	ever	ADV
fbem-32330	121	25	-	-	PUNCT
fbem-32330	121	26	changing	change	VERB
fbem-32330	121	27	livestreaming	livestreame	VERB
fbem-32330	121	28	e	e	PROPN
fbem-32330	121	29	-	-	PROPN
fbem-32330	121	30	commerce	commerce	NOUN
fbem-32330	121	31	environment	environment	NOUN
fbem-32330	121	32	and	and	CCONJ
fbem-32330	121	33	achieve	achieve	VERB
fbem-32330	121	34	sustainable	sustainable	ADJ
fbem-32330	121	35	development	development	NOUN
fbem-32330	121	36	.	.	PUNCT
fbem-32330	122	1	references	reference	NOUN
fbem-32330	122	2	[	[	X
fbem-32330	122	3	1	1	NUM
fbem-32330	122	4	]	]	PUNCT
fbem-32330	122	5	hu	hu	PROPN
fbem-32330	122	6	l	l	PROPN
fbem-32330	122	7	,	,	PUNCT
fbem-32330	122	8	zhang	zhang	PROPN
fbem-32330	122	9	b	b	PROPN
fbem-32330	122	10	,	,	PUNCT
fbem-32330	122	11	zhang	zhang	PROPN
fbem-32330	122	12	p	p	PROPN
fbem-32330	122	13	,	,	PUNCT
fbem-32330	122	14	et	et	PROPN
fbem-32330	122	15	al	al	PROPN
fbem-32330	122	16	.	.	PUNCT
fbem-32330	123	1	a	a	DET
fbem-32330	123	2	virtual	virtual	ADJ
fbem-32330	123	3	character	character	NOUN
fbem-32330	123	4	generation	generation	NOUN
fbem-32330	123	5	and	and	CCONJ
fbem-32330	123	6	animation	animation	NOUN
fbem-32330	123	7	system	system	NOUN
fbem-32330	123	8	for	for	ADP
fbem-32330	123	9	e	e	NOUN
fbem-32330	123	10	-	-	NOUN
fbem-32330	123	11	commerce	commerce	NOUN
fbem-32330	123	12	live	live	ADJ
fbem-32330	123	13	streaming	streaming	NOUN
fbem-32330	123	14	[	[	X
fbem-32330	123	15	c]//proceedings	c]//proceeding	NOUN
fbem-32330	123	16	of	of	ADP
fbem-32330	123	17	the	the	DET
fbem-32330	123	18	29th	29th	ADJ
fbem-32330	123	19	acm	acm	PROPN
fbem-32330	123	20	international	international	ADJ
fbem-32330	123	21	conference	conference	NOUN
fbem-32330	123	22	on	on	ADP
fbem-32330	123	23	multimedia	multimedia	NOUN
fbem-32330	123	24	.	.	PUNCT
fbem-32330	124	1	2021	2021	NUM
fbem-32330	124	2	:	:	PUNCT
fbem-32330	124	3	1202	1202	NUM
fbem-32330	124	4	-	-	SYM
fbem-32330	124	5	1211	1211	NUM
fbem-32330	124	6	.	.	PUNCT
fbem-32330	125	1	[	[	X
fbem-32330	125	2	2	2	NUM
fbem-32330	125	3	]	]	PUNCT
fbem-32330	125	4	shen	shen	NOUN
fbem-32330	125	5	q	q	NOUN
fbem-32330	125	6	,	,	PUNCT
fbem-32330	125	7	bian	bian	PROPN
fbem-32330	125	8	l	l	PROPN
fbem-32330	125	9	,	,	PUNCT
fbem-32330	125	10	yu	yu	PROPN
fbem-32330	125	11	k	k	PROPN
fbem-32330	125	12	,	,	PUNCT
fbem-32330	125	13	et	et	PROPN
fbem-32330	125	14	al	al	PROPN
fbem-32330	125	15	.	.	PROPN
fbem-32330	125	16	ahp	ahp	PROPN
fbem-32330	125	17	-	-	PUNCT
fbem-32330	125	18	based	base	VERB
fbem-32330	125	19	research	research	NOUN
fbem-32330	125	20	on	on	ADP
fbem-32330	125	21	the	the	DET
fbem-32330	125	22	user	user	NOUN
fbem-32330	125	23	experience	experience	NOUN
fbem-32330	125	24	of	of	ADP
fbem-32330	125	25	clothing	clothing	NOUN
fbem-32330	125	26	sales	sale	NOUN
fbem-32330	125	27	live	live	VERB
fbem-32330	125	28	broadcasts	broadcast	NOUN
fbem-32330	125	29	[	[	PUNCT
fbem-32330	125	30	c]//2025	c]//2025	PROPN
fbem-32330	125	31	10th	10th	ADJ
fbem-32330	125	32	international	international	ADJ
fbem-32330	125	33	conference	conference	NOUN
fbem-32330	125	34	on	on	ADP
fbem-32330	125	35	social	social	ADJ
fbem-32330	125	36	sciences	science	NOUN
fbem-32330	125	37	and	and	CCONJ
fbem-32330	125	38	economic	economic	ADJ
fbem-32330	125	39	development	development	NOUN
fbem-32330	125	40	(	(	PUNCT
fbem-32330	125	41	icssed	icssed	ADJ
fbem-32330	125	42	2025	2025	NUM
fbem-32330	125	43	)	)	PUNCT
fbem-32330	125	44	.	.	PUNCT
fbem-32330	126	1	atlantis	atlantis	PROPN
fbem-32330	126	2	press	press	PROPN
fbem-32330	126	3	,	,	PUNCT
fbem-32330	126	4	2025	2025	NUM
fbem-32330	126	5	:	:	PUNCT
fbem-32330	127	1	794	794	NUM
fbem-32330	127	2	-	-	SYM
fbem-32330	127	3	801	801	NUM
fbem-32330	127	4	.	.	PUNCT
fbem-32330	128	1	[	[	X
fbem-32330	128	2	3	3	X
fbem-32330	128	3	]	]	X
fbem-32330	128	4	dai	dai	PROPN
fbem-32330	128	5	j	j	PROPN
fbem-32330	128	6	,	,	PUNCT
fbem-32330	128	7	zhou	zhou	PROPN
fbem-32330	129	1	p.	p.	NOUN
fbem-32330	129	2	the	the	DET
fbem-32330	129	3	influence	influence	NOUN
fbem-32330	129	4	of	of	ADP
fbem-32330	129	5	platforms	platform	NOUN
fbem-32330	129	6	and	and	CCONJ
fbem-32330	129	7	anchors	anchor	NOUN
fbem-32330	129	8	on	on	ADP
fbem-32330	129	9	consumers	consumer	NOUN
fbem-32330	129	10	'	'	PART
fbem-32330	129	11	continuous	continuous	ADJ
fbem-32330	129	12	participation	participation	NOUN
fbem-32330	129	13	in	in	ADP
fbem-32330	129	14	the	the	DET
fbem-32330	129	15	context	context	NOUN
fbem-32330	129	16	of	of	ADP
fbem-32330	129	17	ecommerce	ecommerce	NOUN
fbem-32330	129	18	live	live	VERB
fbem-32330	129	19	broadcast	broadcast	NOUN
fbem-32330	129	20	:	:	PUNCT
fbem-32330	129	21	empirical	empirical	ADJ
fbem-32330	129	22	evidence	evidence	NOUN
fbem-32330	129	23	of	of	ADP
fbem-32330	129	24	textile	textile	NOUN
fbem-32330	129	25	and	and	CCONJ
fbem-32330	129	26	garment	garment	NOUN
fbem-32330	129	27	products	product	NOUN
fbem-32330	130	1	[	[	X
fbem-32330	130	2	c]//proceedings	c]//proceeding	NOUN
fbem-32330	130	3	of	of	ADP
fbem-32330	130	4	the	the	DET
fbem-32330	130	5	2022	2022	NUM
fbem-32330	130	6	13th	13th	NOUN
fbem-32330	130	7	international	international	ADJ
fbem-32330	130	8	conference	conference	NOUN
fbem-32330	130	9	on	on	ADP
fbem-32330	130	10	e	e	NOUN
fbem-32330	130	11	-	-	NOUN
fbem-32330	130	12	business	business	NOUN
fbem-32330	130	13	,	,	PUNCT
fbem-32330	130	14	management	management	NOUN
fbem-32330	130	15	and	and	CCONJ
fbem-32330	130	16	economics	economic	NOUN
fbem-32330	130	17	.	.	PUNCT
fbem-32330	131	1	2022	2022	NUM
fbem-32330	131	2	:	:	PUNCT
fbem-32330	131	3	37	37	NUM
fbem-32330	131	4	-	-	SYM
fbem-32330	131	5	44	44	NUM
fbem-32330	131	6	.	.	PUNCT
fbem-32330	132	1	[	[	X
fbem-32330	132	2	4	4	NUM
fbem-32330	132	3	]	]	X
fbem-32330	132	4	wang	wang	PROPN
fbem-32330	132	5	,	,	PUNCT
fbem-32330	132	6	y.	y.	PROPN
fbem-32330	132	7	,	,	PUNCT
fbem-32330	132	8	lu	lu	PROPN
fbem-32330	132	9	,	,	PUNCT
fbem-32330	132	10	z.	z.	PROPN
fbem-32330	132	11	,	,	PUNCT
fbem-32330	132	12	cao	cao	PROPN
fbem-32330	132	13	,	,	PUNCT
fbem-32330	132	14	p.	p.	NOUN
fbem-32330	132	15	et	et	NOUN
fbem-32330	133	1	al	al	PROPN
fbem-32330	133	2	.	.	PUNCT
fbem-32330	134	1	how	how	SCONJ
fbem-32330	134	2	live	live	ADJ
fbem-32330	134	3	streaming	streaming	NOUN
fbem-32330	134	4	changes	change	NOUN
fbem-32330	134	5	shopping	shopping	NOUN
fbem-32330	134	6	decisions	decision	NOUN
fbem-32330	134	7	in	in	ADP
fbem-32330	134	8	e	e	NOUN
fbem-32330	134	9	-	-	NOUN
fbem-32330	134	10	commerce	commerce	NOUN
fbem-32330	134	11	:	:	PUNCT
fbem-32330	134	12	a	a	DET
fbem-32330	134	13	study	study	NOUN
fbem-32330	134	14	of	of	ADP
fbem-32330	134	15	live	live	ADJ
fbem-32330	134	16	streaming	streaming	NOUN
fbem-32330	134	17	commerce	commerce	NOUN
fbem-32330	134	18	.	.	PUNCT
fbem-32330	135	1	comput	comput	PROPN
fbem-32330	135	2	supported	support	VERB
fbem-32330	135	3	coop	coop	NOUN
fbem-32330	135	4	work	work	NOUN
fbem-32330	135	5	,	,	PUNCT
fbem-32330	135	6	2022	2022	NUM
fbem-32330	135	7	,	,	PUNCT
fbem-32330	135	8	31(3	31(3	NUM
fbem-32330	135	9	):	):	PUNCT
fbem-32330	135	10	701	701	NUM
fbem-32330	135	11	-	-	SYM
fbem-32330	135	12	729	729	NUM
fbem-32330	135	13	.	.	PUNCT
fbem-32330	136	1	doi	doi	NOUN
fbem-32330	136	2	:	:	PUNCT
fbem-32330	136	3	10.1007	10.1007	NUM
fbem-32330	136	4	/	/	SYM
fbem-32330	136	5	s10606	s10606	NOUN
fbem-32330	136	6	-	-	PUNCT
fbem-32330	136	7	022	022	NUM
fbem-32330	136	8	-	-	PUNCT
fbem-32330	136	9	09439	09439	NUM
fbem-32330	136	10	-	-	PUNCT
fbem-32330	136	11	2	2	NUM
fbem-32330	136	12	.	.	PUNCT