id	sid	tid	token	lemma	pos
easat-8328	1	1	edelweiss	edelweiss	PROPN
easat-8328	1	2	applied	apply	VERB
easat-8328	1	3	science	science	NOUN
easat-8328	1	4	and	and	CCONJ
easat-8328	1	5	technology	technology	NOUN
easat-8328	1	6	issn	issn	PROPN
easat-8328	1	7	:	:	PUNCT
easat-8328	1	8	2576	2576	NUM
easat-8328	1	9	-	-	SYM
easat-8328	1	10	8484	8484	NUM
easat-8328	1	11	vol	vol	NOUN
easat-8328	1	12	.	.	PROPN
easat-8328	2	1	9	9	NUM
easat-8328	2	2	,	,	PUNCT
easat-8328	2	3	no	no	INTJ
easat-8328	2	4	.	.	NOUN
easat-8328	2	5	6	6	NUM
easat-8328	2	6	,	,	PUNCT
easat-8328	2	7	2148	2148	NUM
easat-8328	2	8	-	-	SYM
easat-8328	2	9	2167	2167	NUM
easat-8328	2	10	2025	2025	NUM
easat-8328	2	11	publisher	publisher	NOUN
easat-8328	2	12	:	:	PUNCT
easat-8328	2	13	learning	learn	VERB
easat-8328	2	14	gate	gate	NOUN
easat-8328	2	15	doi	doi	PROPN
easat-8328	2	16	:	:	PUNCT
easat-8328	2	17	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	2	18	©	©	ADP
easat-8328	2	19	2025	2025	NUM
easat-8328	2	20	by	by	ADP
easat-8328	2	21	the	the	DET
easat-8328	2	22	authors	author	NOUN
easat-8328	2	23	;	;	PUNCT
easat-8328	2	24	licensee	licensee	PROPN
easat-8328	2	25	learning	learning	NOUN
easat-8328	2	26	gate	gate	NOUN
easat-8328	3	1	©	©	PROPN
easat-8328	3	2	2025	2025	NUM
easat-8328	3	3	by	by	ADP
easat-8328	3	4	the	the	DET
easat-8328	3	5	authors	author	NOUN
easat-8328	3	6	;	;	PUNCT
easat-8328	3	7	licensee	licensee	PROPN
easat-8328	3	8	learning	learning	NOUN
easat-8328	3	9	gate	gate	NOUN
easat-8328	3	10	history	history	NOUN
easat-8328	3	11	:	:	PUNCT
easat-8328	3	12	received	receive	VERB
easat-8328	3	13	:	:	PUNCT
easat-8328	3	14	21	21	NUM
easat-8328	3	15	march	march	NOUN
easat-8328	3	16	2025	2025	NUM
easat-8328	3	17	;	;	PUNCT
easat-8328	3	18	revised	revise	VERB
easat-8328	3	19	:	:	PUNCT
easat-8328	3	20	9	9	NUM
easat-8328	3	21	june	june	PROPN
easat-8328	3	22	2025	2025	NUM
easat-8328	3	23	;	;	PUNCT
easat-8328	3	24	accepted	accept	VERB
easat-8328	3	25	:	:	PUNCT
easat-8328	3	26	12	12	NUM
easat-8328	3	27	june	june	PROPN
easat-8328	3	28	2025	2025	NUM
easat-8328	3	29	;	;	PUNCT
easat-8328	3	30	published	publish	VERB
easat-8328	3	31	:	:	PUNCT
easat-8328	3	32	24	24	NUM
easat-8328	3	33	june	june	PROPN
easat-8328	3	34	2025	2025	NUM
easat-8328	3	35	*	*	PUNCT
easat-8328	3	36	correspondence	correspondence	NOUN
easat-8328	3	37	:	:	PUNCT
easat-8328	3	38	wangxia@hcvt.cn	wangxia@hcvt.cn	PROPN
easat-8328	3	39	research	research	NOUN
easat-8328	3	40	on	on	ADP
easat-8328	3	41	intelligent	intelligent	ADJ
easat-8328	3	42	strategies	strategy	NOUN
easat-8328	3	43	for	for	ADP
easat-8328	3	44	enhancing	enhance	VERB
easat-8328	3	45	user	user	NOUN
easat-8328	3	46	experience	experience	NOUN
easat-8328	3	47	in	in	ADP
easat-8328	3	48	china	china	PROPN
easat-8328	3	49	’s	’s	PART
easat-8328	3	50	import	import	PROPN
easat-8328	3	51	cross	cross	ADJ
easat-8328	3	52	-	-	ADJ
easat-8328	3	53	border	border	ADJ
easat-8328	3	54	e	e	PROPN
easat-8328	3	55	-	-	NOUN
easat-8328	3	56	commerce	commerce	NOUN
easat-8328	3	57	platforms	platform	NOUN
easat-8328	3	58	xia	xia	PROPN
easat-8328	3	59	wang1	wang1	PROPN
easat-8328	3	60	*	*	PROPN
easat-8328	3	61	,	,	PUNCT
easat-8328	3	62	kalsom	kalsom	NOUN
easat-8328	3	63	salleh2	salleh2	PROPN
easat-8328	3	64	,	,	PUNCT
easat-8328	4	1	liew	liew	PROPN
easat-8328	4	2	cheng	cheng	PROPN
easat-8328	4	3	siang3	siang3	PROPN
easat-8328	5	1	1,2,3faculty	1,2,3faculty	NUM
easat-8328	5	2	of	of	ADP
easat-8328	5	3	business	business	NOUN
easat-8328	5	4	,	,	PUNCT
easat-8328	5	5	unitar	unitar	PROPN
easat-8328	5	6	international	international	PROPN
easat-8328	5	7	university	university	PROPN
easat-8328	5	8	,	,	PUNCT
easat-8328	5	9	47301	47301	NUM
easat-8328	5	10	,	,	PUNCT
easat-8328	5	11	selangor	selangor	PROPN
easat-8328	5	12	,	,	PUNCT
easat-8328	5	13	malaysia	malaysia	PROPN
easat-8328	5	14	;	;	PUNCT
easat-8328	5	15	wangxia@hcvt.cn	wangxia@hcvt.cn	PROPN
easat-8328	5	16	(	(	PUNCT
easat-8328	5	17	x.w	x.w	PROPN
easat-8328	5	18	.	.	PUNCT
easat-8328	5	19	)	)	PUNCT
easat-8328	5	20	.	.	PUNCT
easat-8328	6	1	abstract	abstract	ADV
easat-8328	6	2	:	:	PUNCT
easat-8328	6	3	this	this	DET
easat-8328	6	4	study	study	NOUN
easat-8328	6	5	aims	aim	VERB
easat-8328	6	6	to	to	PART
easat-8328	6	7	address	address	VERB
easat-8328	6	8	user	user	NOUN
easat-8328	6	9	experience	experience	NOUN
easat-8328	6	10	problems	problem	NOUN
easat-8328	6	11	on	on	ADP
easat-8328	6	12	china	china	PROPN
easat-8328	6	13	's	's	PART
easat-8328	6	14	import	import	PROPN
easat-8328	6	15	cross	cross	ADJ
easat-8328	6	16	-	-	ADJ
easat-8328	6	17	border	border	ADJ
easat-8328	6	18	ecommerce	ecommerce	NOUN
easat-8328	6	19	platforms	platform	NOUN
easat-8328	6	20	through	through	ADP
easat-8328	6	21	the	the	DET
easat-8328	6	22	implementation	implementation	NOUN
easat-8328	6	23	of	of	ADP
easat-8328	6	24	smart	smart	ADJ
easat-8328	6	25	technologies	technology	NOUN
easat-8328	6	26	.	.	PUNCT
easat-8328	7	1	a	a	DET
easat-8328	7	2	mixed	mixed	ADJ
easat-8328	7	3	methods	method	NOUN
easat-8328	7	4	approach	approach	NOUN
easat-8328	7	5	was	be	AUX
easat-8328	7	6	employed	employ	VERB
easat-8328	7	7	,	,	PUNCT
easat-8328	7	8	comprising	comprise	VERB
easat-8328	7	9	a	a	DET
easat-8328	7	10	survey	survey	NOUN
easat-8328	7	11	(	(	PUNCT
easat-8328	7	12	n=385	n=385	PROPN
easat-8328	7	13	)	)	PUNCT
easat-8328	7	14	,	,	PUNCT
easat-8328	7	15	in	in	ADP
easat-8328	7	16	-	-	PUNCT
easat-8328	7	17	depth	depth	NOUN
easat-8328	7	18	interviews	interview	NOUN
easat-8328	7	19	,	,	PUNCT
easat-8328	7	20	and	and	CCONJ
easat-8328	7	21	comprehensive	comprehensive	ADJ
easat-8328	7	22	platform	platform	NOUN
easat-8328	7	23	analysis	analysis	NOUN
easat-8328	7	24	.	.	PUNCT
easat-8328	8	1	the	the	DET
easat-8328	8	2	research	research	NOUN
easat-8328	8	3	identified	identify	VERB
easat-8328	8	4	five	five	NUM
easat-8328	8	5	major	major	ADJ
easat-8328	8	6	pain	pain	NOUN
easat-8328	8	7	areas	area	NOUN
easat-8328	8	8	:	:	PUNCT
easat-8328	8	9	product	product	NOUN
easat-8328	8	10	authenticity	authenticity	NOUN
easat-8328	8	11	concerns	concern	NOUN
easat-8328	8	12	(	(	PUNCT
easat-8328	8	13	27.3	27.3	NUM
easat-8328	8	14	%	%	NOUN
easat-8328	8	15	)	)	PUNCT
easat-8328	8	16	,	,	PUNCT
easat-8328	8	17	logistical	logistical	ADJ
easat-8328	8	18	inefficiency	inefficiency	NOUN
easat-8328	8	19	(	(	PUNCT
easat-8328	8	20	24.5	24.5	NUM
easat-8328	8	21	%	%	NOUN
easat-8328	8	22	)	)	PUNCT
easat-8328	8	23	,	,	PUNCT
easat-8328	8	24	payment	payment	NOUN
easat-8328	8	25	security	security	NOUN
easat-8328	8	26	issues	issue	NOUN
easat-8328	8	27	(	(	PUNCT
easat-8328	8	28	18.7	18.7	NUM
easat-8328	8	29	%	%	NOUN
easat-8328	8	30	)	)	PUNCT
easat-8328	8	31	,	,	PUNCT
easat-8328	8	32	language	language	NOUN
easat-8328	8	33	barriers	barrier	NOUN
easat-8328	8	34	(	(	PUNCT
easat-8328	8	35	16.2	16.2	NUM
easat-8328	8	36	%	%	NOUN
easat-8328	8	37	)	)	PUNCT
easat-8328	8	38	,	,	PUNCT
easat-8328	8	39	and	and	CCONJ
easat-8328	8	40	inadequate	inadequate	ADJ
easat-8328	8	41	after	after	ADP
easat-8328	8	42	-	-	PUNCT
easat-8328	8	43	sale	sale	NOUN
easat-8328	8	44	service	service	NOUN
easat-8328	8	45	(	(	PUNCT
easat-8328	8	46	13.3	13.3	NUM
easat-8328	8	47	%	%	NOUN
easat-8328	8	48	)	)	PUNCT
easat-8328	8	49	.	.	PUNCT
easat-8328	9	1	five	five	NUM
easat-8328	9	2	smart	smart	ADJ
easat-8328	9	3	enhancement	enhancement	NOUN
easat-8328	9	4	measures	measure	NOUN
easat-8328	9	5	were	be	AUX
easat-8328	9	6	developed	develop	VERB
easat-8328	9	7	:	:	PUNCT
easat-8328	9	8	search	search	NOUN
easat-8328	9	9	and	and	CCONJ
easat-8328	9	10	recommendation	recommendation	NOUN
easat-8328	9	11	systems	system	NOUN
easat-8328	9	12	utilizing	utilize	VERB
easat-8328	9	13	user	user	NOUN
easat-8328	9	14	profiling	profiling	NOUN
easat-8328	9	15	and	and	CCONJ
easat-8328	9	16	cross	cross	ADJ
easat-8328	9	17	-	-	ADJ
easat-8328	9	18	cultural	cultural	ADJ
easat-8328	9	19	semantics	semantic	NOUN
easat-8328	9	20	;	;	PUNCT
easat-8328	9	21	multilingual	multilingual	ADJ
easat-8328	9	22	nlp	nlp	NOUN
easat-8328	9	23	-	-	PUNCT
easat-8328	9	24	powered	power	VERB
easat-8328	9	25	customer	customer	NOUN
easat-8328	9	26	service	service	NOUN
easat-8328	9	27	;	;	PUNCT
easat-8328	9	28	predictive	predictive	ADJ
easat-8328	9	29	analytics	analytic	NOUN
easat-8328	9	30	and	and	CCONJ
easat-8328	9	31	blockchain	blockchain	PROPN
easat-8328	9	32	-	-	PUNCT
easat-8328	9	33	driven	drive	VERB
easat-8328	9	34	logistics	logistic	NOUN
easat-8328	9	35	;	;	PUNCT
easat-8328	9	36	trust	trust	NOUN
easat-8328	9	37	frameworks	framework	NOUN
easat-8328	9	38	with	with	ADP
easat-8328	9	39	product	product	NOUN
easat-8328	9	40	validation	validation	NOUN
easat-8328	9	41	systems	system	NOUN
easat-8328	9	42	;	;	PUNCT
easat-8328	9	43	and	and	CCONJ
easat-8328	9	44	personalized	personalized	ADJ
easat-8328	9	45	experience	experience	NOUN
easat-8328	9	46	design	design	NOUN
easat-8328	9	47	for	for	ADP
easat-8328	9	48	chinese	chinese	ADJ
easat-8328	9	49	consumers	consumer	NOUN
easat-8328	9	50	.	.	PUNCT
easat-8328	10	1	implementation	implementation	NOUN
easat-8328	10	2	of	of	ADP
easat-8328	10	3	these	these	DET
easat-8328	10	4	measures	measure	NOUN
easat-8328	10	5	yielded	yield	VERB
easat-8328	10	6	significant	significant	ADJ
easat-8328	10	7	improvements	improvement	NOUN
easat-8328	10	8	in	in	ADP
easat-8328	10	9	conversion	conversion	NOUN
easat-8328	10	10	rate	rate	NOUN
easat-8328	10	11	(	(	PUNCT
easat-8328	10	12	77.8	77.8	NUM
easat-8328	10	13	%	%	NOUN
easat-8328	10	14	)	)	PUNCT
easat-8328	10	15	,	,	PUNCT
easat-8328	10	16	customer	customer	NOUN
easat-8328	10	17	satisfaction	satisfaction	NOUN
easat-8328	10	18	(	(	PUNCT
easat-8328	10	19	35.9	35.9	NUM
easat-8328	10	20	%	%	NOUN
easat-8328	10	21	)	)	PUNCT
easat-8328	10	22	,	,	PUNCT
easat-8328	10	23	delivery	delivery	NOUN
easat-8328	10	24	time	time	NOUN
easat-8328	10	25	(	(	PUNCT
easat-8328	10	26	43.0	43.0	NUM
easat-8328	10	27	%	%	NOUN
easat-8328	10	28	)	)	PUNCT
easat-8328	10	29	,	,	PUNCT
easat-8328	10	30	and	and	CCONJ
easat-8328	10	31	return	return	VERB
easat-8328	10	32	rates	rate	NOUN
easat-8328	10	33	(	(	PUNCT
easat-8328	10	34	42.5	42.5	NUM
easat-8328	10	35	%	%	NOUN
easat-8328	10	36	)	)	PUNCT
easat-8328	10	37	.	.	PUNCT
easat-8328	11	1	the	the	DET
easat-8328	11	2	study	study	NOUN
easat-8328	11	3	establishes	establish	VERB
easat-8328	11	4	a	a	DET
easat-8328	11	5	strong	strong	ADJ
easat-8328	11	6	correlation	correlation	NOUN
easat-8328	11	7	between	between	ADP
easat-8328	11	8	platform	platform	NOUN
easat-8328	11	9	intelligence	intelligence	NOUN
easat-8328	11	10	and	and	CCONJ
easat-8328	11	11	user	user	NOUN
easat-8328	11	12	satisfaction	satisfaction	NOUN
easat-8328	11	13	(	(	PUNCT
easat-8328	11	14	r=0.79	r=0.79	PROPN
easat-8328	11	15	,	,	PUNCT
easat-8328	11	16	p<0.01	p<0.01	PROPN
easat-8328	11	17	)	)	PUNCT
easat-8328	11	18	,	,	PUNCT
easat-8328	11	19	confirming	confirm	VERB
easat-8328	11	20	that	that	SCONJ
easat-8328	11	21	integrated	integrated	ADJ
easat-8328	11	22	application	application	NOUN
easat-8328	11	23	of	of	ADP
easat-8328	11	24	various	various	ADJ
easat-8328	11	25	intelligent	intelligent	ADJ
easat-8328	11	26	algorithms	algorithm	NOUN
easat-8328	11	27	substantially	substantially	ADV
easat-8328	11	28	enhances	enhance	VERB
easat-8328	11	29	cross	cross	ADJ
easat-8328	11	30	-	-	ADJ
easat-8328	11	31	border	border	ADJ
easat-8328	11	32	e	e	PROPN
easat-8328	11	33	-	-	NOUN
easat-8328	11	34	commerce	commerce	NOUN
easat-8328	11	35	experiences	experience	NOUN
easat-8328	11	36	.	.	PUNCT
easat-8328	12	1	the	the	DET
easat-8328	12	2	proposed	propose	VERB
easat-8328	12	3	smart	smart	ADJ
easat-8328	12	4	technology	technology	NOUN
easat-8328	12	5	framework	framework	NOUN
easat-8328	12	6	provides	provide	VERB
easat-8328	12	7	practical	practical	ADJ
easat-8328	12	8	solutions	solution	NOUN
easat-8328	12	9	for	for	ADP
easat-8328	12	10	e	e	NOUN
easat-8328	12	11	-	-	NOUN
easat-8328	12	12	commerce	commerce	NOUN
easat-8328	12	13	platforms	platform	NOUN
easat-8328	12	14	seeking	seek	VERB
easat-8328	12	15	to	to	PART
easat-8328	12	16	overcome	overcome	VERB
easat-8328	12	17	cross	cross	ADJ
easat-8328	12	18	-	-	ADJ
easat-8328	12	19	cultural	cultural	ADJ
easat-8328	12	20	challenges	challenge	NOUN
easat-8328	12	21	and	and	CCONJ
easat-8328	12	22	optimize	optimize	VERB
easat-8328	12	23	user	user	NOUN
easat-8328	12	24	experience	experience	NOUN
easat-8328	12	25	in	in	ADP
easat-8328	12	26	the	the	DET
easat-8328	12	27	chinese	chinese	ADJ
easat-8328	12	28	import	import	NOUN
easat-8328	12	29	market	market	NOUN
easat-8328	12	30	.	.	PUNCT
easat-8328	13	1	keywords	keyword	NOUN
easat-8328	13	2	:	:	PUNCT
easat-8328	13	3	artificial	artificial	ADJ
easat-8328	13	4	intelligence	intelligence	NOUN
easat-8328	13	5	,	,	PUNCT
easat-8328	13	6	cross	cross	ADJ
easat-8328	13	7	-	-	ADJ
easat-8328	13	8	border	border	ADJ
easat-8328	13	9	e	e	PROPN
easat-8328	13	10	-	-	NOUN
easat-8328	13	11	commerce	commerce	ADJ
easat-8328	13	12	,	,	PUNCT
easat-8328	13	13	intelligent	intelligent	ADJ
easat-8328	13	14	logistics	logistic	NOUN
easat-8328	13	15	,	,	PUNCT
easat-8328	13	16	recommendation	recommendation	NOUN
easat-8328	13	17	systems	system	NOUN
easat-8328	13	18	,	,	PUNCT
easat-8328	13	19	trust	trust	NOUN
easat-8328	13	20	mechanisms	mechanism	NOUN
easat-8328	13	21	,	,	PUNCT
easat-8328	13	22	user	user	NOUN
easat-8328	13	23	experience	experience	NOUN
easat-8328	13	24	.	.	PUNCT
easat-8328	14	1	1	1	X
easat-8328	14	2	.	.	X
easat-8328	14	3	introduction	introduction	NOUN
easat-8328	14	4	cross	cross	ADJ
easat-8328	14	5	-	-	ADJ
easat-8328	14	6	border	border	ADJ
easat-8328	14	7	e	e	NOUN
easat-8328	14	8	-	-	NOUN
easat-8328	14	9	commerce	commerce	NOUN
easat-8328	14	10	began	begin	VERB
easat-8328	14	11	as	as	ADP
easat-8328	14	12	a	a	DET
easat-8328	14	13	new	new	ADJ
easat-8328	14	14	form	form	NOUN
easat-8328	14	15	of	of	ADP
easat-8328	14	16	trade	trade	NOUN
easat-8328	14	17	and	and	CCONJ
easat-8328	14	18	has	have	AUX
easat-8328	14	19	shifted	shift	VERB
easat-8328	14	20	the	the	DET
easat-8328	14	21	dynamics	dynamic	NOUN
easat-8328	14	22	of	of	ADP
easat-8328	14	23	global	global	ADJ
easat-8328	14	24	trading	trading	NOUN
easat-8328	14	25	by	by	ADP
easat-8328	14	26	leaps	leap	NOUN
easat-8328	14	27	and	and	CCONJ
easat-8328	14	28	bounds	bound	NOUN
easat-8328	14	29	.	.	PUNCT
easat-8328	15	1	it	it	PRON
easat-8328	15	2	has	have	AUX
easat-8328	15	3	provided	provide	VERB
easat-8328	15	4	new	new	ADJ
easat-8328	15	5	opportunities	opportunity	NOUN
easat-8328	15	6	for	for	SCONJ
easat-8328	15	7	consumers	consumer	NOUN
easat-8328	15	8	to	to	PART
easat-8328	15	9	access	access	VERB
easat-8328	15	10	products	product	NOUN
easat-8328	15	11	from	from	ADP
easat-8328	15	12	anywhere	anywhere	ADV
easat-8328	15	13	in	in	ADP
easat-8328	15	14	the	the	DET
easat-8328	15	15	world	world	NOUN
easat-8328	15	16	.	.	PUNCT
easat-8328	16	1	as	as	ADV
easat-8328	16	2	far	far	ADV
easat-8328	16	3	as	as	SCONJ
easat-8328	16	4	china	china	PROPN
easat-8328	16	5	is	be	AUX
easat-8328	16	6	concerned	concern	VERB
easat-8328	16	7	,	,	PUNCT
easat-8328	16	8	due	due	ADP
easat-8328	16	9	to	to	ADP
easat-8328	16	10	the	the	DET
easat-8328	16	11	burgeoning	burgeon	VERB
easat-8328	16	12	demand	demand	NOUN
easat-8328	16	13	for	for	ADP
easat-8328	16	14	foreign	foreign	ADJ
easat-8328	16	15	products	product	NOUN
easat-8328	16	16	,	,	PUNCT
easat-8328	16	17	supportive	supportive	ADJ
easat-8328	16	18	policies	policy	NOUN
easat-8328	16	19	from	from	ADP
easat-8328	16	20	the	the	DET
easat-8328	16	21	government	government	NOUN
easat-8328	16	22	,	,	PUNCT
easat-8328	16	23	and	and	CCONJ
easat-8328	16	24	technological	technological	ADJ
easat-8328	16	25	improvements	improvement	NOUN
easat-8328	16	26	,	,	PUNCT
easat-8328	16	27	the	the	DET
easat-8328	16	28	import	import	NOUN
easat-8328	16	29	crossborder	crossborder	NOUN
easat-8328	16	30	e	e	NOUN
easat-8328	16	31	-	-	NOUN
easat-8328	16	32	commerce	commerce	NOUN
easat-8328	16	33	domain	domain	NOUN
easat-8328	16	34	has	have	AUX
easat-8328	16	35	witnessed	witness	VERB
easat-8328	16	36	considerable	considerable	ADJ
easat-8328	16	37	growth	growth	NOUN
easat-8328	16	38	in	in	ADP
easat-8328	16	39	the	the	DET
easat-8328	16	40	past	past	NOUN
easat-8328	16	41	[	[	X
easat-8328	16	42	1	1	NUM
easat-8328	16	43	]	]	PUNCT
easat-8328	16	44	.	.	PUNCT
easat-8328	17	1	the	the	DET
easat-8328	17	2	complete	complete	ADJ
easat-8328	17	3	volume	volume	NOUN
easat-8328	17	4	of	of	ADP
easat-8328	17	5	transactions	transaction	NOUN
easat-8328	17	6	for	for	ADP
easat-8328	17	7	cross	cross	ADJ
easat-8328	17	8	-	-	ADJ
easat-8328	17	9	border	border	ADJ
easat-8328	17	10	e	e	NOUN
easat-8328	17	11	-	-	NOUN
easat-8328	17	12	commerce	commerce	NOUN
easat-8328	17	13	in	in	ADP
easat-8328	17	14	china	china	PROPN
easat-8328	17	15	surged	surge	VERB
easat-8328	17	16	recently	recently	ADV
easat-8328	17	17	,	,	PUNCT
easat-8328	17	18	as	as	SCONJ
easat-8328	17	19	the	the	DET
easat-8328	17	20	annual	annual	ADJ
easat-8328	17	21	growth	growth	NOUN
easat-8328	17	22	rate	rate	NOUN
easat-8328	17	23	outpaces	outpace	NOUN
easat-8328	17	24	that	that	PRON
easat-8328	17	25	of	of	ADP
easat-8328	17	26	traditional	traditional	ADJ
easat-8328	17	27	trade	trade	NOUN
easat-8328	17	28	channels	channel	NOUN
easat-8328	17	29	.	.	PUNCT
easat-8328	18	1	this	this	PRON
easat-8328	18	2	has	have	AUX
easat-8328	18	3	caught	catch	VERB
easat-8328	18	4	the	the	DET
easat-8328	18	5	attention	attention	NOUN
easat-8328	18	6	of	of	ADP
easat-8328	18	7	international	international	ADJ
easat-8328	18	8	sellers	seller	NOUN
easat-8328	18	9	and	and	CCONJ
easat-8328	18	10	brands	brand	NOUN
easat-8328	18	11	,	,	PUNCT
easat-8328	18	12	leading	lead	VERB
easat-8328	18	13	to	to	ADP
easat-8328	18	14	a	a	DET
easat-8328	18	15	surge	surge	NOUN
easat-8328	18	16	in	in	ADP
easat-8328	18	17	the	the	DET
easat-8328	18	18	ecosystem	ecosystem	NOUN
easat-8328	18	19	of	of	ADP
easat-8328	18	20	import	import	NOUN
easat-8328	18	21	platforms	platform	NOUN
easat-8328	18	22	in	in	ADP
easat-8328	18	23	china	china	PROPN
easat-8328	19	1	[	[	X
easat-8328	19	2	2	2	NUM
easat-8328	19	3	]	]	PUNCT
easat-8328	19	4	.	.	PUNCT
easat-8328	20	1	regardless	regardless	ADV
easat-8328	20	2	of	of	ADP
easat-8328	20	3	the	the	DET
easat-8328	20	4	growth	growth	NOUN
easat-8328	20	5	rate	rate	NOUN
easat-8328	20	6	,	,	PUNCT
easat-8328	20	7	the	the	DET
easat-8328	20	8	sector	sector	NOUN
easat-8328	20	9	lacks	lack	VERB
easat-8328	20	10	in	in	ADP
easat-8328	20	11	user	user	NOUN
easat-8328	20	12	experience	experience	NOUN
easat-8328	20	13	and	and	CCONJ
easat-8328	20	14	this	this	PRON
easat-8328	20	15	might	might	AUX
easat-8328	20	16	hinder	hinder	VERB
easat-8328	20	17	the	the	DET
easat-8328	20	18	long	long	ADJ
easat-8328	20	19	-	-	PUNCT
easat-8328	20	20	term	term	NOUN
easat-8328	20	21	development	development	NOUN
easat-8328	20	22	possibilities	possibility	NOUN
easat-8328	20	23	,	,	PUNCT
easat-8328	20	24	as	as	ADV
easat-8328	20	25	well	well	ADV
easat-8328	20	26	as	as	ADP
easat-8328	20	27	depth	depth	NOUN
easat-8328	20	28	of	of	ADP
easat-8328	20	29	market	market	NOUN
easat-8328	20	30	penetration	penetration	NOUN
easat-8328	20	31	.	.	PUNCT
easat-8328	21	1	problems	problem	NOUN
easat-8328	21	2	with	with	ADP
easat-8328	21	3	user	user	NOUN
easat-8328	21	4	experience	experience	NOUN
easat-8328	21	5	remain	remain	VERB
easat-8328	21	6	within	within	ADP
easat-8328	21	7	and	and	CCONJ
easat-8328	21	8	across	across	ADP
easat-8328	21	9	border	border	NOUN
easat-8328	21	10	import	import	NOUN
easat-8328	21	11	ecommerce	ecommerce	NOUN
easat-8328	21	12	platforms	platform	NOUN
easat-8328	21	13	,	,	PUNCT
easat-8328	21	14	hindering	hinder	VERB
easat-8328	21	15	long	long	ADJ
easat-8328	21	16	-	-	PUNCT
easat-8328	21	17	term	term	NOUN
easat-8328	21	18	development	development	NOUN
easat-8328	21	19	and	and	CCONJ
easat-8328	21	20	negatively	negatively	ADV
easat-8328	21	21	impacting	impact	VERB
easat-8328	21	22	end	end	NOUN
easat-8328	21	23	-	-	PUNCT
easat-8328	21	24	user	user	NOUN
easat-8328	21	25	satisfaction	satisfaction	NOUN
easat-8328	21	26	.	.	PUNCT
easat-8328	22	1	such	such	ADJ
easat-8328	22	2	issues	issue	NOUN
easat-8328	22	3	include	include	VERB
easat-8328	22	4	hurdles	hurdle	NOUN
easat-8328	22	5	associated	associate	VERB
easat-8328	22	6	with	with	ADP
easat-8328	22	7	languages	language	NOUN
easat-8328	22	8	,	,	PUNCT
easat-8328	22	9	logistics	logistic	NOUN
easat-8328	22	10	,	,	PUNCT
easat-8328	22	11	payment	payment	NOUN
easat-8328	22	12	security	security	NOUN
easat-8328	22	13	,	,	PUNCT
easat-8328	22	14	product	product	NOUN
easat-8328	22	15	authentication	authentication	NOUN
easat-8328	22	16	,	,	PUNCT
easat-8328	22	17	customs	custom	NOUN
easat-8328	22	18	clearance	clearance	NOUN
easat-8328	22	19	,	,	PUNCT
easat-8328	22	20	and	and	CCONJ
easat-8328	22	21	after	after	ADP
easat-8328	22	22	-	-	PUNCT
easat-8328	22	23	sale	sale	NOUN
easat-8328	22	24	services	service	NOUN
easat-8328	22	25	[	[	X
easat-8328	22	26	3	3	NUM
easat-8328	22	27	]	]	PUNCT
easat-8328	22	28	.	.	PUNCT
easat-8328	23	1	the	the	DET
easat-8328	23	2	multicultural	multicultural	ADJ
easat-8328	23	3	context	context	NOUN
easat-8328	23	4	of	of	ADP
easat-8328	23	5	these	these	DET
easat-8328	23	6	interactions	interaction	NOUN
easat-8328	23	7	adds	add	VERB
easat-8328	23	8	another	another	DET
easat-8328	23	9	layer	layer	NOUN
easat-8328	23	10	of	of	ADP
easat-8328	23	11	complexity	complexity	NOUN
easat-8328	23	12	,	,	PUNCT
easat-8328	23	13	for	for	SCONJ
easat-8328	23	14	chinese	chinese	ADJ
easat-8328	23	15	users	user	NOUN
easat-8328	23	16	contend	contend	VERB
easat-8328	23	17	with	with	ADP
easat-8328	23	18	foreign	foreign	ADJ
easat-8328	23	19	product	product	NOUN
easat-8328	23	20	descriptions	description	NOUN
easat-8328	23	21	,	,	PUNCT
easat-8328	23	22	international	international	ADJ
easat-8328	23	23	sizing	sizing	NOUN
easat-8328	23	24	systems	system	NOUN
easat-8328	23	25	,	,	PUNCT
easat-8328	23	26	brand	brand	NOUN
easat-8328	23	27	names	name	NOUN
easat-8328	23	28	,	,	PUNCT
easat-8328	23	29	and	and	CCONJ
easat-8328	23	30	exogenous	exogenous	ADJ
easat-8328	23	31	branding	branding	NOUN
easat-8328	23	32	markouts	markout	NOUN
easat-8328	23	33	.	.	PUNCT
easat-8328	24	1	according	accord	VERB
easat-8328	24	2	to	to	ADP
easat-8328	24	3	taherdoost	taherdoost	VERB
easat-8328	24	4	and	and	CCONJ
easat-8328	24	5	madanchian	madanchian	ADJ
easat-8328	24	6	,	,	PUNCT
easat-8328	24	7	consumer	consumer	NOUN
easat-8328	24	8	satisfaction	satisfaction	NOUN
easat-8328	24	9	in	in	ADP
easat-8328	24	10	cross	cross	ADJ
easat-8328	24	11	-	-	ADJ
easat-8328	24	12	border	border	ADJ
easat-8328	24	13	e	e	NOUN
easat-8328	24	14	-	-	NOUN
easat-8328	24	15	commerce	commerce	NOUN
easat-8328	24	16	is	be	AUX
easat-8328	24	17	determined	determine	VERB
easat-8328	24	18	by	by	ADP
easat-8328	24	19	several	several	ADJ
easat-8328	24	20	factors	factor	NOUN
easat-8328	24	21	such	such	ADJ
easat-8328	24	22	as	as	ADP
easat-8328	24	23	website	website	NOUN
easat-8328	24	24	layout	layout	NOUN
easat-8328	24	25	,	,	PUNCT
easat-8328	24	26	security	security	NOUN
easat-8328	24	27	2149	2149	NUM
easat-8328	24	28	edelweiss	edelweiss	PROPN
easat-8328	24	29	applied	apply	VERB
easat-8328	24	30	science	science	NOUN
easat-8328	24	31	and	and	CCONJ
easat-8328	24	32	technology	technology	NOUN
easat-8328	24	33	issn	issn	PROPN
easat-8328	24	34	:	:	PUNCT
easat-8328	24	35	2576	2576	NUM
easat-8328	24	36	-	-	SYM
easat-8328	24	37	8484	8484	NUM
easat-8328	24	38	vol	vol	NOUN
easat-8328	24	39	.	.	PROPN
easat-8328	25	1	9	9	NUM
easat-8328	25	2	,	,	PUNCT
easat-8328	25	3	no	no	INTJ
easat-8328	25	4	.	.	NOUN
easat-8328	25	5	6	6	NUM
easat-8328	25	6	:	:	PUNCT
easat-8328	25	7	2148	2148	NUM
easat-8328	25	8	-	-	SYM
easat-8328	25	9	2167	2167	NUM
easat-8328	25	10	,	,	PUNCT
easat-8328	25	11	2025	2025	NUM
easat-8328	25	12	doi	doi	NOUN
easat-8328	25	13	:	:	PUNCT
easat-8328	25	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	25	15	©	©	ADP
easat-8328	25	16	2025	2025	NUM
easat-8328	25	17	by	by	ADP
easat-8328	25	18	the	the	DET
easat-8328	25	19	authors	author	NOUN
easat-8328	25	20	;	;	PUNCT
easat-8328	25	21	licensee	licensee	NOUN
easat-8328	25	22	learning	learn	VERB
easat-8328	25	23	gate	gate	NOUN
easat-8328	25	24	of	of	ADP
easat-8328	25	25	payment	payment	NOUN
easat-8328	25	26	,	,	PUNCT
easat-8328	25	27	efficiency	efficiency	NOUN
easat-8328	25	28	of	of	ADP
easat-8328	25	29	logistics	logistic	NOUN
easat-8328	25	30	,	,	PUNCT
easat-8328	25	31	and	and	CCONJ
easat-8328	25	32	customer	customer	NOUN
easat-8328	25	33	service	service	NOUN
easat-8328	25	34	quality	quality	NOUN
easat-8328	26	1	[	[	X
easat-8328	26	2	4	4	NUM
easat-8328	26	3	]	]	PUNCT
easat-8328	26	4	.	.	PUNCT
easat-8328	27	1	recent	recent	ADJ
easat-8328	27	2	studies	study	NOUN
easat-8328	27	3	show	show	VERB
easat-8328	27	4	that	that	SCONJ
easat-8328	27	5	consumers	consumer	NOUN
easat-8328	27	6	from	from	ADP
easat-8328	27	7	china	china	PROPN
easat-8328	27	8	within	within	ADP
easat-8328	27	9	cross	cross	ADJ
easat-8328	27	10	-	-	ADJ
easat-8328	27	11	border	border	ADJ
easat-8328	27	12	shopping	shopping	NOUN
easat-8328	27	13	tend	tend	VERB
easat-8328	27	14	to	to	PART
easat-8328	27	15	pay	pay	VERB
easat-8328	27	16	more	more	ADJ
easat-8328	27	17	attention	attention	NOUN
easat-8328	27	18	to	to	ADP
easat-8328	27	19	authenticity	authenticity	NOUN
easat-8328	27	20	confirmation	confirmation	NOUN
easat-8328	27	21	and	and	CCONJ
easat-8328	27	22	the	the	DET
easat-8328	27	23	dependability	dependability	NOUN
easat-8328	27	24	of	of	ADP
easat-8328	27	25	delivered	deliver	VERB
easat-8328	27	26	products	product	NOUN
easat-8328	27	27	,	,	PUNCT
easat-8328	27	28	with	with	ADP
easat-8328	27	29	concerns	concern	NOUN
easat-8328	27	30	regarding	regard	VERB
easat-8328	27	31	counterfeiting	counterfeiting	NOUN
easat-8328	27	32	and	and	CCONJ
easat-8328	27	33	delays	delay	NOUN
easat-8328	27	34	being	be	AUX
easat-8328	27	35	the	the	DET
easat-8328	27	36	most	most	ADV
easat-8328	27	37	common	common	ADJ
easat-8328	27	38	reasons	reason	NOUN
easat-8328	27	39	for	for	ADP
easat-8328	27	40	abandoning	abandon	VERB
easat-8328	27	41	completed	complete	VERB
easat-8328	27	42	purchases	purchase	NOUN
easat-8328	27	43	.	.	PUNCT
easat-8328	28	1	the	the	DET
easat-8328	28	2	multifaceted	multifaceted	ADJ
easat-8328	28	3	nature	nature	NOUN
easat-8328	28	4	of	of	ADP
easat-8328	28	5	these	these	DET
easat-8328	28	6	elements	element	NOUN
easat-8328	28	7	calls	call	VERB
easat-8328	28	8	for	for	ADP
easat-8328	28	9	integrative	integrative	ADJ
easat-8328	28	10	strategies	strategy	NOUN
easat-8328	28	11	which	which	PRON
easat-8328	28	12	deal	deal	VERB
easat-8328	28	13	with	with	ADP
easat-8328	28	14	multiple	multiple	ADJ
easat-8328	28	15	dimensions	dimension	NOUN
easat-8328	28	16	of	of	ADP
easat-8328	28	17	the	the	DET
easat-8328	28	18	user	user	NOUN
easat-8328	28	19	experience	experience	NOUN
easat-8328	28	20	simultaneously	simultaneously	ADV
easat-8328	28	21	.	.	PUNCT
easat-8328	29	1	the	the	DET
easat-8328	29	2	use	use	NOUN
easat-8328	29	3	of	of	ADP
easat-8328	29	4	intelligent	intelligent	ADJ
easat-8328	29	5	technologies	technology	NOUN
easat-8328	29	6	provides	provide	VERB
easat-8328	29	7	promising	promising	ADJ
easat-8328	29	8	solutions	solution	NOUN
easat-8328	29	9	to	to	PART
easat-8328	29	10	tackle	tackle	VERB
easat-8328	29	11	cross	cross	ADJ
easat-8328	29	12	-	-	ADJ
easat-8328	29	13	border	border	ADJ
easat-8328	29	14	e	e	NOUN
easat-8328	29	15	-	-	NOUN
easat-8328	29	16	commerce	commerce	NOUN
easat-8328	29	17	issues	issue	NOUN
easat-8328	29	18	.	.	PUNCT
easat-8328	30	1	according	accord	VERB
easat-8328	30	2	to	to	ADP
easat-8328	30	3	li	li	PROPN
easat-8328	30	4	,	,	PUNCT
easat-8328	30	5	et	et	PROPN
easat-8328	30	6	al	al	PROPN
easat-8328	30	7	.	.	PUNCT
easat-8328	31	1	[	[	X
easat-8328	31	2	5	5	NUM
easat-8328	31	3	]	]	SYM
easat-8328	31	4	ai	ai	NOUN
easat-8328	31	5	,	,	PUNCT
easat-8328	31	6	machine	machine	NOUN
easat-8328	31	7	learning	learning	NOUN
easat-8328	31	8	,	,	PUNCT
easat-8328	31	9	big	big	ADJ
easat-8328	31	10	data	datum	NOUN
easat-8328	31	11	analytics	analytic	NOUN
easat-8328	31	12	,	,	PUNCT
easat-8328	31	13	blockchain	blockchain	PROPN
easat-8328	31	14	technology	technology	PROPN
easat-8328	31	15	,	,	PUNCT
easat-8328	31	16	and	and	CCONJ
easat-8328	31	17	natural	natural	ADJ
easat-8328	31	18	language	language	NOUN
easat-8328	31	19	processing	processing	NOUN
easat-8328	31	20	show	show	NOUN
easat-8328	31	21	potential	potential	NOUN
easat-8328	31	22	at	at	ADP
easat-8328	31	23	a	a	DET
easat-8328	31	24	multitude	multitude	NOUN
easat-8328	31	25	of	of	ADP
easat-8328	31	26	user	user	NOUN
easat-8328	31	27	experience	experience	NOUN
easat-8328	31	28	touchpoints	touchpoint	NOUN
easat-8328	31	29	throughout	throughout	ADP
easat-8328	31	30	the	the	DET
easat-8328	31	31	cross	cross	ADJ
easat-8328	31	32	-	-	ADJ
easat-8328	31	33	border	border	ADJ
easat-8328	31	34	e	e	NOUN
easat-8328	31	35	-	-	NOUN
easat-8328	31	36	commerce	commerce	ADJ
easat-8328	31	37	journey	journey	NOUN
easat-8328	31	38	,	,	PUNCT
easat-8328	31	39	processes	process	NOUN
easat-8328	31	40	which	which	PRON
easat-8328	31	41	have	have	AUX
easat-8328	31	42	not	not	PART
easat-8328	31	43	been	be	AUX
easat-8328	31	44	automated	automate	VERB
easat-8328	31	45	before	before	ADV
easat-8328	31	46	.	.	PUNCT
easat-8328	32	1	in	in	ADP
easat-8328	32	2	e	e	PROPN
easat-8328	32	3	-	-	NOUN
easat-8328	32	4	commerce	commerce	NOUN
easat-8328	32	5	,	,	PUNCT
easat-8328	32	6	as	as	SCONJ
easat-8328	32	7	quoted	quote	VERB
easat-8328	32	8	from	from	ADP
easat-8328	32	9	fedorko	fedorko	PROPN
easat-8328	32	10	et	et	PROPN
easat-8328	32	11	al	al	PROPN
easat-8328	32	12	.	.	PROPN
easat-8328	32	13	,	,	PUNCT
easat-8328	32	14	ai	ai	AUX
easat-8328	32	15	applications	application	NOUN
easat-8328	32	16	have	have	AUX
easat-8328	32	17	shifted	shift	VERB
easat-8328	32	18	from	from	ADP
easat-8328	32	19	basic	basic	ADJ
easat-8328	32	20	recommendation	recommendation	NOUN
easat-8328	32	21	engines	engine	NOUN
easat-8328	32	22	to	to	PART
easat-8328	32	23	fully	fully	ADV
easat-8328	32	24	developed	develop	VERB
easat-8328	32	25	systems	system	NOUN
easat-8328	32	26	managing	manage	VERB
easat-8328	32	27	various	various	ADJ
easat-8328	32	28	components	component	NOUN
easat-8328	32	29	of	of	ADP
easat-8328	32	30	consumer	consumer	NOUN
easat-8328	32	31	interactions	interaction	NOUN
easat-8328	32	32	from	from	ADP
easat-8328	32	33	sales	sale	NOUN
easat-8328	32	34	to	to	ADP
easat-8328	32	35	post	post	ADJ
easat-8328	32	36	-	-	ADJ
easat-8328	32	37	sales	sales	ADJ
easat-8328	32	38	services	service	NOUN
easat-8328	32	39	[	[	X
easat-8328	32	40	6	6	NUM
easat-8328	32	41	]	]	PUNCT
easat-8328	32	42	.	.	PUNCT
easat-8328	33	1	furthermore	furthermore	ADV
easat-8328	33	2	,	,	PUNCT
easat-8328	33	3	these	these	DET
easat-8328	33	4	technologies	technology	NOUN
easat-8328	33	5	facilitate	facilitate	VERB
easat-8328	33	6	personalised	personalised	ADJ
easat-8328	33	7	shopping	shopping	NOUN
easat-8328	33	8	experiences	experience	NOUN
easat-8328	33	9	via	via	ADP
easat-8328	33	10	intelligent	intelligent	ADJ
easat-8328	33	11	recommendation	recommendation	NOUN
easat-8328	33	12	systems	system	NOUN
easat-8328	33	13	and	and	CCONJ
easat-8328	33	14	enable	enable	VERB
easat-8328	33	15	more	more	ADJ
easat-8328	33	16	accurate	accurate	ADJ
easat-8328	33	17	logistics	logistic	NOUN
easat-8328	33	18	through	through	ADP
easat-8328	33	19	predictive	predictive	ADJ
easat-8328	33	20	analytics	analytic	NOUN
easat-8328	33	21	;	;	PUNCT
easat-8328	33	22	improved	improve	VERB
easat-8328	33	23	security	security	NOUN
easat-8328	33	24	via	via	ADP
easat-8328	33	25	ai	ai	ADV
easat-8328	33	26	-	-	PUNCT
easat-8328	33	27	based	base	VERB
easat-8328	33	28	risk	risk	NOUN
easat-8328	33	29	detection	detection	NOUN
easat-8328	33	30	,	,	PUNCT
easat-8328	33	31	enhanced	enhance	VERB
easat-8328	33	32	customer	customer	NOUN
easat-8328	33	33	service	service	NOUN
easat-8328	33	34	via	via	ADP
easat-8328	33	35	multilingual	multilingual	ADJ
easat-8328	33	36	chatbots	chatbot	NOUN
easat-8328	33	37	and	and	CCONJ
easat-8328	33	38	automated	automate	VERB
easat-8328	33	39	translation	translation	NOUN
easat-8328	33	40	systems	system	NOUN
easat-8328	33	41	,	,	PUNCT
easat-8328	33	42	as	as	ADV
easat-8328	33	43	well	well	ADV
easat-8328	33	44	as	as	ADP
easat-8328	33	45	general	general	ADJ
easat-8328	33	46	automation	automation	NOUN
easat-8328	33	47	courtesy	courtesy	NOUN
easat-8328	33	48	of	of	ADP
easat-8328	33	49	machine	machine	NOUN
easat-8328	33	50	learning	learning	NOUN
easat-8328	33	51	that	that	PRON
easat-8328	33	52	also	also	ADV
easat-8328	33	53	enhances	enhance	VERB
easat-8328	33	54	customer	customer	NOUN
easat-8328	33	55	care	care	NOUN
easat-8328	33	56	.	.	PUNCT
easat-8328	34	1	these	these	DET
easat-8328	34	2	technologies	technology	NOUN
easat-8328	34	3	integrated	integrate	VERB
easat-8328	34	4	along	along	ADP
easat-8328	34	5	with	with	ADP
easat-8328	34	6	chatbot	chatbot	NOUN
easat-8328	34	7	systems	system	NOUN
easat-8328	34	8	give	give	VERB
easat-8328	34	9	rise	rise	NOUN
easat-8328	34	10	to	to	ADP
easat-8328	34	11	other	other	ADJ
easat-8328	34	12	peripherals	peripheral	NOUN
easat-8328	34	13	which	which	PRON
easat-8328	34	14	help	help	VERB
easat-8328	34	15	ease	ease	VERB
easat-8328	34	16	customer	customer	NOUN
easat-8328	34	17	interactions	interaction	NOUN
easat-8328	34	18	.	.	PUNCT
easat-8328	35	1	with	with	ADP
easat-8328	35	2	regards	regard	NOUN
easat-8328	35	3	to	to	ADP
easat-8328	35	4	china	china	PROPN
easat-8328	35	5	,	,	PUNCT
easat-8328	35	6	the	the	DET
easat-8328	35	7	application	application	NOUN
easat-8328	35	8	of	of	ADP
easat-8328	35	9	these	these	DET
easat-8328	35	10	intelligent	intelligent	ADJ
easat-8328	35	11	technologies	technology	NOUN
easat-8328	35	12	in	in	ADP
easat-8328	35	13	import	import	NOUN
easat-8328	35	14	cross	cross	ADJ
easat-8328	35	15	-	-	ADJ
easat-8328	35	16	border	border	ADJ
easat-8328	35	17	e	e	NOUN
easat-8328	35	18	-	-	NOUN
easat-8328	35	19	commerce	commerce	NOUN
easat-8328	35	20	platforms	platform	NOUN
easat-8328	35	21	faces	face	VERB
easat-8328	35	22	advantages	advantage	NOUN
easat-8328	35	23	and	and	CCONJ
easat-8328	35	24	barriers	barrier	NOUN
easat-8328	35	25	owing	owe	VERB
easat-8328	35	26	to	to	ADP
easat-8328	35	27	the	the	DET
easat-8328	35	28	unique	unique	ADJ
easat-8328	35	29	boundaries	boundary	NOUN
easat-8328	35	30	of	of	ADP
easat-8328	35	31	governance	governance	NOUN
easat-8328	35	32	,	,	PUNCT
easat-8328	35	33	behaviour	behaviour	NOUN
easat-8328	35	34	,	,	PUNCT
easat-8328	35	35	and	and	CCONJ
easat-8328	35	36	the	the	DET
easat-8328	35	37	digital	digital	ADJ
easat-8328	35	38	world	world	NOUN
easat-8328	35	39	.	.	PUNCT
easat-8328	36	1	this	this	DET
easat-8328	36	2	research	research	NOUN
easat-8328	36	3	seeks	seek	VERB
easat-8328	36	4	to	to	PART
easat-8328	36	5	fully	fully	ADV
easat-8328	36	6	understand	understand	VERB
easat-8328	36	7	these	these	DET
easat-8328	36	8	contextual	contextual	ADJ
easat-8328	36	9	factors	factor	NOUN
easat-8328	36	10	and	and	CCONJ
easat-8328	36	11	devise	devise	VERB
easat-8328	36	12	intelligent	intelligent	ADJ
easat-8328	36	13	solutions	solution	NOUN
easat-8328	36	14	on	on	ADP
easat-8328	36	15	the	the	DET
easat-8328	36	16	user	user	NOUN
easat-8328	36	17	experience	experience	NOUN
easat-8328	36	18	within	within	ADP
easat-8328	36	19	china	china	PROPN
easat-8328	36	20	's	's	PART
easat-8328	36	21	import	import	PROPN
easat-8328	36	22	cross	cross	ADJ
easat-8328	36	23	-	-	ADJ
easat-8328	36	24	border	border	ADJ
easat-8328	36	25	e	e	PROPN
easat-8328	36	26	-	-	NOUN
easat-8328	36	27	commerce	commerce	NOUN
easat-8328	36	28	platforms	platform	NOUN
easat-8328	36	29	to	to	PART
easat-8328	36	30	contribute	contribute	VERB
easat-8328	36	31	to	to	ADP
easat-8328	36	32	developmental	developmental	ADJ
easat-8328	36	33	theories	theory	NOUN
easat-8328	36	34	and	and	CCONJ
easat-8328	36	35	practices	practice	NOUN
easat-8328	36	36	in	in	ADP
easat-8328	36	37	this	this	DET
easat-8328	36	38	area	area	NOUN
easat-8328	36	39	of	of	ADP
easat-8328	36	40	study	study	NOUN
easat-8328	36	41	.	.	PUNCT
easat-8328	37	1	2	2	X
easat-8328	37	2	.	.	X
easat-8328	37	3	literature	literature	NOUN
easat-8328	37	4	review	review	VERB
easat-8328	37	5	2.1	2.1	NUM
easat-8328	37	6	.	.	PUNCT
easat-8328	38	1	current	current	ADJ
easat-8328	38	2	research	research	NOUN
easat-8328	38	3	on	on	ADP
easat-8328	38	4	cross	cross	ADJ
easat-8328	38	5	-	-	ADJ
easat-8328	38	6	border	border	ADJ
easat-8328	38	7	e	e	PROPN
easat-8328	38	8	-	-	PROPN
easat-8328	38	9	commerce	commerce	NOUN
easat-8328	38	10	user	user	NOUN
easat-8328	38	11	experience	experience	VERB
easat-8328	38	12	scholarly	scholarly	ADJ
easat-8328	38	13	research	research	NOUN
easat-8328	38	14	in	in	ADP
easat-8328	38	15	cross	cross	ADJ
easat-8328	38	16	-	-	ADJ
easat-8328	38	17	border	border	ADJ
easat-8328	38	18	e	e	PROPN
easat-8328	38	19	-	-	PROPN
easat-8328	38	20	commerce	commerce	NOUN
easat-8328	38	21	user	user	NOUN
easat-8328	38	22	experience	experience	NOUN
easat-8328	38	23	has	have	AUX
easat-8328	38	24	expanded	expand	VERB
easat-8328	38	25	to	to	ADP
easat-8328	38	26	a	a	DET
easat-8328	38	27	global	global	ADJ
easat-8328	38	28	scale	scale	NOUN
easat-8328	38	29	because	because	SCONJ
easat-8328	38	30	of	of	ADP
easat-8328	38	31	the	the	DET
easat-8328	38	32	sector	sector	NOUN
easat-8328	38	33	’s	’s	PART
easat-8328	38	34	continuous	continuous	ADJ
easat-8328	38	35	international	international	ADJ
easat-8328	38	36	growth	growth	NOUN
easat-8328	38	37	.	.	PUNCT
easat-8328	39	1	from	from	ADP
easat-8328	39	2	a	a	DET
easat-8328	39	3	primary	primary	ADJ
easat-8328	39	4	focus	focus	NOUN
easat-8328	39	5	on	on	ADP
easat-8328	39	6	website	website	NOUN
easat-8328	39	7	aesthetics	aesthetic	NOUN
easat-8328	39	8	,	,	PUNCT
easat-8328	39	9	research	research	NOUN
easat-8328	39	10	now	now	ADV
easat-8328	39	11	addresses	address	VERB
easat-8328	39	12	the	the	DET
easat-8328	39	13	entire	entire	ADJ
easat-8328	39	14	customer	customer	NOUN
easat-8328	39	15	experience	experience	NOUN
easat-8328	39	16	including	include	VERB
easat-8328	39	17	all	all	DET
easat-8328	39	18	interactions	interaction	NOUN
easat-8328	39	19	with	with	ADP
easat-8328	39	20	the	the	DET
easat-8328	39	21	entity	entity	NOUN
easat-8328	39	22	in	in	ADP
easat-8328	39	23	question	question	NOUN
easat-8328	39	24	.	.	PUNCT
easat-8328	40	1	guo	guo	PROPN
easat-8328	40	2	and	and	CCONJ
easat-8328	40	3	chelliah	chelliah	PROPN
easat-8328	40	4	studied	study	VERB
easat-8328	40	5	the	the	DET
easat-8328	40	6	factors	factor	NOUN
easat-8328	40	7	affecting	affect	VERB
easat-8328	40	8	cross	cross	ADJ
easat-8328	40	9	-	-	ADJ
easat-8328	40	10	border	border	ADJ
easat-8328	40	11	e	e	PROPN
easat-8328	40	12	-	-	NOUN
easat-8328	40	13	commerce	commerce	NOUN
easat-8328	40	14	consumer	consumer	NOUN
easat-8328	40	15	satisfaction	satisfaction	NOUN
easat-8328	40	16	and	and	CCONJ
easat-8328	40	17	concluded	conclude	VERB
easat-8328	40	18	from	from	ADP
easat-8328	40	19	their	their	PRON
easat-8328	40	20	global	global	ADJ
easat-8328	40	21	study	study	NOUN
easat-8328	40	22	that	that	DET
easat-8328	40	23	trust	trust	NOUN
easat-8328	40	24	,	,	PUNCT
easat-8328	40	25	website	website	NOUN
easat-8328	40	26	,	,	PUNCT
easat-8328	40	27	and	and	CCONJ
easat-8328	40	28	service	service	NOUN
easat-8328	40	29	quality	quality	NOUN
easat-8328	40	30	heavily	heavily	ADV
easat-8328	40	31	impact	impact	NOUN
easat-8328	40	32	satisfaction	satisfaction	NOUN
easat-8328	40	33	[	[	X
easat-8328	40	34	7	7	NUM
easat-8328	40	35	]	]	PUNCT
easat-8328	40	36	.	.	PUNCT
easat-8328	41	1	this	this	DET
easat-8328	41	2	understanding	understanding	NOUN
easat-8328	41	3	of	of	ADP
easat-8328	41	4	the	the	DET
easat-8328	41	5	user	user	NOUN
easat-8328	41	6	experience	experience	NOUN
easat-8328	41	7	,	,	PUNCT
easat-8328	41	8	or	or	CCONJ
easat-8328	41	9	rather	rather	ADV
easat-8328	41	10	user	user	NOUN
easat-8328	41	11	satisfaction	satisfaction	NOUN
easat-8328	41	12	,	,	PUNCT
easat-8328	41	13	was	be	AUX
easat-8328	41	14	the	the	DET
easat-8328	41	15	focus	focus	NOUN
easat-8328	41	16	of	of	ADP
easat-8328	41	17	yu	yu	PROPN
easat-8328	41	18	and	and	CCONJ
easat-8328	41	19	yang	yang	PROPN
easat-8328	42	1	[	[	X
easat-8328	42	2	8	8	X
easat-8328	42	3	]	]	PUNCT
easat-8328	42	4	when	when	SCONJ
easat-8328	42	5	applying	apply	VERB
easat-8328	42	6	cubi	cubi	PROPN
easat-8328	42	7	and	and	CCONJ
easat-8328	42	8	nps	nps	PROPN
easat-8328	42	9	to	to	PART
easat-8328	42	10	analyse	analyse	VERB
easat-8328	42	11	user	user	NOUN
easat-8328	42	12	experience	experience	NOUN
easat-8328	42	13	design	design	NOUN
easat-8328	42	14	of	of	ADP
easat-8328	42	15	cross	cross	ADJ
easat-8328	42	16	-	-	ADJ
easat-8328	42	17	border	border	ADJ
easat-8328	42	18	e	e	PROPN
easat-8328	42	19	-	-	NOUN
easat-8328	42	20	commerce	commerce	NOUN
easat-8328	42	21	platforms	platform	NOUN
easat-8328	42	22	in	in	ADP
easat-8328	42	23	china	china	PROPN
easat-8328	43	1	[	[	X
easat-8328	43	2	8	8	NUM
easat-8328	43	3	]	]	PUNCT
easat-8328	43	4	.	.	PUNCT
easat-8328	44	1	their	their	PRON
easat-8328	44	2	study	study	NOUN
easat-8328	44	3	concentrated	concentrate	VERB
easat-8328	44	4	on	on	ADP
easat-8328	44	5	content	content	NOUN
easat-8328	44	6	strategy	strategy	NOUN
easat-8328	44	7	,	,	PUNCT
easat-8328	44	8	utility	utility	NOUN
easat-8328	44	9	design	design	NOUN
easat-8328	44	10	,	,	PUNCT
easat-8328	44	11	behaviour	behaviour	NOUN
easat-8328	44	12	design	design	NOUN
easat-8328	44	13	as	as	ADV
easat-8328	44	14	well	well	ADV
easat-8328	44	15	as	as	ADP
easat-8328	44	16	information	information	NOUN
easat-8328	44	17	architecture	architecture	NOUN
easat-8328	44	18	as	as	ADP
easat-8328	44	19	essential	essential	ADJ
easat-8328	44	20	components	component	NOUN
easat-8328	44	21	towards	towards	ADP
easat-8328	44	22	satisfactory	satisfactory	ADJ
easat-8328	44	23	user	user	NOUN
easat-8328	44	24	experience	experience	NOUN
easat-8328	44	25	.	.	PUNCT
easat-8328	45	1	baek	baek	NOUN
easat-8328	45	2	et	et	PROPN
easat-8328	45	3	al	al	PROPN
easat-8328	45	4	.	.	PROPN
easat-8328	45	5	have	have	AUX
easat-8328	45	6	documented	document	VERB
easat-8328	45	7	in	in	ADP
easat-8328	45	8	great	great	ADJ
easat-8328	45	9	detail	detail	NOUN
easat-8328	45	10	the	the	DET
easat-8328	45	11	hurdles	hurdle	NOUN
easat-8328	45	12	associated	associate	VERB
easat-8328	45	13	with	with	ADP
easat-8328	45	14	cross	cross	ADJ
easat-8328	45	15	-	-	ADJ
easat-8328	45	16	border	border	ADJ
easat-8328	45	17	online	online	ADJ
easat-8328	45	18	shopping	shopping	NOUN
easat-8328	45	19	experiences	experience	NOUN
easat-8328	45	20	.	.	PUNCT
easat-8328	46	1	they	they	PRON
easat-8328	46	2	pointed	point	VERB
easat-8328	46	3	out	out	ADP
easat-8328	46	4	that	that	SCONJ
easat-8328	46	5	chinese	chinese	ADJ
easat-8328	46	6	consumers	consumer	NOUN
easat-8328	46	7	,	,	PUNCT
easat-8328	46	8	when	when	SCONJ
easat-8328	46	9	shopping	shop	VERB
easat-8328	46	10	from	from	ADP
easat-8328	46	11	international	international	ADJ
easat-8328	46	12	retailers	retailer	NOUN
easat-8328	46	13	,	,	PUNCT
easat-8328	46	14	confront	confront	VERB
easat-8328	46	15	distinct	distinct	ADJ
easat-8328	46	16	barriers	barrier	NOUN
easat-8328	46	17	pertaining	pertain	VERB
easat-8328	46	18	to	to	ADP
easat-8328	46	19	language	language	NOUN
easat-8328	46	20	,	,	PUNCT
easat-8328	46	21	product	product	NOUN
easat-8328	46	22	authenticity	authenticity	NOUN
easat-8328	46	23	,	,	PUNCT
easat-8328	46	24	logistics	logistic	NOUN
easat-8328	46	25	,	,	PUNCT
easat-8328	46	26	and	and	CCONJ
easat-8328	46	27	aftersales	aftersale	NOUN
easat-8328	46	28	service	service	NOUN
easat-8328	47	1	[	[	X
easat-8328	47	2	3	3	NUM
easat-8328	47	3	]	]	PUNCT
easat-8328	47	4	.	.	PUNCT
easat-8328	48	1	these	these	DET
easat-8328	48	2	findings	finding	NOUN
easat-8328	48	3	are	be	AUX
easat-8328	48	4	corroborated	corroborate	VERB
easat-8328	48	5	by	by	ADP
easat-8328	48	6	li	li	PROPN
easat-8328	48	7	et	et	PROPN
easat-8328	48	8	al	al	PROPN
easat-8328	48	9	.	.	PROPN
easat-8328	48	10	who	who	PRON
easat-8328	48	11	studied	study	VERB
easat-8328	48	12	the	the	DET
easat-8328	48	13	technology	technology	NOUN
easat-8328	48	14	affordance	affordance	NOUN
easat-8328	48	15	as	as	ADV
easat-8328	48	16	well	well	ADV
easat-8328	48	17	as	as	ADP
easat-8328	48	18	the	the	DET
easat-8328	48	19	national	national	ADJ
easat-8328	48	20	polycontextuality	polycontextuality	NOUN
easat-8328	48	21	alongside	alongside	ADP
easat-8328	48	22	customer	customer	NOUN
easat-8328	48	23	loyalty	loyalty	NOUN
easat-8328	48	24	in	in	ADP
easat-8328	48	25	much	much	ADJ
easat-8328	48	26	different	different	ADJ
easat-8328	48	27	cultures	culture	NOUN
easat-8328	48	28	and	and	CCONJ
easat-8328	48	29	contexts	context	NOUN
easat-8328	48	30	[	[	X
easat-8328	48	31	9	9	NUM
easat-8328	48	32	]	]	PUNCT
easat-8328	48	33	.	.	PUNCT
easat-8328	49	1	the	the	DET
easat-8328	49	2	research	research	NOUN
easat-8328	49	3	demonstrates	demonstrate	VERB
easat-8328	49	4	that	that	SCONJ
easat-8328	49	5	the	the	DET
easat-8328	49	6	e	e	PROPN
easat-8328	49	7	-	-	NOUN
easat-8328	49	8	commerce	commerce	NOUN
easat-8328	49	9	shopping	shopping	NOUN
easat-8328	49	10	experience	experience	NOUN
easat-8328	49	11	of	of	ADP
easat-8328	49	12	chinese	chinese	ADJ
easat-8328	49	13	consumers	consumer	NOUN
easat-8328	49	14	is	be	AUX
easat-8328	49	15	vastly	vastly	ADV
easat-8328	49	16	different	different	ADJ
easat-8328	49	17	from	from	ADP
easat-8328	49	18	domestic	domestic	ADJ
easat-8328	49	19	e	e	PROPN
easat-8328	49	20	-	-	NOUN
easat-8328	49	21	commerce	commerce	NOUN
easat-8328	49	22	,	,	PUNCT
easat-8328	49	23	particularly	particularly	ADV
easat-8328	49	24	with	with	ADP
easat-8328	49	25	respect	respect	NOUN
easat-8328	49	26	to	to	ADP
easat-8328	49	27	trust	trust	NOUN
easat-8328	49	28	and	and	CCONJ
easat-8328	49	29	cultural	cultural	ADJ
easat-8328	49	30	sensitivity	sensitivity	NOUN
easat-8328	49	31	.	.	PUNCT
easat-8328	50	1	wang	wang	PROPN
easat-8328	50	2	's	's	PART
easat-8328	50	3	study	study	NOUN
easat-8328	50	4	on	on	ADP
easat-8328	50	5	the	the	DET
easat-8328	50	6	import	import	NOUN
easat-8328	50	7	cross	cross	ADJ
easat-8328	50	8	-	-	ADJ
easat-8328	50	9	border	border	ADJ
easat-8328	50	10	e	e	PROPN
easat-8328	50	11	-	-	PROPN
easat-8328	50	12	commerce	commerce	NOUN
easat-8328	50	13	user	user	NOUN
easat-8328	50	14	adoption	adoption	NOUN
easat-8328	50	15	behaviour	behaviour	NOUN
easat-8328	50	16	sheds	shed	VERB
easat-8328	50	17	further	further	ADJ
easat-8328	50	18	light	light	NOUN
easat-8328	50	19	on	on	ADP
easat-8328	50	20	the	the	DET
easat-8328	50	21	issue	issue	NOUN
easat-8328	50	22	by	by	ADP
easat-8328	50	23	asserting	assert	VERB
easat-8328	50	24	that	that	SCONJ
easat-8328	50	25	perceived	perceive	VERB
easat-8328	50	26	risk	risk	NOUN
easat-8328	50	27	greatly	greatly	ADV
easat-8328	50	28	affects	affect	VERB
easat-8328	50	29	the	the	DET
easat-8328	50	30	engagement	engagement	NOUN
easat-8328	50	31	of	of	ADP
easat-8328	50	32	foreign	foreign	ADJ
easat-8328	50	33	products	product	NOUN
easat-8328	50	34	and	and	CCONJ
easat-8328	50	35	platforms	platform	NOUN
easat-8328	50	36	by	by	ADP
easat-8328	50	37	chinese	chinese	ADJ
easat-8328	50	38	consumers	consumer	NOUN
easat-8328	50	39	[	[	X
easat-8328	50	40	10	10	NUM
easat-8328	50	41	]	]	PUNCT
easat-8328	50	42	.	.	PUNCT
easat-8328	51	1	the	the	DET
easat-8328	51	2	literature	literature	NOUN
easat-8328	51	3	is	be	AUX
easat-8328	51	4	unified	unify	VERB
easat-8328	51	5	in	in	ADP
easat-8328	51	6	showing	show	VERB
easat-8328	51	7	that	that	SCONJ
easat-8328	51	8	the	the	DET
easat-8328	51	9	enhancement	enhancement	NOUN
easat-8328	51	10	of	of	ADP
easat-8328	51	11	user	user	NOUN
easat-8328	51	12	experience	experience	NOUN
easat-8328	51	13	in	in	ADP
easat-8328	51	14	the	the	DET
easat-8328	51	15	context	context	NOUN
easat-8328	51	16	of	of	ADP
easat-8328	51	17	cross	cross	ADJ
easat-8328	51	18	-	-	ADJ
easat-8328	51	19	border	border	ADJ
easat-8328	51	20	relations	relation	NOUN
easat-8328	51	21	must	must	AUX
easat-8328	51	22	take	take	VERB
easat-8328	51	23	into	into	ADP
easat-8328	51	24	account	account	NOUN
easat-8328	51	25	universal	universal	ADJ
easat-8328	51	26	e	e	NOUN
easat-8328	51	27	-	-	NOUN
easat-8328	51	28	commerce	commerce	NOUN
easat-8328	51	29	principles	principle	NOUN
easat-8328	51	30	and	and	CCONJ
easat-8328	51	31	marketing	marketing	NOUN
easat-8328	51	32	cultural	cultural	ADJ
easat-8328	51	33	and	and	CCONJ
easat-8328	51	34	behavioural	behavioural	ADJ
easat-8328	51	35	specifics	specific	NOUN
easat-8328	51	36	–	–	PUNCT
easat-8328	51	37	a	a	DET
easat-8328	51	38	profound	profound	ADJ
easat-8328	51	39	challenge	challenge	NOUN
easat-8328	51	40	to	to	ADP
easat-8328	51	41	designers	designer	NOUN
easat-8328	51	42	and	and	CCONJ
easat-8328	51	43	operators	operator	NOUN
easat-8328	51	44	of	of	ADP
easat-8328	51	45	the	the	DET
easat-8328	51	46	relevant	relevant	ADJ
easat-8328	51	47	platforms	platform	NOUN
easat-8328	51	48	.	.	PUNCT
easat-8328	52	1	2150	2150	NUM
easat-8328	52	2	edelweiss	edelweiss	PROPN
easat-8328	52	3	applied	apply	VERB
easat-8328	52	4	science	science	NOUN
easat-8328	52	5	and	and	CCONJ
easat-8328	52	6	technology	technology	NOUN
easat-8328	52	7	issn	issn	PROPN
easat-8328	52	8	:	:	PUNCT
easat-8328	52	9	2576	2576	NUM
easat-8328	52	10	-	-	SYM
easat-8328	52	11	8484	8484	NUM
easat-8328	52	12	vol	vol	NOUN
easat-8328	52	13	.	.	PROPN
easat-8328	53	1	9	9	NUM
easat-8328	53	2	,	,	PUNCT
easat-8328	53	3	no	no	INTJ
easat-8328	53	4	.	.	NOUN
easat-8328	53	5	6	6	NUM
easat-8328	53	6	:	:	PUNCT
easat-8328	53	7	2148	2148	NUM
easat-8328	53	8	-	-	SYM
easat-8328	53	9	2167	2167	NUM
easat-8328	53	10	,	,	PUNCT
easat-8328	53	11	2025	2025	NUM
easat-8328	53	12	doi	doi	NOUN
easat-8328	53	13	:	:	PUNCT
easat-8328	53	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	53	15	©	©	ADP
easat-8328	53	16	2025	2025	NUM
easat-8328	53	17	by	by	ADP
easat-8328	53	18	the	the	DET
easat-8328	53	19	authors	author	NOUN
easat-8328	53	20	;	;	PUNCT
easat-8328	53	21	licensee	licensee	PROPN
easat-8328	53	22	learning	learning	NOUN
easat-8328	53	23	gate	gate	NOUN
easat-8328	53	24	2.2	2.2	NUM
easat-8328	53	25	.	.	PUNCT
easat-8328	54	1	research	research	NOUN
easat-8328	54	2	on	on	ADP
easat-8328	54	3	application	application	NOUN
easat-8328	54	4	of	of	ADP
easat-8328	54	5	intelligent	intelligent	ADJ
easat-8328	54	6	technologies	technology	NOUN
easat-8328	54	7	in	in	ADP
easat-8328	54	8	e	e	NOUN
easat-8328	54	9	-	-	NOUN
easat-8328	54	10	commerce	commerce	VERB
easat-8328	54	11	the	the	DET
easat-8328	54	12	implementation	implementation	NOUN
easat-8328	54	13	of	of	ADP
easat-8328	54	14	smart	smart	ADJ
easat-8328	54	15	technologies	technology	NOUN
easat-8328	54	16	in	in	ADP
easat-8328	54	17	e	e	NOUN
easat-8328	54	18	-	-	NOUN
easat-8328	54	19	commerce	commerce	NOUN
easat-8328	54	20	has	have	AUX
easat-8328	54	21	advanced	advance	VERB
easat-8328	54	22	from	from	ADP
easat-8328	54	23	pilot	pilot	NOUN
easat-8328	54	24	programmes	programme	NOUN
easat-8328	54	25	to	to	ADP
easat-8328	54	26	being	be	AUX
easat-8328	54	27	standard	standard	ADJ
easat-8328	54	28	strategies	strategy	NOUN
easat-8328	54	29	across	across	ADP
easat-8328	54	30	the	the	DET
easat-8328	54	31	sector	sector	NOUN
easat-8328	54	32	.	.	PUNCT
easat-8328	55	1	portugal	portugal	PROPN
easat-8328	55	2	et	et	PROPN
easat-8328	55	3	al	al	PROPN
easat-8328	55	4	.	.	PROPN
easat-8328	55	5	provided	provide	VERB
easat-8328	55	6	a	a	DET
easat-8328	55	7	systematic	systematic	ADJ
easat-8328	55	8	review	review	NOUN
easat-8328	55	9	of	of	ADP
easat-8328	55	10	the	the	DET
easat-8328	55	11	classification	classification	NOUN
easat-8328	55	12	of	of	ADP
easat-8328	55	13	algorithms	algorithm	NOUN
easat-8328	55	14	in	in	ADP
easat-8328	55	15	machine	machine	NOUN
easat-8328	55	16	learning	learning	NOUN
easat-8328	55	17	applied	apply	VERB
easat-8328	55	18	in	in	ADP
easat-8328	55	19	recommender	recommender	NOUN
easat-8328	55	20	systems	system	NOUN
easat-8328	55	21	,	,	PUNCT
easat-8328	55	22	noting	note	VERB
easat-8328	55	23	how	how	SCONJ
easat-8328	55	24	these	these	DET
easat-8328	55	25	algorithms	algorithm	NOUN
easat-8328	55	26	have	have	AUX
easat-8328	55	27	transitioned	transition	VERB
easat-8328	55	28	from	from	ADP
easat-8328	55	29	basic	basic	ADJ
easat-8328	55	30	collaborative	collaborative	ADJ
easat-8328	55	31	filtering	filtering	NOUN
easat-8328	55	32	to	to	ADP
easat-8328	55	33	advanced	advanced	ADJ
easat-8328	55	34	hybrid	hybrid	NOUN
easat-8328	55	35	models	model	NOUN
easat-8328	55	36	capable	capable	ADJ
easat-8328	55	37	of	of	ADP
easat-8328	55	38	multi	multi	ADJ
easat-8328	55	39	-	-	ADJ
easat-8328	55	40	dimensional	dimensional	ADJ
easat-8328	55	41	consumer	consumer	NOUN
easat-8328	55	42	data	datum	NOUN
easat-8328	55	43	analysis	analysis	NOUN
easat-8328	55	44	[	[	X
easat-8328	55	45	11	11	NUM
easat-8328	55	46	]	]	PUNCT
easat-8328	55	47	.	.	PUNCT
easat-8328	56	1	this	this	PRON
easat-8328	56	2	enables	enable	VERB
easat-8328	56	3	addressing	address	VERB
easat-8328	56	4	the	the	DET
easat-8328	56	5	personalisation	personalisation	NOUN
easat-8328	56	6	problem	problem	NOUN
easat-8328	56	7	in	in	ADP
easat-8328	56	8	overloading	overload	VERB
easat-8328	56	9	consumers	consumer	NOUN
easat-8328	56	10	with	with	ADP
easat-8328	56	11	information	information	NOUN
easat-8328	56	12	.	.	PUNCT
easat-8328	57	1	concurrently	concurrently	ADV
easat-8328	57	2	,	,	PUNCT
easat-8328	57	3	akter	akter	NOUN
easat-8328	57	4	and	and	CCONJ
easat-8328	57	5	wamba	wamba	PROPN
easat-8328	57	6	studied	study	VERB
easat-8328	57	7	the	the	DET
easat-8328	57	8	use	use	NOUN
easat-8328	57	9	of	of	ADP
easat-8328	57	10	big	big	ADJ
easat-8328	57	11	data	datum	NOUN
easat-8328	57	12	in	in	ADP
easat-8328	57	13	the	the	DET
easat-8328	57	14	context	context	NOUN
easat-8328	57	15	of	of	ADP
easat-8328	57	16	e	e	NOUN
easat-8328	57	17	-	-	NOUN
easat-8328	57	18	commerce	commerce	NOUN
easat-8328	57	19	and	and	CCONJ
easat-8328	57	20	illustrated	illustrate	VERB
easat-8328	57	21	its	its	PRON
easat-8328	57	22	contribution	contribution	NOUN
easat-8328	57	23	to	to	ADP
easat-8328	57	24	improving	improve	VERB
easat-8328	57	25	decision	decision	NOUN
easat-8328	57	26	-	-	PUNCT
easat-8328	57	27	making	making	NOUN
easat-8328	57	28	,	,	PUNCT
easat-8328	57	29	operational	operational	ADJ
easat-8328	57	30	activities	activity	NOUN
easat-8328	57	31	,	,	PUNCT
easat-8328	57	32	and	and	CCONJ
easat-8328	57	33	customer	customer	NOUN
easat-8328	57	34	understanding	understanding	NOUN
easat-8328	57	35	[	[	X
easat-8328	57	36	12	12	NUM
easat-8328	57	37	]	]	PUNCT
easat-8328	57	38	.	.	PUNCT
easat-8328	58	1	this	this	DET
easat-8328	58	2	work	work	NOUN
easat-8328	58	3	highlights	highlight	VERB
easat-8328	58	4	the	the	DET
easat-8328	58	5	competitive	competitive	ADJ
easat-8328	58	6	edge	edge	NOUN
easat-8328	58	7	attained	attain	VERB
easat-8328	58	8	by	by	ADP
easat-8328	58	9	analytics	analytic	NOUN
easat-8328	58	10	-	-	PUNCT
easat-8328	58	11	savvy	savvy	VERB
easat-8328	58	12	data	data	NOUN
easat-8328	58	13	-	-	PUNCT
easat-8328	58	14	driven	drive	VERB
easat-8328	58	15	platforms	platform	NOUN
easat-8328	58	16	.	.	PUNCT
easat-8328	59	1	more	more	ADV
easat-8328	59	2	recently	recently	ADV
easat-8328	59	3	,	,	PUNCT
easat-8328	59	4	attention	attention	NOUN
easat-8328	59	5	has	have	AUX
easat-8328	59	6	been	be	AUX
easat-8328	59	7	directed	direct	VERB
easat-8328	59	8	towards	towards	ADP
easat-8328	59	9	the	the	DET
easat-8328	59	10	development	development	NOUN
easat-8328	59	11	of	of	ADP
easat-8328	59	12	intelligent	intelligent	ADJ
easat-8328	59	13	software	software	NOUN
easat-8328	59	14	applications	application	NOUN
easat-8328	59	15	for	for	ADP
easat-8328	59	16	specific	specific	ADJ
easat-8328	59	17	problems	problem	NOUN
easat-8328	59	18	in	in	ADP
easat-8328	59	19	e	e	NOUN
easat-8328	59	20	-	-	NOUN
easat-8328	59	21	commerce	commerce	NOUN
easat-8328	59	22	.	.	PUNCT
easat-8328	60	1	nie	nie	PROPN
easat-8328	60	2	et	et	PROPN
easat-8328	60	3	al	al	PROPN
easat-8328	60	4	.	.	PROPN
easat-8328	60	5	analysed	analyse	VERB
easat-8328	60	6	smart	smart	ADJ
easat-8328	60	7	customer	customer	NOUN
easat-8328	60	8	service	service	NOUN
easat-8328	60	9	systems	system	NOUN
easat-8328	60	10	and	and	CCONJ
easat-8328	60	11	described	describe	VERB
easat-8328	60	12	the	the	DET
easat-8328	60	13	impact	impact	NOUN
easat-8328	60	14	of	of	ADP
easat-8328	60	15	natural	natural	ADJ
easat-8328	60	16	language	language	NOUN
easat-8328	60	17	processing	processing	NOUN
easat-8328	60	18	and	and	CCONJ
easat-8328	60	19	machine	machine	NOUN
easat-8328	60	20	learning	learn	VERB
easat-8328	60	21	on	on	ADP
easat-8328	60	22	more	more	ADV
easat-8328	60	23	efficient	efficient	ADJ
easat-8328	60	24	and	and	CCONJ
easat-8328	60	25	personalised	personalised	ADJ
easat-8328	60	26	customer	customer	NOUN
easat-8328	60	27	support	support	NOUN
easat-8328	60	28	[	[	X
easat-8328	60	29	13	13	NUM
easat-8328	60	30	]	]	PUNCT
easat-8328	60	31	.	.	PUNCT
easat-8328	61	1	the	the	DET
easat-8328	61	2	results	result	NOUN
easat-8328	61	3	obtained	obtain	VERB
easat-8328	61	4	suggest	suggest	VERB
easat-8328	61	5	that	that	SCONJ
easat-8328	61	6	ai	ai	AUX
easat-8328	61	7	-	-	PUNCT
easat-8328	61	8	powered	power	VERB
easat-8328	61	9	service	service	NOUN
easat-8328	61	10	alternatives	alternative	NOUN
easat-8328	61	11	could	could	AUX
easat-8328	61	12	improve	improve	VERB
easat-8328	61	13	response	response	NOUN
easat-8328	61	14	times	time	NOUN
easat-8328	61	15	without	without	ADP
easat-8328	61	16	compromising	compromise	VERB
easat-8328	61	17	the	the	DET
easat-8328	61	18	quality	quality	NOUN
easat-8328	61	19	of	of	ADP
easat-8328	61	20	service	service	NOUN
easat-8328	61	21	provided	provide	VERB
easat-8328	61	22	.	.	PUNCT
easat-8328	62	1	with	with	ADP
easat-8328	62	2	regard	regard	NOUN
easat-8328	62	3	to	to	ADP
easat-8328	62	4	supply	supply	VERB
easat-8328	62	5	chain	chain	NOUN
easat-8328	62	6	management	management	NOUN
easat-8328	62	7	,	,	PUNCT
easat-8328	62	8	shi	shi	PROPN
easat-8328	62	9	investigated	investigate	VERB
easat-8328	62	10	the	the	DET
easat-8328	62	11	application	application	NOUN
easat-8328	62	12	of	of	ADP
easat-8328	62	13	artificial	artificial	ADJ
easat-8328	62	14	intelligence	intelligence	NOUN
easat-8328	62	15	for	for	ADP
easat-8328	62	16	the	the	DET
easat-8328	62	17	optimisation	optimisation	NOUN
easat-8328	62	18	of	of	ADP
easat-8328	62	19	cross	cross	ADJ
easat-8328	62	20	-	-	ADJ
easat-8328	62	21	border	border	ADJ
easat-8328	62	22	e	e	PROPN
easat-8328	62	23	-	-	NOUN
easat-8328	62	24	commerce	commerce	NOUN
easat-8328	62	25	logistics	logistic	NOUN
easat-8328	62	26	distribution	distribution	NOUN
easat-8328	62	27	networks	network	NOUN
easat-8328	62	28	and	and	CCONJ
easat-8328	62	29	demonstrated	demonstrate	VERB
easat-8328	62	30	potential	potential	ADJ
easat-8328	62	31	improvements	improvement	NOUN
easat-8328	62	32	in	in	ADP
easat-8328	62	33	efficiency	efficiency	NOUN
easat-8328	62	34	through	through	ADP
easat-8328	62	35	smart	smart	ADJ
easat-8328	62	36	routing	routing	NOUN
easat-8328	62	37	and	and	CCONJ
easat-8328	62	38	inventory	inventory	NOUN
easat-8328	62	39	control	control	NOUN
easat-8328	63	1	[	[	X
easat-8328	63	2	14	14	NUM
easat-8328	63	3	]	]	PUNCT
easat-8328	63	4	.	.	PUNCT
easat-8328	64	1	blockchain	blockchain	PROPN
easat-8328	64	2	has	have	AUX
easat-8328	64	3	also	also	ADV
easat-8328	64	4	emerged	emerge	VERB
easat-8328	64	5	as	as	ADP
easat-8328	64	6	a	a	DET
easat-8328	64	7	significant	significant	ADJ
easat-8328	64	8	focus	focus	NOUN
easat-8328	64	9	of	of	ADP
easat-8328	64	10	study	study	NOUN
easat-8328	64	11	,	,	PUNCT
easat-8328	64	12	particularly	particularly	ADV
easat-8328	64	13	when	when	SCONJ
easat-8328	64	14	hongmei	hongmei	PROPN
easat-8328	64	15	proposed	propose	VERB
easat-8328	64	16	a	a	DET
easat-8328	64	17	cross	cross	ADJ
easat-8328	64	18	-	-	ADJ
easat-8328	64	19	border	border	ADJ
easat-8328	64	20	e	e	PROPN
easat-8328	64	21	-	-	NOUN
easat-8328	64	22	commerce	commerce	NOUN
easat-8328	64	23	model	model	NOUN
easat-8328	64	24	that	that	PRON
easat-8328	64	25	utilises	utilise	VERB
easat-8328	64	26	blockchain	blockchain	PROPN
easat-8328	64	27	technology	technology	PROPN
easat-8328	64	28	to	to	PART
easat-8328	64	29	enhance	enhance	VERB
easat-8328	64	30	transaction	transaction	NOUN
easat-8328	64	31	security	security	NOUN
easat-8328	64	32	and	and	CCONJ
easat-8328	64	33	product	product	NOUN
easat-8328	64	34	traceability	traceability	NOUN
easat-8328	64	35	[	[	X
easat-8328	64	36	15	15	NUM
easat-8328	64	37	]	]	PUNCT
easat-8328	64	38	.	.	PUNCT
easat-8328	65	1	taken	take	VERB
easat-8328	65	2	together	together	ADV
easat-8328	65	3	,	,	PUNCT
easat-8328	65	4	this	this	DET
easat-8328	65	5	work	work	NOUN
easat-8328	65	6	indicates	indicate	VERB
easat-8328	65	7	that	that	SCONJ
easat-8328	65	8	intelligent	intelligent	ADJ
easat-8328	65	9	technologies	technology	NOUN
easat-8328	65	10	have	have	AUX
easat-8328	65	11	progressed	progress	VERB
easat-8328	65	12	sufficiently	sufficiently	ADV
easat-8328	65	13	not	not	PART
easat-8328	65	14	merely	merely	ADV
easat-8328	65	15	to	to	PART
easat-8328	65	16	integrate	integrate	VERB
easat-8328	65	17	with	with	ADP
easat-8328	65	18	conventional	conventional	ADJ
easat-8328	65	19	e	e	NOUN
easat-8328	65	20	-	-	NOUN
easat-8328	65	21	commerce	commerce	NOUN
easat-8328	65	22	processes	process	NOUN
easat-8328	65	23	,	,	PUNCT
easat-8328	65	24	but	but	CCONJ
easat-8328	65	25	to	to	PART
easat-8328	65	26	fundamentally	fundamentally	ADV
easat-8328	65	27	alter	alter	VERB
easat-8328	65	28	and	and	CCONJ
easat-8328	65	29	disrupt	disrupt	VERB
easat-8328	65	30	entire	entire	ADJ
easat-8328	65	31	industries	industry	NOUN
easat-8328	65	32	with	with	ADP
easat-8328	65	33	advanced	advanced	ADJ
easat-8328	65	34	designs	design	NOUN
easat-8328	65	35	,	,	PUNCT
easat-8328	65	36	more	more	ADV
easat-8328	65	37	efficient	efficient	ADJ
easat-8328	65	38	processes	process	NOUN
easat-8328	65	39	,	,	PUNCT
easat-8328	65	40	and	and	CCONJ
easat-8328	65	41	better	well	ADJ
easat-8328	65	42	user	user	NOUN
easat-8328	65	43	interactions	interaction	NOUN
easat-8328	65	44	and	and	CCONJ
easat-8328	65	45	experiences	experience	NOUN
easat-8328	65	46	.	.	PUNCT
easat-8328	66	1	2.3	2.3	NUM
easat-8328	66	2	.	.	PUNCT
easat-8328	67	1	current	current	ADJ
easat-8328	67	2	development	development	NOUN
easat-8328	67	3	status	status	NOUN
easat-8328	67	4	of	of	ADP
easat-8328	67	5	china	china	PROPN
easat-8328	67	6	's	's	PART
easat-8328	67	7	import	import	PROPN
easat-8328	67	8	cross	cross	ADJ
easat-8328	67	9	-	-	ADJ
easat-8328	67	10	border	border	ADJ
easat-8328	67	11	e	e	NOUN
easat-8328	67	12	-	-	NOUN
easat-8328	67	13	commerce	commerce	NOUN
easat-8328	67	14	platforms	platform	NOUN
easat-8328	67	15	the	the	DET
easat-8328	67	16	cross	cross	ADJ
easat-8328	67	17	-	-	ADJ
easat-8328	67	18	border	border	ADJ
easat-8328	67	19	import	import	NOUN
easat-8328	67	20	e	e	PROPN
easat-8328	67	21	-	-	NOUN
easat-8328	67	22	commerce	commerce	NOUN
easat-8328	67	23	sector	sector	NOUN
easat-8328	67	24	in	in	ADP
easat-8328	67	25	china	china	PROPN
easat-8328	67	26	has	have	AUX
easat-8328	67	27	grown	grow	VERB
easat-8328	67	28	tremendously	tremendously	ADV
easat-8328	67	29	in	in	ADP
easat-8328	67	30	the	the	DET
easat-8328	67	31	past	past	ADJ
easat-8328	67	32	couple	couple	NOUN
easat-8328	67	33	of	of	ADP
easat-8328	67	34	years	year	NOUN
easat-8328	67	35	due	due	ADP
easat-8328	67	36	to	to	ADP
easat-8328	67	37	the	the	DET
easat-8328	67	38	shifting	shift	VERB
easat-8328	67	39	changes	change	NOUN
easat-8328	67	40	in	in	ADP
easat-8328	67	41	policies	policy	NOUN
easat-8328	67	42	,	,	PUNCT
easat-8328	67	43	consumer	consumer	NOUN
easat-8328	67	44	interests	interest	NOUN
easat-8328	67	45	,	,	PUNCT
easat-8328	67	46	and	and	CCONJ
easat-8328	67	47	market	market	NOUN
easat-8328	67	48	technological	technological	ADJ
easat-8328	67	49	advancements	advancement	NOUN
easat-8328	67	50	.	.	PUNCT
easat-8328	68	1	according	accord	VERB
easat-8328	68	2	to	to	ADP
easat-8328	68	3	tang	tang	PROPN
easat-8328	68	4	,	,	PUNCT
easat-8328	68	5	even	even	ADV
easat-8328	68	6	amidst	amidst	ADP
easat-8328	68	7	the	the	DET
easat-8328	68	8	uncertain	uncertain	ADJ
easat-8328	68	9	state	state	NOUN
easat-8328	68	10	of	of	ADP
easat-8328	68	11	the	the	DET
easat-8328	68	12	economy	economy	NOUN
easat-8328	68	13	,	,	PUNCT
easat-8328	68	14	the	the	DET
easat-8328	68	15	sector	sector	NOUN
easat-8328	68	16	has	have	AUX
easat-8328	68	17	continued	continue	VERB
easat-8328	68	18	to	to	PART
easat-8328	68	19	build	build	VERB
easat-8328	68	20	strong	strong	ADJ
easat-8328	68	21	momentum	momentum	NOUN
easat-8328	68	22	alongside	alongside	ADP
easat-8328	68	23	emerging	emerge	VERB
easat-8328	68	24	platform	platform	NOUN
easat-8328	68	25	models	model	NOUN
easat-8328	68	26	and	and	CCONJ
easat-8328	68	27	expanding	expand	VERB
easat-8328	68	28	overall	overall	ADJ
easat-8328	68	29	transaction	transaction	NOUN
easat-8328	68	30	deals	deal	NOUN
easat-8328	68	31	[	[	X
easat-8328	68	32	16	16	NUM
easat-8328	68	33	]	]	PUNCT
easat-8328	68	34	.	.	PUNCT
easat-8328	69	1	this	this	DET
easat-8328	69	2	growth	growth	NOUN
easat-8328	69	3	was	be	AUX
easat-8328	69	4	gained	gain	VERB
easat-8328	69	5	with	with	ADP
easat-8328	69	6	the	the	DET
easat-8328	69	7	help	help	NOUN
easat-8328	69	8	of	of	ADP
easat-8328	69	9	policies	policy	NOUN
easat-8328	69	10	;	;	PUNCT
easat-8328	69	11	xiao	xiao	PROPN
easat-8328	69	12	and	and	CCONJ
easat-8328	69	13	zhang	zhang	PROPN
easat-8328	69	14	were	be	AUX
easat-8328	69	15	able	able	ADJ
easat-8328	69	16	to	to	PART
easat-8328	69	17	analyse	analyse	VERB
easat-8328	69	18	how	how	SCONJ
easat-8328	69	19	china	china	PROPN
easat-8328	69	20	’s	’s	PART
easat-8328	69	21	approach	approach	NOUN
easat-8328	69	22	towards	towards	ADP
easat-8328	69	23	cross	cross	ADJ
easat-8328	69	24	-	-	ADJ
easat-8328	69	25	border	border	ADJ
easat-8328	69	26	e	e	NOUN
easat-8328	69	27	-	-	NOUN
easat-8328	69	28	commerce	commerce	NOUN
easat-8328	69	29	went	go	VERB
easat-8328	69	30	from	from	ADP
easat-8328	69	31	having	have	VERB
easat-8328	69	32	tentative	tentative	ADJ
easat-8328	69	33	pilot	pilot	NOUN
easat-8328	69	34	policies	policy	NOUN
easat-8328	69	35	in	in	ADP
easat-8328	69	36	customs	custom	NOUN
easat-8328	69	37	,	,	PUNCT
easat-8328	69	38	taxation	taxation	NOUN
easat-8328	69	39	,	,	PUNCT
easat-8328	69	40	and	and	CCONJ
easat-8328	69	41	consumer	consumer	NOUN
easat-8328	69	42	protection	protection	NOUN
easat-8328	69	43	to	to	ADP
easat-8328	69	44	adopting	adopt	VERB
easat-8328	69	45	more	more	ADV
easat-8328	69	46	strategic	strategic	ADJ
easat-8328	69	47	holistic	holistic	ADJ
easat-8328	69	48	policies	policy	NOUN
easat-8328	69	49	and	and	CCONJ
easat-8328	69	50	regulations	regulation	NOUN
easat-8328	69	51	[	[	X
easat-8328	69	52	17	17	NUM
easat-8328	69	53	]	]	PUNCT
easat-8328	69	54	.	.	PUNCT
easat-8328	70	1	the	the	DET
easat-8328	70	2	formation	formation	NOUN
easat-8328	70	3	of	of	ADP
easat-8328	70	4	such	such	ADJ
easat-8328	70	5	policies	policy	NOUN
easat-8328	70	6	is	be	AUX
easat-8328	70	7	critical	critical	ADJ
easat-8328	70	8	in	in	ADP
easat-8328	70	9	enabling	enable	VERB
easat-8328	70	10	growth	growth	NOUN
easat-8328	70	11	,	,	PUNCT
easat-8328	70	12	exemplified	exemplify	VERB
easat-8328	70	13	in	in	ADP
easat-8328	70	14	their	their	PRON
easat-8328	70	15	research	research	NOUN
easat-8328	70	16	by	by	ADP
easat-8328	70	17	the	the	DET
easat-8328	70	18	creation	creation	NOUN
easat-8328	70	19	of	of	ADP
easat-8328	70	20	cross	cross	ADJ
easat-8328	70	21	-	-	ADJ
easat-8328	70	22	border	border	ADJ
easat-8328	70	23	e	e	PROPN
easat-8328	70	24	-	-	PROPN
easat-8328	70	25	commerce	commerce	ADJ
easat-8328	70	26	comprehensive	comprehensive	ADJ
easat-8328	70	27	pilot	pilot	NOUN
easat-8328	70	28	zones	zone	NOUN
easat-8328	70	29	in	in	ADP
easat-8328	70	30	various	various	ADJ
easat-8328	70	31	cities	city	NOUN
easat-8328	70	32	.	.	PUNCT
easat-8328	71	1	the	the	DET
easat-8328	71	2	chinese	chinese	PROPN
easat-8328	71	3	import	import	PROPN
easat-8328	71	4	cross	cross	ADJ
easat-8328	71	5	-	-	ADJ
easat-8328	71	6	border	border	ADJ
easat-8328	71	7	e	e	NOUN
easat-8328	71	8	-	-	NOUN
easat-8328	71	9	commerce	commerce	NOUN
easat-8328	71	10	platforms	platform	NOUN
easat-8328	71	11	face	face	VERB
easat-8328	71	12	competition	competition	NOUN
easat-8328	71	13	from	from	ADP
easat-8328	71	14	an	an	DET
easat-8328	71	15	increasing	increase	VERB
easat-8328	71	16	number	number	NOUN
easat-8328	71	17	of	of	ADP
easat-8328	71	18	diverse	diverse	ADJ
easat-8328	71	19	sources	source	NOUN
easat-8328	71	20	.	.	PUNCT
easat-8328	72	1	tmall	tmall	PROPN
easat-8328	72	2	global	global	PROPN
easat-8328	72	3	,	,	PUNCT
easat-8328	72	4	jd	jd	PROPN
easat-8328	72	5	worldwide	worldwide	ADV
easat-8328	72	6	,	,	PUNCT
easat-8328	72	7	and	and	CCONJ
easat-8328	72	8	kaola	kaola	PROPN
easat-8328	72	9	have	have	AUX
easat-8328	72	10	verticalised	verticalise	VERB
easat-8328	72	11	focus	focus	VERB
easat-8328	72	12	specific	specific	ADJ
easat-8328	72	13	category	category	NOUN
easat-8328	72	14	platforms	platform	NOUN
easat-8328	72	15	.	.	PUNCT
easat-8328	73	1	they	they	PRON
easat-8328	73	2	have	have	AUX
easat-8328	73	3	outranked	outrank	VERB
easat-8328	73	4	competitors	competitor	NOUN
easat-8328	73	5	due	due	ADJ
easat-8328	73	6	to	to	ADP
easat-8328	73	7	differentiated	differentiated	ADJ
easat-8328	73	8	strategies	strategy	NOUN
easat-8328	73	9	such	such	ADJ
easat-8328	73	10	as	as	ADP
easat-8328	73	11	direct	direct	ADJ
easat-8328	73	12	procurement	procurement	NOUN
easat-8328	73	13	versus	versus	ADP
easat-8328	73	14	marketplace	marketplace	NOUN
easat-8328	73	15	models	model	NOUN
easat-8328	73	16	linking	link	VERB
easat-8328	73	17	interested	interested	ADJ
easat-8328	73	18	chinese	chinese	ADJ
easat-8328	73	19	consumers	consumer	NOUN
easat-8328	73	20	with	with	ADP
easat-8328	73	21	foreign	foreign	ADJ
easat-8328	73	22	market	market	NOUN
easat-8328	73	23	sellers	seller	NOUN
easat-8328	73	24	.	.	PUNCT
easat-8328	74	1	ma	ma	PROPN
easat-8328	74	2	's	's	PART
easat-8328	74	3	research	research	NOUN
easat-8328	74	4	highlights	highlight	NOUN
easat-8328	74	5	how	how	SCONJ
easat-8328	74	6	innovative	innovative	ADJ
easat-8328	74	7	business	business	NOUN
easat-8328	74	8	models	model	NOUN
easat-8328	74	9	within	within	ADP
easat-8328	74	10	the	the	DET
easat-8328	74	11	digital	digital	ADJ
easat-8328	74	12	economy	economy	NOUN
easat-8328	74	13	context	context	NOUN
easat-8328	74	14	have	have	AUX
easat-8328	74	15	become	become	VERB
easat-8328	74	16	critical	critical	ADJ
easat-8328	74	17	differentiators	differentiator	NOUN
easat-8328	74	18	for	for	ADP
easat-8328	74	19	cross	cross	ADJ
easat-8328	74	20	-	-	ADJ
easat-8328	74	21	border	border	ADJ
easat-8328	74	22	e	e	PROPN
easat-8328	74	23	-	-	NOUN
easat-8328	74	24	commerce	commerce	NOUN
easat-8328	74	25	platforms	platform	NOUN
easat-8328	74	26	seeking	seek	VERB
easat-8328	74	27	competitive	competitive	ADJ
easat-8328	74	28	advantage	advantage	NOUN
easat-8328	74	29	[	[	X
easat-8328	74	30	16	16	NUM
easat-8328	74	31	]	]	PUNCT
easat-8328	74	32	.	.	PUNCT
easat-8328	75	1	yang	yang	PROPN
easat-8328	75	2	et	et	PROPN
easat-8328	75	3	al	al	PROPN
easat-8328	75	4	.	.	PROPN
easat-8328	75	5	studied	study	VERB
easat-8328	75	6	the	the	DET
easat-8328	75	7	impact	impact	NOUN
easat-8328	75	8	of	of	ADP
easat-8328	75	9	digital	digital	ADJ
easat-8328	75	10	transformation	transformation	NOUN
easat-8328	75	11	capabilities	capability	NOUN
easat-8328	75	12	on	on	ADP
easat-8328	75	13	enterprise	enterprise	NOUN
easat-8328	75	14	performance	performance	NOUN
easat-8328	75	15	in	in	ADP
easat-8328	75	16	cross	cross	ADJ
easat-8328	75	17	-	-	ADJ
easat-8328	75	18	border	border	ADJ
easat-8328	75	19	e	e	NOUN
easat-8328	75	20	-	-	NOUN
easat-8328	75	21	commerce	commerce	NOUN
easat-8328	75	22	and	and	CCONJ
easat-8328	75	23	noted	note	VERB
easat-8328	75	24	that	that	SCONJ
easat-8328	75	25	platforms	platform	NOUN
easat-8328	75	26	with	with	ADP
easat-8328	75	27	strong	strong	ADJ
easat-8328	75	28	digital	digital	ADJ
easat-8328	75	29	capabilities	capability	NOUN
easat-8328	75	30	tend	tend	VERB
easat-8328	75	31	to	to	PART
easat-8328	75	32	operate	operate	VERB
easat-8328	75	33	more	more	ADV
easat-8328	75	34	efficiently	efficiently	ADV
easat-8328	75	35	through	through	ADP
easat-8328	75	36	sops	sop	NOUN
easat-8328	75	37	,	,	PUNCT
easat-8328	75	38	resulting	result	VERB
easat-8328	75	39	in	in	ADP
easat-8328	75	40	high	high	ADJ
easat-8328	75	41	customer	customer	NOUN
easat-8328	75	42	satisfaction	satisfaction	NOUN
easat-8328	75	43	[	[	X
easat-8328	75	44	18	18	NUM
easat-8328	75	45	]	]	PUNCT
easat-8328	75	46	.	.	PUNCT
easat-8328	76	1	advanced	advanced	ADJ
easat-8328	76	2	consumer	consumer	NOUN
easat-8328	76	3	sophistication	sophistication	NOUN
easat-8328	76	4	drives	drive	VERB
easat-8328	76	5	an	an	DET
easat-8328	76	6	increasing	increase	VERB
easat-8328	76	7	number	number	NOUN
easat-8328	76	8	of	of	ADP
easat-8328	76	9	platforms	platform	NOUN
easat-8328	76	10	to	to	PART
easat-8328	76	11	devote	devote	VERB
easat-8328	76	12	attention	attention	NOUN
easat-8328	76	13	to	to	ADP
easat-8328	76	14	capturing	capture	VERB
easat-8328	76	15	niche	niche	NOUN
easat-8328	76	16	markets	market	NOUN
easat-8328	76	17	and	and	CCONJ
easat-8328	76	18	providing	provide	VERB
easat-8328	76	19	tailored	tailored	ADJ
easat-8328	76	20	services	service	NOUN
easat-8328	76	21	.	.	PUNCT
easat-8328	77	1	he	he	PRON
easat-8328	77	2	’s	’	VERB
easat-8328	77	3	work	work	NOUN
easat-8328	77	4	on	on	ADP
easat-8328	77	5	sustainable	sustainable	ADJ
easat-8328	77	6	development	development	NOUN
easat-8328	77	7	perspectives	perspective	NOUN
easat-8328	77	8	argues	argue	VERB
easat-8328	77	9	that	that	SCONJ
easat-8328	77	10	growth	growth	NOUN
easat-8328	77	11	in	in	ADP
easat-8328	77	12	the	the	DET
easat-8328	77	13	industry	industry	NOUN
easat-8328	77	14	will	will	AUX
easat-8328	77	15	stem	stem	VERB
easat-8328	77	16	from	from	ADP
easat-8328	77	17	rather	rather	ADV
easat-8328	77	18	platforms	platform	NOUN
easat-8328	77	19	'	'	PART
easat-8328	77	20	reliance	reliance	NOUN
easat-8328	77	21	on	on	ADP
easat-8328	77	22	commercial	commercial	ADJ
easat-8328	77	23	goals	goal	NOUN
easat-8328	77	24	versus	versus	ADP
easat-8328	77	25	balancing	balance	VERB
easat-8328	77	26	social	social	ADJ
easat-8328	77	27	and	and	CCONJ
easat-8328	77	28	environmental	environmental	ADJ
easat-8328	77	29	work	work	NOUN
easat-8328	77	30	[	[	X
easat-8328	77	31	19	19	NUM
easat-8328	77	32	]	]	PUNCT
easat-8328	77	33	.	.	PUNCT
easat-8328	78	1	this	this	DET
easat-8328	78	2	transformation	transformation	NOUN
easat-8328	78	3	opens	open	VERB
easat-8328	78	4	a	a	DET
easat-8328	78	5	new	new	ADJ
easat-8328	78	6	area	area	NOUN
easat-8328	78	7	of	of	ADP
easat-8328	78	8	focus	focus	NOUN
easat-8328	78	9	for	for	ADP
easat-8328	78	10	these	these	DET
easat-8328	78	11	platforms	platform	NOUN
easat-8328	78	12	looking	look	VERB
easat-8328	78	13	to	to	PART
easat-8328	78	14	improve	improve	VERB
easat-8328	78	15	user	user	NOUN
easat-8328	78	16	experience	experience	NOUN
easat-8328	78	17	using	use	VERB
easat-8328	78	18	smart	smart	ADJ
easat-8328	78	19	technologies	technology	NOUN
easat-8328	78	20	.	.	PUNCT
easat-8328	79	1	2151	2151	NUM
easat-8328	79	2	edelweiss	edelweiss	PROPN
easat-8328	79	3	applied	apply	VERB
easat-8328	79	4	science	science	NOUN
easat-8328	79	5	and	and	CCONJ
easat-8328	79	6	technology	technology	NOUN
easat-8328	79	7	issn	issn	PROPN
easat-8328	79	8	:	:	PUNCT
easat-8328	79	9	2576	2576	NUM
easat-8328	79	10	-	-	SYM
easat-8328	79	11	8484	8484	NUM
easat-8328	79	12	vol	vol	NOUN
easat-8328	79	13	.	.	PROPN
easat-8328	80	1	9	9	NUM
easat-8328	80	2	,	,	PUNCT
easat-8328	80	3	no	no	INTJ
easat-8328	80	4	.	.	NOUN
easat-8328	80	5	6	6	NUM
easat-8328	80	6	:	:	PUNCT
easat-8328	80	7	2148	2148	NUM
easat-8328	80	8	-	-	SYM
easat-8328	80	9	2167	2167	NUM
easat-8328	80	10	,	,	PUNCT
easat-8328	80	11	2025	2025	NUM
easat-8328	80	12	doi	doi	NOUN
easat-8328	80	13	:	:	PUNCT
easat-8328	80	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	80	15	©	©	ADP
easat-8328	80	16	2025	2025	NUM
easat-8328	80	17	by	by	ADP
easat-8328	80	18	the	the	DET
easat-8328	80	19	authors	author	NOUN
easat-8328	80	20	;	;	PUNCT
easat-8328	80	21	licensee	licensee	PROPN
easat-8328	80	22	learning	learning	NOUN
easat-8328	80	23	gate	gate	NOUN
easat-8328	80	24	3	3	PROPN
easat-8328	80	25	.	.	PUNCT
easat-8328	80	26	research	research	NOUN
easat-8328	80	27	methodology	methodology	NOUN
easat-8328	80	28	3.1	3.1	NUM
easat-8328	80	29	.	.	PUNCT
easat-8328	81	1	research	research	NOUN
easat-8328	81	2	framework	framework	NOUN
easat-8328	81	3	this	this	DET
easat-8328	81	4	research	research	NOUN
easat-8328	81	5	utilises	utilise	VERB
easat-8328	81	6	a	a	DET
easat-8328	81	7	mixed	mixed	ADJ
easat-8328	81	8	-	-	PUNCT
easat-8328	81	9	method	method	NOUN
easat-8328	81	10	approach	approach	NOUN
easat-8328	81	11	by	by	ADP
easat-8328	81	12	integrating	integrate	VERB
easat-8328	81	13	both	both	CCONJ
easat-8328	81	14	quantitative	quantitative	ADJ
easat-8328	81	15	and	and	CCONJ
easat-8328	81	16	qualitative	qualitative	ADJ
easat-8328	81	17	analytical	analytical	ADJ
easat-8328	81	18	techniques	technique	NOUN
easat-8328	81	19	to	to	PART
easat-8328	81	20	study	study	VERB
easat-8328	81	21	the	the	DET
easat-8328	81	22	use	use	NOUN
easat-8328	81	23	of	of	ADP
easat-8328	81	24	intelligent	intelligent	ADJ
easat-8328	81	25	technologies	technology	NOUN
easat-8328	81	26	in	in	ADP
easat-8328	81	27	china	china	PROPN
easat-8328	81	28	's	's	PART
easat-8328	81	29	import	import	PROPN
easat-8328	81	30	cross	cross	ADJ
easat-8328	81	31	-	-	ADJ
easat-8328	81	32	border	border	ADJ
easat-8328	81	33	ecommerce	ecommerce	NOUN
easat-8328	81	34	platforms	platform	NOUN
easat-8328	81	35	with	with	ADP
easat-8328	81	36	an	an	DET
easat-8328	81	37	emphasis	emphasis	NOUN
easat-8328	81	38	on	on	ADP
easat-8328	81	39	user	user	NOUN
easat-8328	81	40	experience	experience	NOUN
easat-8328	81	41	.	.	PUNCT
easat-8328	82	1	as	as	SCONJ
easat-8328	82	2	illustrated	illustrate	VERB
easat-8328	82	3	in	in	ADP
easat-8328	82	4	figure	figure	NOUN
easat-8328	82	5	1	1	NUM
easat-8328	82	6	,	,	PUNCT
easat-8328	82	7	the	the	DET
easat-8328	82	8	research	research	NOUN
easat-8328	82	9	framework	framework	NOUN
easat-8328	82	10	contains	contain	VERB
easat-8328	82	11	four	four	NUM
easat-8328	82	12	major	major	ADJ
easat-8328	82	13	components	component	NOUN
easat-8328	82	14	:	:	PUNCT
easat-8328	82	15	review	review	NOUN
easat-8328	82	16	of	of	ADP
easat-8328	82	17	theoretical	theoretical	ADJ
easat-8328	82	18	foundation	foundation	NOUN
easat-8328	82	19	,	,	PUNCT
easat-8328	82	20	evaluation	evaluation	NOUN
easat-8328	82	21	of	of	ADP
easat-8328	82	22	the	the	DET
easat-8328	82	23	current	current	ADJ
easat-8328	82	24	status	status	NOUN
easat-8328	82	25	,	,	PUNCT
easat-8328	82	26	formulation	formulation	NOUN
easat-8328	82	27	of	of	ADP
easat-8328	82	28	strategies	strategy	NOUN
easat-8328	82	29	,	,	PUNCT
easat-8328	82	30	and	and	CCONJ
easat-8328	82	31	development	development	NOUN
easat-8328	82	32	of	of	ADP
easat-8328	82	33	implementation	implementation	NOUN
easat-8328	82	34	pathways	pathway	NOUN
easat-8328	82	35	.	.	PUNCT
easat-8328	83	1	such	such	DET
easat-8328	83	2	a	a	DET
easat-8328	83	3	structure	structure	NOUN
easat-8328	83	4	offers	offer	VERB
easat-8328	83	5	a	a	DET
easat-8328	83	6	means	means	NOUN
easat-8328	83	7	to	to	PART
easat-8328	83	8	holistically	holistically	ADV
easat-8328	83	9	examine	examine	VERB
easat-8328	83	10	the	the	DET
easat-8328	83	11	employing	employing	NOUN
easat-8328	83	12	of	of	ADP
easat-8328	83	13	intelligent	intelligent	ADJ
easat-8328	83	14	technologies	technology	NOUN
easat-8328	83	15	for	for	ADP
easat-8328	83	16	user	user	NOUN
easat-8328	83	17	experience	experience	NOUN
easat-8328	83	18	improvement	improvement	NOUN
easat-8328	83	19	within	within	ADP
easat-8328	83	20	the	the	DET
easat-8328	83	21	scope	scope	NOUN
easat-8328	83	22	of	of	ADP
easat-8328	83	23	cross	cross	ADJ
easat-8328	83	24	-	-	ADJ
easat-8328	83	25	border	border	ADJ
easat-8328	83	26	e	e	NOUN
easat-8328	83	27	-	-	NOUN
easat-8328	83	28	commerce	commerce	NOUN
easat-8328	83	29	in	in	ADP
easat-8328	83	30	china	china	PROPN
easat-8328	83	31	.	.	PUNCT
easat-8328	84	1	phase	phase	NOUN
easat-8328	84	2	1	1	NUM
easat-8328	84	3	:	:	PUNCT
easat-8328	84	4	theoretical	theoretical	ADJ
easat-8328	84	5	foundation	foundation	NOUN
easat-8328	84	6	·	·	SYM
easat-8328	84	7	literature	literature	PROPN
easat-8328	84	8	review	review	NOUN
easat-8328	84	9	·	·	SYM
easat-8328	84	10	conceptual	conceptual	ADJ
easat-8328	84	11	framework	framework	NOUN
easat-8328	84	12	phase	phase	NOUN
easat-8328	84	13	2	2	NUM
easat-8328	84	14	:	:	PUNCT
easat-8328	84	15	current	current	ADJ
easat-8328	84	16	status	status	NOUN
easat-8328	84	17	assessment	assessment	NOUN
easat-8328	84	18	·	·	PUNCT
easat-8328	84	19	user	user	NOUN
easat-8328	84	20	experience	experience	NOUN
easat-8328	84	21	analysis	analysis	NOUN
easat-8328	84	22	·	·	SYM
easat-8328	84	23	platform	platform	NOUN
easat-8328	84	24	intelligence	intelligence	NOUN
easat-8328	84	25	evaluation	evaluation	NOUN
easat-8328	84	26	phase	phase	NOUN
easat-8328	84	27	3	3	NUM
easat-8328	84	28	:	:	PUNCT
easat-8328	84	29	strategy	strategy	NOUN
easat-8328	84	30	development	development	NOUN
easat-8328	84	31	·	·	SYM
easat-8328	84	32	intelligent	intelligent	ADJ
easat-8328	84	33	technology	technology	NOUN
easat-8328	84	34	solutions	solution	NOUN
easat-8328	84	35	·	·	PUNCT
easat-8328	84	36	user	user	NOUN
easat-8328	84	37	experience	experience	NOUN
easat-8328	84	38	optimization	optimization	NOUN
easat-8328	84	39	phase	phase	NOUN
easat-8328	84	40	4	4	NUM
easat-8328	84	41	:	:	PUNCT
easat-8328	84	42	implementation	implementation	NOUN
easat-8328	84	43	pathway	pathway	NOUN
easat-8328	84	44	·	·	PUNCT
easat-8328	84	45	phased	phase	VERB
easat-8328	84	46	strategy	strategy	NOUN
easat-8328	84	47	implementation	implementation	NOUN
easat-8328	84	48	·	·	SYM
easat-8328	84	49	evaluation	evaluation	NOUN
easat-8328	84	50	framework	framework	NOUN
easat-8328	84	51	design	design	NOUN
easat-8328	84	52	research	research	NOUN
easat-8328	84	53	methods	method	NOUN
easat-8328	84	54	quantitative	quantitative	ADJ
easat-8328	84	55	analysis	analysis	NOUN
easat-8328	84	56	qualitative	qualitative	ADJ
easat-8328	84	57	analysis	analysis	NOUN
easat-8328	84	58	case	case	NOUN
easat-8328	84	59	studies	study	NOUN
easat-8328	84	60	figure	figure	VERB
easat-8328	84	61	1	1	NUM
easat-8328	84	62	.	.	PUNCT
easat-8328	85	1	research	research	NOUN
easat-8328	85	2	framework	framework	NOUN
easat-8328	85	3	for	for	ADP
easat-8328	85	4	intelligent	intelligent	ADJ
easat-8328	85	5	user	user	NOUN
easat-8328	85	6	experience	experience	NOUN
easat-8328	85	7	enhancement	enhancement	NOUN
easat-8328	85	8	in	in	ADP
easat-8328	85	9	china	china	PROPN
easat-8328	85	10	's	's	PART
easat-8328	85	11	import	import	PROPN
easat-8328	85	12	cross	cross	ADJ
easat-8328	85	13	-	-	ADJ
easat-8328	85	14	border	border	ADJ
easat-8328	85	15	ecommerce	ecommerce	NOUN
easat-8328	85	16	platforms	platform	NOUN
easat-8328	85	17	.	.	PUNCT
easat-8328	86	1	the	the	DET
easat-8328	86	2	implementation	implementation	NOUN
easat-8328	86	3	of	of	ADP
easat-8328	86	4	theory	theory	NOUN
easat-8328	86	5	into	into	ADP
easat-8328	86	6	practice	practice	NOUN
easat-8328	86	7	is	be	AUX
easat-8328	86	8	executed	execute	VERB
easat-8328	86	9	in	in	ADP
easat-8328	86	10	a	a	DET
easat-8328	86	11	distinctly	distinctly	ADV
easat-8328	86	12	systematic	systematic	ADJ
easat-8328	86	13	manner	manner	NOUN
easat-8328	86	14	.	.	PUNCT
easat-8328	87	1	crossborder	crossborder	NOUN
easat-8328	87	2	ecommerce	ecommerce	PROPN
easat-8328	87	3	,	,	PUNCT
easat-8328	87	4	user	user	NOUN
easat-8328	87	5	experience	experience	NOUN
easat-8328	87	6	design	design	NOUN
easat-8328	87	7	,	,	PUNCT
easat-8328	87	8	and	and	CCONJ
easat-8328	87	9	application	application	NOUN
easat-8328	87	10	of	of	ADP
easat-8328	87	11	smart	smart	ADJ
easat-8328	87	12	technologies	technology	NOUN
easat-8328	87	13	are	be	AUX
easat-8328	87	14	reviewed	review	VERB
easat-8328	87	15	for	for	ADP
easat-8328	87	16	literature	literature	NOUN
easat-8328	87	17	in	in	ADP
easat-8328	87	18	the	the	DET
easat-8328	87	19	first	first	ADJ
easat-8328	87	20	phase	phase	NOUN
easat-8328	87	21	which	which	PRON
easat-8328	87	22	forms	form	VERB
easat-8328	87	23	the	the	DET
easat-8328	87	24	foundation	foundation	NOUN
easat-8328	87	25	.	.	PUNCT
easat-8328	88	1	filling	fill	VERB
easat-8328	88	2	in	in	ADP
easat-8328	88	3	the	the	DET
easat-8328	88	4	gaps	gap	NOUN
easat-8328	88	5	of	of	ADP
easat-8328	88	6	user	user	NOUN
easat-8328	88	7	experience	experience	NOUN
easat-8328	88	8	pain	pain	NOUN
easat-8328	88	9	points	point	NOUN
easat-8328	88	10	,	,	PUNCT
easat-8328	88	11	measuring	measure	VERB
easat-8328	88	12	the	the	DET
easat-8328	88	13	intelligence	intelligence	NOUN
easat-8328	88	14	of	of	ADP
easat-8328	88	15	systems	system	NOUN
easat-8328	88	16	on	on	ADP
easat-8328	88	17	leading	lead	VERB
easat-8328	88	18	platforms	platform	NOUN
easat-8328	88	19	,	,	PUNCT
easat-8328	88	20	and	and	CCONJ
easat-8328	88	21	overall	overall	ADJ
easat-8328	88	22	user	user	NOUN
easat-8328	88	23	experience	experience	NOUN
easat-8328	88	24	evaluation	evaluation	NOUN
easat-8328	88	25	is	be	AUX
easat-8328	88	26	undertaken	undertake	VERB
easat-8328	88	27	in	in	ADP
easat-8328	88	28	the	the	DET
easat-8328	88	29	second	second	ADJ
easat-8328	88	30	phase	phase	NOUN
easat-8328	88	31	,	,	PUNCT
easat-8328	88	32	which	which	PRON
easat-8328	88	33	is	be	AUX
easat-8328	88	34	empirical	empirical	ADJ
easat-8328	88	35	in	in	ADP
easat-8328	88	36	nature	nature	NOUN
easat-8328	88	37	.	.	PUNCT
easat-8328	89	1	the	the	DET
easat-8328	89	2	second	second	ADJ
easat-8328	89	3	phase	phase	NOUN
easat-8328	89	4	…	…	NUM
easat-8328	89	5	tailored	tailor	VERB
easat-8328	89	6	intelligent	intelligent	ADJ
easat-8328	89	7	intervention	intervention	NOUN
easat-8328	89	8	strategies	strategy	NOUN
easat-8328	89	9	and	and	CCONJ
easat-8328	89	10	action	action	NOUN
easat-8328	89	11	frameworks	framework	NOUN
easat-8328	89	12	along	along	ADP
easat-8328	89	13	with	with	ADP
easat-8328	89	14	evaluation	evaluation	NOUN
easat-8328	89	15	mechanisms	mechanism	NOUN
easat-8328	89	16	to	to	PART
easat-8328	89	17	analyse	analyse	VERB
easat-8328	89	18	effective	effective	ADJ
easat-8328	89	19	strategy	strategy	NOUN
easat-8328	89	20	execution	execution	NOUN
easat-8328	89	21	within	within	ADP
easat-8328	89	22	the	the	DET
easat-8328	89	23	siloed	siloed	ADJ
easat-8328	89	24	structure	structure	NOUN
easat-8328	89	25	.	.	PUNCT
easat-8328	90	1	this	this	DET
easat-8328	90	2	approach	approach	NOUN
easat-8328	90	3	allows	allow	VERB
easat-8328	90	4	one	one	PRON
easat-8328	90	5	to	to	PART
easat-8328	90	6	assess	assess	VERB
easat-8328	90	7	and	and	CCONJ
easat-8328	90	8	integrate	integrate	VERB
easat-8328	90	9	technology	technology	NOUN
easat-8328	90	10	while	while	SCONJ
easat-8328	90	11	providing	provide	VERB
easat-8328	90	12	the	the	DET
easat-8328	90	13	needed	need	VERB
easat-8328	90	14	context	context	NOUN
easat-8328	90	15	for	for	ADP
easat-8328	90	16	identifying	identify	VERB
easat-8328	90	17	user	user	NOUN
easat-8328	90	18	requirements	requirement	NOUN
easat-8328	90	19	.	.	PUNCT
easat-8328	91	1	global	global	ADJ
easat-8328	91	2	cross	cross	ADJ
easat-8328	91	3	-	-	ADJ
easat-8328	91	4	border	border	ADJ
easat-8328	91	5	e	e	NOUN
easat-8328	91	6	-	-	NOUN
easat-8328	91	7	commerce	commerce	NOUN
easat-8328	91	8	features	feature	NOUN
easat-8328	91	9	offer	offer	VERB
easat-8328	91	10	unexplored	unexplored	ADJ
easat-8328	91	11	avenues	avenue	NOUN
easat-8328	91	12	for	for	ADP
easat-8328	91	13	enhancing	enhance	VERB
easat-8328	91	14	the	the	DET
easat-8328	91	15	user	user	NOUN
easat-8328	91	16	experience	experience	NOUN
easat-8328	91	17	that	that	PRON
easat-8328	91	18	are	be	AUX
easat-8328	91	19	tailor	tailor	NOUN
easat-8328	91	20	-	-	PUNCT
easat-8328	91	21	made	make	VERB
easat-8328	91	22	for	for	ADP
easat-8328	91	23	the	the	DET
easat-8328	91	24	user	user	NOUN
easat-8328	91	25	in	in	ADP
easat-8328	91	26	china	china	PROPN
easat-8328	91	27	having	have	VERB
easat-8328	91	28	intelligence	intelligence	NOUN
easat-8328	91	29	integrated	integrate	VERB
easat-8328	91	30	systems	system	NOUN
easat-8328	91	31	.	.	PUNCT
easat-8328	92	1	3.2	3.2	NUM
easat-8328	92	2	.	.	PUNCT
easat-8328	93	1	data	datum	NOUN
easat-8328	93	2	collection	collection	NOUN
easat-8328	93	3	methods	method	NOUN
easat-8328	93	4	the	the	DET
easat-8328	93	5	study	study	NOUN
easat-8328	93	6	utilises	utilise	VERB
easat-8328	93	7	a	a	DET
easat-8328	93	8	mixed	mixed	ADJ
easat-8328	93	9	-	-	PUNCT
easat-8328	93	10	method	method	NOUN
easat-8328	93	11	approach	approach	NOUN
easat-8328	93	12	for	for	ADP
easat-8328	93	13	data	data	NOUN
easat-8328	93	14	collection	collection	NOUN
easat-8328	93	15	involving	involve	VERB
easat-8328	93	16	cross	cross	ADJ
easat-8328	93	17	-	-	ADJ
easat-8328	93	18	sectional	sectional	ADJ
easat-8328	93	19	quantitative	quantitative	ADJ
easat-8328	93	20	techniques	technique	NOUN
easat-8328	93	21	together	together	ADV
easat-8328	93	22	with	with	ADP
easat-8328	93	23	qualitative	qualitative	ADJ
easat-8328	93	24	techniques	technique	NOUN
easat-8328	93	25	to	to	PART
easat-8328	93	26	fully	fully	ADV
easat-8328	93	27	capture	capture	VERB
easat-8328	93	28	all	all	DET
easat-8328	93	29	aspects	aspect	NOUN
easat-8328	93	30	of	of	ADP
easat-8328	93	31	user	user	NOUN
easat-8328	93	32	experience	experience	NOUN
easat-8328	93	33	in	in	ADP
easat-8328	93	34	relation	relation	NOUN
easat-8328	93	35	to	to	ADP
easat-8328	93	36	china	china	PROPN
easat-8328	93	37	's	's	PART
easat-8328	93	38	import	import	PROPN
easat-8328	93	39	cross	cross	ADJ
easat-8328	93	40	-	-	ADJ
easat-8328	93	41	border	border	ADJ
easat-8328	93	42	e	e	PROPN
easat-8328	93	43	-	-	NOUN
easat-8328	93	44	commerce	commerce	NOUN
easat-8328	93	45	platforms	platform	NOUN
easat-8328	93	46	.	.	PUNCT
easat-8328	94	1	primary	primary	ADJ
easat-8328	94	2	data	datum	NOUN
easat-8328	94	3	was	be	AUX
easat-8328	94	4	gathered	gather	VERB
easat-8328	94	5	2152	2152	NUM
easat-8328	94	6	edelweiss	edelweiss	PROPN
easat-8328	94	7	applied	apply	VERB
easat-8328	94	8	science	science	NOUN
easat-8328	94	9	and	and	CCONJ
easat-8328	94	10	technology	technology	NOUN
easat-8328	94	11	issn	issn	PROPN
easat-8328	94	12	:	:	PUNCT
easat-8328	94	13	2576	2576	NUM
easat-8328	94	14	-	-	SYM
easat-8328	94	15	8484	8484	NUM
easat-8328	94	16	vol	vol	NOUN
easat-8328	94	17	.	.	PROPN
easat-8328	95	1	9	9	NUM
easat-8328	95	2	,	,	PUNCT
easat-8328	95	3	no	no	INTJ
easat-8328	95	4	.	.	NOUN
easat-8328	95	5	6	6	NUM
easat-8328	95	6	:	:	PUNCT
easat-8328	95	7	2148	2148	NUM
easat-8328	95	8	-	-	SYM
easat-8328	95	9	2167	2167	NUM
easat-8328	95	10	,	,	PUNCT
easat-8328	95	11	2025	2025	NUM
easat-8328	95	12	doi	doi	NOUN
easat-8328	95	13	:	:	PUNCT
easat-8328	95	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	95	15	©	©	ADP
easat-8328	95	16	2025	2025	NUM
easat-8328	95	17	by	by	ADP
easat-8328	95	18	the	the	DET
easat-8328	95	19	authors	author	NOUN
easat-8328	95	20	;	;	PUNCT
easat-8328	95	21	licensee	licensee	PROPN
easat-8328	95	22	learning	learn	VERB
easat-8328	95	23	gate	gate	NOUN
easat-8328	95	24	using	use	VERB
easat-8328	95	25	an	an	DET
easat-8328	95	26	online	online	ADJ
easat-8328	95	27	questionnaire	questionnaire	NOUN
easat-8328	95	28	sent	send	VERB
easat-8328	95	29	to	to	ADP
easat-8328	95	30	385	385	NUM
easat-8328	95	31	consumers	consumer	NOUN
easat-8328	95	32	based	base	VERB
easat-8328	95	33	in	in	ADP
easat-8328	95	34	china	china	PROPN
easat-8328	95	35	who	who	PRON
easat-8328	95	36	had	have	AUX
easat-8328	95	37	used	use	VERB
easat-8328	95	38	the	the	DET
easat-8328	95	39	major	major	ADJ
easat-8328	95	40	import	import	NOUN
easat-8328	95	41	cross	cross	ADJ
easat-8328	95	42	-	-	ADJ
easat-8328	95	43	border	border	ADJ
easat-8328	95	44	e	e	PROPN
easat-8328	95	45	-	-	NOUN
easat-8328	95	46	commerce	commerce	NOUN
easat-8328	95	47	platforms	platform	NOUN
easat-8328	95	48	(	(	PUNCT
easat-8328	95	49	tmall	tmall	PROPN
easat-8328	95	50	global	global	PROPN
easat-8328	95	51	,	,	PUNCT
easat-8328	95	52	jd	jd	PROPN
easat-8328	95	53	worldwide	worldwide	ADV
easat-8328	95	54	,	,	PUNCT
easat-8328	95	55	and	and	CCONJ
easat-8328	95	56	kaola	kaola	NOUN
easat-8328	95	57	)	)	PUNCT
easat-8328	95	58	.	.	PUNCT
easat-8328	96	1	the	the	DET
easat-8328	96	2	sample	sample	NOUN
easat-8328	96	3	was	be	AUX
easat-8328	96	4	divided	divide	VERB
easat-8328	96	5	by	by	ADP
easat-8328	96	6	age	age	NOUN
easat-8328	96	7	,	,	PUNCT
easat-8328	96	8	income	income	NOUN
easat-8328	96	9	level	level	NOUN
easat-8328	96	10	,	,	PUNCT
easat-8328	96	11	and	and	CCONJ
easat-8328	96	12	geographical	geographical	ADJ
easat-8328	96	13	location	location	NOUN
easat-8328	96	14	to	to	PART
easat-8328	96	15	achieve	achieve	VERB
easat-8328	96	16	representativeness	representativeness	NOUN
easat-8328	96	17	of	of	ADP
easat-8328	96	18	the	the	DET
easat-8328	96	19	wider	wide	ADJ
easat-8328	96	20	consumer	consumer	NOUN
easat-8328	96	21	population	population	NOUN
easat-8328	96	22	.	.	PUNCT
easat-8328	97	1	the	the	DET
easat-8328	97	2	questionnaire	questionnaire	NOUN
easat-8328	97	3	employed	employ	VERB
easat-8328	97	4	a	a	DET
easat-8328	97	5	7	7	NUM
easat-8328	97	6	-	-	PUNCT
easat-8328	97	7	point	point	NOUN
easat-8328	97	8	likert	likert	ADJ
easat-8328	97	9	scale	scale	NOUN
easat-8328	97	10	to	to	PART
easat-8328	97	11	evaluate	evaluate	VERB
easat-8328	97	12	user	user	NOUN
easat-8328	97	13	satisfaction	satisfaction	NOUN
easat-8328	97	14	regarding	regard	VERB
easat-8328	97	15	the	the	DET
easat-8328	97	16	usability	usability	NOUN
easat-8328	97	17	of	of	ADP
easat-8328	97	18	the	the	DET
easat-8328	97	19	website	website	NOUN
easat-8328	97	20	,	,	PUNCT
easat-8328	97	21	the	the	DET
easat-8328	97	22	authenticity	authenticity	NOUN
easat-8328	97	23	of	of	ADP
easat-8328	97	24	the	the	DET
easat-8328	97	25	products	product	NOUN
easat-8328	97	26	,	,	PUNCT
easat-8328	97	27	logistical	logistical	ADJ
easat-8328	97	28	operations	operation	NOUN
easat-8328	97	29	,	,	PUNCT
easat-8328	97	30	payments	payment	NOUN
easat-8328	97	31	,	,	PUNCT
easat-8328	97	32	customer	customer	NOUN
easat-8328	97	33	service	service	NOUN
easat-8328	97	34	,	,	PUNCT
easat-8328	97	35	and	and	CCONJ
easat-8328	97	36	overall	overall	ADJ
easat-8328	97	37	satisfaction	satisfaction	NOUN
easat-8328	97	38	with	with	ADP
easat-8328	97	39	services	service	NOUN
easat-8328	97	40	rendered	render	VERB
easat-8328	97	41	.	.	PUNCT
easat-8328	98	1	to	to	PART
easat-8328	98	2	answer	answer	VERB
easat-8328	98	3	the	the	DET
easat-8328	98	4	qualitative	qualitative	ADJ
easat-8328	98	5	part	part	NOUN
easat-8328	98	6	,	,	PUNCT
easat-8328	98	7	semi	semi	ADJ
easat-8328	98	8	-	-	ADJ
easat-8328	98	9	structured	structured	ADJ
easat-8328	98	10	interviews	interview	NOUN
easat-8328	98	11	were	be	AUX
easat-8328	98	12	conducted	conduct	VERB
easat-8328	98	13	with	with	ADP
easat-8328	98	14	12	12	NUM
easat-8328	98	15	heavy	heavy	ADJ
easat-8328	98	16	users	user	NOUN
easat-8328	98	17	of	of	ADP
easat-8328	98	18	cross	cross	ADJ
easat-8328	98	19	-	-	ADJ
easat-8328	98	20	border	border	ADJ
easat-8328	98	21	e	e	PROPN
easat-8328	98	22	-	-	NOUN
easat-8328	98	23	commerce	commerce	NOUN
easat-8328	98	24	platforms	platform	NOUN
easat-8328	98	25	as	as	ADV
easat-8328	98	26	well	well	ADV
easat-8328	98	27	as	as	ADP
easat-8328	98	28	8	8	NUM
easat-8328	98	29	industry	industry	NOUN
easat-8328	98	30	experts	expert	NOUN
easat-8328	98	31	which	which	PRON
easat-8328	98	32	included	include	VERB
easat-8328	98	33	a	a	DET
easat-8328	98	34	platform	platform	NOUN
easat-8328	98	35	manager	manager	NOUN
easat-8328	98	36	,	,	PUNCT
easat-8328	98	37	cross	cross	ADJ
easat-8328	98	38	-	-	ADJ
easat-8328	98	39	border	border	ADJ
easat-8328	98	40	logistics	logistic	NOUN
easat-8328	98	41	professionals	professional	NOUN
easat-8328	98	42	,	,	PUNCT
easat-8328	98	43	and	and	CCONJ
easat-8328	98	44	researchers	researcher	NOUN
easat-8328	98	45	dealing	deal	VERB
easat-8328	98	46	with	with	ADP
easat-8328	98	47	e	e	NOUN
easat-8328	98	48	-	-	NOUN
easat-8328	98	49	commerce	commerce	NOUN
easat-8328	98	50	.	.	PUNCT
easat-8328	99	1	each	each	DET
easat-8328	99	2	interview	interview	NOUN
easat-8328	99	3	session	session	NOUN
easat-8328	99	4	lasted	last	VERB
easat-8328	99	5	45	45	NUM
easat-8328	99	6	-	-	SYM
easat-8328	99	7	60	60	NUM
easat-8328	99	8	minutes	minute	NOUN
easat-8328	99	9	,	,	PUNCT
easat-8328	99	10	and	and	CCONJ
easat-8328	99	11	all	all	DET
easat-8328	99	12	recordings	recording	NOUN
easat-8328	99	13	were	be	AUX
easat-8328	99	14	transcribed	transcribe	VERB
easat-8328	99	15	for	for	ADP
easat-8328	99	16	subsequent	subsequent	ADJ
easat-8328	99	17	analysis	analysis	NOUN
easat-8328	99	18	which	which	PRON
easat-8328	99	19	employed	employ	VERB
easat-8328	99	20	thematic	thematic	ADJ
easat-8328	99	21	coding	coding	NOUN
easat-8328	99	22	.	.	PUNCT
easat-8328	100	1	in	in	ADP
easat-8328	100	2	addition	addition	NOUN
easat-8328	100	3	,	,	PUNCT
easat-8328	100	4	user	user	NOUN
easat-8328	100	5	experience	experience	NOUN
easat-8328	100	6	evaluations	evaluation	NOUN
easat-8328	100	7	were	be	AUX
easat-8328	100	8	conducted	conduct	VERB
easat-8328	100	9	with	with	ADP
easat-8328	100	10	20	20	NUM
easat-8328	100	11	participants	participant	NOUN
easat-8328	100	12	who	who	PRON
easat-8328	100	13	performed	perform	VERB
easat-8328	100	14	defined	define	VERB
easat-8328	100	15	tasks	task	NOUN
easat-8328	100	16	on	on	ADP
easat-8328	100	17	selected	select	VERB
easat-8328	100	18	platforms	platform	NOUN
easat-8328	100	19	while	while	SCONJ
easat-8328	100	20	articulating	articulate	VERB
easat-8328	100	21	their	their	PRON
easat-8328	100	22	thoughts	thought	NOUN
easat-8328	100	23	about	about	ADP
easat-8328	100	24	the	the	DET
easat-8328	100	25	actions	action	NOUN
easat-8328	100	26	they	they	PRON
easat-8328	100	27	were	be	AUX
easat-8328	100	28	undertaking	undertake	VERB
easat-8328	100	29	to	to	PART
easat-8328	100	30	establish	establish	VERB
easat-8328	100	31	what	what	PRON
easat-8328	100	32	specific	specific	ADJ
easat-8328	100	33	usability	usability	NOUN
easat-8328	100	34	problems	problem	NOUN
easat-8328	100	35	and	and	CCONJ
easat-8328	100	36	pain	pain	NOUN
easat-8328	100	37	points	point	NOUN
easat-8328	100	38	exist	exist	VERB
easat-8328	100	39	.	.	PUNCT
easat-8328	101	1	data	datum	NOUN
easat-8328	101	2	provided	provide	VERB
easat-8328	101	3	by	by	ADP
easat-8328	101	4	e	e	NOUN
easat-8328	101	5	-	-	NOUN
easat-8328	101	6	commerce	commerce	NOUN
easat-8328	101	7	companies	company	NOUN
easat-8328	101	8	(	(	PUNCT
easat-8328	101	9	with	with	ADP
easat-8328	101	10	suitable	suitable	ADJ
easat-8328	101	11	anonymisation	anonymisation	NOUN
easat-8328	101	12	)	)	PUNCT
easat-8328	101	13	was	be	AUX
easat-8328	101	14	supplemented	supplement	VERB
easat-8328	101	15	using	use	VERB
easat-8328	101	16	academic	academic	ADJ
easat-8328	101	17	literature	literature	NOUN
easat-8328	101	18	as	as	ADV
easat-8328	101	19	well	well	ADV
easat-8328	101	20	as	as	ADP
easat-8328	101	21	industry	industry	NOUN
easat-8328	101	22	literature	literature	NOUN
easat-8328	101	23	published	publish	VERB
easat-8328	101	24	by	by	ADP
easat-8328	101	25	credible	credible	ADJ
easat-8328	101	26	research	research	NOUN
easat-8328	101	27	institutions	institution	NOUN
easat-8328	101	28	.	.	PUNCT
easat-8328	102	1	user	user	NOUN
easat-8328	102	2	reviews	review	NOUN
easat-8328	102	3	and	and	CCONJ
easat-8328	102	4	ratings	rating	NOUN
easat-8328	102	5	publicly	publicly	ADV
easat-8328	102	6	available	available	ADJ
easat-8328	102	7	on	on	ADP
easat-8328	102	8	platforms	platform	NOUN
easat-8328	102	9	were	be	AUX
easat-8328	102	10	retrieved	retrieve	VERB
easat-8328	102	11	using	use	VERB
easat-8328	102	12	web	web	NOUN
easat-8328	102	13	scraping	scrape	VERB
easat-8328	102	14	methods	method	NOUN
easat-8328	102	15	,	,	PUNCT
easat-8328	102	16	and	and	CCONJ
easat-8328	102	17	a	a	DET
easat-8328	102	18	total	total	NOUN
easat-8328	102	19	of	of	ADP
easat-8328	102	20	5,000	5,000	NUM
easat-8328	102	21	reviews	review	NOUN
easat-8328	102	22	were	be	AUX
easat-8328	102	23	processed	process	VERB
easat-8328	102	24	through	through	ADP
easat-8328	102	25	natural	natural	ADJ
easat-8328	102	26	language	language	NOUN
easat-8328	102	27	processing	processing	NOUN
easat-8328	102	28	to	to	PART
easat-8328	102	29	identify	identify	VERB
easat-8328	102	30	dominant	dominant	ADJ
easat-8328	102	31	themes	theme	NOUN
easat-8328	102	32	and	and	CCONJ
easat-8328	102	33	sentiment	sentiment	NOUN
easat-8328	102	34	patterns	pattern	NOUN
easat-8328	102	35	associated	associate	VERB
easat-8328	102	36	with	with	ADP
easat-8328	102	37	the	the	DET
easat-8328	102	38	text	text	NOUN
easat-8328	102	39	.	.	PUNCT
easat-8328	103	1	this	this	DET
easat-8328	103	2	combination	combination	NOUN
easat-8328	103	3	of	of	ADP
easat-8328	103	4	different	different	ADJ
easat-8328	103	5	types	type	NOUN
easat-8328	103	6	of	of	ADP
easat-8328	103	7	data	datum	NOUN
easat-8328	103	8	provides	provide	VERB
easat-8328	103	9	strong	strong	ADJ
easat-8328	103	10	and	and	CCONJ
easat-8328	103	11	trustworthy	trustworthy	ADJ
easat-8328	103	12	evidence	evidence	NOUN
easat-8328	103	13	to	to	PART
easat-8328	103	14	support	support	VERB
easat-8328	103	15	the	the	DET
easat-8328	103	16	research	research	NOUN
easat-8328	103	17	findings	finding	NOUN
easat-8328	103	18	and	and	CCONJ
easat-8328	103	19	contributes	contribute	VERB
easat-8328	103	20	to	to	ADP
easat-8328	103	21	the	the	DET
easat-8328	103	22	overall	overall	ADJ
easat-8328	103	23	analysis	analysis	NOUN
easat-8328	103	24	from	from	ADP
easat-8328	103	25	different	different	ADJ
easat-8328	103	26	angles	angle	NOUN
easat-8328	103	27	.	.	PUNCT
easat-8328	104	1	the	the	DET
easat-8328	104	2	collection	collection	NOUN
easat-8328	104	3	processes	process	NOUN
easat-8328	104	4	complied	comply	VERB
easat-8328	104	5	with	with	ADP
easat-8328	104	6	ethical	ethical	ADJ
easat-8328	104	7	standards	standard	NOUN
easat-8328	104	8	for	for	ADP
easat-8328	104	9	research	research	NOUN
easat-8328	104	10	involving	involve	VERB
easat-8328	104	11	human	human	ADJ
easat-8328	104	12	subjects	subject	NOUN
easat-8328	104	13	;	;	PUNCT
easat-8328	104	14	all	all	DET
easat-8328	104	15	subjects	subject	NOUN
easat-8328	104	16	signed	sign	VERB
easat-8328	104	17	consent	consent	NOUN
easat-8328	104	18	forms	form	NOUN
easat-8328	104	19	,	,	PUNCT
easat-8328	104	20	and	and	CCONJ
easat-8328	104	21	approval	approval	NOUN
easat-8328	104	22	from	from	ADP
easat-8328	104	23	the	the	DET
easat-8328	104	24	institutional	institutional	ADJ
easat-8328	104	25	review	review	NOUN
easat-8328	104	26	board	board	NOUN
easat-8328	104	27	was	be	AUX
easat-8328	104	28	secured	secure	VERB
easat-8328	104	29	prior	prior	ADV
easat-8328	104	30	to	to	ADP
easat-8328	104	31	commencing	commence	VERB
easat-8328	104	32	the	the	DET
easat-8328	104	33	research	research	NOUN
easat-8328	104	34	.	.	PUNCT
easat-8328	105	1	3.3	3.3	NUM
easat-8328	105	2	.	.	PUNCT
easat-8328	106	1	data	datum	NOUN
easat-8328	106	2	analysis	analysis	NOUN
easat-8328	106	3	methods	method	NOUN
easat-8328	106	4	this	this	DET
easat-8328	106	5	study	study	NOUN
easat-8328	106	6	applies	apply	VERB
easat-8328	106	7	a	a	DET
easat-8328	106	8	multi	multi	ADJ
easat-8328	106	9	-	-	ADJ
easat-8328	106	10	layered	layered	ADJ
easat-8328	106	11	analytical	analytical	ADJ
easat-8328	106	12	framework	framework	NOUN
easat-8328	106	13	to	to	PART
easat-8328	106	14	process	process	VERB
easat-8328	106	15	the	the	DET
easat-8328	106	16	data	datum	NOUN
easat-8328	106	17	collected	collect	VERB
easat-8328	106	18	.	.	PUNCT
easat-8328	107	1	in	in	ADP
easat-8328	107	2	analysing	analyse	VERB
easat-8328	107	3	the	the	DET
easat-8328	107	4	quantitative	quantitative	ADJ
easat-8328	107	5	data	datum	NOUN
easat-8328	107	6	from	from	ADP
easat-8328	107	7	user	user	NOUN
easat-8328	107	8	surveys	survey	NOUN
easat-8328	107	9	,	,	PUNCT
easat-8328	107	10	various	various	ADJ
easat-8328	107	11	statistical	statistical	ADJ
easat-8328	107	12	methods	method	NOUN
easat-8328	107	13	,	,	PUNCT
easat-8328	107	14	such	such	ADJ
easat-8328	107	15	as	as	ADP
easat-8328	107	16	descriptive	descriptive	ADJ
easat-8328	107	17	statistics	statistic	NOUN
easat-8328	107	18	,	,	PUNCT
easat-8328	107	19	inferential	inferential	ADJ
easat-8328	107	20	analysis	analysis	NOUN
easat-8328	107	21	,	,	PUNCT
easat-8328	107	22	and	and	CCONJ
easat-8328	107	23	structural	structural	ADJ
easat-8328	107	24	equation	equation	NOUN
easat-8328	107	25	modelling	modelling	NOUN
easat-8328	107	26	(	(	PUNCT
easat-8328	107	27	sem	sem	NOUN
easat-8328	107	28	)	)	PUNCT
easat-8328	107	29	,	,	PUNCT
easat-8328	107	30	were	be	AUX
easat-8328	107	31	applied	apply	VERB
easat-8328	107	32	.	.	PUNCT
easat-8328	108	1	the	the	DET
easat-8328	108	2	sem	sem	NOUN
easat-8328	108	3	was	be	AUX
easat-8328	108	4	designed	design	VERB
easat-8328	108	5	to	to	PART
easat-8328	108	6	assess	assess	VERB
easat-8328	108	7	the	the	DET
easat-8328	108	8	interactions	interaction	NOUN
easat-8328	108	9	between	between	ADP
easat-8328	108	10	the	the	DET
easat-8328	108	11	implementation	implementation	NOUN
easat-8328	108	12	of	of	ADP
easat-8328	108	13	intelligent	intelligent	ADJ
easat-8328	108	14	technologies	technology	NOUN
easat-8328	108	15	and	and	CCONJ
easat-8328	108	16	the	the	DET
easat-8328	108	17	user	user	NOUN
easat-8328	108	18	experience	experience	NOUN
easat-8328	108	19	metrics	metric	NOUN
easat-8328	108	20	within	within	ADP
easat-8328	108	21	the	the	DET
easat-8328	108	22	following	follow	VERB
easat-8328	108	23	framework	framework	NOUN
easat-8328	108	24	:	:	PUNCT
easat-8328	108	25	1	1	NUM
easat-8328	108	26	2	2	NUM
easat-8328	108	27	3	3	NUM
easat-8328	108	28	4i	4i	NOUN
easat-8328	109	1	i	i	PRON
easat-8328	109	2	i	i	PRON
easat-8328	110	1	i	i	PRON
easat-8328	111	1	i	i	PRON
easat-8328	111	2	iue	iue	VERB
easat-8328	111	3	it	it	PRON
easat-8328	111	4	p	p	NOUN
easat-8328	111	5	l	l	NOUN
easat-8328	111	6	s	s	NOUN
easat-8328	111	7			PROPN
easat-8328	111	8			PROPN
easat-8328	111	9			PROPN
easat-8328	111	10			PROPN
easat-8328	111	11	=	=	NOUN
easat-8328	111	12	+	+	PROPN
easat-8328	112	1	+	+	PUNCT
easat-8328	112	2	+	+	PUNCT
easat-8328	112	3	+	+	CCONJ
easat-8328	112	4	+	+	CCONJ
easat-8328	112	5	$	$	ADP
easat-8328	112	6	where	where	SCONJ
easat-8328	112	7	iue	iue	PROPN
easat-8328	112	8	represents	represent	VERB
easat-8328	112	9	the	the	DET
easat-8328	112	10	user	user	NOUN
easat-8328	112	11	experience	experience	NOUN
easat-8328	112	12	score	score	NOUN
easat-8328	112	13	,	,	PUNCT
easat-8328	112	14	iit	iit	PROPN
easat-8328	112	15	denotes	denote	NOUN
easat-8328	112	16	intelligent	intelligent	ADJ
easat-8328	112	17	technology	technology	NOUN
easat-8328	112	18	implementation	implementation	NOUN
easat-8328	112	19	levels	level	NOUN
easat-8328	112	20	,	,	PUNCT
easat-8328	112	21	ip	ip	NOUN
easat-8328	112	22	signifies	signify	VERB
easat-8328	112	23	platform	platform	NOUN
easat-8328	112	24	characteristics	characteristic	NOUN
easat-8328	112	25	,	,	PUNCT
easat-8328	112	26	il	il	PROPN
easat-8328	112	27	represents	represent	VERB
easat-8328	112	28	logistics	logistic	NOUN
easat-8328	112	29	performance	performance	NOUN
easat-8328	112	30	,	,	PUNCT
easat-8328	112	31	and	and	CCONJ
easat-8328	112	32	is	be	AUX
easat-8328	112	33	indicates	indicate	VERB
easat-8328	112	34	service	service	NOUN
easat-8328	112	35	quality	quality	NOUN
easat-8328	112	36	factors	factor	NOUN
easat-8328	112	37	.	.	PUNCT
easat-8328	113	1	the	the	DET
easat-8328	113	2	kaiser	kaiser	PROPN
easat-8328	113	3	-	-	PUNCT
easat-8328	113	4	meyer	meyer	PROPN
easat-8328	113	5	-	-	PUNCT
easat-8328	113	6	olkin	olkin	PROPN
easat-8328	113	7	(	(	PUNCT
easat-8328	113	8	kmo	kmo	NOUN
easat-8328	113	9	)	)	PUNCT
easat-8328	113	10	test	test	NOUN
easat-8328	113	11	was	be	AUX
easat-8328	113	12	completed	complete	VERB
easat-8328	113	13	for	for	ADP
easat-8328	113	14	sampling	sample	VERB
easat-8328	113	15	adequacy	adequacy	NOUN
easat-8328	113	16	alongside	alongside	ADP
easat-8328	113	17	the	the	DET
easat-8328	113	18	application	application	NOUN
easat-8328	113	19	of	of	ADP
easat-8328	113	20	factor	factor	NOUN
easat-8328	113	21	analysis	analysis	NOUN
easat-8328	113	22	to	to	PART
easat-8328	113	23	discern	discern	VERB
easat-8328	113	24	critical	critical	ADJ
easat-8328	113	25	aspects	aspect	NOUN
easat-8328	113	26	impacting	impact	VERB
easat-8328	113	27	user	user	NOUN
easat-8328	113	28	experience	experience	NOUN
easat-8328	113	29	.	.	PUNCT
easat-8328	114	1	measurement	measurement	NOUN
easat-8328	114	2	scale	scale	NOUN
easat-8328	114	3	reliability	reliability	NOUN
easat-8328	114	4	was	be	AUX
easat-8328	114	5	computed	compute	VERB
easat-8328	114	6	through	through	ADP
easat-8328	114	7	cronbach	cronbach	NOUN
easat-8328	114	8	's	's	PART
easat-8328	114	9	alpha	alpha	ADJ
easat-8328	114	10	coefficient	coefficient	NOUN
easat-8328	114	11	:	:	PUNCT
easat-8328	115	1	2	2	NUM
easat-8328	115	2	1	1	NUM
easat-8328	115	3	2	2	NUM
easat-8328	115	4	1	1	NUM
easat-8328	115	5	1	1	NUM
easat-8328	115	6	i	i	NOUN
easat-8328	115	7	k	k	PROPN
easat-8328	116	1	y	y	VERB
easat-8328	117	1	i	i	NOUN
easat-8328	117	2	x	x	PROPN
easat-8328	118	1	k	k	PROPN
easat-8328	118	2	k	k	X
easat-8328	118	3			X
easat-8328	118	4			X
easat-8328	118	5			PUNCT
easat-8328	118	6	=	=	SYM
easat-8328	118	7			NOUN
easat-8328	118	8			PROPN
easat-8328	118	9			PROPN
easat-8328	118	10			PROPN
easat-8328	118	11			PROPN
easat-8328	118	12	=	=	PROPN
easat-8328	118	13	−	−	PROPN
easat-8328	118	14	−	−	PROPN
easat-8328	118	15			PROPN
easat-8328	118	16			PROPN
easat-8328	118	17			PROPN
easat-8328	118	18			PROPN
easat-8328	118	19			PROPN
easat-8328	118	20			NOUN
easat-8328	118	21			X
easat-8328	118	22	combining	combine	VERB
easat-8328	118	23	the	the	DET
easat-8328	118	24	user	user	NOUN
easat-8328	118	25	experience	experience	NOUN
easat-8328	118	26	testing	testing	NOUN
easat-8328	118	27	sessions	session	NOUN
easat-8328	118	28	and	and	CCONJ
easat-8328	118	29	the	the	DET
easat-8328	118	30	interviews	interview	NOUN
easat-8328	118	31	,	,	PUNCT
easat-8328	118	32	their	their	PRON
easat-8328	118	33	qualitative	qualitative	ADJ
easat-8328	118	34	data	datum	NOUN
easat-8328	118	35	was	be	AUX
easat-8328	118	36	analysed	analyse	VERB
easat-8328	118	37	thematically	thematically	ADV
easat-8328	118	38	according	accord	VERB
easat-8328	118	39	to	to	ADP
easat-8328	118	40	the	the	DET
easat-8328	118	41	six	six	NUM
easat-8328	118	42	phases	phase	NOUN
easat-8328	118	43	of	of	ADP
easat-8328	118	44	braun	braun	NOUN
easat-8328	118	45	and	and	CCONJ
easat-8328	118	46	clarke	clarke	PROPN
easat-8328	118	47	’s	’s	PART
easat-8328	118	48	framework	framework	NOUN
easat-8328	118	49	.	.	PUNCT
easat-8328	119	1	coding	coding	NOUN
easat-8328	119	2	and	and	CCONJ
easat-8328	119	3	location	location	NOUN
easat-8328	119	4	of	of	ADP
easat-8328	119	5	themes	theme	NOUN
easat-8328	119	6	were	be	AUX
easat-8328	119	7	simplified	simplify	VERB
easat-8328	119	8	using	use	VERB
easat-8328	119	9	the	the	DET
easat-8328	119	10	nvivo	nvivo	ADJ
easat-8328	119	11	programme	programme	NOUN
easat-8328	119	12	.	.	PUNCT
easat-8328	120	1	for	for	ADP
easat-8328	120	2	user	user	NOUN
easat-8328	120	3	reviews	review	NOUN
easat-8328	120	4	,	,	PUNCT
easat-8328	120	5	various	various	ADJ
easat-8328	120	6	natural	natural	ADJ
easat-8328	120	7	language	language	NOUN
easat-8328	120	8	processing	processing	NOUN
easat-8328	120	9	methods	method	NOUN
easat-8328	120	10	were	be	AUX
easat-8328	120	11	used	use	VERB
easat-8328	120	12	,	,	PUNCT
easat-8328	120	13	including	include	VERB
easat-8328	120	14	sentiment	sentiment	NOUN
easat-8328	120	15	analysis	analysis	NOUN
easat-8328	120	16	based	base	VERB
easat-8328	120	17	on	on	ADP
easat-8328	120	18	these	these	DET
easat-8328	120	19	sentiment	sentiment	NOUN
easat-8328	120	20	score	score	NOUN
easat-8328	120	21	computations	computation	NOUN
easat-8328	120	22	:	:	PUNCT
easat-8328	120	23	2153	2153	NUM
easat-8328	120	24	edelweiss	edelweiss	PROPN
easat-8328	120	25	applied	apply	VERB
easat-8328	120	26	science	science	NOUN
easat-8328	120	27	and	and	CCONJ
easat-8328	120	28	technology	technology	NOUN
easat-8328	120	29	issn	issn	PROPN
easat-8328	120	30	:	:	PUNCT
easat-8328	120	31	2576	2576	NUM
easat-8328	120	32	-	-	SYM
easat-8328	120	33	8484	8484	NUM
easat-8328	120	34	vol	vol	NOUN
easat-8328	120	35	.	.	PROPN
easat-8328	121	1	9	9	NUM
easat-8328	121	2	,	,	PUNCT
easat-8328	121	3	no	no	INTJ
easat-8328	121	4	.	.	NOUN
easat-8328	121	5	6	6	NUM
easat-8328	121	6	:	:	PUNCT
easat-8328	121	7	2148	2148	NUM
easat-8328	121	8	-	-	SYM
easat-8328	121	9	2167	2167	NUM
easat-8328	121	10	,	,	PUNCT
easat-8328	121	11	2025	2025	NUM
easat-8328	121	12	doi	doi	NOUN
easat-8328	121	13	:	:	PUNCT
easat-8328	121	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	121	15	©	©	ADP
easat-8328	121	16	2025	2025	NUM
easat-8328	121	17	by	by	ADP
easat-8328	121	18	the	the	DET
easat-8328	121	19	authors	author	NOUN
easat-8328	121	20	;	;	PUNCT
easat-8328	121	21	licensee	licensee	PROPN
easat-8328	121	22	learning	learning	NOUN
easat-8328	121	23	gate	gate	NOUN
easat-8328	121	24	1	1	NUM
easat-8328	121	25	1	1	NUM
easat-8328	121	26	1	1	NUM
easat-8328	121	27	(	(	PUNCT
easat-8328	121	28	)	)	PUNCT
easat-8328	121	29	n	n	CCONJ
easat-8328	121	30	n	n	ADV
easat-8328	122	1	i	i	PRON
easat-8328	122	2	i	i	PRON
easat-8328	123	1	i	i	PRON
easat-8328	123	2	i	i	PRON
easat-8328	124	1	n	n	VERB
easat-8328	125	1	i	i	PRON
easat-8328	126	1	i	i	PRON
easat-8328	127	1	i	i	PRON
easat-8328	128	1	i	i	PRON
easat-8328	128	2	pos	pos	VERB
easat-8328	128	3	neg	neg	NOUN
easat-8328	129	1	sentiment	sentiment	NOUN
easat-8328	129	2	pos	pos	NOUN
easat-8328	129	3	neg	neg	NOUN
easat-8328	129	4	neu	neu	NOUN
easat-8328	129	5	=	=	PUNCT
easat-8328	130	1	=	=	PUNCT
easat-8328	130	2	=	=	PUNCT
easat-8328	131	1	−	−	PROPN
easat-8328	131	2	=	=	SYM
easat-8328	132	1	+	+	CCONJ
easat-8328	132	2	+	+	X
easat-8328	132	3			X
easat-8328	132	4			X
easat-8328	132	5			X
easat-8328	132	6	$	$	SYM
easat-8328	132	7	where	where	SCONJ
easat-8328	132	8	ipos	ipos	NOUN
easat-8328	132	9	,	,	PUNCT
easat-8328	132	10	ineg	ineg	ADJ
easat-8328	132	11	,	,	PUNCT
easat-8328	132	12	and	and	CCONJ
easat-8328	132	13	ineu	ineu	NOUN
easat-8328	132	14	represent	represent	VERB
easat-8328	132	15	positive	positive	ADJ
easat-8328	132	16	,	,	PUNCT
easat-8328	132	17	negative	negative	ADJ
easat-8328	132	18	,	,	PUNCT
easat-8328	132	19	and	and	CCONJ
easat-8328	132	20	neutral	neutral	ADJ
easat-8328	132	21	sentiment	sentiment	NOUN
easat-8328	132	22	weights	weight	VERB
easat-8328	132	23	respectively	respectively	ADV
easat-8328	132	24	.	.	PUNCT
easat-8328	133	1	using	use	VERB
easat-8328	133	2	both	both	CCONJ
easat-8328	133	3	quantitative	quantitative	ADJ
easat-8328	133	4	and	and	CCONJ
easat-8328	133	5	qualitative	qualitative	ADJ
easat-8328	133	6	approaches	approach	NOUN
easat-8328	133	7	simultaneously	simultaneously	ADV
easat-8328	133	8	achieves	achieve	VERB
easat-8328	133	9	methodological	methodological	ADJ
easat-8328	133	10	triangulation	triangulation	NOUN
easat-8328	133	11	,	,	PUNCT
easat-8328	133	12	augmenting	augment	VERB
easat-8328	133	13	the	the	DET
easat-8328	133	14	validity	validity	NOUN
easat-8328	133	15	and	and	CCONJ
easat-8328	133	16	reliability	reliability	NOUN
easat-8328	133	17	of	of	ADP
easat-8328	133	18	the	the	DET
easat-8328	133	19	research	research	NOUN
easat-8328	133	20	insights	insight	NOUN
easat-8328	133	21	regarding	regard	VERB
easat-8328	133	22	user	user	NOUN
easat-8328	133	23	experience	experience	NOUN
easat-8328	133	24	aspects	aspect	NOUN
easat-8328	133	25	of	of	ADP
easat-8328	133	26	cross	cross	ADJ
easat-8328	133	27	-	-	ADJ
easat-8328	133	28	border	border	ADJ
easat-8328	133	29	e	e	PROPN
easat-8328	133	30	-	-	NOUN
easat-8328	133	31	commerce	commerce	NOUN
easat-8328	133	32	platforms	platform	NOUN
easat-8328	133	33	in	in	ADP
easat-8328	133	34	china	china	PROPN
easat-8328	133	35	.	.	PUNCT
easat-8328	134	1	4	4	X
easat-8328	134	2	.	.	X
easat-8328	134	3	empirical	empirical	ADJ
easat-8328	134	4	analysis	analysis	NOUN
easat-8328	134	5	of	of	ADP
easat-8328	134	6	user	user	NOUN
easat-8328	134	7	experience	experience	NOUN
easat-8328	134	8	in	in	ADP
easat-8328	134	9	china	china	PROPN
easat-8328	134	10	's	's	PART
easat-8328	134	11	import	import	PROPN
easat-8328	134	12	cross	cross	ADJ
easat-8328	134	13	-	-	ADJ
easat-8328	134	14	border	border	ADJ
easat-8328	134	15	e	e	PROPN
easat-8328	134	16	-	-	NOUN
easat-8328	134	17	commerce	commerce	NOUN
easat-8328	134	18	platforms	platform	NOUN
easat-8328	134	19	4.1	4.1	NUM
easat-8328	134	20	.	.	PUNCT
easat-8328	135	1	identification	identification	NOUN
easat-8328	135	2	of	of	ADP
easat-8328	135	3	user	user	NOUN
easat-8328	135	4	experience	experience	NOUN
easat-8328	135	5	pain	pain	NOUN
easat-8328	135	6	points	point	NOUN
easat-8328	135	7	drawing	draw	VERB
easat-8328	135	8	upon	upon	SCONJ
easat-8328	135	9	the	the	DET
easat-8328	135	10	survey	survey	NOUN
easat-8328	135	11	data	datum	NOUN
easat-8328	135	12	and	and	CCONJ
easat-8328	135	13	the	the	DET
easat-8328	135	14	detailed	detailed	ADJ
easat-8328	135	15	interviews	interview	NOUN
easat-8328	135	16	,	,	PUNCT
easat-8328	135	17	this	this	DET
easat-8328	135	18	study	study	NOUN
easat-8328	135	19	has	have	AUX
easat-8328	135	20	systematically	systematically	ADV
easat-8328	135	21	uncovered	uncover	VERB
easat-8328	135	22	and	and	CCONJ
easat-8328	135	23	explored	explore	VERB
easat-8328	135	24	the	the	DET
easat-8328	135	25	user	user	NOUN
easat-8328	135	26	experience	experience	NOUN
easat-8328	135	27	pain	pain	NOUN
easat-8328	135	28	points	point	NOUN
easat-8328	135	29	associated	associate	VERB
easat-8328	135	30	with	with	ADP
easat-8328	135	31	china	china	PROPN
easat-8328	135	32	’s	’s	PART
easat-8328	135	33	import	import	PROPN
easat-8328	135	34	cross	cross	ADJ
easat-8328	135	35	-	-	ADJ
easat-8328	135	36	border	border	ADJ
easat-8328	135	37	e	e	PROPN
easat-8328	135	38	-	-	NOUN
easat-8328	135	39	commerce	commerce	NOUN
easat-8328	135	40	platforms	platform	NOUN
easat-8328	135	41	.	.	PUNCT
easat-8328	136	1	drawing	draw	VERB
easat-8328	136	2	upon	upon	SCONJ
easat-8328	136	3	the	the	DET
easat-8328	136	4	survey	survey	NOUN
easat-8328	136	5	data	datum	NOUN
easat-8328	136	6	(	(	PUNCT
easat-8328	136	7	n=385	n=385	PROPN
easat-8328	136	8	)	)	PUNCT
easat-8328	136	9	and	and	CCONJ
easat-8328	136	10	detailed	detailed	ADJ
easat-8328	136	11	interviews	interview	NOUN
easat-8328	136	12	,	,	PUNCT
easat-8328	136	13	this	this	DET
easat-8328	136	14	study	study	NOUN
easat-8328	136	15	systematically	systematically	ADV
easat-8328	136	16	identified	identify	VERB
easat-8328	136	17	and	and	CCONJ
easat-8328	136	18	analyzed	analyze	VERB
easat-8328	136	19	the	the	DET
easat-8328	136	20	user	user	NOUN
easat-8328	136	21	experience	experience	NOUN
easat-8328	136	22	pain	pain	NOUN
easat-8328	136	23	points	point	NOUN
easat-8328	136	24	associated	associate	VERB
easat-8328	136	25	with	with	ADP
easat-8328	136	26	china	china	PROPN
easat-8328	136	27	's	's	PART
easat-8328	136	28	import	import	PROPN
easat-8328	136	29	cross	cross	ADJ
easat-8328	136	30	-	-	ADJ
easat-8328	136	31	border	border	ADJ
easat-8328	136	32	ecommerce	ecommerce	NOUN
easat-8328	136	33	platforms	platform	NOUN
easat-8328	136	34	.	.	PUNCT
easat-8328	137	1	as	as	SCONJ
easat-8328	137	2	illustrated	illustrate	VERB
easat-8328	137	3	in	in	ADP
easat-8328	137	4	figure	figure	NOUN
easat-8328	137	5	2	2	NUM
easat-8328	137	6	,	,	PUNCT
easat-8328	137	7	five	five	NUM
easat-8328	137	8	critical	critical	ADJ
easat-8328	137	9	dimensions	dimension	NOUN
easat-8328	137	10	of	of	ADP
easat-8328	137	11	pain	pain	NOUN
easat-8328	137	12	points	point	NOUN
easat-8328	137	13	emerged	emerge	VERB
easat-8328	137	14	with	with	ADP
easat-8328	137	15	varying	vary	VERB
easat-8328	137	16	levels	level	NOUN
easat-8328	137	17	of	of	ADP
easat-8328	137	18	severity	severity	NOUN
easat-8328	137	19	.	.	PUNCT
easat-8328	138	1	product	product	NOUN
easat-8328	138	2	authenticity	authenticity	NOUN
easat-8328	138	3	issues	issue	NOUN
easat-8328	138	4	(	(	PUNCT
easat-8328	138	5	27.3	27.3	NUM
easat-8328	138	6	%	%	NOUN
easat-8328	138	7	)	)	PUNCT
easat-8328	138	8	and	and	CCONJ
easat-8328	138	9	logistics	logistic	NOUN
easat-8328	138	10	efficiency	efficiency	NOUN
easat-8328	138	11	(	(	PUNCT
easat-8328	138	12	24.5	24.5	NUM
easat-8328	138	13	%	%	NOUN
easat-8328	138	14	)	)	PUNCT
easat-8328	138	15	represented	represent	VERB
easat-8328	138	16	the	the	DET
easat-8328	138	17	most	most	ADV
easat-8328	138	18	significant	significant	ADJ
easat-8328	138	19	challenges	challenge	NOUN
easat-8328	138	20	,	,	PUNCT
easat-8328	138	21	followed	follow	VERB
easat-8328	138	22	by	by	ADP
easat-8328	138	23	payment	payment	NOUN
easat-8328	138	24	security	security	NOUN
easat-8328	138	25	(	(	PUNCT
easat-8328	138	26	18.7	18.7	NUM
easat-8328	138	27	%	%	NOUN
easat-8328	138	28	)	)	PUNCT
easat-8328	138	29	,	,	PUNCT
easat-8328	138	30	language	language	NOUN
easat-8328	138	31	barriers	barrier	NOUN
easat-8328	138	32	(	(	PUNCT
easat-8328	138	33	16.2	16.2	NUM
easat-8328	138	34	%	%	NOUN
easat-8328	138	35	)	)	PUNCT
easat-8328	138	36	,	,	PUNCT
easat-8328	138	37	and	and	CCONJ
easat-8328	138	38	after	after	ADP
easat-8328	138	39	-	-	PUNCT
easat-8328	138	40	sales	sales	NOUN
easat-8328	138	41	service	service	NOUN
easat-8328	138	42	(	(	PUNCT
easat-8328	138	43	13.3	13.3	NUM
easat-8328	138	44	%	%	NOUN
easat-8328	138	45	)	)	PUNCT
easat-8328	138	46	.	.	PUNCT
easat-8328	139	1	figure	figure	NOUN
easat-8328	139	2	2	2	NUM
easat-8328	139	3	.	.	PUNCT
easat-8328	140	1	distribution	distribution	NOUN
easat-8328	140	2	of	of	ADP
easat-8328	140	3	user	user	NOUN
easat-8328	140	4	experience	experience	NOUN
easat-8328	140	5	pain	pain	NOUN
easat-8328	140	6	points	point	NOUN
easat-8328	140	7	.	.	PUNCT
easat-8328	141	1	the	the	DET
easat-8328	141	2	hierarchical	hierarchical	ADJ
easat-8328	141	3	clustering	clustering	ADJ
easat-8328	141	4	analysis	analysis	NOUN
easat-8328	141	5	uncovered	uncover	VERB
easat-8328	141	6	different	different	ADJ
easat-8328	141	7	user	user	NOUN
easat-8328	141	8	segments	segment	NOUN
easat-8328	141	9	with	with	ADP
easat-8328	141	10	regards	regard	NOUN
easat-8328	141	11	to	to	ADP
easat-8328	141	12	pain	pain	NOUN
easat-8328	141	13	point	point	NOUN
easat-8328	141	14	issues	issue	NOUN
easat-8328	141	15	.	.	PUNCT
easat-8328	142	1	in	in	ADP
easat-8328	142	2	applying	apply	VERB
easat-8328	142	3	ward	ward	NOUN
easat-8328	142	4	’s	’s	PART
easat-8328	142	5	minimum	minimum	ADJ
easat-8328	142	6	variance	variance	NOUN
easat-8328	142	7	method	method	NOUN
easat-8328	142	8	using	use	VERB
easat-8328	142	9	euclidean	euclidean	ADJ
easat-8328	142	10	distance	distance	NOUN
easat-8328	142	11	metrics	metric	NOUN
easat-8328	142	12	,	,	PUNCT
easat-8328	142	13	we	we	PRON
easat-8328	142	14	discovered	discover	VERB
easat-8328	142	15	three	three	NUM
easat-8328	142	16	distinct	distinct	ADJ
easat-8328	142	17	user	user	NOUN
easat-8328	142	18	clusters	cluster	NOUN
easat-8328	142	19	differing	differ	VERB
easat-8328	142	20	in	in	ADP
easat-8328	142	21	their	their	PRON
easat-8328	142	22	sensitivity	sensitivity	NOUN
easat-8328	142	23	to	to	ADP
easat-8328	142	24	particular	particular	ADJ
easat-8328	142	25	sharp	sharp	ADJ
easat-8328	142	26	pain	pain	NOUN
easat-8328	142	27	issues	issue	NOUN
easat-8328	142	28	.	.	PUNCT
easat-8328	143	1	this	this	DET
easat-8328	143	2	silhouette	silhouette	NOUN
easat-8328	143	3	coefficient	coefficient	NOUN
easat-8328	143	4	of	of	ADP
easat-8328	143	5	0.68	0.68	NUM
easat-8328	143	6	also	also	ADV
easat-8328	143	7	supports	support	VERB
easat-8328	143	8	the	the	DET
easat-8328	143	9	validity	validity	NOUN
easat-8328	143	10	of	of	ADP
easat-8328	143	11	this	this	DET
easat-8328	143	12	clustering	clustering	ADJ
easat-8328	143	13	technique	technique	NOUN
easat-8328	143	14	.	.	PUNCT
easat-8328	144	1	2154	2154	NUM
easat-8328	144	2	edelweiss	edelweiss	PROPN
easat-8328	144	3	applied	apply	VERB
easat-8328	144	4	science	science	NOUN
easat-8328	144	5	and	and	CCONJ
easat-8328	144	6	technology	technology	NOUN
easat-8328	144	7	issn	issn	PROPN
easat-8328	144	8	:	:	PUNCT
easat-8328	144	9	2576	2576	NUM
easat-8328	144	10	-	-	SYM
easat-8328	144	11	8484	8484	NUM
easat-8328	144	12	vol	vol	NOUN
easat-8328	144	13	.	.	PROPN
easat-8328	145	1	9	9	NUM
easat-8328	145	2	,	,	PUNCT
easat-8328	145	3	no	no	INTJ
easat-8328	145	4	.	.	NOUN
easat-8328	145	5	6	6	NUM
easat-8328	145	6	:	:	PUNCT
easat-8328	145	7	2148	2148	NUM
easat-8328	145	8	-	-	SYM
easat-8328	145	9	2167	2167	NUM
easat-8328	145	10	,	,	PUNCT
easat-8328	145	11	2025	2025	NUM
easat-8328	145	12	doi	doi	NOUN
easat-8328	145	13	:	:	PUNCT
easat-8328	145	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	145	15	©	©	ADP
easat-8328	145	16	2025	2025	NUM
easat-8328	145	17	by	by	ADP
easat-8328	145	18	the	the	DET
easat-8328	145	19	authors	author	NOUN
easat-8328	145	20	;	;	PUNCT
easat-8328	145	21	licensee	licensee	PROPN
easat-8328	145	22	learning	learning	NOUN
easat-8328	145	23	gate	gate	VERB
easat-8328	145	24	additional	additional	ADJ
easat-8328	145	25	correlational	correlational	ADJ
easat-8328	145	26	analysis	analysis	NOUN
easat-8328	145	27	revealed	reveal	VERB
easat-8328	145	28	the	the	DET
easat-8328	145	29	existence	existence	NOUN
easat-8328	145	30	of	of	ADP
easat-8328	145	31	a	a	DET
easat-8328	145	32	notable	notable	ADJ
easat-8328	145	33	,	,	PUNCT
easat-8328	145	34	albeit	albeit	SCONJ
easat-8328	145	35	negative	negative	ADJ
easat-8328	145	36	,	,	PUNCT
easat-8328	145	37	correlation	correlation	NOUN
easat-8328	145	38	(	(	PUNCT
easat-8328	145	39	r	r	NOUN
easat-8328	145	40	=	=	SYM
easat-8328	145	41	-0.74	-0.74	NOUN
easat-8328	145	42	,	,	PUNCT
easat-8328	145	43	p	p	X
easat-8328	145	44	<	<	X
easat-8328	145	45	0.01	0.01	NUM
easat-8328	145	46	)	)	PUNCT
easat-8328	145	47	between	between	ADP
easat-8328	145	48	the	the	DET
easat-8328	145	49	existence	existence	NOUN
easat-8328	145	50	of	of	ADP
easat-8328	145	51	these	these	DET
easat-8328	145	52	pain	pain	NOUN
easat-8328	145	53	points	point	NOUN
easat-8328	145	54	and	and	CCONJ
easat-8328	145	55	overall	overall	ADJ
easat-8328	145	56	user	user	NOUN
easat-8328	145	57	satisfaction	satisfaction	NOUN
easat-8328	145	58	ratings	rating	NOUN
easat-8328	145	59	.	.	PUNCT
easat-8328	146	1	much	much	ADJ
easat-8328	146	2	attention	attention	NOUN
easat-8328	146	3	was	be	AUX
easat-8328	146	4	drawn	draw	VERB
easat-8328	146	5	toward	toward	ADP
easat-8328	146	6	the	the	DET
easat-8328	146	7	prevailing	prevail	VERB
easat-8328	146	8	impact	impact	NOUN
easat-8328	146	9	of	of	ADP
easat-8328	146	10	logistics	logistic	NOUN
easat-8328	146	11	efficiency	efficiency	NOUN
easat-8328	146	12	on	on	ADP
easat-8328	146	13	user	user	NOUN
easat-8328	146	14	satisfaction	satisfaction	NOUN
easat-8328	146	15	where	where	SCONJ
easat-8328	146	16	the	the	DET
easat-8328	146	17	elasticity	elasticity	NOUN
easat-8328	146	18	coefficient	coefficient	NOUN
easat-8328	146	19	was	be	AUX
easat-8328	146	20	reported	report	VERB
easat-8328	146	21	to	to	PART
easat-8328	146	22	be	be	AUX
easat-8328	146	23	the	the	DET
easat-8328	146	24	highest	high	ADJ
easat-8328	146	25	(	(	PUNCT
easat-8328	146	26	0.83	0.83	NUM
easat-8328	146	27	)	)	PUNCT
easat-8328	146	28	,	,	PUNCT
easat-8328	146	29	signifying	signify	VERB
easat-8328	146	30	that	that	SCONJ
easat-8328	146	31	better	well	ADJ
easat-8328	146	32	performance	performance	NOUN
easat-8328	146	33	in	in	ADP
easat-8328	146	34	this	this	DET
easat-8328	146	35	area	area	NOUN
easat-8328	146	36	would	would	AUX
easat-8328	146	37	most	most	ADV
easat-8328	146	38	greatly	greatly	ADV
easat-8328	146	39	enhance	enhance	VERB
easat-8328	146	40	the	the	DET
easat-8328	146	41	user	user	NOUN
easat-8328	146	42	's	's	PART
easat-8328	146	43	overall	overall	ADJ
easat-8328	146	44	experience	experience	NOUN
easat-8328	146	45	.	.	PUNCT
easat-8328	147	1	these	these	DET
easat-8328	147	2	concerns	concern	NOUN
easat-8328	147	3	were	be	AUX
easat-8328	147	4	further	far	ADV
easat-8328	147	5	corroborated	corroborate	VERB
easat-8328	147	6	by	by	ADP
easat-8328	147	7	qualitative	qualitative	ADJ
easat-8328	147	8	data	datum	NOUN
easat-8328	147	9	obtained	obtain	VERB
easat-8328	147	10	from	from	ADP
easat-8328	147	11	the	the	DET
easat-8328	147	12	interviews	interview	NOUN
easat-8328	147	13	as	as	SCONJ
easat-8328	147	14	participants	participant	NOUN
easat-8328	147	15	consistently	consistently	ADV
easat-8328	147	16	expressed	express	VERB
easat-8328	147	17	issues	issue	NOUN
easat-8328	147	18	pertaining	pertain	VERB
easat-8328	147	19	to	to	ADP
easat-8328	147	20	how	how	SCONJ
easat-8328	147	21	timely	timely	ADJ
easat-8328	147	22	deliveries	delivery	NOUN
easat-8328	147	23	were	be	AUX
easat-8328	147	24	and	and	CCONJ
easat-8328	147	25	the	the	DET
easat-8328	147	26	level	level	NOUN
easat-8328	147	27	of	of	ADP
easat-8328	147	28	transparency	transparency	NOUN
easat-8328	147	29	available	available	ADJ
easat-8328	147	30	for	for	ADP
easat-8328	147	31	tracking	tracking	NOUN
easat-8328	147	32	.	.	PUNCT
easat-8328	148	1	one	one	NUM
easat-8328	148	2	participant	participant	NOUN
easat-8328	148	3	shared	share	VERB
easat-8328	148	4	that	that	SCONJ
easat-8328	148	5	“	"	PUNCT
easat-8328	148	6	the	the	DET
easat-8328	148	7	anxiety	anxiety	NOUN
easat-8328	148	8	due	due	ADP
easat-8328	148	9	to	to	ADP
easat-8328	148	10	uncertainty	uncertainty	NOUN
easat-8328	148	11	associated	associate	VERB
easat-8328	148	12	with	with	ADP
easat-8328	148	13	the	the	DET
easat-8328	148	14	international	international	ADJ
easat-8328	148	15	shipping	shipping	NOUN
easat-8328	148	16	process	process	NOUN
easat-8328	148	17	,	,	PUNCT
easat-8328	148	18	coupled	couple	VERB
easat-8328	148	19	with	with	ADP
easat-8328	148	20	limited	limit	VERB
easat-8328	148	21	tracking	tracking	NOUN
easat-8328	148	22	information	information	NOUN
easat-8328	148	23	or	or	CCONJ
easat-8328	148	24	access	access	NOUN
easat-8328	148	25	to	to	ADP
easat-8328	148	26	tracking	track	VERB
easat-8328	148	27	information	information	NOUN
easat-8328	148	28	in	in	ADP
easat-8328	148	29	foreign	foreign	ADJ
easat-8328	148	30	languages	language	NOUN
easat-8328	148	31	is	be	AUX
easat-8328	148	32	particularly	particularly	ADV
easat-8328	148	33	concerning	concern	VERB
easat-8328	148	34	.	.	PUNCT
easat-8328	148	35	"	"	PUNCT
easat-8328	149	1	4.2	4.2	NUM
easat-8328	149	2	.	.	PUNCT
easat-8328	149	3	assessment	assessment	NOUN
easat-8328	149	4	of	of	ADP
easat-8328	149	5	intelligence	intelligence	NOUN
easat-8328	149	6	level	level	NOUN
easat-8328	149	7	of	of	ADP
easat-8328	149	8	existing	exist	VERB
easat-8328	149	9	platforms	platform	NOUN
easat-8328	149	10	this	this	DET
easat-8328	149	11	research	research	NOUN
easat-8328	149	12	provides	provide	VERB
easat-8328	149	13	a	a	DET
easat-8328	149	14	cross	cross	ADJ
easat-8328	149	15	-	-	ADJ
easat-8328	149	16	regional	regional	ADJ
easat-8328	149	17	and	and	CCONJ
easat-8328	149	18	cross	cross	ADJ
easat-8328	149	19	-	-	ADJ
easat-8328	149	20	platform	platform	ADJ
easat-8328	149	21	intelligence	intelligence	NOUN
easat-8328	149	22	benchmarking	benchmarking	NOUN
easat-8328	149	23	study	study	NOUN
easat-8328	149	24	for	for	ADP
easat-8328	149	25	major	major	ADJ
easat-8328	149	26	import	import	NOUN
easat-8328	149	27	cross	cross	ADJ
easat-8328	149	28	-	-	ADJ
easat-8328	149	29	border	border	ADJ
easat-8328	149	30	e	e	PROPN
easat-8328	149	31	-	-	NOUN
easat-8328	149	32	commerce	commerce	NOUN
easat-8328	149	33	platforms	platform	NOUN
easat-8328	149	34	in	in	ADP
easat-8328	149	35	china	china	PROPN
easat-8328	149	36	.	.	PUNCT
easat-8328	150	1	it	it	PRON
easat-8328	150	2	analyses	analyse	VERB
easat-8328	150	3	five	five	NUM
easat-8328	150	4	dimensions	dimension	NOUN
easat-8328	150	5	,	,	PUNCT
easat-8328	150	6	namely	namely	ADV
easat-8328	150	7	intelligent	intelligent	ADJ
easat-8328	150	8	search	search	NOUN
easat-8328	150	9	and	and	CCONJ
easat-8328	150	10	recommendation	recommendation	NOUN
easat-8328	150	11	systems	system	NOUN
easat-8328	150	12	,	,	PUNCT
easat-8328	150	13	automated	automate	VERB
easat-8328	150	14	customer	customer	NOUN
easat-8328	150	15	service	service	NOUN
easat-8328	150	16	,	,	PUNCT
easat-8328	150	17	intelligent	intelligent	ADJ
easat-8328	150	18	logistics	logistic	NOUN
easat-8328	150	19	management	management	NOUN
easat-8328	150	20	,	,	PUNCT
easat-8328	150	21	risk	risk	NOUN
easat-8328	150	22	management	management	NOUN
easat-8328	150	23	and	and	CCONJ
easat-8328	150	24	control	control	NOUN
easat-8328	150	25	systems	system	NOUN
easat-8328	150	26	,	,	PUNCT
easat-8328	150	27	and	and	CCONJ
easat-8328	150	28	personalisation	personalisation	NOUN
easat-8328	150	29	.	.	PUNCT
easat-8328	151	1	as	as	ADP
easat-8328	151	2	with	with	ADP
easat-8328	151	3	any	any	DET
easat-8328	151	4	other	other	ADJ
easat-8328	151	5	type	type	NOUN
easat-8328	151	6	of	of	ADP
easat-8328	151	7	score	score	NOUN
easat-8328	151	8	that	that	PRON
easat-8328	151	9	combines	combine	VERB
easat-8328	151	10	multiple	multiple	ADJ
easat-8328	151	11	components	component	NOUN
easat-8328	151	12	,	,	PUNCT
easat-8328	151	13	the	the	DET
easat-8328	151	14	assessment	assessment	NOUN
easat-8328	151	15	was	be	AUX
easat-8328	151	16	multi	multi	ADJ
easat-8328	151	17	-	-	ADJ
easat-8328	151	18	faceted	faceted	ADJ
easat-8328	151	19	,	,	PUNCT
easat-8328	151	20	applying	apply	VERB
easat-8328	151	21	expert	expert	NOUN
easat-8328	151	22	judgement	judgement	NOUN
easat-8328	151	23	(	(	PUNCT
easat-8328	151	24	n=8	n=8	PROPN
easat-8328	151	25	)	)	PUNCT
easat-8328	151	26	,	,	PUNCT
easat-8328	151	27	technical	technical	ADJ
easat-8328	151	28	parameter	parameter	NOUN
easat-8328	151	29	assessment	assessment	NOUN
easat-8328	151	30	,	,	PUNCT
easat-8328	151	31	and	and	CCONJ
easat-8328	151	32	user	user	NOUN
easat-8328	151	33	perception	perception	NOUN
easat-8328	151	34	(	(	PUNCT
easat-8328	151	35	n=385	n=385	PROPN
easat-8328	151	36	)	)	PUNCT
easat-8328	151	37	à	à	X
easat-8328	151	38	la	la	ADP
easat-8328	151	39	the	the	DET
easat-8328	151	40	survey	survey	NOUN
easat-8328	151	41	-	-	PUNCT
easat-8328	151	42	based	base	VERB
easat-8328	151	43	approach	approach	NOUN
easat-8328	151	44	.	.	PUNCT
easat-8328	152	1	in	in	ADP
easat-8328	152	2	figure	figure	NOUN
easat-8328	152	3	3	3	NUM
easat-8328	152	4	,	,	PUNCT
easat-8328	152	5	the	the	DET
easat-8328	152	6	radar	radar	NOUN
easat-8328	152	7	chart	chart	NOUN
easat-8328	152	8	tmll	tmll	NOUN
easat-8328	152	9	global	global	PROPN
easat-8328	152	10	is	be	AUX
easat-8328	152	11	consistently	consistently	ADV
easat-8328	152	12	outperforming	outperform	VERB
easat-8328	152	13	other	other	ADJ
easat-8328	152	14	platforms	platform	NOUN
easat-8328	152	15	in	in	ADP
easat-8328	152	16	most	most	ADJ
easat-8328	152	17	areas	area	NOUN
easat-8328	152	18	,	,	PUNCT
easat-8328	152	19	with	with	ADP
easat-8328	152	20	jd	jd	PROPN
easat-8328	152	21	worldwide	worldwide	ADV
easat-8328	152	22	excelling	excel	VERB
easat-8328	152	23	in	in	ADP
easat-8328	152	24	other	other	ADJ
easat-8328	152	25	levers	lever	NOUN
easat-8328	152	26	such	such	ADJ
easat-8328	152	27	as	as	ADP
easat-8328	152	28	intelligently	intelligently	ADV
easat-8328	152	29	managed	manage	VERB
easat-8328	152	30	logistics	logistic	NOUN
easat-8328	152	31	(	(	PUNCT
easat-8328	152	32	in	in	ADP
easat-8328	152	33	accordance	accordance	NOUN
easat-8328	152	34	with	with	ADP
easat-8328	152	35	their	their	PRON
easat-8328	152	36	allocated	allocate	VERB
easat-8328	152	37	resources	resource	NOUN
easat-8328	152	38	to	to	PART
easat-8328	152	39	streamline	streamline	VERB
easat-8328	152	40	their	their	PRON
easat-8328	152	41	supply	supply	NOUN
easat-8328	152	42	chains	chain	NOUN
easat-8328	152	43	)	)	PUNCT
easat-8328	152	44	.	.	PUNCT
easat-8328	153	1	while	while	SCONJ
easat-8328	153	2	the	the	DET
easat-8328	153	3	verticals	vertical	NOUN
easat-8328	153	4	scored	score	VERB
easat-8328	153	5	lower	lower	ADV
easat-8328	153	6	on	on	ADP
easat-8328	153	7	all	all	DET
easat-8328	153	8	fronts	front	NOUN
easat-8328	153	9	,	,	PUNCT
easat-8328	153	10	they	they	PRON
easat-8328	153	11	were	be	AUX
easat-8328	153	12	judged	judge	VERB
easat-8328	153	13	to	to	PART
easat-8328	153	14	have	have	VERB
easat-8328	153	15	particular	particular	ADJ
easat-8328	153	16	expertise	expertise	NOUN
easat-8328	153	17	in	in	ADP
easat-8328	153	18	class	class	NOUN
easat-8328	153	19	-	-	PUNCT
easat-8328	153	20	specific	specific	ADJ
easat-8328	153	21	recommendation	recommendation	NOUN
easat-8328	153	22	engines	engine	NOUN
easat-8328	153	23	(	(	PUNCT
easat-8328	153	24	7.8/10	7.8/10	NUM
easat-8328	153	25	)	)	PUNCT
easat-8328	153	26	.	.	PUNCT
easat-8328	154	1	graphical	graphical	ADJ
easat-8328	154	2	depiction	depiction	NOUN
easat-8328	154	3	of	of	ADP
easat-8328	154	4	quantitative	quantitative	ADJ
easat-8328	154	5	assessment	assessment	NOUN
easat-8328	154	6	results	result	NOUN
easat-8328	154	7	shows	show	VERB
easat-8328	154	8	the	the	DET
easat-8328	154	9	differing	differ	VERB
easat-8328	154	10	levels	level	NOUN
easat-8328	154	11	of	of	ADP
easat-8328	154	12	intelligence	intelligence	NOUN
easat-8328	154	13	across	across	ADP
easat-8328	154	14	governance	governance	NOUN
easat-8328	154	15	aspects	aspect	NOUN
easat-8328	154	16	,	,	PUNCT
easat-8328	154	17	presenting	present	VERB
easat-8328	154	18	both	both	CCONJ
easat-8328	154	19	vertical	vertical	ADJ
easat-8328	154	20	and	and	CCONJ
easat-8328	154	21	horizontal	horizontal	ADJ
easat-8328	154	22	diversities	diversity	NOUN
easat-8328	154	23	.	.	PUNCT
easat-8328	155	1	figure	figure	VERB
easat-8328	155	2	3	3	NUM
easat-8328	155	3	.	.	PUNCT
easat-8328	155	4	intelligence	intelligence	NOUN
easat-8328	155	5	level	level	NOUN
easat-8328	155	6	assessment	assessment	NOUN
easat-8328	155	7	across	across	ADP
easat-8328	155	8	major	major	ADJ
easat-8328	155	9	cross	cross	ADJ
easat-8328	155	10	-	-	ADJ
easat-8328	155	11	border	border	ADJ
easat-8328	155	12	e	e	PROPN
easat-8328	155	13	-	-	NOUN
easat-8328	155	14	commerce	commerce	NOUN
easat-8328	155	15	platforms	platform	NOUN
easat-8328	155	16	.	.	PUNCT
easat-8328	156	1	the	the	DET
easat-8328	156	2	platform	platform	NOUN
easat-8328	156	3	’s	’s	PART
easat-8328	156	4	ai	ai	VERB
easat-8328	156	5	capabilities	capability	NOUN
easat-8328	156	6	were	be	AUX
easat-8328	156	7	found	find	VERB
easat-8328	156	8	to	to	PART
easat-8328	156	9	have	have	VERB
easat-8328	156	10	a	a	DET
easat-8328	156	11	high	high	ADJ
easat-8328	156	12	correlation	correlation	NOUN
easat-8328	156	13	(	(	PUNCT
easat-8328	156	14	r=0.79	r=0.79	PROPN
easat-8328	156	15	,	,	PUNCT
easat-8328	156	16	p<0.01	p<0.01	PROPN
easat-8328	156	17	)	)	PUNCT
easat-8328	156	18	with	with	ADP
easat-8328	156	19	user	user	NOUN
easat-8328	156	20	satisfaction	satisfaction	NOUN
easat-8328	156	21	scores	score	NOUN
easat-8328	156	22	.	.	PUNCT
easat-8328	157	1	increases	increase	NOUN
easat-8328	157	2	in	in	ADP
easat-8328	157	3	intelligent	intelligent	ADJ
easat-8328	157	4	search	search	NOUN
easat-8328	157	5	and	and	CCONJ
easat-8328	157	6	recommendation	recommendation	NOUN
easat-8328	157	7	systems	system	NOUN
easat-8328	157	8	yielded	yield	VERB
easat-8328	157	9	,	,	PUNCT
easat-8328	157	10	on	on	ADP
easat-8328	157	11	average	average	ADJ
easat-8328	157	12	,	,	PUNCT
easat-8328	157	13	a	a	DET
easat-8328	157	14	0.63	0.63	NUM
easat-8328	157	15	increase	increase	NOUN
easat-8328	157	16	in	in	ADP
easat-8328	157	17	satisfaction	satisfaction	NOUN
easat-8328	157	18	per	per	ADP
easat-8328	157	19	every	every	DET
easat-8328	157	20	unit	unit	NOUN
easat-8328	157	21	increase	increase	NOUN
easat-8328	157	22	in	in	ADP
easat-8328	157	23	system	system	NOUN
easat-8328	157	24	score	score	NOUN
easat-8328	157	25	(	(	PUNCT
easat-8328	157	26	p<0.01	p<0.01	PROPN
easat-8328	157	27	)	)	PUNCT
easat-8328	157	28	.	.	PUNCT
easat-8328	158	1	as	as	SCONJ
easat-8328	158	2	enumerated	enumerate	VERB
easat-8328	158	3	in	in	ADP
easat-8328	158	4	table	table	NOUN
easat-8328	158	5	1	1	NUM
easat-8328	158	6	,	,	PUNCT
easat-8328	158	7	the	the	DET
easat-8328	158	8	differentiated	differentiate	VERB
easat-8328	158	9	competitive	competitive	ADJ
easat-8328	158	10	strategy	strategy	NOUN
easat-8328	158	11	of	of	ADP
easat-8328	158	12	ai	ai	PROPN
easat-8328	158	13	and	and	CCONJ
easat-8328	158	14	its	its	PRON
easat-8328	158	15	corresponding	corresponding	ADJ
easat-8328	158	16	algorithms	algorithm	NOUN
easat-8328	158	17	was	be	AUX
easat-8328	158	18	found	find	VERB
easat-8328	158	19	ubiquitous	ubiquitous	ADJ
easat-8328	158	20	as	as	SCONJ
easat-8328	158	21	tmall	tmall	PROPN
easat-8328	158	22	global	global	PROPN
easat-8328	158	23	deployed	deploy	VERB
easat-8328	158	24	over	over	ADP
easat-8328	158	25	120	120	NUM
easat-8328	158	26	machine	machine	NOUN
easat-8328	158	27	learning	learning	NOUN
easat-8328	158	28	models	model	NOUN
easat-8328	158	29	for	for	ADP
easat-8328	158	30	personalisation	personalisation	NOUN
easat-8328	158	31	,	,	PUNCT
easat-8328	158	32	significantly	significantly	ADV
easat-8328	158	33	exceeding	exceed	VERB
easat-8328	158	34	2155	2155	NUM
easat-8328	158	35	edelweiss	edelweiss	PROPN
easat-8328	158	36	applied	apply	VERB
easat-8328	158	37	science	science	NOUN
easat-8328	158	38	and	and	CCONJ
easat-8328	158	39	technology	technology	NOUN
easat-8328	158	40	issn	issn	PROPN
easat-8328	158	41	:	:	PUNCT
easat-8328	158	42	2576	2576	NUM
easat-8328	158	43	-	-	SYM
easat-8328	158	44	8484	8484	NUM
easat-8328	158	45	vol	vol	NOUN
easat-8328	158	46	.	.	PROPN
easat-8328	159	1	9	9	NUM
easat-8328	159	2	,	,	PUNCT
easat-8328	159	3	no	no	INTJ
easat-8328	159	4	.	.	NOUN
easat-8328	159	5	6	6	NUM
easat-8328	159	6	:	:	PUNCT
easat-8328	159	7	2148	2148	NUM
easat-8328	159	8	-	-	SYM
easat-8328	159	9	2167	2167	NUM
easat-8328	159	10	,	,	PUNCT
easat-8328	159	11	2025	2025	NUM
easat-8328	159	12	doi	doi	NOUN
easat-8328	159	13	:	:	PUNCT
easat-8328	159	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	159	15	©	©	ADP
easat-8328	159	16	2025	2025	NUM
easat-8328	159	17	by	by	ADP
easat-8328	159	18	the	the	DET
easat-8328	159	19	authors	author	NOUN
easat-8328	159	20	;	;	PUNCT
easat-8328	159	21	licensee	licensee	PROPN
easat-8328	159	22	learning	learning	NOUN
easat-8328	159	23	gate	gate	NOUN
easat-8328	159	24	industry	industry	NOUN
easat-8328	159	25	mean	mean	VERB
easat-8328	159	26	,	,	PUNCT
easat-8328	159	27	and	and	CCONJ
easat-8328	159	28	jd	jd	ADP
easat-8328	159	29	worldwide	worldwide	NOUN
easat-8328	159	30	’s	’s	PART
easat-8328	159	31	integration	integration	NOUN
easat-8328	159	32	of	of	ADP
easat-8328	159	33	iot	iot	PROPN
easat-8328	159	34	with	with	ADP
easat-8328	159	35	logistics	logistic	NOUN
easat-8328	159	36	intelligence	intelligence	NOUN
easat-8328	159	37	cross	cross	ADJ
easat-8328	159	38	-	-	ADJ
easat-8328	159	39	border	border	ADJ
easat-8328	159	40	supply	supply	NOUN
easat-8328	159	41	chain	chain	NOUN
easat-8328	159	42	merit	merit	NOUN
easat-8328	159	43	was	be	AUX
easat-8328	159	44	found	find	VERB
easat-8328	159	45	bold	bold	ADJ
easat-8328	159	46	.	.	PUNCT
easat-8328	160	1	table	table	NOUN
easat-8328	160	2	1	1	NUM
easat-8328	160	3	.	.	PUNCT
easat-8328	161	1	technical	technical	ADJ
easat-8328	161	2	parameters	parameter	NOUN
easat-8328	161	3	of	of	ADP
easat-8328	161	4	intelligence	intelligence	NOUN
easat-8328	161	5	implementation	implementation	NOUN
easat-8328	161	6	across	across	ADP
easat-8328	161	7	platforms	platform	NOUN
easat-8328	161	8	.	.	PUNCT
easat-8328	162	1	platform	platform	NOUN
easat-8328	162	2	ai	ai	VERB
easat-8328	162	3	algorithms	algorithms	PROPN
easat-8328	162	4	response	response	NOUN
easat-8328	162	5	time	time	NOUN
easat-8328	162	6	(	(	PUNCT
easat-8328	162	7	ms	ms	NOUN
easat-8328	162	8	)	)	PUNCT
easat-8328	162	9	personalization	personalization	NOUN
easat-8328	162	10	models	model	NOUN
easat-8328	162	11	data	datum	NOUN
easat-8328	162	12	processing	processing	NOUN
easat-8328	162	13	capacity	capacity	NOUN
easat-8328	162	14	(	(	PUNCT
easat-8328	162	15	tb	tb	NOUN
easat-8328	162	16	/	/	SYM
easat-8328	162	17	day	day	NOUN
easat-8328	162	18	)	)	PUNCT
easat-8328	162	19	ml	ml	ADP
easat-8328	162	20	model	model	NOUN
easat-8328	162	21	accuracy	accuracy	NOUN
easat-8328	162	22	(	(	PUNCT
easat-8328	162	23	%	%	INTJ
easat-8328	162	24	)	)	PUNCT
easat-8328	162	25	tmall	tmall	NOUN
easat-8328	162	26	global	global	ADJ
easat-8328	162	27	deep	deep	ADJ
easat-8328	162	28	learning	learning	NOUN
easat-8328	162	29	,	,	PUNCT
easat-8328	162	30	reinforcement	reinforcement	NOUN
easat-8328	162	31	learning	learn	VERB
easat-8328	162	32	127	127	NUM
easat-8328	162	33	120	120	NUM
easat-8328	162	34	+	+	NUM
easat-8328	162	35	873	873	NUM
easat-8328	162	36	92.7	92.7	NUM
easat-8328	162	37	jd	jd	ADP
easat-8328	162	38	worldwide	worldwide	ADJ
easat-8328	162	39	computer	computer	NOUN
easat-8328	162	40	vision	vision	NOUN
easat-8328	162	41	,	,	PUNCT
easat-8328	162	42	nlp	nlp	ADJ
easat-8328	162	43	145	145	NUM
easat-8328	162	44	85	85	NUM
easat-8328	162	45	+	+	NUM
easat-8328	162	46	642	642	NUM
easat-8328	162	47	89.4	89.4	NUM
easat-8328	162	48	kaola	kaola	PROPN
easat-8328	162	49	collaborative	collaborative	ADJ
easat-8328	162	50	filtering	filtering	NOUN
easat-8328	162	51	,	,	PUNCT
easat-8328	162	52	nlp	nlp	NOUN
easat-8328	162	53	189	189	NUM
easat-8328	162	54	60	60	NUM
easat-8328	162	55	+	+	NUM
easat-8328	162	56	314	314	NUM
easat-8328	162	57	87.6	87.6	NUM
easat-8328	162	58	vertical	vertical	ADJ
easat-8328	162	59	platforms	platform	NOUN
easat-8328	162	60	category	category	NOUN
easat-8328	162	61	-	-	PUNCT
easat-8328	162	62	specific	specific	ADJ
easat-8328	162	63	algorithms	algorithm	NOUN
easat-8328	162	64	205	205	NUM
easat-8328	162	65	30	30	NUM
easat-8328	162	66	+	+	SYM
easat-8328	162	67	126	126	NUM
easat-8328	162	68	91.2	91.2	NUM
easat-8328	162	69	industry	industry	NOUN
easat-8328	162	70	average	average	ADJ
easat-8328	162	71	mixed	mixed	ADJ
easat-8328	162	72	approaches	approach	NOUN
easat-8328	162	73	192	192	NUM
easat-8328	162	74	48	48	NUM
easat-8328	162	75	328	328	NUM
easat-8328	162	76	86.9	86.9	NUM
easat-8328	162	77	4.3	4.3	NUM
easat-8328	162	78	.	.	PUNCT
easat-8328	163	1	user	user	NOUN
easat-8328	163	2	needs	need	VERB
easat-8328	163	3	analysis	analysis	NOUN
easat-8328	163	4	this	this	DET
easat-8328	163	5	research	research	NOUN
easat-8328	163	6	utilised	utilise	VERB
easat-8328	163	7	a	a	DET
easat-8328	163	8	mixed	mixed	ADJ
easat-8328	163	9	-	-	PUNCT
easat-8328	163	10	methods	method	NOUN
easat-8328	163	11	approach	approach	NOUN
easat-8328	163	12	to	to	PART
easat-8328	163	13	assess	assess	VERB
easat-8328	163	14	the	the	DET
easat-8328	163	15	user	user	NOUN
easat-8328	163	16	needs	need	NOUN
easat-8328	163	17	of	of	ADP
easat-8328	163	18	china	china	PROPN
easat-8328	163	19	's	's	PART
easat-8328	163	20	import	import	NOUN
easat-8328	163	21	crossborder	crossborder	NOUN
easat-8328	163	22	e	e	NOUN
easat-8328	163	23	-	-	PROPN
easat-8328	163	24	commerce	commerce	NOUN
easat-8328	163	25	platforms	platform	NOUN
easat-8328	163	26	and	and	CCONJ
easat-8328	163	27	found	find	VERB
easat-8328	163	28	a	a	DET
easat-8328	163	29	tiered	tiere	VERB
easat-8328	163	30	system	system	NOUN
easat-8328	163	31	of	of	ADP
easat-8328	163	32	requirements	requirement	NOUN
easat-8328	163	33	that	that	PRON
easat-8328	163	34	impacts	impact	VERB
easat-8328	163	35	adoption	adoption	NOUN
easat-8328	163	36	behaviour	behaviour	NOUN
easat-8328	163	37	,	,	PUNCT
easat-8328	163	38	as	as	ADV
easat-8328	163	39	well	well	ADV
easat-8328	163	40	as	as	ADP
easat-8328	163	41	satisfaction	satisfaction	NOUN
easat-8328	163	42	.	.	PUNCT
easat-8328	164	1	principal	principal	ADJ
easat-8328	164	2	component	component	NOUN
easat-8328	164	3	analysis	analysis	NOUN
easat-8328	164	4	(	(	PUNCT
easat-8328	164	5	pca	pca	NOUN
easat-8328	164	6	)	)	PUNCT
easat-8328	164	7	with	with	ADP
easat-8328	164	8	varimax	varimax	ADJ
easat-8328	164	9	rotation	rotation	NOUN
easat-8328	164	10	was	be	AUX
easat-8328	164	11	conducted	conduct	VERB
easat-8328	164	12	on	on	ADP
easat-8328	164	13	the	the	DET
easat-8328	164	14	survey	survey	NOUN
easat-8328	164	15	data	datum	NOUN
easat-8328	164	16	(	(	PUNCT
easat-8328	164	17	n=385	n=385	PROPN
easat-8328	164	18	)	)	PUNCT
easat-8328	164	19	,	,	PUNCT
easat-8328	164	20	five	five	NUM
easat-8328	164	21	distinct	distinct	ADJ
easat-8328	164	22	need	need	VERB
easat-8328	164	23	dimensions	dimension	NOUN
easat-8328	164	24	with	with	ADP
easat-8328	164	25	eigenvalues	eigenvalue	NOUN
easat-8328	164	26	exceeding	exceed	VERB
easat-8328	164	27	1.0	1.0	NUM
easat-8328	164	28	were	be	AUX
easat-8328	164	29	identified	identify	VERB
easat-8328	164	30	and	and	CCONJ
easat-8328	164	31	these	these	PRON
easat-8328	164	32	collectively	collectively	ADV
easat-8328	164	33	explained	explain	VERB
easat-8328	164	34	76.8	76.8	NUM
easat-8328	164	35	%	%	NOUN
easat-8328	164	36	of	of	ADP
easat-8328	164	37	total	total	ADJ
easat-8328	164	38	variance	variance	NOUN
easat-8328	164	39	.	.	PUNCT
easat-8328	165	1	as	as	SCONJ
easat-8328	165	2	depicted	depict	VERB
easat-8328	165	3	in	in	ADP
easat-8328	165	4	figure	figure	NOUN
easat-8328	165	5	4	4	NUM
easat-8328	165	6	,	,	PUNCT
easat-8328	165	7	user	user	NOUN
easat-8328	165	8	needs	need	NOUN
easat-8328	165	9	are	be	AUX
easat-8328	165	10	arranged	arrange	VERB
easat-8328	165	11	in	in	ADP
easat-8328	165	12	a	a	DET
easat-8328	165	13	hierarchical	hierarchical	ADJ
easat-8328	165	14	pyramid	pyramid	NOUN
easat-8328	165	15	structure	structure	NOUN
easat-8328	165	16	with	with	ADP
easat-8328	165	17	basic	basic	ADJ
easat-8328	165	18	foundational	foundational	ADJ
easat-8328	165	19	needs	need	NOUN
easat-8328	165	20	being	be	AUX
easat-8328	165	21	:	:	PUNCT
easat-8328	165	22	transactional	transactional	ADJ
easat-8328	165	23	needs	need	NOUN
easat-8328	165	24	,	,	PUNCT
easat-8328	165	25	polarity	polarity	NOUN
easat-8328	165	26	needs	need	NOUN
easat-8328	165	27	,	,	PUNCT
easat-8328	165	28	information	information	NOUN
easat-8328	165	29	quality	quality	NOUN
easat-8328	165	30	needs	need	NOUN
easat-8328	165	31	,	,	PUNCT
easat-8328	165	32	emotional	emotional	ADJ
easat-8328	165	33	needs	need	NOUN
easat-8328	165	34	,	,	PUNCT
easat-8328	165	35	and	and	CCONJ
easat-8328	165	36	self	self	NOUN
easat-8328	165	37	-	-	PUNCT
easat-8328	165	38	actualisation	actualisation	NOUN
easat-8328	165	39	at	at	ADP
easat-8328	165	40	the	the	DET
easat-8328	165	41	top	top	NOUN
easat-8328	165	42	.	.	PUNCT
easat-8328	166	1	this	this	DET
easat-8328	166	2	structure	structure	NOUN
easat-8328	166	3	is	be	AUX
easat-8328	166	4	an	an	DET
easat-8328	166	5	adaptation	adaptation	NOUN
easat-8328	166	6	of	of	ADP
easat-8328	166	7	maslow	maslow	NOUN
easat-8328	166	8	's	's	PART
easat-8328	166	9	hierarchy	hierarchy	NOUN
easat-8328	166	10	tailored	tailor	VERB
easat-8328	166	11	to	to	ADP
easat-8328	166	12	e	e	NOUN
easat-8328	166	13	-	-	NOUN
easat-8328	166	14	commerce	commerce	NOUN
easat-8328	166	15	—	—	PUNCT
easat-8328	166	16	users	user	NOUN
easat-8328	166	17	first	first	ADV
easat-8328	166	18	seek	seek	VERB
easat-8328	166	19	fundamental	fundamental	ADJ
easat-8328	166	20	components	component	NOUN
easat-8328	166	21	such	such	ADJ
easat-8328	166	22	as	as	ADP
easat-8328	166	23	security	security	NOUN
easat-8328	166	24	and	and	CCONJ
easat-8328	166	25	functionality	functionality	NOUN
easat-8328	166	26	before	before	ADP
easat-8328	166	27	higher	high	ADJ
easat-8328	166	28	order	order	NOUN
easat-8328	166	29	elements	element	NOUN
easat-8328	166	30	,	,	PUNCT
easat-8328	166	31	adding	add	VERB
easat-8328	166	32	value	value	NOUN
easat-8328	166	33	to	to	ADP
easat-8328	166	34	the	the	DET
easat-8328	166	35	experience	experience	NOUN
easat-8328	166	36	.	.	PUNCT
easat-8328	167	1	2156	2156	NUM
easat-8328	167	2	edelweiss	edelweiss	PROPN
easat-8328	167	3	applied	apply	VERB
easat-8328	167	4	science	science	NOUN
easat-8328	167	5	and	and	CCONJ
easat-8328	167	6	technology	technology	NOUN
easat-8328	167	7	issn	issn	PROPN
easat-8328	167	8	:	:	PUNCT
easat-8328	167	9	2576	2576	NUM
easat-8328	167	10	-	-	SYM
easat-8328	167	11	8484	8484	NUM
easat-8328	167	12	vol	vol	NOUN
easat-8328	167	13	.	.	PROPN
easat-8328	168	1	9	9	NUM
easat-8328	168	2	,	,	PUNCT
easat-8328	168	3	no	no	INTJ
easat-8328	168	4	.	.	NOUN
easat-8328	168	5	6	6	NUM
easat-8328	168	6	:	:	PUNCT
easat-8328	168	7	2148	2148	NUM
easat-8328	168	8	-	-	SYM
easat-8328	168	9	2167	2167	NUM
easat-8328	168	10	,	,	PUNCT
easat-8328	168	11	2025	2025	NUM
easat-8328	168	12	doi	doi	NOUN
easat-8328	168	13	:	:	PUNCT
easat-8328	168	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	168	15	©	©	ADP
easat-8328	168	16	2025	2025	NUM
easat-8328	168	17	by	by	ADP
easat-8328	168	18	the	the	DET
easat-8328	168	19	authors	author	NOUN
easat-8328	168	20	;	;	PUNCT
easat-8328	168	21	licensee	licensee	PROPN
easat-8328	168	22	learning	learn	VERB
easat-8328	168	23	gate	gate	NOUN
easat-8328	168	24	figure	figure	NOUN
easat-8328	168	25	4	4	NUM
easat-8328	168	26	.	.	PUNCT
easat-8328	168	27	hierarchical	hierarchical	ADJ
easat-8328	168	28	structure	structure	NOUN
easat-8328	168	29	of	of	ADP
easat-8328	168	30	user	user	NOUN
easat-8328	168	31	needs	need	NOUN
easat-8328	168	32	.	.	PUNCT
easat-8328	169	1	statistical	statistical	ADJ
easat-8328	169	2	comparisons	comparison	NOUN
easat-8328	169	3	showed	show	VERB
easat-8328	169	4	that	that	SCONJ
easat-8328	169	5	users	user	NOUN
easat-8328	169	6	across	across	ADP
easat-8328	169	7	segments	segment	NOUN
easat-8328	169	8	had	have	VERB
easat-8328	169	9	differing	differ	VERB
easat-8328	169	10	levels	level	NOUN
easat-8328	169	11	of	of	ADP
easat-8328	169	12	prioritisation	prioritisation	NOUN
easat-8328	169	13	for	for	ADP
easat-8328	169	14	their	their	PRON
easat-8328	169	15	needs	need	NOUN
easat-8328	169	16	.	.	PUNCT
easat-8328	170	1	as	as	SCONJ
easat-8328	170	2	noted	note	VERB
easat-8328	170	3	in	in	ADP
easat-8328	170	4	table	table	NOUN
easat-8328	170	5	2	2	NUM
easat-8328	170	6	,	,	PUNCT
easat-8328	170	7	personalisation	personalisation	NOUN
easat-8328	170	8	(	(	PUNCT
easat-8328	170	9	t=3.87	t=3.87	PROPN
easat-8328	170	10	,	,	PUNCT
easat-8328	170	11	p<0.01	p<0.01	PROPN
easat-8328	170	12	)	)	PUNCT
easat-8328	170	13	and	and	CCONJ
easat-8328	170	14	cross	cross	ADJ
easat-8328	170	15	-	-	ADJ
easat-8328	170	16	cultural	cultural	ADJ
easat-8328	170	17	authenticity	authenticity	NOUN
easat-8328	170	18	(	(	PUNCT
easat-8328	170	19	t=3.52	t=3.52	NOUN
easat-8328	170	20	,	,	PUNCT
easat-8328	170	21	p<0.01	p<0.01	PROPN
easat-8328	170	22	)	)	PUNCT
easat-8328	170	23	were	be	AUX
easat-8328	170	24	emphasised	emphasise	VERB
easat-8328	170	25	more	more	ADV
easat-8328	170	26	by	by	ADP
easat-8328	170	27	experienced	experienced	ADJ
easat-8328	170	28	cross	cross	ADJ
easat-8328	170	29	-	-	ADJ
easat-8328	170	30	border	border	ADJ
easat-8328	170	31	shoppers	shopper	NOUN
easat-8328	170	32	(	(	PUNCT
easat-8328	170	33	>	>	X
easat-8328	170	34	10	10	NUM
easat-8328	170	35	purchases	purchase	NOUN
easat-8328	170	36	annually	annually	ADV
easat-8328	170	37	)	)	PUNCT
easat-8328	170	38	than	than	ADP
easat-8328	170	39	novice	novice	NOUN
easat-8328	170	40	users	user	NOUN
easat-8328	170	41	.	.	PUNCT
easat-8328	171	1	in	in	ADP
easat-8328	171	2	addition	addition	NOUN
easat-8328	171	3	,	,	PUNCT
easat-8328	171	4	regression	regression	VERB
easat-8328	171	5	analysis	analysis	NOUN
easat-8328	171	6	provided	provide	VERB
easat-8328	171	7	evidence	evidence	NOUN
easat-8328	171	8	of	of	ADP
easat-8328	171	9	alignment	alignment	NOUN
easat-8328	171	10	between	between	ADP
easat-8328	171	11	platform	platform	NOUN
easat-8328	171	12	intelligence	intelligence	NOUN
easat-8328	171	13	capabilities	capability	NOUN
easat-8328	171	14	and	and	CCONJ
easat-8328	171	15	user	user	NOUN
easat-8328	171	16	-	-	PUNCT
easat-8328	171	17	specific	specific	ADJ
easat-8328	171	18	need	need	NOUN
easat-8328	171	19	profiles	profile	NOUN
easat-8328	171	20	,	,	PUNCT
easat-8328	171	21	explaining	explain	VERB
easat-8328	171	22	67.3	67.3	NUM
easat-8328	171	23	%	%	NOUN
easat-8328	171	24	of	of	ADP
easat-8328	171	25	the	the	DET
easat-8328	171	26	variance	variance	NOUN
easat-8328	171	27	in	in	ADP
easat-8328	171	28	platform	platform	NOUN
easat-8328	171	29	loyalty	loyalty	NOUN
easat-8328	171	30	metrics	metric	NOUN
easat-8328	171	31	(	(	PUNCT
easat-8328	171	32	r²=0.673	r²=0.673	X
easat-8328	171	33	,	,	PUNCT
easat-8328	171	34	p<0.001	p<0.001	PROPN
easat-8328	171	35	)	)	PUNCT
easat-8328	171	36	.	.	PUNCT
easat-8328	172	1	verification	verification	NOUN
easat-8328	172	2	through	through	ADP
easat-8328	172	3	qualitative	qualitative	ADJ
easat-8328	172	4	analysis	analysis	NOUN
easat-8328	172	5	showed	show	VERB
easat-8328	172	6	that	that	SCONJ
easat-8328	172	7	participants	participant	NOUN
easat-8328	172	8	in	in	ADP
easat-8328	172	9	the	the	DET
easat-8328	172	10	in	in	ADP
easat-8328	172	11	-	-	PUNCT
easat-8328	172	12	depth	depth	NOUN
easat-8328	172	13	interviews	interview	NOUN
easat-8328	172	14	often	often	ADV
easat-8328	172	15	shared	share	VERB
easat-8328	172	16	needing	need	VERB
easat-8328	172	17	change	change	NOUN
easat-8328	172	18	with	with	ADP
easat-8328	172	19	regard	regard	NOUN
easat-8328	172	20	to	to	ADP
easat-8328	172	21	their	their	PRON
easat-8328	172	22	level	level	NOUN
easat-8328	172	23	of	of	ADP
easat-8328	172	24	experience	experience	NOUN
easat-8328	172	25	with	with	ADP
easat-8328	172	26	cross	cross	ADJ
easat-8328	172	27	-	-	ADJ
easat-8328	172	28	border	border	ADJ
easat-8328	172	29	shopping	shopping	NOUN
easat-8328	172	30	.	.	PUNCT
easat-8328	173	1	one	one	NUM
easat-8328	173	2	said	say	VERB
easat-8328	173	3	,	,	PUNCT
easat-8328	173	4	"	"	PUNCT
easat-8328	173	5	at	at	ADP
easat-8328	173	6	first	first	ADV
easat-8328	173	7	,	,	PUNCT
easat-8328	173	8	my	my	PRON
easat-8328	173	9	only	only	ADJ
easat-8328	173	10	concern	concern	NOUN
easat-8328	173	11	was	be	AUX
easat-8328	173	12	having	have	VERB
easat-8328	173	13	a	a	DET
easat-8328	173	14	secure	secure	ADJ
easat-8328	173	15	payment	payment	NOUN
easat-8328	173	16	option	option	NOUN
easat-8328	173	17	and	and	CCONJ
easat-8328	173	18	delivery	delivery	NOUN
easat-8328	173	19	,	,	PUNCT
easat-8328	173	20	whereas	whereas	SCONJ
easat-8328	173	21	now	now	ADV
easat-8328	173	22	,	,	PUNCT
easat-8328	173	23	i	i	PRON
easat-8328	173	24	expect	expect	VERB
easat-8328	173	25	the	the	DET
easat-8328	173	26	platform	platform	NOUN
easat-8328	173	27	to	to	PART
easat-8328	173	28	know	know	VERB
easat-8328	173	29	what	what	PRON
easat-8328	173	30	i	i	PRON
easat-8328	173	31	like	like	VERB
easat-8328	173	32	and	and	CCONJ
easat-8328	173	33	provide	provide	VERB
easat-8328	173	34	recommendations	recommendation	NOUN
easat-8328	173	35	tailored	tailor	VERB
easat-8328	173	36	to	to	ADP
easat-8328	173	37	my	my	PRON
easat-8328	173	38	interests	interest	NOUN
easat-8328	173	39	in	in	ADP
easat-8328	173	40	international	international	ADJ
easat-8328	173	41	goods	good	NOUN
easat-8328	173	42	.	.	PUNCT
easat-8328	173	43	"	"	PUNCT
easat-8328	174	1	table	table	NOUN
easat-8328	174	2	2	2	NUM
easat-8328	174	3	.	.	X
easat-8328	174	4	need	need	VERB
easat-8328	174	5	priority	priority	NOUN
easat-8328	174	6	differences	difference	NOUN
easat-8328	174	7	across	across	ADP
easat-8328	174	8	user	user	NOUN
easat-8328	174	9	segments	segment	NOUN
easat-8328	174	10	.	.	PUNCT
easat-8328	175	1	need	need	AUX
easat-8328	175	2	dimension	dimension	NOUN
easat-8328	175	3	novice	novice	NOUN
easat-8328	175	4	users	user	NOUN
easat-8328	175	5	<	<	X
easat-8328	175	6	br	br	X
easat-8328	175	7	>	>	X
easat-8328	175	8	mean	mean	NOUN
easat-8328	175	9	(	(	PUNCT
easat-8328	175	10	sd	sd	NOUN
easat-8328	175	11	)	)	PUNCT
easat-8328	175	12	occasional	occasional	ADJ
easat-8328	175	13	users	user	NOUN
easat-8328	175	14	<	<	X
easat-8328	175	15	br	br	X
easat-8328	175	16	>	>	X
easat-8328	175	17	mean	mean	NOUN
easat-8328	175	18	(	(	PUNCT
easat-8328	175	19	sd	sd	NOUN
easat-8328	175	20	)	)	PUNCT
easat-8328	175	21	experienced	experience	VERB
easat-8328	175	22	users	user	NOUN
easat-8328	175	23	<	<	X
easat-8328	175	24	br	br	X
easat-8328	175	25	>	>	X
easat-8328	175	26	mean	mean	NOUN
easat-8328	175	27	(	(	PUNCT
easat-8328	175	28	sd	sd	NOUN
easat-8328	175	29	)	)	PUNCT
easat-8328	175	30	fvalue	fvalue	NOUN
easat-8328	175	31	p	p	NOUN
easat-8328	175	32	-	-	PUNCT
easat-8328	175	33	value	value	NOUN
easat-8328	175	34	payment	payment	NOUN
easat-8328	175	35	security	security	NOUN
easat-8328	175	36	4.87	4.87	NUM
easat-8328	175	37	(	(	PUNCT
easat-8328	175	38	0.43	0.43	NUM
easat-8328	175	39	)	)	PUNCT
easat-8328	175	40	4.72	4.72	NUM
easat-8328	175	41	(	(	PUNCT
easat-8328	175	42	0.51	0.51	NUM
easat-8328	175	43	)	)	PUNCT
easat-8328	175	44	4.58	4.58	NUM
easat-8328	175	45	(	(	PUNCT
easat-8328	175	46	0.62	0.62	NUM
easat-8328	175	47	)	)	PUNCT
easat-8328	175	48	6.74	6.74	NUM
easat-8328	175	49	<	<	X
easat-8328	175	50	0.01	0.01	NUM
easat-8328	175	51	*	*	PUNCT
easat-8328	175	52	*	*	NOUN
easat-8328	175	53	logistics	logistic	NOUN
easat-8328	175	54	reliability	reliability	NOUN
easat-8328	175	55	4.65	4.65	NUM
easat-8328	175	56	(	(	PUNCT
easat-8328	175	57	0.58	0.58	NUM
easat-8328	175	58	)	)	PUNCT
easat-8328	175	59	4.70	4.70	NUM
easat-8328	175	60	(	(	PUNCT
easat-8328	175	61	0.49	0.49	NUM
easat-8328	175	62	)	)	PUNCT
easat-8328	175	63	4.52	4.52	NUM
easat-8328	175	64	(	(	PUNCT
easat-8328	175	65	0.67	0.67	NUM
easat-8328	175	66	)	)	PUNCT
easat-8328	175	67	4.23	4.23	NUM
easat-8328	175	68	<	<	NOUN
easat-8328	175	69	0.05	0.05	NUM
easat-8328	175	70	*	*	NOUN
easat-8328	175	71	product	product	NOUN
easat-8328	175	72	authenticity	authenticity	NOUN
easat-8328	175	73	4.73	4.73	NUM
easat-8328	175	74	(	(	PUNCT
easat-8328	175	75	0.51	0.51	NUM
easat-8328	175	76	)	)	PUNCT
easat-8328	175	77	4.78	4.78	NUM
easat-8328	175	78	(	(	PUNCT
easat-8328	175	79	0.44	0.44	NUM
easat-8328	175	80	)	)	PUNCT
easat-8328	175	81	4.81	4.81	NUM
easat-8328	175	82	(	(	PUNCT
easat-8328	175	83	0.42	0.42	NUM
easat-8328	175	84	)	)	PUNCT
easat-8328	175	85	1.98	1.98	NUM
easat-8328	175	86	0.14	0.14	NUM
easat-8328	175	87	information	information	NOUN
easat-8328	175	88	transparency	transparency	NOUN
easat-8328	175	89	4.21	4.21	NUM
easat-8328	175	90	(	(	PUNCT
easat-8328	175	91	0.72	0.72	NUM
easat-8328	175	92	)	)	PUNCT
easat-8328	175	93	4.53	4.53	NUM
easat-8328	175	94	(	(	PUNCT
easat-8328	175	95	0.65	0.65	NUM
easat-8328	175	96	)	)	PUNCT
easat-8328	175	97	4.62	4.62	NUM
easat-8328	175	98	(	(	PUNCT
easat-8328	175	99	0.58	0.58	NUM
easat-8328	175	100	)	)	PUNCT
easat-8328	175	101	9.37	9.37	NUM
easat-8328	175	102	<	<	X
easat-8328	175	103	0.001	0.001	NUM
easat-8328	175	104	*	*	PUNCT
easat-8328	175	105	*	*	PUNCT
easat-8328	175	106	*	*	NOUN
easat-8328	175	107	personalization	personalization	NOUN
easat-8328	175	108	3.42	3.42	NUM
easat-8328	175	109	(	(	PUNCT
easat-8328	175	110	0.91	0.91	NUM
easat-8328	175	111	)	)	PUNCT
easat-8328	175	112	3.87	3.87	NUM
easat-8328	175	113	(	(	PUNCT
easat-8328	175	114	0.82	0.82	NUM
easat-8328	175	115	)	)	PUNCT
easat-8328	175	116	4.35	4.35	NUM
easat-8328	175	117	(	(	PUNCT
easat-8328	175	118	0.63	0.63	NUM
easat-8328	175	119	)	)	PUNCT
easat-8328	175	120	25.64	25.64	NUM
easat-8328	175	121	<	<	X
easat-8328	175	122	0.001	0.001	NUM
easat-8328	175	123	*	*	PUNCT
easat-8328	175	124	*	*	PUNCT
easat-8328	175	125	*	*	PUNCT
easat-8328	175	126	cultural	cultural	ADJ
easat-8328	175	127	authenticity	authenticity	NOUN
easat-8328	175	128	3.27	3.27	NUM
easat-8328	175	129	(	(	PUNCT
easat-8328	175	130	0.94	0.94	NUM
easat-8328	175	131	)	)	PUNCT
easat-8328	175	132	3.69	3.69	NUM
easat-8328	175	133	(	(	PUNCT
easat-8328	175	134	0.87	0.87	NUM
easat-8328	175	135	)	)	PUNCT
easat-8328	175	136	4.21	4.21	NUM
easat-8328	175	137	(	(	PUNCT
easat-8328	175	138	0.71	0.71	NUM
easat-8328	175	139	)	)	PUNCT
easat-8328	175	140	27.83	27.83	NUM
easat-8328	175	141	<	<	NOUN
easat-8328	175	142	0.001	0.001	NUM
easat-8328	175	143	*	*	PUNCT
easat-8328	175	144	*	*	PUNCT
easat-8328	175	145	*	*	PUNCT
easat-8328	175	146	social	social	ADJ
easat-8328	175	147	recognition	recognition	NOUN
easat-8328	175	148	2.87	2.87	NUM
easat-8328	175	149	(	(	PUNCT
easat-8328	175	150	1.12	1.12	NUM
easat-8328	175	151	)	)	PUNCT
easat-8328	175	152	3.18	3.18	NUM
easat-8328	175	153	(	(	PUNCT
easat-8328	175	154	1.05	1.05	NUM
easat-8328	175	155	)	)	PUNCT
easat-8328	175	156	3.54	3.54	NUM
easat-8328	175	157	(	(	PUNCT
easat-8328	175	158	0.97	0.97	NUM
easat-8328	175	159	)	)	PUNCT
easat-8328	175	160	14.29	14.29	NUM
easat-8328	175	161	<	<	X
easat-8328	175	162	0.001	0.001	NUM
easat-8328	175	163	*	*	PUNCT
easat-8328	175	164	*	*	PUNCT
easat-8328	175	165	*	*	PUNCT
easat-8328	175	166	note	note	NOUN
easat-8328	175	167	:	:	PUNCT
easat-8328	175	168	*	*	PUNCT
easat-8328	175	169	p<0.05	p<0.05	NOUN
easat-8328	175	170	,	,	PUNCT
easat-8328	175	171	*	*	PUNCT
easat-8328	175	172	*	*	PUNCT
easat-8328	175	173	p<0.01	p<0.01	PROPN
easat-8328	175	174	,	,	PUNCT
easat-8328	175	175	*	*	PUNCT
easat-8328	175	176	*	*	PUNCT
easat-8328	175	177	*	*	PUNCT
easat-8328	175	178	p<0.001	p<0.001	ADJ
easat-8328	175	179	;	;	PUNCT
easat-8328	175	180	scale	scale	NOUN
easat-8328	175	181	:	:	PUNCT
easat-8328	175	182	1	1	NUM
easat-8328	175	183	-	-	SYM
easat-8328	175	184	5	5	NUM
easat-8328	175	185	(	(	PUNCT
easat-8328	175	186	least	least	ADV
easat-8328	175	187	important	important	ADJ
easat-8328	175	188	to	to	ADP
easat-8328	175	189	most	most	ADV
easat-8328	175	190	important	important	ADJ
easat-8328	175	191	)	)	PUNCT
easat-8328	175	192	.	.	PUNCT
easat-8328	176	1	2157	2157	NUM
easat-8328	176	2	edelweiss	edelweiss	PROPN
easat-8328	176	3	applied	apply	VERB
easat-8328	176	4	science	science	NOUN
easat-8328	176	5	and	and	CCONJ
easat-8328	176	6	technology	technology	NOUN
easat-8328	176	7	issn	issn	PROPN
easat-8328	176	8	:	:	PUNCT
easat-8328	176	9	2576	2576	NUM
easat-8328	176	10	-	-	SYM
easat-8328	176	11	8484	8484	NUM
easat-8328	176	12	vol	vol	NOUN
easat-8328	176	13	.	.	PROPN
easat-8328	177	1	9	9	NUM
easat-8328	177	2	,	,	PUNCT
easat-8328	177	3	no	no	INTJ
easat-8328	177	4	.	.	NOUN
easat-8328	177	5	6	6	NUM
easat-8328	177	6	:	:	PUNCT
easat-8328	177	7	2148	2148	NUM
easat-8328	177	8	-	-	SYM
easat-8328	177	9	2167	2167	NUM
easat-8328	177	10	,	,	PUNCT
easat-8328	177	11	2025	2025	NUM
easat-8328	177	12	doi	doi	NOUN
easat-8328	177	13	:	:	PUNCT
easat-8328	177	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	177	15	©	©	ADP
easat-8328	177	16	2025	2025	NUM
easat-8328	177	17	by	by	ADP
easat-8328	177	18	the	the	DET
easat-8328	177	19	authors	author	NOUN
easat-8328	177	20	;	;	PUNCT
easat-8328	177	21	licensee	licensee	PROPN
easat-8328	177	22	learning	learning	NOUN
easat-8328	177	23	gate	gate	NOUN
easat-8328	177	24	5	5	NUM
easat-8328	177	25	.	.	PUNCT
easat-8328	178	1	research	research	NOUN
easat-8328	178	2	on	on	ADP
easat-8328	178	3	intelligent	intelligent	ADJ
easat-8328	178	4	enhancement	enhancement	NOUN
easat-8328	178	5	strategies	strategy	NOUN
easat-8328	178	6	5.1	5.1	NUM
easat-8328	178	7	.	.	PUNCT
easat-8328	179	1	optimization	optimization	NOUN
easat-8328	179	2	of	of	ADP
easat-8328	179	3	intelligent	intelligent	ADJ
easat-8328	179	4	search	search	NOUN
easat-8328	179	5	and	and	CCONJ
easat-8328	179	6	recommendation	recommendation	NOUN
easat-8328	179	7	systems	system	NOUN
easat-8328	179	8	this	this	DET
easat-8328	179	9	investigation	investigation	NOUN
easat-8328	179	10	highlights	highlight	VERB
easat-8328	179	11	sophisticated	sophisticated	ADJ
easat-8328	179	12	search	search	NOUN
easat-8328	179	13	and	and	CCONJ
easat-8328	179	14	recommendation	recommendation	NOUN
easat-8328	179	15	systems	system	NOUN
easat-8328	179	16	as	as	ADP
easat-8328	179	17	fundamental	fundamental	ADJ
easat-8328	179	18	for	for	ADP
easat-8328	179	19	achieving	achieve	VERB
easat-8328	179	20	optimal	optimal	ADJ
easat-8328	179	21	user	user	NOUN
easat-8328	179	22	satisfaction	satisfaction	NOUN
easat-8328	179	23	and	and	CCONJ
easat-8328	179	24	experience	experience	NOUN
easat-8328	179	25	as	as	ADV
easat-8328	179	26	well	well	ADV
easat-8328	179	27	as	as	ADP
easat-8328	179	28	for	for	ADP
easat-8328	179	29	influencing	influence	VERB
easat-8328	179	30	conversion	conversion	NOUN
easat-8328	179	31	rates	rate	NOUN
easat-8328	179	32	(	(	PUNCT
easat-8328	179	33	r=0.68	r=0.68	NOUN
easat-8328	179	34	,	,	PUNCT
easat-8328	179	35	p<0.01	p<0.01	PROPN
easat-8328	179	36	)	)	PUNCT
easat-8328	179	37	.	.	PUNCT
easat-8328	180	1	in	in	ADP
easat-8328	180	2	light	light	NOUN
easat-8328	180	3	of	of	ADP
easat-8328	180	4	these	these	DET
easat-8328	180	5	results	result	NOUN
easat-8328	180	6	,	,	PUNCT
easat-8328	180	7	figure	figure	VERB
easat-8328	180	8	5	5	NUM
easat-8328	180	9	presents	present	VERB
easat-8328	180	10	the	the	DET
easat-8328	180	11	three	three	NUM
easat-8328	180	12	proposed	propose	VERB
easat-8328	180	13	strategies	strategy	NOUN
easat-8328	180	14	for	for	ADP
easat-8328	180	15	optimisation	optimisation	NOUN
easat-8328	180	16	.	.	PUNCT
easat-8328	181	1	user	user	NOUN
easat-8328	181	2	input	input	NOUN
easat-8328	181	3	processing	processing	NOUN
easat-8328	181	4	·	·	SYM
easat-8328	181	5	multi	multi	ADJ
easat-8328	181	6	-	-	ADJ
easat-8328	181	7	language	language	ADJ
easat-8328	181	8	nlp	nlp	NOUN
easat-8328	181	9	·	·	PUNCT
easat-8328	181	10	query	query	NOUN
easat-8328	181	11	intent	intent	ADJ
easat-8328	181	12	analysis	analysis	NOUN
easat-8328	181	13	·	·	PUNCT
easat-8328	181	14	cultural	cultural	ADJ
easat-8328	181	15	context	context	NOUN
easat-8328	181	16	mapping	mapping	NOUN
easat-8328	181	17	personalized	personalize	VERB
easat-8328	181	18	output	output	NOUN
easat-8328	181	19	·	·	SYM
easat-8328	181	20	localized	localize	VERB
easat-8328	181	21	product	product	NOUN
easat-8328	181	22	display	display	NOUN
easat-8328	181	23	·	·	PUNCT
easat-8328	181	24	cultural	cultural	ADJ
easat-8328	181	25	preference	preference	NOUN
easat-8328	181	26	matching	match	VERB
easat-8328	181	27	·	·	SYM
easat-8328	181	28	dynamic	dynamic	ADJ
easat-8328	181	29	ranking	ranking	ADJ
easat-8328	181	30	algorithms	algorithm	NOUN
easat-8328	181	31	al	al	PROPN
easat-8328	181	32	processing	processing	NOUN
easat-8328	181	33	engine	engine	NOUN
easat-8328	181	34	·	·	PUNCT
easat-8328	181	35	deep	deep	ADJ
easat-8328	181	36	learning	learning	NOUN
easat-8328	181	37	models	model	NOUN
easat-8328	181	38	·	·	PUNCT
easat-8328	181	39	cross	cross	ADJ
easat-8328	181	40	-	-	ADJ
easat-8328	181	41	cultural	cultural	ADJ
easat-8328	181	42	parameters	parameter	NOUN
easat-8328	181	43	·	·	PUNCT
easat-8328	181	44	user	user	NOUN
easat-8328	181	45	behavior	behavior	NOUN
easat-8328	181	46	analysis	analysis	NOUN
easat-8328	181	47	·	·	SYM
easat-8328	181	48	product	product	NOUN
easat-8328	181	49	category	category	NOUN
easat-8328	181	50	mapping	mapping	NOUN
easat-8328	181	51	·	·	PUNCT
easat-8328	181	52	feedback	feedback	NOUN
easat-8328	181	53	optimization	optimization	NOUN
easat-8328	181	54	·	·	SYM
easat-8328	181	55	reinforcement	reinforcement	NOUN
easat-8328	181	56	learning	learning	NOUN
easat-8328	181	57	user	user	NOUN
easat-8328	181	58	feedback	feedback	PROPN
easat-8328	181	59	loop	loop	NOUN
easat-8328	181	60	·	·	SYM
easat-8328	181	61	explicit	explicit	ADJ
easat-8328	181	62	ratings	rating	NOUN
easat-8328	181	63	·	·	PUNCT
easat-8328	181	64	lmplicit	lmplicit	ADJ
easat-8328	181	65	behavior	behavior	NOUN
easat-8328	181	66	tracking	track	VERB
easat-8328	181	67	·	·	PUNCT
easat-8328	181	68	ab	ab	PROPN
easat-8328	181	69	testing	testing	NOUN
easat-8328	181	70	mechanism	mechanism	NOUN
easat-8328	181	71	cultural	cultural	ADJ
easat-8328	181	72	knowledge	knowledge	NOUN
easat-8328	181	73	base	base	PROPN
easat-8328	181	74	·	·	SYM
easat-8328	181	75	regional	regional	ADJ
easat-8328	181	76	preferences	preference	NOUN
easat-8328	181	77	·	·	PUNCT
easat-8328	181	78	product	product	NOUN
easat-8328	181	79	category	category	NOUN
easat-8328	181	80	mapping	mapping	NOUN
easat-8328	181	81	·	·	PUNCT
easat-8328	181	82	seasonal	seasonal	ADJ
easat-8328	181	83	trends	trend	NOUN
easat-8328	181	84	analysis	analysis	VERB
easat-8328	181	85	intelligent	intelligent	ADJ
easat-8328	181	86	search	search	NOUN
easat-8328	181	87	and	and	CCONJ
easat-8328	181	88	recommendation	recommendation	NOUN
easat-8328	181	89	framework	framework	NOUN
easat-8328	181	90	figure	figure	NOUN
easat-8328	181	91	5	5	NUM
easat-8328	181	92	.	.	PUNCT
easat-8328	181	93	intelligent	intelligent	ADJ
easat-8328	181	94	search	search	NOUN
easat-8328	181	95	and	and	CCONJ
easat-8328	181	96	recommendation	recommendation	NOUN
easat-8328	181	97	system	system	NOUN
easat-8328	181	98	framework	framework	NOUN
easat-8328	181	99	for	for	ADP
easat-8328	181	100	cross	cross	ADJ
easat-8328	181	101	-	-	ADJ
easat-8328	181	102	border	border	ADJ
easat-8328	181	103	e	e	NOUN
easat-8328	181	104	-	-	NOUN
easat-8328	181	105	commerce	commerce	NOUN
easat-8328	181	106	.	.	PUNCT
easat-8328	182	1	multi	multi	ADJ
easat-8328	182	2	-	-	ADJ
easat-8328	182	3	dimensional	dimensional	ADJ
easat-8328	182	4	user	user	NOUN
easat-8328	182	5	profile	profile	NOUN
easat-8328	182	6	construction	construction	NOUN
easat-8328	182	7	forms	form	VERB
easat-8328	182	8	the	the	DET
easat-8328	182	9	basis	basis	NOUN
easat-8328	182	10	of	of	ADP
easat-8328	182	11	the	the	DET
easat-8328	182	12	system	system	NOUN
easat-8328	182	13	.	.	PUNCT
easat-8328	183	1	platforms	platform	NOUN
easat-8328	183	2	should	should	AUX
easat-8328	183	3	use	use	VERB
easat-8328	183	4	both	both	DET
easat-8328	183	5	explicit	explicit	ADJ
easat-8328	183	6	data	datum	NOUN
easat-8328	183	7	,	,	PUNCT
easat-8328	183	8	such	such	ADJ
easat-8328	183	9	as	as	ADP
easat-8328	183	10	search	search	NOUN
easat-8328	183	11	history	history	NOUN
easat-8328	183	12	and	and	CCONJ
easat-8328	183	13	purchase	purchase	NOUN
easat-8328	183	14	records	record	NOUN
easat-8328	183	15	,	,	PUNCT
easat-8328	183	16	and	and	CCONJ
easat-8328	183	17	implicit	implicit	ADJ
easat-8328	183	18	data	datum	NOUN
easat-8328	183	19	,	,	PUNCT
easat-8328	183	20	such	such	ADJ
easat-8328	183	21	as	as	ADP
easat-8328	183	22	time	time	NOUN
easat-8328	183	23	spent	spend	VERB
easat-8328	183	24	on	on	ADP
easat-8328	183	25	the	the	DET
easat-8328	183	26	page	page	NOUN
easat-8328	183	27	and	and	CCONJ
easat-8328	183	28	click	click	VERB
easat-8328	183	29	pathways	pathway	NOUN
easat-8328	183	30	,	,	PUNCT
easat-8328	183	31	to	to	PART
easat-8328	183	32	create	create	VERB
easat-8328	183	33	up	up	ADP
easat-8328	183	34	-	-	PUNCT
easat-8328	183	35	to	to	ADP
easat-8328	183	36	-	-	PUNCT
easat-8328	183	37	date	date	NOUN
easat-8328	183	38	preference	preference	NOUN
easat-8328	183	39	models	model	NOUN
easat-8328	183	40	.	.	PUNCT
easat-8328	184	1	research	research	NOUN
easat-8328	184	2	indicates	indicate	VERB
easat-8328	184	3	that	that	SCONJ
easat-8328	184	4	hybrid	hybrid	ADJ
easat-8328	184	5	approaches	approach	NOUN
easat-8328	184	6	utilising	utilise	VERB
easat-8328	184	7	both	both	DET
easat-8328	184	8	long	long	ADJ
easat-8328	184	9	-	-	PUNCT
easat-8328	184	10	term	term	NOUN
easat-8328	184	11	and	and	CCONJ
easat-8328	184	12	recent	recent	ADJ
easat-8328	184	13	behaviours	behaviour	NOUN
easat-8328	184	14	outperform	outperform	VERB
easat-8328	184	15	traditional	traditional	ADJ
easat-8328	184	16	collaborative	collaborative	ADJ
easat-8328	184	17	filtering	filter	VERB
easat-8328	184	18	methods	method	NOUN
easat-8328	184	19	by	by	ADP
easat-8328	184	20	28.3	28.3	NUM
easat-8328	184	21	%	%	NOUN
easat-8328	184	22	in	in	ADP
easat-8328	184	23	recommendation	recommendation	NOUN
easat-8328	184	24	accuracy	accuracy	NOUN
easat-8328	184	25	.	.	PUNCT
easat-8328	185	1	understanding	understand	VERB
easat-8328	185	2	semantics	semantic	NOUN
easat-8328	185	3	within	within	ADP
easat-8328	185	4	cultural	cultural	ADJ
easat-8328	185	5	contexts	contexts	NOUN
easat-8328	185	6	is	be	AUX
easat-8328	185	7	important	important	ADJ
easat-8328	185	8	.	.	PUNCT
easat-8328	186	1	use	use	VERB
easat-8328	186	2	multilingual	multilingual	NOUN
easat-8328	186	3	embedding	embed	VERB
easat-8328	186	4	models	model	NOUN
easat-8328	186	5	to	to	PART
easat-8328	186	6	address	address	VERB
easat-8328	186	7	cross	cross	ADJ
easat-8328	186	8	-	-	ADJ
easat-8328	186	9	language	language	ADJ
easat-8328	186	10	retrieval	retrieval	NOUN
easat-8328	186	11	issues	issue	NOUN
easat-8328	186	12	and	and	CCONJ
easat-8328	186	13	apply	apply	VERB
easat-8328	186	14	visual	visual	ADJ
easat-8328	186	15	recognition	recognition	NOUN
easat-8328	186	16	technology	technology	NOUN
easat-8328	186	17	for	for	ADP
easat-8328	186	18	product	product	NOUN
easat-8328	186	19	identification	identification	NOUN
easat-8328	186	20	.	.	PUNCT
easat-8328	187	1	as	as	SCONJ
easat-8328	187	2	illustrated	illustrate	VERB
easat-8328	187	3	in	in	ADP
easat-8328	187	4	figure	figure	NOUN
easat-8328	187	5	5	5	NUM
easat-8328	187	6	,	,	PUNCT
easat-8328	187	7	the	the	DET
easat-8328	187	8	cross	cross	ADJ
easat-8328	187	9	-	-	ADJ
easat-8328	187	10	lingual	lingual	ADJ
easat-8328	187	11	understanding	understand	VERB
easat-8328	187	12	framework	framework	NOUN
easat-8328	187	13	enables	enable	VERB
easat-8328	187	14	effective	effective	ADJ
easat-8328	187	15	translation	translation	NOUN
easat-8328	187	16	of	of	ADP
easat-8328	187	17	product	product	NOUN
easat-8328	187	18	descriptors	descriptor	NOUN
easat-8328	187	19	and	and	CCONJ
easat-8328	187	20	user	user	NOUN
easat-8328	187	21	queries	query	NOUN
easat-8328	187	22	across	across	ADP
easat-8328	187	23	cultural	cultural	ADJ
easat-8328	187	24	borders	border	NOUN
easat-8328	187	25	,	,	PUNCT
easat-8328	187	26	thus	thus	ADV
easat-8328	187	27	curtailing	curtail	VERB
easat-8328	187	28	“	"	PUNCT
easat-8328	187	29	no	no	DET
easat-8328	187	30	results	result	NOUN
easat-8328	187	31	found	find	VERB
easat-8328	187	32	”	"	PUNCT
easat-8328	187	33	responses	response	NOUN
easat-8328	187	34	by	by	ADP
easat-8328	187	35	37.2	37.2	NUM
easat-8328	187	36	%	%	NOUN
easat-8328	187	37	from	from	ADP
easat-8328	187	38	non	non	ADJ
easat-8328	187	39	-	-	ADJ
easat-8328	187	40	standard	standard	ADJ
easat-8328	187	41	descriptors	descriptor	NOUN
easat-8328	187	42	.	.	PUNCT
easat-8328	188	1	considered	consider	VERB
easat-8328	188	2	relevancy	relevancy	NOUN
easat-8328	188	3	is	be	AUX
easat-8328	188	4	greatly	greatly	ADV
easat-8328	188	5	improved	improve	VERB
easat-8328	188	6	by	by	ADP
easat-8328	188	7	enhancement	enhancement	NOUN
easat-8328	188	8	of	of	ADP
easat-8328	188	9	contextual	contextual	ADJ
easat-8328	188	10	awareness	awareness	NOUN
easat-8328	188	11	.	.	PUNCT
easat-8328	189	1	deployment	deployment	NOUN
easat-8328	189	2	of	of	ADP
easat-8328	189	3	situationally	situationally	ADV
easat-8328	189	4	aware	aware	ADJ
easat-8328	189	5	neural	neural	ADJ
easat-8328	189	6	network	network	NOUN
easat-8328	189	7	models	model	NOUN
easat-8328	189	8	which	which	PRON
easat-8328	189	9	account	account	VERB
easat-8328	189	10	for	for	ADP
easat-8328	189	11	seasonal	seasonal	ADJ
easat-8328	189	12	and	and	CCONJ
easat-8328	189	13	holiday	holiday	NOUN
easat-8328	189	14	shopping	shopping	NOUN
easat-8328	189	15	paradigms	paradigm	VERB
easat-8328	189	16	alongside	alongside	ADP
easat-8328	189	17	real	real	ADJ
easat-8328	189	18	-	-	PUNCT
easat-8328	189	19	time	time	NOUN
easat-8328	189	20	interaction	interaction	NOUN
easat-8328	189	21	data	datum	NOUN
easat-8328	189	22	allows	allow	VERB
easat-8328	189	23	platforms	platform	NOUN
easat-8328	189	24	to	to	PART
easat-8328	189	25	refine	refine	VERB
easat-8328	189	26	their	their	PRON
easat-8328	189	27	relevance	relevance	NOUN
easat-8328	189	28	to	to	ADP
easat-8328	189	29	user	user	NOUN
easat-8328	189	30	recommendations	recommendation	NOUN
easat-8328	189	31	.	.	PUNCT
easat-8328	190	1	studies	study	NOUN
easat-8328	190	2	reveal	reveal	VERB
easat-8328	190	3	that	that	SCONJ
easat-8328	190	4	context	context	NOUN
easat-8328	190	5	-	-	PUNCT
easat-8328	190	6	sensitive	sensitive	ADJ
easat-8328	190	7	recommendation	recommendation	NOUN
easat-8328	190	8	systems	system	NOUN
easat-8328	190	9	outperform	outperform	VERB
easat-8328	190	10	non	non	ADJ
easat-8328	190	11	-	-	ADJ
easat-8328	190	12	context	context	ADJ
easat-8328	190	13	models	model	NOUN
easat-8328	190	14	,	,	PUNCT
easat-8328	190	15	increasing	increase	VERB
easat-8328	190	16	click	click	NOUN
easat-8328	190	17	and	and	CCONJ
easat-8328	190	18	conversion	conversion	NOUN
easat-8328	190	19	rates	rate	NOUN
easat-8328	190	20	by	by	ADP
easat-8328	190	21	24.7	24.7	NUM
easat-8328	190	22	%	%	NOUN
easat-8328	190	23	and	and	CCONJ
easat-8328	190	24	18.3	18.3	NUM
easat-8328	190	25	%	%	NOUN
easat-8328	190	26	respectively	respectively	ADV
easat-8328	190	27	.	.	PUNCT
easat-8328	191	1	once	once	ADV
easat-8328	191	2	fully	fully	ADV
easat-8328	191	3	implemented	implement	VERB
easat-8328	191	4	,	,	PUNCT
easat-8328	191	5	these	these	DET
easat-8328	191	6	strategies	strategy	NOUN
easat-8328	191	7	formulate	formulate	VERB
easat-8328	191	8	an	an	DET
easat-8328	191	9	adaptive	adaptive	ADJ
easat-8328	191	10	intelligent	intelligent	ADJ
easat-8328	191	11	search	search	NOUN
easat-8328	191	12	and	and	CCONJ
easat-8328	191	13	recommendation	recommendation	NOUN
easat-8328	191	14	system	system	NOUN
easat-8328	191	15	capable	capable	ADJ
easat-8328	191	16	of	of	ADP
easat-8328	191	17	addressing	address	VERB
easat-8328	191	18	the	the	DET
easat-8328	191	19	cultural	cultural	ADJ
easat-8328	191	20	and	and	CCONJ
easat-8328	191	21	language	language	NOUN
easat-8328	191	22	barriers	barrier	NOUN
easat-8328	191	23	while	while	SCONJ
easat-8328	191	24	providing	provide	VERB
easat-8328	191	25	tailored	tailored	ADJ
easat-8328	191	26	product	product	NOUN
easat-8328	191	27	discovery	discovery	NOUN
easat-8328	191	28	services	service	NOUN
easat-8328	191	29	for	for	ADP
easat-8328	191	30	chinese	chinese	ADJ
easat-8328	191	31	consumers	consumer	NOUN
easat-8328	191	32	exploring	explore	VERB
easat-8328	191	33	international	international	ADJ
easat-8328	191	34	catalogs	catalog	NOUN
easat-8328	191	35	.	.	PUNCT
easat-8328	192	1	2158	2158	NUM
easat-8328	192	2	edelweiss	edelweiss	PROPN
easat-8328	192	3	applied	apply	VERB
easat-8328	192	4	science	science	NOUN
easat-8328	192	5	and	and	CCONJ
easat-8328	192	6	technology	technology	NOUN
easat-8328	192	7	issn	issn	PROPN
easat-8328	192	8	:	:	PUNCT
easat-8328	192	9	2576	2576	NUM
easat-8328	192	10	-	-	SYM
easat-8328	192	11	8484	8484	NUM
easat-8328	192	12	vol	vol	NOUN
easat-8328	192	13	.	.	PROPN
easat-8328	193	1	9	9	NUM
easat-8328	193	2	,	,	PUNCT
easat-8328	193	3	no	no	INTJ
easat-8328	193	4	.	.	NOUN
easat-8328	193	5	6	6	NUM
easat-8328	193	6	:	:	PUNCT
easat-8328	193	7	2148	2148	NUM
easat-8328	193	8	-	-	SYM
easat-8328	193	9	2167	2167	NUM
easat-8328	193	10	,	,	PUNCT
easat-8328	193	11	2025	2025	NUM
easat-8328	193	12	doi	doi	NOUN
easat-8328	193	13	:	:	PUNCT
easat-8328	193	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	193	15	©	©	ADP
easat-8328	193	16	2025	2025	NUM
easat-8328	193	17	by	by	ADP
easat-8328	193	18	the	the	DET
easat-8328	193	19	authors	author	NOUN
easat-8328	193	20	;	;	PUNCT
easat-8328	193	21	licensee	licensee	PROPN
easat-8328	193	22	learning	learning	NOUN
easat-8328	193	23	gate	gate	NOUN
easat-8328	193	24	5.2	5.2	NUM
easat-8328	193	25	.	.	PUNCT
easat-8328	194	1	intelligent	intelligent	ADJ
easat-8328	194	2	customer	customer	NOUN
easat-8328	194	3	service	service	NOUN
easat-8328	194	4	and	and	CCONJ
easat-8328	194	5	interaction	interaction	NOUN
easat-8328	194	6	system	system	NOUN
easat-8328	194	7	construction	construction	NOUN
easat-8328	194	8	this	this	DET
easat-8328	194	9	study	study	NOUN
easat-8328	194	10	demonstrates	demonstrate	VERB
easat-8328	194	11	that	that	SCONJ
easat-8328	194	12	barriers	barrier	NOUN
easat-8328	194	13	in	in	ADP
easat-8328	194	14	cross	cross	ADJ
easat-8328	194	15	-	-	ADJ
easat-8328	194	16	cultural	cultural	ADJ
easat-8328	194	17	communication	communication	NOUN
easat-8328	194	18	pose	pose	VERB
easat-8328	194	19	severe	severe	ADJ
easat-8328	194	20	difficulties	difficulty	NOUN
easat-8328	194	21	in	in	ADP
easat-8328	194	22	areas	area	NOUN
easat-8328	194	23	such	such	ADJ
easat-8328	194	24	as	as	ADP
easat-8328	194	25	import	import	NOUN
easat-8328	194	26	cross	cross	ADJ
easat-8328	194	27	-	-	ADJ
easat-8328	194	28	border	border	ADJ
easat-8328	194	29	e	e	NOUN
easat-8328	194	30	-	-	NOUN
easat-8328	194	31	commerce	commerce	NOUN
easat-8328	194	32	,	,	PUNCT
easat-8328	194	33	considering	consider	VERB
easat-8328	194	34	that	that	SCONJ
easat-8328	194	35	78.3	78.3	NUM
easat-8328	194	36	%	%	NOUN
easat-8328	194	37	of	of	ADP
easat-8328	194	38	users	user	NOUN
easat-8328	194	39	surveyed	survey	VERB
easat-8328	194	40	complained	complain	VERB
easat-8328	194	41	about	about	ADP
easat-8328	194	42	not	not	PART
easat-8328	194	43	having	have	VERB
easat-8328	194	44	access	access	NOUN
easat-8328	194	45	to	to	ADP
easat-8328	194	46	prompt	prompt	VERB
easat-8328	194	47	and	and	CCONJ
easat-8328	194	48	precise	precise	ADJ
easat-8328	194	49	customer	customer	NOUN
easat-8328	194	50	service	service	NOUN
easat-8328	194	51	assistance	assistance	NOUN
easat-8328	194	52	.	.	PUNCT
easat-8328	195	1	after	after	ADP
easat-8328	195	2	examining	examine	VERB
easat-8328	195	3	the	the	DET
easat-8328	195	4	data	datum	NOUN
easat-8328	195	5	,	,	PUNCT
easat-8328	195	6	we	we	PRON
easat-8328	195	7	formulated	formulate	VERB
easat-8328	195	8	a	a	DET
easat-8328	195	9	multi	multi	ADJ
easat-8328	195	10	-	-	ADJ
easat-8328	195	11	layered	layered	ADJ
easat-8328	195	12	intelligent	intelligent	ADJ
easat-8328	195	13	customer	customer	NOUN
easat-8328	195	14	service	service	NOUN
easat-8328	195	15	model	model	NOUN
easat-8328	195	16	which	which	PRON
easat-8328	195	17	combines	combine	VERB
easat-8328	195	18	both	both	DET
easat-8328	195	19	automation	automation	NOUN
easat-8328	195	20	and	and	CCONJ
easat-8328	195	21	human	human	ADJ
easat-8328	195	22	interaction	interaction	NOUN
easat-8328	195	23	as	as	SCONJ
easat-8328	195	24	illustrated	illustrate	VERB
easat-8328	195	25	in	in	ADP
easat-8328	195	26	figure	figure	NOUN
easat-8328	195	27	6	6	NUM
easat-8328	195	28	.	.	PUNCT
easat-8328	195	29	personalization	personalization	NOUN
easat-8328	195	30	layer	layer	NOUN
easat-8328	195	31	cultural	cultural	ADJ
easat-8328	195	32	adaptation	adaptation	NOUN
easat-8328	195	33	progressive	progressive	ADJ
easat-8328	195	34	disclosure	disclosure	NOUN
easat-8328	195	35	user	user	NOUN
easat-8328	195	36	profiling	profile	VERB
easat-8328	195	37	intelligence	intelligence	NOUN
easat-8328	195	38	layer	layer	NOUN
easat-8328	195	39	rule	rule	NOUN
easat-8328	195	40	-	-	PUNCT
easat-8328	195	41	based	base	VERB
easat-8328	195	42	systems	system	NOUN
easat-8328	195	43	machine	machine	NOUN
easat-8328	195	44	learning	learn	VERB
easat-8328	195	45	decision	decision	NOUN
easat-8328	195	46	trees	tree	NOUN
easat-8328	195	47	foundation	foundation	NOUN
easat-8328	195	48	layer	layer	NOUN
easat-8328	195	49	multilingual	multilingual	ADJ
easat-8328	195	50	nlp	nlp	NOUN
easat-8328	195	51	semantic	semantic	ADJ
easat-8328	195	52	analysis	analysis	NOUN
easat-8328	195	53	automatic	automatic	ADJ
easat-8328	195	54	translation	translation	NOUN
easat-8328	195	55	result	result	NOUN
easat-8328	195	56	:	:	PUNCT
easat-8328	195	57	67.4	67.4	NUM
easat-8328	195	58	%	%	NOUN
easat-8328	195	59	response	response	NOUN
easat-8328	195	60	time	time	NOUN
easat-8328	195	61	first	first	ADJ
easat-8328	195	62	-	-	PUNCT
easat-8328	195	63	contact	contact	NOUN
easat-8328	195	64	resolution	resolution	NOUN
easat-8328	195	65	satisfaction	satisfaction	NOUN
easat-8328	195	66	t	t	PROPN
easat-8328	195	67	figure	figure	NOUN
easat-8328	195	68	6	6	NUM
easat-8328	195	69	.	.	PUNCT
easat-8328	196	1	multi	multi	ADJ
easat-8328	196	2	-	-	ADJ
easat-8328	196	3	layered	layered	ADJ
easat-8328	196	4	intelligent	intelligent	ADJ
easat-8328	196	5	customer	customer	NOUN
easat-8328	196	6	service	service	NOUN
easat-8328	196	7	framework	framework	NOUN
easat-8328	196	8	image	image	VERB
easat-8328	196	9	the	the	DET
easat-8328	196	10	framework	framework	NOUN
easat-8328	196	11	,	,	PUNCT
easat-8328	196	12	as	as	SCONJ
easat-8328	196	13	designed	design	VERB
easat-8328	196	14	,	,	PUNCT
easat-8328	196	15	includes	include	VERB
easat-8328	196	16	three	three	NUM
easat-8328	196	17	successive	successive	ADJ
easat-8328	196	18	layers	layer	NOUN
easat-8328	196	19	that	that	PRON
easat-8328	196	20	function	function	VERB
easat-8328	196	21	to	to	PART
easat-8328	196	22	interconnect	interconnect	VERB
easat-8328	196	23	with	with	ADP
easat-8328	196	24	each	each	DET
easat-8328	196	25	other	other	ADJ
easat-8328	196	26	.	.	PUNCT
easat-8328	197	1	the	the	DET
easat-8328	197	2	foundational	foundational	ADJ
easat-8328	197	3	layer	layer	NOUN
easat-8328	197	4	utilises	utilise	NOUN
easat-8328	197	5	fixed	fix	VERB
easat-8328	197	6	multilingual	multilingual	ADJ
easat-8328	197	7	lexico	lexico	NOUN
easat-8328	197	8	-	-	PUNCT
easat-8328	197	9	semantic	semantic	ADJ
easat-8328	197	10	natural	natural	ADJ
easat-8328	197	11	language	language	NOUN
easat-8328	197	12	processing	processing	NOUN
easat-8328	197	13	,	,	PUNCT
easat-8328	197	14	attaining	attain	VERB
easat-8328	197	15	a	a	DET
easat-8328	197	16	primary	primary	ADJ
easat-8328	197	17	understanding	understanding	NOUN
easat-8328	197	18	accuracy	accuracy	NOUN
easat-8328	197	19	of	of	ADP
easat-8328	197	20	92.7	92.7	NUM
easat-8328	197	21	%	%	NOUN
easat-8328	197	22	for	for	ADP
easat-8328	197	23	five	five	NUM
easat-8328	197	24	languages	language	NOUN
easat-8328	197	25	.	.	PUNCT
easat-8328	198	1	this	this	PRON
easat-8328	198	2	enables	enable	VERB
easat-8328	198	3	the	the	DET
easat-8328	198	4	support	support	NOUN
easat-8328	198	5	for	for	ADP
easat-8328	198	6	the	the	DET
easat-8328	198	7	hybrid	hybrid	ADJ
easat-8328	198	8	problem	problem	NOUN
easat-8328	198	9	-	-	PUNCT
easat-8328	198	10	solving	solve	VERB
easat-8328	198	11	intelligence	intelligence	NOUN
easat-8328	198	12	layer	layer	NOUN
easat-8328	198	13	that	that	PRON
easat-8328	198	14	utilises	utilise	VERB
easat-8328	198	15	a	a	DET
easat-8328	198	16	machine	machine	NOUN
easat-8328	198	17	learning	learn	VERB
easat-8328	198	18	approach	approach	NOUN
easat-8328	198	19	alongside	alongside	ADP
easat-8328	198	20	rulebased	rulebase	VERB
easat-8328	198	21	decision	decision	NOUN
easat-8328	198	22	trees	tree	NOUN
easat-8328	198	23	.	.	PUNCT
easat-8328	199	1	from	from	ADP
easat-8328	199	2	the	the	DET
easat-8328	199	3	experimental	experimental	ADJ
easat-8328	199	4	implementation	implementation	NOUN
easat-8328	199	5	,	,	PUNCT
easat-8328	199	6	there	there	PRON
easat-8328	199	7	was	be	VERB
easat-8328	199	8	a	a	DET
easat-8328	199	9	67.4	67.4	NUM
easat-8328	199	10	%	%	NOUN
easat-8328	199	11	reduction	reduction	NOUN
easat-8328	199	12	in	in	ADP
easat-8328	199	13	response	response	NOUN
easat-8328	199	14	time	time	NOUN
easat-8328	199	15	and	and	CCONJ
easat-8328	199	16	a	a	DET
easat-8328	199	17	43.8	43.8	NUM
easat-8328	199	18	%	%	NOUN
easat-8328	199	19	increase	increase	NOUN
easat-8328	199	20	in	in	ADP
easat-8328	199	21	the	the	DET
easat-8328	199	22	first	first	ADJ
easat-8328	199	23	-	-	PUNCT
easat-8328	199	24	contact	contact	NOUN
easat-8328	199	25	resolution	resolution	NOUN
easat-8328	199	26	rate	rate	NOUN
easat-8328	199	27	.	.	PUNCT
easat-8328	200	1	the	the	DET
easat-8328	200	2	intelligence	intelligence	NOUN
easat-8328	200	3	layer	layer	NOUN
easat-8328	200	4	feeds	feed	VERB
easat-8328	200	5	into	into	ADP
easat-8328	200	6	the	the	DET
easat-8328	200	7	personalisation	personalisation	NOUN
easat-8328	200	8	layer	layer	NOUN
easat-8328	200	9	which	which	PRON
easat-8328	200	10	turns	turn	VERB
easat-8328	200	11	interactions	interaction	NOUN
easat-8328	200	12	into	into	ADP
easat-8328	200	13	user	user	NOUN
easat-8328	200	14	profiles	profile	NOUN
easat-8328	200	15	based	base	VERB
easat-8328	200	16	on	on	ADP
easat-8328	200	17	culture	culture	NOUN
easat-8328	200	18	and	and	CCONJ
easat-8328	200	19	historical	historical	ADJ
easat-8328	200	20	behaviour	behaviour	NOUN
easat-8328	200	21	.	.	PUNCT
easat-8328	201	1	analysed	analyse	VERB
easat-8328	201	2	data	datum	NOUN
easat-8328	201	3	from	from	ADP
easat-8328	201	4	12,500	12,500	NUM
easat-8328	201	5	interactions	interaction	NOUN
easat-8328	201	6	showed	show	VERB
easat-8328	201	7	that	that	SCONJ
easat-8328	201	8	satisfaction	satisfaction	NOUN
easat-8328	201	9	scores	score	NOUN
easat-8328	201	10	surged	surge	VERB
easat-8328	201	11	by	by	ADP
easat-8328	201	12	28.9	28.9	NUM
easat-8328	201	13	%	%	NOUN
easat-8328	201	14	(	(	PUNCT
easat-8328	201	15	p<0.01	p<0.01	PROPN
easat-8328	201	16	)	)	PUNCT
easat-8328	201	17	with	with	ADP
easat-8328	201	18	culturally	culturally	ADV
easat-8328	201	19	-	-	PUNCT
easat-8328	201	20	sensitive	sensitive	ADJ
easat-8328	201	21	,	,	PUNCT
easat-8328	201	22	tailored	tailor	VERB
easat-8328	201	23	response	response	NOUN
easat-8328	201	24	patterns	pattern	NOUN
easat-8328	201	25	when	when	SCONJ
easat-8328	201	26	juxtaposed	juxtapose	VERB
easat-8328	201	27	with	with	ADP
easat-8328	201	28	standardised	standardised	ADJ
easat-8328	201	29	frameworks	framework	NOUN
easat-8328	201	30	.	.	PUNCT
easat-8328	202	1	the	the	DET
easat-8328	202	2	ordered	order	VERB
easat-8328	202	3	principles	principle	NOUN
easat-8328	202	4	of	of	ADP
easat-8328	202	5	progressive	progressive	ADJ
easat-8328	202	6	disclosure	disclosure	NOUN
easat-8328	202	7	are	be	AUX
easat-8328	202	8	followed	follow	VERB
easat-8328	202	9	in	in	ADP
easat-8328	202	10	the	the	DET
easat-8328	202	11	framework	framework	NOUN
easat-8328	202	12	whereby	whereby	SCONJ
easat-8328	202	13	information	information	NOUN
easat-8328	202	14	presentation	presentation	NOUN
easat-8328	202	15	is	be	AUX
easat-8328	202	16	structured	structure	VERB
easat-8328	202	17	according	accord	VERB
easat-8328	202	18	to	to	ADP
easat-8328	202	19	the	the	DET
easat-8328	202	20	user	user	NOUN
easat-8328	202	21	's	's	PART
easat-8328	202	22	level	level	NOUN
easat-8328	202	23	of	of	ADP
easat-8328	202	24	experience	experience	NOUN
easat-8328	202	25	and	and	CCONJ
easat-8328	202	26	the	the	DET
easat-8328	202	27	complexity	complexity	NOUN
easat-8328	202	28	of	of	ADP
easat-8328	202	29	a	a	DET
easat-8328	202	30	given	give	VERB
easat-8328	202	31	query	query	NOUN
easat-8328	202	32	.	.	PUNCT
easat-8328	203	1	this	this	DET
easat-8328	203	2	integrated	integrate	VERB
easat-8328	203	3	system	system	NOUN
easat-8328	203	4	surpassed	surpass	VERB
easat-8328	203	5	expectations	expectation	NOUN
easat-8328	203	6	in	in	ADP
easat-8328	203	7	the	the	DET
easat-8328	203	8	domain	domain	NOUN
easat-8328	203	9	of	of	ADP
easat-8328	203	10	cross	cross	ADJ
easat-8328	203	11	-	-	ADJ
easat-8328	203	12	culture	culture	ADJ
easat-8328	203	13	misunderstanding	misunderstanding	NOUN
easat-8328	203	14	corrections	correction	NOUN
easat-8328	203	15	:	:	PUNCT
easat-8328	203	16	product	product	NOUN
easat-8328	203	17	attribute	attribute	NOUN
easat-8328	203	18	misunderstanding	misunderstanding	NOUN
easat-8328	203	19	by	by	ADP
easat-8328	203	20	38.2	38.2	NUM
easat-8328	203	21	%	%	NOUN
easat-8328	203	22	and	and	CCONJ
easat-8328	203	23	payment	payment	NOUN
easat-8328	203	24	procedure	procedure	NOUN
easat-8328	203	25	misunderstanding	misunderstanding	NOUN
easat-8328	203	26	by	by	ADP
easat-8328	203	27	42.7	42.7	NUM
easat-8328	203	28	%	%	NOUN
easat-8328	203	29	.	.	PUNCT
easat-8328	204	1	service	service	NOUN
easat-8328	204	2	platforms	platform	NOUN
easat-8328	204	3	equipped	equip	VERB
easat-8328	204	4	with	with	ADP
easat-8328	204	5	this	this	DET
easat-8328	204	6	framework	framework	NOUN
easat-8328	204	7	report	report	VERB
easat-8328	204	8	a	a	DET
easat-8328	204	9	31.5	31.5	NUM
easat-8328	204	10	%	%	NOUN
easat-8328	204	11	reduction	reduction	NOUN
easat-8328	204	12	in	in	ADP
easat-8328	204	13	customer	customer	NOUN
easat-8328	204	14	service	service	NOUN
easat-8328	204	15	expenditure	expenditure	NOUN
easat-8328	204	16	and	and	CCONJ
easat-8328	204	17	a	a	DET
easat-8328	204	18	24.8	24.8	NUM
easat-8328	204	19	%	%	NOUN
easat-8328	204	20	increase	increase	NOUN
easat-8328	204	21	in	in	ADP
easat-8328	204	22	customer	customer	NOUN
easat-8328	204	23	satisfaction	satisfaction	NOUN
easat-8328	204	24	metrics	metric	NOUN
easat-8328	204	25	,	,	PUNCT
easat-8328	204	26	thus	thus	ADV
easat-8328	204	27	statistically	statistically	ADV
easat-8328	204	28	proving	prove	VERB
easat-8328	204	29	the	the	DET
easat-8328	204	30	optimised	optimise	VERB
easat-8328	204	31	dual	dual	ADJ
easat-8328	204	32	-	-	PUNCT
easat-8328	204	33	sustainability	sustainability	NOUN
easat-8328	204	34	of	of	ADP
easat-8328	204	35	operational	operational	ADJ
easat-8328	204	36	resource	resource	NOUN
easat-8328	204	37	efficiency	efficiency	NOUN
easat-8328	204	38	and	and	CCONJ
easat-8328	204	39	user	user	NOUN
easat-8328	204	40	experience	experience	NOUN
easat-8328	204	41	responsiveness	responsiveness	NOUN
easat-8328	204	42	(	(	PUNCT
easat-8328	204	43	t=7.83	t=7.83	PROPN
easat-8328	204	44	,	,	PUNCT
easat-8328	204	45	p<0.001	p<0.001	PROPN
easat-8328	204	46	)	)	PUNCT
easat-8328	204	47	.	.	PUNCT
easat-8328	205	1	2159	2159	NUM
easat-8328	205	2	edelweiss	edelweiss	PROPN
easat-8328	205	3	applied	apply	VERB
easat-8328	205	4	science	science	NOUN
easat-8328	205	5	and	and	CCONJ
easat-8328	205	6	technology	technology	NOUN
easat-8328	205	7	issn	issn	PROPN
easat-8328	205	8	:	:	PUNCT
easat-8328	205	9	2576	2576	NUM
easat-8328	205	10	-	-	SYM
easat-8328	205	11	8484	8484	NUM
easat-8328	205	12	vol	vol	NOUN
easat-8328	205	13	.	.	PROPN
easat-8328	206	1	9	9	NUM
easat-8328	206	2	,	,	PUNCT
easat-8328	206	3	no	no	INTJ
easat-8328	206	4	.	.	NOUN
easat-8328	206	5	6	6	NUM
easat-8328	206	6	:	:	PUNCT
easat-8328	206	7	2148	2148	NUM
easat-8328	206	8	-	-	SYM
easat-8328	206	9	2167	2167	NUM
easat-8328	206	10	,	,	PUNCT
easat-8328	206	11	2025	2025	NUM
easat-8328	206	12	doi	doi	NOUN
easat-8328	206	13	:	:	PUNCT
easat-8328	206	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	206	15	©	©	ADP
easat-8328	206	16	2025	2025	NUM
easat-8328	206	17	by	by	ADP
easat-8328	206	18	the	the	DET
easat-8328	206	19	authors	author	NOUN
easat-8328	206	20	;	;	PUNCT
easat-8328	206	21	licensee	licensee	PROPN
easat-8328	206	22	learning	learning	NOUN
easat-8328	206	23	gate	gate	VERB
easat-8328	206	24	5.3	5.3	NUM
easat-8328	206	25	.	.	PUNCT
easat-8328	207	1	cross	cross	ADJ
easat-8328	207	2	-	-	ADJ
easat-8328	207	3	border	border	ADJ
easat-8328	207	4	logistics	logistic	NOUN
easat-8328	207	5	intelligent	intelligent	ADJ
easat-8328	207	6	optimization	optimization	NOUN
easat-8328	207	7	logistics	logistic	NOUN
easat-8328	207	8	performance	performance	NOUN
easat-8328	207	9	is	be	AUX
easat-8328	207	10	a	a	DET
easat-8328	207	11	cornerstone	cornerstone	NOUN
easat-8328	207	12	influencer	influencer	NOUN
easat-8328	207	13	of	of	ADP
easat-8328	207	14	user	user	NOUN
easat-8328	207	15	satisfaction	satisfaction	NOUN
easat-8328	207	16	in	in	ADP
easat-8328	207	17	cross	cross	ADJ
easat-8328	207	18	-	-	ADJ
easat-8328	207	19	border	border	ADJ
easat-8328	207	20	e	e	PROPN
easat-8328	207	21	-	-	NOUN
easat-8328	207	22	commerce	commerce	NOUN
easat-8328	207	23	systems	system	NOUN
easat-8328	207	24	,	,	PUNCT
easat-8328	207	25	with	with	ADP
easat-8328	207	26	over	over	ADP
easat-8328	207	27	a	a	PRON
easat-8328	207	28	quarter	quarter	NOUN
easat-8328	207	29	(	(	PUNCT
easat-8328	207	30	24.5	24.5	NUM
easat-8328	207	31	%	%	NOUN
easat-8328	207	32	)	)	PUNCT
easat-8328	207	33	of	of	ADP
easat-8328	207	34	surveyed	survey	VERB
easat-8328	207	35	consumers	consumer	NOUN
easat-8328	207	36	pinpointing	pinpoint	VERB
easat-8328	207	37	it	it	PRON
easat-8328	207	38	as	as	ADP
easat-8328	207	39	the	the	DET
easat-8328	207	40	most	most	ADV
easat-8328	207	41	concerning	concern	VERB
easat-8328	207	42	pain	pain	NOUN
easat-8328	207	43	point	point	NOUN
easat-8328	207	44	.	.	PUNCT
easat-8328	208	1	the	the	DET
easat-8328	208	2	data	data	NOUN
easat-8328	208	3	presents	present	VERB
easat-8328	208	4	a	a	DET
easat-8328	208	5	notable	notable	ADJ
easat-8328	208	6	relationship	relationship	NOUN
easat-8328	208	7	between	between	ADP
easat-8328	208	8	the	the	DET
easat-8328	208	9	logistics	logistic	NOUN
easat-8328	208	10	performance	performance	NOUN
easat-8328	208	11	indicators	indicator	NOUN
easat-8328	208	12	and	and	CCONJ
easat-8328	208	13	the	the	DET
easat-8328	208	14	intention	intention	NOUN
easat-8328	208	15	to	to	PART
easat-8328	208	16	repurchase	repurchase	VERB
easat-8328	208	17	(	(	PUNCT
easat-8328	208	18	r=0.73	r=0.73	ADJ
easat-8328	208	19	,	,	PUNCT
easat-8328	208	20	p<0.001	p<0.001	PROPN
easat-8328	208	21	)	)	PUNCT
easat-8328	208	22	.	.	PUNCT
easat-8328	209	1	in	in	ADP
easat-8328	209	2	light	light	NOUN
easat-8328	209	3	of	of	ADP
easat-8328	209	4	these	these	DET
easat-8328	209	5	findings	finding	NOUN
easat-8328	209	6	,	,	PUNCT
easat-8328	209	7	we	we	PRON
easat-8328	209	8	put	put	VERB
easat-8328	209	9	forward	forward	ADP
easat-8328	209	10	an	an	DET
easat-8328	209	11	intelligent	intelligent	ADJ
easat-8328	209	12	logistics	logistic	NOUN
easat-8328	209	13	optimisation	optimisation	NOUN
easat-8328	209	14	framework	framework	NOUN
easat-8328	209	15	which	which	PRON
easat-8328	209	16	combines	combine	VERB
easat-8328	209	17	predictive	predictive	ADJ
easat-8328	209	18	modelling	modelling	NOUN
easat-8328	209	19	,	,	PUNCT
easat-8328	209	20	multi	multi	ADJ
easat-8328	209	21	-	-	ADJ
easat-8328	209	22	objective	objective	ADJ
easat-8328	209	23	optimisation	optimisation	NOUN
easat-8328	209	24	,	,	PUNCT
easat-8328	209	25	and	and	CCONJ
easat-8328	209	26	real	real	ADJ
easat-8328	209	27	-	-	PUNCT
easat-8328	209	28	time	time	NOUN
easat-8328	209	29	monitoring	monitoring	NOUN
easat-8328	209	30	capabilities	capability	NOUN
easat-8328	209	31	,	,	PUNCT
easat-8328	209	32	as	as	SCONJ
easat-8328	209	33	illustrated	illustrate	VERB
easat-8328	209	34	in	in	ADP
easat-8328	209	35	figure	figure	NOUN
easat-8328	209	36	7	7	NUM
easat-8328	209	37	.	.	PUNCT
easat-8328	210	1	predictive	predictive	ADJ
easat-8328	210	2	demand	demand	NOUN
easat-8328	210	3	modeling	model	VERB
easat-8328	210	4	accuracy:87.3	accuracy:87.3	NOUN
easat-8328	210	5	%	%	NOUN
easat-8328	210	6	dynamic	dynamic	ADJ
easat-8328	210	7	inventory	inventory	NOUN
easat-8328	210	8	allocation	allocation	NOUN
easat-8328	210	9	delivery	delivery	NOUN
easat-8328	210	10	time:38.6	time:38.6	NOUN
easat-8328	211	1	%	%	NOUN
easat-8328	211	2	intelligent	intelligent	ADJ
easat-8328	211	3	customs	custom	NOUN
easat-8328	211	4	clearance	clearance	NOUN
easat-8328	211	5	clearance	clearance	NOUN
easat-8328	211	6	time:-42.3	time:-42.3	PRON
easat-8328	211	7	%	%	NOUN
easat-8328	211	8	last	last	ADJ
easat-8328	211	9	-	-	PUNCT
easat-8328	211	10	mile	mile	NOUN
easat-8328	211	11	optimization	optimization	NOUN
easat-8328	211	12	success	success	NOUN
easat-8328	211	13	rate:+18.7	rate:+18.7	NOUN
easat-8328	211	14	%	%	NOUN
easat-8328	211	15	integrated	integrate	VERB
easat-8328	211	16	control	control	NOUN
easat-8328	211	17	system	system	NOUN
easat-8328	211	18	outcomes	outcome	NOUN
easat-8328	211	19	:	:	PUNCT
easat-8328	211	20	47.2	47.2	NUM
easat-8328	211	21	%	%	NOUN
easat-8328	211	22	fulfillment	fulfillment	NOUN
easat-8328	211	23	variance	variance	NOUN
easat-8328	211	24	on	on	ADP
easat-8328	211	25	-	-	PUNCT
easat-8328	211	26	time	time	NOUN
easat-8328	211	27	delivery	delivery	NOUN
easat-8328	211	28	user	user	NOUN
easat-8328	211	29	satisfaction	satisfaction	NOUN
easat-8328	211	30	figure	figure	NOUN
easat-8328	211	31	7	7	NUM
easat-8328	211	32	.	.	PUNCT
easat-8328	211	33	intelligent	intelligent	ADJ
easat-8328	211	34	cross	cross	ADJ
easat-8328	211	35	-	-	ADJ
easat-8328	211	36	border	border	ADJ
easat-8328	211	37	logistics	logistic	NOUN
easat-8328	211	38	optimization	optimization	NOUN
easat-8328	211	39	framework	framework	NOUN
easat-8328	211	40	image	image	NOUN
easat-8328	211	41	.	.	PUNCT
easat-8328	212	1	the	the	DET
easat-8328	212	2	given	give	VERB
easat-8328	212	3	framework	framework	NOUN
easat-8328	212	4	contains	contain	VERB
easat-8328	212	5	four	four	NUM
easat-8328	212	6	integrated	integrate	VERB
easat-8328	212	7	subsystems	subsystem	NOUN
easat-8328	212	8	.	.	PUNCT
easat-8328	213	1	the	the	DET
easat-8328	213	2	predictive	predictive	ADJ
easat-8328	213	3	demand	demand	NOUN
easat-8328	213	4	modelling	model	VERB
easat-8328	213	5	subsystem	subsystem	NOUN
easat-8328	213	6	utilises	utilise	NOUN
easat-8328	213	7	time	time	NOUN
easat-8328	213	8	series	series	NOUN
easat-8328	213	9	analysis	analysis	NOUN
easat-8328	213	10	with	with	ADP
easat-8328	213	11	seasonal	seasonal	ADJ
easat-8328	213	12	decomposition	decomposition	NOUN
easat-8328	213	13	alongside	alongside	ADP
easat-8328	213	14	machine	machine	NOUN
easat-8328	213	15	learning	learn	VERB
easat-8328	213	16	to	to	PART
easat-8328	213	17	enhance	enhance	VERB
easat-8328	213	18	demand	demand	NOUN
easat-8328	213	19	forecasting	forecasting	NOUN
easat-8328	213	20	for	for	ADP
easat-8328	213	21	specific	specific	ADJ
easat-8328	213	22	products	product	NOUN
easat-8328	213	23	to	to	ADP
easat-8328	213	24	87.3	87.3	NUM
easat-8328	213	25	%	%	NOUN
easat-8328	213	26	.	.	PUNCT
easat-8328	214	1	this	this	DET
easat-8328	214	2	level	level	NOUN
easat-8328	214	3	of	of	ADP
easat-8328	214	4	accuracy	accuracy	NOUN
easat-8328	214	5	is	be	AUX
easat-8328	214	6	a	a	DET
easat-8328	214	7	significant	significant	ADJ
easat-8328	214	8	improvement	improvement	NOUN
easat-8328	214	9	over	over	ADP
easat-8328	214	10	older	old	ADJ
easat-8328	214	11	statistical	statistical	ADJ
easat-8328	214	12	methods	method	NOUN
easat-8328	214	13	(	(	PUNCT
easat-8328	214	14	22.7	22.7	NUM
easat-8328	214	15	%	%	NOUN
easat-8328	214	16	improvement	improvement	NOUN
easat-8328	214	17	,	,	PUNCT
easat-8328	214	18	p<0.01	p<0.01	PROPN
easat-8328	214	19	)	)	PUNCT
easat-8328	214	20	.	.	PUNCT
easat-8328	215	1	such	such	ADJ
easat-8328	215	2	predictive	predictive	ADJ
easat-8328	215	3	intelligence	intelligence	NOUN
easat-8328	215	4	allows	allow	VERB
easat-8328	215	5	for	for	ADP
easat-8328	215	6	optimisation	optimisation	NOUN
easat-8328	215	7	of	of	ADP
easat-8328	215	8	warehouse	warehouse	NOUN
easat-8328	215	9	cross	cross	ADJ
easat-8328	215	10	-	-	ADJ
easat-8328	215	11	border	border	ADJ
easat-8328	215	12	inventory	inventory	NOUN
easat-8328	215	13	through	through	ADP
easat-8328	215	14	r	r	NOUN
easat-8328	215	15	/	/	SYM
easat-8328	215	16	l	l	NOUN
easat-8328	215	17	dynamic	dynamic	ADJ
easat-8328	215	18	algorithms	algorithm	NOUN
easat-8328	215	19	that	that	PRON
easat-8328	215	20	respond	respond	VERB
easat-8328	215	21	to	to	PART
easat-8328	215	22	demand	demand	VERB
easat-8328	215	23	changes	change	NOUN
easat-8328	215	24	in	in	ADP
easat-8328	215	25	the	the	DET
easat-8328	215	26	dynamic	dynamic	ADJ
easat-8328	215	27	inventory	inventory	NOUN
easat-8328	215	28	allocation	allocation	NOUN
easat-8328	215	29	subsystem	subsystem	NOUN
easat-8328	215	30	,	,	PUNCT
easat-8328	215	31	further	far	ADV
easat-8328	215	32	improving	improve	VERB
easat-8328	215	33	average	average	ADJ
easat-8328	215	34	delivery	delivery	NOUN
easat-8328	215	35	time	time	NOUN
easat-8328	215	36	by	by	ADP
easat-8328	215	37	38.6	38.6	NUM
easat-8328	215	38	%	%	NOUN
easat-8328	215	39	.	.	PUNCT
easat-8328	216	1	automation	automation	NOUN
easat-8328	216	2	of	of	ADP
easat-8328	216	3	classification	classification	NOUN
easat-8328	216	4	and	and	CCONJ
easat-8328	216	5	compliance	compliance	NOUN
easat-8328	216	6	verification	verification	NOUN
easat-8328	216	7	is	be	AUX
easat-8328	216	8	accomplished	accomplish	VERB
easat-8328	216	9	through	through	ADP
easat-8328	216	10	the	the	DET
easat-8328	216	11	application	application	NOUN
easat-8328	216	12	of	of	ADP
easat-8328	216	13	natural	natural	ADJ
easat-8328	216	14	language	language	NOUN
easat-8328	216	15	processing	processing	NOUN
easat-8328	216	16	within	within	ADP
easat-8328	216	17	intelligent	intelligent	ADJ
easat-8328	216	18	customs	custom	NOUN
easat-8328	216	19	clearance	clearance	NOUN
easat-8328	216	20	subcontracted	subcontract	VERB
easat-8328	216	21	subdivisions	subdivision	NOUN
easat-8328	216	22	.	.	PUNCT
easat-8328	217	1	in	in	ADP
easat-8328	217	2	combination	combination	NOUN
easat-8328	217	3	,	,	PUNCT
easat-8328	217	4	these	these	DET
easat-8328	217	5	measures	measure	NOUN
easat-8328	217	6	paired	pair	VERB
easat-8328	217	7	with	with	ADP
easat-8328	217	8	blockchain	blockchain	PROPN
easat-8328	217	9	technology	technology	PROPN
easat-8328	217	10	for	for	ADP
easat-8328	217	11	immutably	immutably	ADV
easat-8328	217	12	recorded	record	VERB
easat-8328	217	13	documentation	documentation	NOUN
easat-8328	217	14	chains	chain	NOUN
easat-8328	217	15	reduce	reduce	VERB
easat-8328	217	16	clearance	clearance	NOUN
easat-8328	217	17	times	time	NOUN
easat-8328	217	18	by	by	ADP
easat-8328	217	19	42.3	42.3	NUM
easat-8328	217	20	%	%	NOUN
easat-8328	217	21	over	over	ADP
easat-8328	217	22	standard	standard	ADJ
easat-8328	217	23	measures	measure	NOUN
easat-8328	217	24	.	.	PUNCT
easat-8328	218	1	completing	complete	VERB
easat-8328	218	2	this	this	DET
easat-8328	218	3	subnet	subnet	NOUN
easat-8328	218	4	,	,	PUNCT
easat-8328	218	5	last	last	ADJ
easat-8328	218	6	-	-	PUNCT
easat-8328	218	7	mile	mile	NOUN
easat-8328	218	8	optimisation	optimisation	NOUN
easat-8328	218	9	subsystems	subsystem	NOUN
easat-8328	218	10	apply	apply	VERB
easat-8328	218	11	geospatial	geospatial	ADJ
easat-8328	218	12	intelligence	intelligence	NOUN
easat-8328	218	13	coupled	couple	VERB
easat-8328	218	14	with	with	ADP
easat-8328	218	15	dynamic	dynamic	ADJ
easat-8328	218	16	routing	routing	NOUN
easat-8328	218	17	algorithms	algorithm	NOUN
easat-8328	218	18	drastically	drastically	ADV
easat-8328	218	19	improving	improve	VERB
easat-8328	218	20	successful	successful	ADJ
easat-8328	218	21	delivery	delivery	NOUN
easat-8328	218	22	attempts	attempt	NOUN
easat-8328	218	23	by	by	ADP
easat-8328	218	24	18.7	18.7	NUM
easat-8328	218	25	%	%	NOUN
easat-8328	218	26	while	while	SCONJ
easat-8328	218	27	simultaneously	simultaneously	ADV
easat-8328	218	28	reducing	reduce	VERB
easat-8328	218	29	carbon	carbon	NOUN
easat-8328	218	30	emissions	emission	NOUN
easat-8328	218	31	by	by	ADP
easat-8328	218	32	23.4	23.4	NUM
easat-8328	218	33	%	%	NOUN
easat-8328	218	34	.	.	PUNCT
easat-8328	219	1	2160	2160	NUM
easat-8328	219	2	edelweiss	edelweiss	PROPN
easat-8328	219	3	applied	apply	VERB
easat-8328	219	4	science	science	NOUN
easat-8328	219	5	and	and	CCONJ
easat-8328	219	6	technology	technology	NOUN
easat-8328	219	7	issn	issn	PROPN
easat-8328	219	8	:	:	PUNCT
easat-8328	219	9	2576	2576	NUM
easat-8328	219	10	-	-	SYM
easat-8328	219	11	8484	8484	NUM
easat-8328	219	12	vol	vol	NOUN
easat-8328	219	13	.	.	PROPN
easat-8328	220	1	9	9	NUM
easat-8328	220	2	,	,	PUNCT
easat-8328	220	3	no	no	INTJ
easat-8328	220	4	.	.	NOUN
easat-8328	220	5	6	6	NUM
easat-8328	220	6	:	:	PUNCT
easat-8328	220	7	2148	2148	NUM
easat-8328	220	8	-	-	SYM
easat-8328	220	9	2167	2167	NUM
easat-8328	220	10	,	,	PUNCT
easat-8328	220	11	2025	2025	NUM
easat-8328	220	12	doi	doi	NOUN
easat-8328	220	13	:	:	PUNCT
easat-8328	220	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	220	15	©	©	ADP
easat-8328	220	16	2025	2025	NUM
easat-8328	220	17	by	by	ADP
easat-8328	220	18	the	the	DET
easat-8328	220	19	authors	author	NOUN
easat-8328	220	20	;	;	PUNCT
easat-8328	220	21	licensee	licensee	PROPN
easat-8328	220	22	learning	learn	VERB
easat-8328	220	23	gate	gate	NOUN
easat-8328	220	24	participating	participating	NOUN
easat-8328	220	25	platforms	platform	NOUN
easat-8328	220	26	across	across	ADP
easat-8328	220	27	the	the	DET
easat-8328	220	28	experimental	experimental	ADJ
easat-8328	220	29	implementations	implementation	NOUN
easat-8328	220	30	showed	show	VERB
easat-8328	220	31	considerable	considerable	ADJ
easat-8328	220	32	changes	change	NOUN
easat-8328	220	33	to	to	ADP
easat-8328	220	34	core	core	NOUN
easat-8328	220	35	kpis	kpis	PROPN
easat-8328	220	36	including	include	VERB
easat-8328	220	37	:	:	PUNCT
easat-8328	220	38	a	a	DET
easat-8328	220	39	47.2	47.2	NUM
easat-8328	220	40	%	%	NOUN
easat-8328	220	41	reduction	reduction	NOUN
easat-8328	220	42	in	in	ADP
easat-8328	220	43	order	order	NOUN
easat-8328	220	44	fulfilment	fulfilment	NOUN
easat-8328	220	45	variance	variance	NOUN
easat-8328	220	46	and	and	CCONJ
easat-8328	220	47	an	an	DET
easat-8328	220	48	increase	increase	NOUN
easat-8328	220	49	in	in	ADP
easat-8328	220	50	on	on	ADP
easat-8328	220	51	-	-	PUNCT
easat-8328	220	52	time	time	NOUN
easat-8328	220	53	delivery	delivery	NOUN
easat-8328	220	54	by	by	ADP
easat-8328	220	55	29.3	29.3	NUM
easat-8328	220	56	%	%	NOUN
easat-8328	220	57	.	.	PUNCT
easat-8328	221	1	the	the	DET
easat-8328	221	2	economic	economic	ADJ
easat-8328	221	3	analysis	analysis	NOUN
easat-8328	221	4	indicates	indicate	VERB
easat-8328	221	5	a	a	DET
easat-8328	221	6	reduction	reduction	NOUN
easat-8328	221	7	in	in	ADP
easat-8328	221	8	overall	overall	ADJ
easat-8328	221	9	logistics	logistic	NOUN
easat-8328	221	10	costs	cost	NOUN
easat-8328	221	11	by	by	ADP
easat-8328	221	12	17.8	17.8	NUM
easat-8328	221	13	%	%	NOUN
easat-8328	221	14	while	while	SCONJ
easat-8328	221	15	achieving	achieve	VERB
easat-8328	221	16	faster	fast	ADJ
easat-8328	221	17	delivery	delivery	NOUN
easat-8328	221	18	time	time	NOUN
easat-8328	221	19	.	.	PUNCT
easat-8328	222	1	user	user	NOUN
easat-8328	222	2	experience	experience	NOUN
easat-8328	222	3	metrics	metric	NOUN
easat-8328	222	4	showed	show	VERB
easat-8328	222	5	a	a	DET
easat-8328	222	6	staggering	staggering	ADJ
easat-8328	222	7	31.6	31.6	NUM
easat-8328	222	8	%	%	NOUN
easat-8328	222	9	increase	increase	NOUN
easat-8328	222	10	in	in	ADP
easat-8328	222	11	logistics	logistic	NOUN
easat-8328	222	12	satisfaction	satisfaction	NOUN
easat-8328	222	13	scores	score	NOUN
easat-8328	222	14	post	post	NOUN
easat-8328	222	15	framework	framework	NOUN
easat-8328	222	16	implementation	implementation	NOUN
easat-8328	222	17	,	,	PUNCT
easat-8328	222	18	proving	prove	VERB
easat-8328	222	19	the	the	DET
easat-8328	222	20	utility	utility	NOUN
easat-8328	222	21	of	of	ADP
easat-8328	222	22	the	the	DET
easat-8328	222	23	framework	framework	NOUN
easat-8328	222	24	in	in	ADP
easat-8328	222	25	cross	cross	ADJ
easat-8328	222	26	-	-	ADJ
easat-8328	222	27	border	border	ADJ
easat-8328	222	28	e	e	NOUN
easat-8328	222	29	-	-	NOUN
easat-8328	222	30	commerce	commerce	NOUN
easat-8328	222	31	.	.	PUNCT
easat-8328	223	1	5.4	5.4	NUM
easat-8328	223	2	.	.	PUNCT
easat-8328	224	1	intelligent	intelligent	ADJ
easat-8328	224	2	risk	risk	NOUN
easat-8328	224	3	control	control	NOUN
easat-8328	224	4	and	and	CCONJ
easat-8328	224	5	trust	trust	NOUN
easat-8328	224	6	mechanism	mechanism	NOUN
easat-8328	224	7	construction	construction	NOUN
easat-8328	224	8	the	the	DET
easat-8328	224	9	formation	formation	NOUN
easat-8328	224	10	of	of	ADP
easat-8328	224	11	trust	trust	NOUN
easat-8328	224	12	is	be	AUX
easat-8328	224	13	one	one	NUM
easat-8328	224	14	of	of	ADP
easat-8328	224	15	the	the	DET
easat-8328	224	16	most	most	ADV
easat-8328	224	17	important	important	ADJ
easat-8328	224	18	issues	issue	NOUN
easat-8328	224	19	in	in	ADP
easat-8328	224	20	the	the	DET
easat-8328	224	21	case	case	NOUN
easat-8328	224	22	of	of	ADP
easat-8328	224	23	cross	cross	ADJ
easat-8328	224	24	-	-	ADJ
easat-8328	224	25	border	border	ADJ
easat-8328	224	26	e	e	NOUN
easat-8328	224	27	-	-	NOUN
easat-8328	224	28	commerce	commerce	NOUN
easat-8328	224	29	,	,	PUNCT
easat-8328	224	30	with	with	ADP
easat-8328	224	31	27.3	27.3	NUM
easat-8328	224	32	%	%	NOUN
easat-8328	224	33	of	of	ADP
easat-8328	224	34	respondents	respondent	NOUN
easat-8328	224	35	in	in	ADP
easat-8328	224	36	the	the	DET
easat-8328	224	37	survey	survey	NOUN
easat-8328	224	38	citing	cite	VERB
easat-8328	224	39	concerns	concern	NOUN
easat-8328	224	40	about	about	ADP
easat-8328	224	41	product	product	NOUN
easat-8328	224	42	authenticity	authenticity	NOUN
easat-8328	224	43	as	as	ADP
easat-8328	224	44	their	their	PRON
easat-8328	224	45	major	major	ADJ
easat-8328	224	46	area	area	NOUN
easat-8328	224	47	of	of	ADP
easat-8328	224	48	reluctance	reluctance	NOUN
easat-8328	224	49	.	.	PUNCT
easat-8328	225	1	correlation	correlation	NOUN
easat-8328	225	2	analysis	analysis	NOUN
easat-8328	225	3	shows	show	VERB
easat-8328	225	4	that	that	SCONJ
easat-8328	225	5	perceived	perceive	VERB
easat-8328	225	6	risk	risk	NOUN
easat-8328	225	7	and	and	CCONJ
easat-8328	225	8	the	the	DET
easat-8328	225	9	rate	rate	NOUN
easat-8328	225	10	of	of	ADP
easat-8328	225	11	abandoning	abandon	VERB
easat-8328	225	12	a	a	DET
easat-8328	225	13	purchase	purchase	NOUN
easat-8328	225	14	have	have	VERB
easat-8328	225	15	a	a	DET
easat-8328	225	16	high	high	ADJ
easat-8328	225	17	degree	degree	NOUN
easat-8328	225	18	of	of	ADP
easat-8328	225	19	correlation	correlation	NOUN
easat-8328	225	20	(	(	PUNCT
easat-8328	225	21	r=0.81	r=0.81	NOUN
easat-8328	225	22	,	,	PUNCT
easat-8328	225	23	p<0.001	p<0.001	PROPN
easat-8328	225	24	)	)	PUNCT
easat-8328	225	25	.	.	PUNCT
easat-8328	226	1	the	the	DET
easat-8328	226	2	work	work	NOUN
easat-8328	226	3	described	describe	VERB
easat-8328	226	4	here	here	ADV
easat-8328	226	5	develops	develop	VERB
easat-8328	226	6	an	an	DET
easat-8328	226	7	‘	'	PUNCT
easat-8328	226	8	intelligent	intelligent	ADJ
easat-8328	226	9	’	'	PUNCT
easat-8328	226	10	risk	risk	NOUN
easat-8328	226	11	control	control	NOUN
easat-8328	226	12	and	and	CCONJ
easat-8328	226	13	a	a	DET
easat-8328	226	14	trust	trust	NOUN
easat-8328	226	15	mechanism	mechanism	NOUN
easat-8328	226	16	model	model	NOUN
easat-8328	226	17	encompassing	encompass	VERB
easat-8328	226	18	blockchain	blockchain	PROPN
easat-8328	226	19	validation	validation	NOUN
easat-8328	226	20	,	,	PUNCT
easat-8328	226	21	multi	multi	ADJ
easat-8328	226	22	-	-	ADJ
easat-8328	226	23	agent	agent	ADJ
easat-8328	226	24	verification	verification	NOUN
easat-8328	226	25	,	,	PUNCT
easat-8328	226	26	and	and	CCONJ
easat-8328	226	27	advanced	advanced	ADJ
easat-8328	226	28	fraud	fraud	NOUN
easat-8328	226	29	prediction	prediction	NOUN
easat-8328	226	30	,	,	PUNCT
easat-8328	226	31	as	as	SCONJ
easat-8328	226	32	illustrated	illustrate	VERB
easat-8328	226	33	in	in	ADP
easat-8328	226	34	figure	figure	NOUN
easat-8328	226	35	8	8	NUM
easat-8328	226	36	.	.	PUNCT
easat-8328	227	1	interaction	interaction	NOUN
easat-8328	227	2	layer	layer	NOUN
easat-8328	227	3	trust	trust	NOUN
easat-8328	227	4	signal	signal	NOUN
easat-8328	227	5	interfaces	interface	VERB
easat-8328	227	6	real	real	ADJ
easat-8328	227	7	-	-	PUNCT
easat-8328	227	8	time	time	NOUN
easat-8328	227	9	notifications	notification	NOUN
easat-8328	227	10	validation	validation	NOUN
easat-8328	227	11	transparency	transparency	NOUN
easat-8328	227	12	operational	operational	ADJ
easat-8328	227	13	layer	layer	NOUN
easat-8328	227	14	multi	multi	ADJ
easat-8328	227	15	-	-	ADJ
easat-8328	227	16	model	model	ADJ
easat-8328	227	17	detection	detection	NOUN
easat-8328	227	18	behavioral	behavioral	ADJ
easat-8328	227	19	analysis	analysis	NOUN
easat-8328	227	20	cross	cross	ADJ
easat-8328	227	21	-	-	ADJ
easat-8328	227	22	border	border	ADJ
easat-8328	227	23	authentication	authentication	NOUN
easat-8328	227	24	foundation	foundation	NOUN
easat-8328	227	25	layer	layer	NOUN
easat-8328	227	26	blockchain	blockchain	PROPN
easat-8328	227	27	verification	verification	NOUN
easat-8328	227	28	product	product	NOUN
easat-8328	227	29	provenance	provenance	NOUN
easat-8328	227	30	cryptographic	cryptographic	ADJ
easat-8328	227	31	proof	proof	NOUN
easat-8328	227	32	outcomes:71.6	outcomes:71.6	NUM
easat-8328	227	33	%	%	NOUN
easat-8328	227	34	fraud	fraud	NOUN
easat-8328	227	35	cases	case	NOUN
easat-8328	227	36	service	service	NOUN
easat-8328	227	37	inquiries	inquiry	NOUN
easat-8328	227	38	purchase	purchase	NOUN
easat-8328	227	39	completion	completion	NOUN
easat-8328	227	40	data	datum	NOUN
easat-8328	227	41	flow	flow	NOUN
easat-8328	227	42	risk	risk	NOUN
easat-8328	227	43	signals	signal	NOUN
easat-8328	227	44	figure	figure	VERB
easat-8328	227	45	8	8	NUM
easat-8328	227	46	.	.	PUNCT
easat-8328	228	1	intelligent	intelligent	ADJ
easat-8328	228	2	risk	risk	NOUN
easat-8328	228	3	control	control	NOUN
easat-8328	228	4	and	and	CCONJ
easat-8328	228	5	trust	trust	NOUN
easat-8328	228	6	mechanism	mechanism	NOUN
easat-8328	228	7	framework	framework	NOUN
easat-8328	228	8	image	image	NOUN
easat-8328	228	9	.	.	PUNCT
easat-8328	229	1	the	the	DET
easat-8328	229	2	proposed	propose	VERB
easat-8328	229	3	framework	framework	NOUN
easat-8328	229	4	consists	consist	VERB
easat-8328	229	5	of	of	ADP
easat-8328	229	6	three	three	NUM
easat-8328	229	7	interrelated	interrelated	ADJ
easat-8328	229	8	layers	layer	NOUN
easat-8328	229	9	.	.	PUNCT
easat-8328	230	1	the	the	DET
easat-8328	230	2	foundational	foundational	ADJ
easat-8328	230	3	layer	layer	NOUN
easat-8328	230	4	focuses	focus	VERB
easat-8328	230	5	on	on	ADP
easat-8328	230	6	creating	create	VERB
easat-8328	230	7	the	the	DET
easat-8328	230	8	technical	technical	ADJ
easat-8328	230	9	infrastructure	infrastructure	NOUN
easat-8328	230	10	using	use	VERB
easat-8328	230	11	a	a	DET
easat-8328	230	12	decentralised	decentralise	VERB
easat-8328	230	13	blockchain	blockchain	NOUN
easat-8328	230	14	verification	verification	NOUN
easat-8328	230	15	system	system	NOUN
easat-8328	230	16	which	which	PRON
easat-8328	230	17	generates	generate	VERB
easat-8328	230	18	immutable	immutable	ADJ
easat-8328	230	19	records	record	NOUN
easat-8328	230	20	of	of	ADP
easat-8328	230	21	product	product	NOUN
easat-8328	230	22	provenance	provenance	NOUN
easat-8328	230	23	that	that	SCONJ
easat-8328	230	24	in	in	ADP
easat-8328	230	25	experimental	experimental	ADJ
easat-8328	230	26	implementations	implementation	NOUN
easat-8328	230	27	diminishes	diminish	VERB
easat-8328	230	28	authenticity	authenticity	NOUN
easat-8328	230	29	disputes	dispute	NOUN
easat-8328	230	30	by	by	ADP
easat-8328	230	31	58.3	58.3	NUM
easat-8328	230	32	%	%	NOUN
easat-8328	230	33	.	.	PUNCT
easat-8328	231	1	consumers	consumer	NOUN
easat-8328	231	2	are	be	AUX
easat-8328	231	3	able	able	ADJ
easat-8328	231	4	,	,	PUNCT
easat-8328	231	5	through	through	ADP
easat-8328	231	6	advanced	advanced	ADJ
easat-8328	231	7	digital	digital	ADJ
easat-8328	231	8	certificates	certificate	NOUN
easat-8328	231	9	,	,	PUNCT
easat-8328	231	10	to	to	PART
easat-8328	231	11	verify	verify	VERB
easat-8328	231	12	the	the	DET
easat-8328	231	13	authenticity	authenticity	NOUN
easat-8328	231	14	and	and	CCONJ
easat-8328	231	15	legitimacy	legitimacy	NOUN
easat-8328	231	16	of	of	ADP
easat-8328	231	17	products	product	NOUN
easat-8328	231	18	without	without	ADP
easat-8328	231	19	the	the	DET
easat-8328	231	20	possibility	possibility	NOUN
easat-8328	231	21	of	of	ADP
easat-8328	231	22	forgery	forgery	NOUN
easat-8328	231	23	or	or	CCONJ
easat-8328	231	24	alteration	alteration	NOUN
easat-8328	231	25	owing	owe	VERB
easat-8328	231	26	to	to	ADP
easat-8328	231	27	sophisticated	sophisticated	ADJ
easat-8328	231	28	cryptographic	cryptographic	ADJ
easat-8328	231	29	proof	proof	NOUN
easat-8328	231	30	systems	system	NOUN
easat-8328	231	31	that	that	PRON
easat-8328	231	32	enable	enable	VERB
easat-8328	231	33	authentication	authentication	NOUN
easat-8328	231	34	processes	process	NOUN
easat-8328	231	35	to	to	PART
easat-8328	231	36	be	be	AUX
easat-8328	231	37	done	do	VERB
easat-8328	231	38	remotely	remotely	ADV
easat-8328	231	39	.	.	PUNCT
easat-8328	232	1	multi	multi	ADJ
easat-8328	232	2	-	-	ADJ
easat-8328	232	3	model	model	ADJ
easat-8328	232	4	fraud	fraud	NOUN
easat-8328	232	5	detection	detection	NOUN
easat-8328	232	6	algorithms	algorithm	NOUN
easat-8328	232	7	that	that	PRON
easat-8328	232	8	incorporate	incorporate	VERB
easat-8328	232	9	behavioural	behavioural	ADJ
easat-8328	232	10	biometrics	biometric	NOUN
easat-8328	232	11	,	,	PUNCT
easat-8328	232	12	anomaly	anomaly	NOUN
easat-8328	232	13	detection	detection	NOUN
easat-8328	232	14	,	,	PUNCT
easat-8328	232	15	and	and	CCONJ
easat-8328	232	16	transaction	transaction	NOUN
easat-8328	232	17	pattern	pattern	NOUN
easat-8328	232	18	analysis	analysis	NOUN
easat-8328	232	19	define	define	VERB
easat-8328	232	20	intelligent	intelligent	ADJ
easat-8328	232	21	risk	risk	NOUN
easat-8328	232	22	evaluation	evaluation	NOUN
easat-8328	232	23	under	under	ADP
easat-8328	232	24	the	the	DET
easat-8328	232	25	operational	operational	ADJ
easat-8328	232	26	layer	layer	NOUN
easat-8328	232	27	.	.	PUNCT
easat-8328	233	1	this	this	DET
easat-8328	233	2	hybrid	hybrid	ADJ
easat-8328	233	3	approach	approach	NOUN
easat-8328	233	4	not	not	PART
easat-8328	233	5	only	only	ADV
easat-8328	233	6	captured	capture	VERB
easat-8328	233	7	pointer	pointer	NOUN
easat-8328	233	8	evaluation	evaluation	NOUN
easat-8328	233	9	of	of	ADP
easat-8328	233	10	suspicious	suspicious	ADJ
easat-8328	233	11	activities	activity	NOUN
easat-8328	233	12	but	but	CCONJ
easat-8328	233	13	also	also	ADV
easat-8328	233	14	decreased	decrease	VERB
easat-8328	233	15	false	false	ADJ
easat-8328	233	16	-	-	PUNCT
easat-8328	233	17	positive	positive	ADJ
easat-8328	233	18	rates	rate	NOUN
easat-8328	233	19	to	to	ADP
easat-8328	233	20	2.7	2.7	NUM
easat-8328	233	21	%	%	NOUN
easat-8328	233	22	,	,	PUNCT
easat-8328	233	23	achieving	achieve	VERB
easat-8328	233	24	an	an	DET
easat-8328	233	25	accuracy	accuracy	NOUN
easat-8328	233	26	rate	rate	NOUN
easat-8328	233	27	of	of	ADP
easat-8328	233	28	93.8	93.8	NUM
easat-8328	233	29	%	%	NOUN
easat-8328	233	30	,	,	PUNCT
easat-8328	233	31	which	which	PRON
easat-8328	233	32	was	be	AUX
easat-8328	233	33	superior	superior	ADJ
easat-8328	233	34	to	to	ADP
easat-8328	233	35	single	single	ADJ
easat-8328	233	36	-	-	PUNCT
easat-8328	233	37	model	model	NOUN
easat-8328	233	38	approaches	approach	NOUN
easat-8328	233	39	.	.	PUNCT
easat-8328	234	1	the	the	DET
easat-8328	234	2	seamless	seamless	ADJ
easat-8328	234	3	verification	verification	NOUN
easat-8328	234	4	processes	process	NOUN
easat-8328	234	5	of	of	ADP
easat-8328	234	6	the	the	DET
easat-8328	234	7	coordinated	coordinate	VERB
easat-8328	234	8	authentication	authentication	NOUN
easat-8328	234	9	system	system	NOUN
easat-8328	234	10	across	across	ADP
easat-8328	234	11	2161	2161	NUM
easat-8328	234	12	edelweiss	edelweiss	PROPN
easat-8328	234	13	applied	apply	VERB
easat-8328	234	14	science	science	NOUN
easat-8328	234	15	and	and	CCONJ
easat-8328	234	16	technology	technology	NOUN
easat-8328	234	17	issn	issn	PROPN
easat-8328	234	18	:	:	PUNCT
easat-8328	234	19	2576	2576	NUM
easat-8328	234	20	-	-	SYM
easat-8328	234	21	8484	8484	NUM
easat-8328	234	22	vol	vol	NOUN
easat-8328	234	23	.	.	PROPN
easat-8328	234	24	9	9	NUM
easat-8328	234	25	,	,	PUNCT
easat-8328	234	26	no	no	INTJ
easat-8328	234	27	.	.	NOUN
easat-8328	234	28	6	6	NUM
easat-8328	234	29	:	:	PUNCT
easat-8328	234	30	2148	2148	NUM
easat-8328	234	31	-	-	SYM
easat-8328	234	32	2167	2167	NUM
easat-8328	234	33	,	,	PUNCT
easat-8328	234	34	2025	2025	NUM
easat-8328	234	35	doi	doi	NOUN
easat-8328	234	36	:	:	PUNCT
easat-8328	234	37	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	234	38	©	©	ADP
easat-8328	234	39	2025	2025	NUM
easat-8328	234	40	by	by	ADP
easat-8328	234	41	the	the	DET
easat-8328	234	42	authors	author	NOUN
easat-8328	234	43	;	;	PUNCT
easat-8328	234	44	licensee	licensee	PROPN
easat-8328	234	45	learning	learning	NOUN
easat-8328	234	46	gate	gate	VERB
easat-8328	234	47	different	different	ADJ
easat-8328	234	48	countries	country	NOUN
easat-8328	234	49	also	also	ADV
easat-8328	234	50	reduced	reduce	VERB
easat-8328	234	51	authentication	authentication	NOUN
easat-8328	234	52	friction	friction	NOUN
easat-8328	234	53	by	by	ADP
easat-8328	234	54	47.6	47.6	NUM
easat-8328	234	55	%	%	NOUN
easat-8328	234	56	while	while	SCONJ
easat-8328	234	57	increasing	increase	VERB
easat-8328	234	58	verification	verification	NOUN
easat-8328	234	59	across	across	ADP
easat-8328	234	60	international	international	ADJ
easat-8328	234	61	borders	border	NOUN
easat-8328	234	62	.	.	PUNCT
easat-8328	235	1	user	user	PROPN
easat-8328	235	2	trust	trust	PROPN
easat-8328	235	3	has	have	AUX
easat-8328	235	4	primarily	primarily	ADV
easat-8328	235	5	been	be	AUX
easat-8328	235	6	addressed	address	VERB
easat-8328	235	7	regarding	regard	VERB
easat-8328	235	8	the	the	DET
easat-8328	235	9	user	user	NOUN
easat-8328	235	10	interface	interface	NOUN
easat-8328	235	11	and	and	CCONJ
easat-8328	235	12	verifiable	verifiable	ADJ
easat-8328	235	13	interfaces	interface	NOUN
easat-8328	235	14	through	through	ADP
easat-8328	235	15	transparent	transparent	ADJ
easat-8328	235	16	validation	validation	NOUN
easat-8328	235	17	,	,	PUNCT
easat-8328	235	18	verification	verification	NOUN
easat-8328	235	19	in	in	ADP
easat-8328	235	20	real	real	ADJ
easat-8328	235	21	-	-	PUNCT
easat-8328	235	22	time	time	NOUN
easat-8328	235	23	,	,	PUNCT
easat-8328	235	24	and	and	CCONJ
easat-8328	235	25	risk	risk	NOUN
easat-8328	235	26	reporting	reporting	NOUN
easat-8328	235	27	in	in	ADP
easat-8328	235	28	the	the	DET
easat-8328	235	29	interaction	interaction	NOUN
easat-8328	235	30	layer	layer	NOUN
easat-8328	235	31	.	.	PUNCT
easat-8328	236	1	eyetracking	eyetracke	VERB
easat-8328	236	2	studies	study	NOUN
easat-8328	236	3	show	show	VERB
easat-8328	236	4	that	that	PRON
easat-8328	236	5	comprehension	comprehension	NOUN
easat-8328	236	6	of	of	ADP
easat-8328	236	7	security	security	NOUN
easat-8328	236	8	features	feature	NOUN
easat-8328	236	9	resulted	result	VERB
easat-8328	236	10	with	with	SCONJ
easat-8328	236	11	sub	sub	ADJ
easat-8328	236	12	-	-	ADJ
easat-8328	236	13	optimally	optimally	ADV
easat-8328	236	14	placed	place	VERB
easat-8328	236	15	trust	trust	NOUN
easat-8328	236	16	indicators	indicator	NOUN
easat-8328	236	17	increased	increase	VERB
easat-8328	236	18	by	by	ADP
easat-8328	236	19	64.2	64.2	NUM
easat-8328	236	20	%	%	NOUN
easat-8328	236	21	,	,	PUNCT
easat-8328	236	22	while	while	SCONJ
easat-8328	236	23	a	a	DET
easat-8328	236	24	/	/	SYM
easat-8328	236	25	b	b	NOUN
easat-8328	236	26	testing	testing	NOUN
easat-8328	236	27	revealed	reveal	VERB
easat-8328	236	28	38.9	38.9	NUM
easat-8328	236	29	%	%	NOUN
easat-8328	236	30	increase	increase	NOUN
easat-8328	236	31	in	in	ADP
easat-8328	236	32	conversion	conversion	NOUN
easat-8328	236	33	rates	rate	NOUN
easat-8328	236	34	for	for	ADP
easat-8328	236	35	highvalue	highvalue	NOUN
easat-8328	236	36	items	item	NOUN
easat-8328	236	37	with	with	ADP
easat-8328	236	38	enhanced	enhanced	ADJ
easat-8328	236	39	trust	trust	NOUN
easat-8328	236	40	signals	signal	NOUN
easat-8328	236	41	.	.	PUNCT
easat-8328	237	1	results	result	NOUN
easat-8328	237	2	from	from	ADP
easat-8328	237	3	deploying	deploy	VERB
easat-8328	237	4	the	the	DET
easat-8328	237	5	framework	framework	NOUN
easat-8328	237	6	across	across	ADP
easat-8328	237	7	various	various	ADJ
easat-8328	237	8	platforms	platform	NOUN
easat-8328	237	9	illustrated	illustrate	VERB
easat-8328	237	10	unparalleled	unparalleled	ADJ
easat-8328	237	11	performance	performance	NOUN
easat-8328	237	12	improvements	improvement	NOUN
easat-8328	237	13	,	,	PUNCT
easat-8328	237	14	including	include	VERB
easat-8328	237	15	a	a	DET
easat-8328	237	16	reduction	reduction	NOUN
easat-8328	237	17	in	in	ADP
easat-8328	237	18	reported	report	VERB
easat-8328	237	19	fraud	fraud	NOUN
easat-8328	237	20	cases	case	NOUN
easat-8328	237	21	by	by	ADP
easat-8328	237	22	71.6	71.6	NUM
easat-8328	237	23	%	%	NOUN
easat-8328	237	24	,	,	PUNCT
easat-8328	237	25	a	a	DET
easat-8328	237	26	decrease	decrease	NOUN
easat-8328	237	27	in	in	ADP
easat-8328	237	28	authentication	authentication	NOUN
easat-8328	237	29	-	-	PUNCT
easat-8328	237	30	related	relate	VERB
easat-8328	237	31	customer	customer	NOUN
easat-8328	237	32	service	service	NOUN
easat-8328	237	33	inquiries	inquiry	NOUN
easat-8328	237	34	by	by	ADP
easat-8328	237	35	43.2	43.2	NUM
easat-8328	237	36	%	%	NOUN
easat-8328	237	37	,	,	PUNCT
easat-8328	237	38	and	and	CCONJ
easat-8328	237	39	,	,	PUNCT
easat-8328	237	40	most	most	ADV
easat-8328	237	41	significantly	significantly	ADV
easat-8328	237	42	,	,	PUNCT
easat-8328	237	43	an	an	DET
easat-8328	237	44	increase	increase	NOUN
easat-8328	237	45	in	in	ADP
easat-8328	237	46	international	international	ADJ
easat-8328	237	47	product	product	NOUN
easat-8328	237	48	first	first	ADJ
easat-8328	237	49	-	-	PUNCT
easat-8328	237	50	time	time	NOUN
easat-8328	237	51	purchase	purchase	NOUN
easat-8328	237	52	completion	completion	NOUN
easat-8328	237	53	rates	rate	NOUN
easat-8328	237	54	by	by	ADP
easat-8328	237	55	39.7	39.7	NUM
easat-8328	237	56	%	%	NOUN
easat-8328	237	57	.	.	PUNCT
easat-8328	238	1	this	this	PRON
easat-8328	238	2	validates	validate	VERB
easat-8328	238	3	the	the	DET
easat-8328	238	4	framework	framework	NOUN
easat-8328	238	5	’s	’s	PART
easat-8328	238	6	effectiveness	effectiveness	NOUN
easat-8328	238	7	in	in	ADP
easat-8328	238	8	one	one	NUM
easat-8328	238	9	of	of	ADP
easat-8328	238	10	the	the	DET
easat-8328	238	11	most	most	ADV
easat-8328	238	12	important	important	ADJ
easat-8328	238	13	aspects	aspect	NOUN
easat-8328	238	14	of	of	ADP
easat-8328	238	15	cross	cross	ADJ
easat-8328	238	16	-	-	ADJ
easat-8328	238	17	border	border	ADJ
easat-8328	238	18	e	e	PROPN
easat-8328	238	19	-	-	NOUN
easat-8328	238	20	commerce	commerce	NOUN
easat-8328	238	21	experience	experience	NOUN
easat-8328	238	22	.	.	PUNCT
easat-8328	239	1	5.5	5.5	NUM
easat-8328	239	2	.	.	PUNCT
easat-8328	240	1	personalized	personalize	VERB
easat-8328	240	2	user	user	NOUN
easat-8328	240	3	experience	experience	NOUN
easat-8328	240	4	design	design	NOUN
easat-8328	240	5	in	in	ADP
easat-8328	240	6	offshore	offshore	ADJ
easat-8328	240	7	e	e	NOUN
easat-8328	240	8	-	-	NOUN
easat-8328	240	9	commerce	commerce	NOUN
easat-8328	240	10	platforms	platform	NOUN
easat-8328	240	11	,	,	PUNCT
easat-8328	240	12	personalised	personalised	ADJ
easat-8328	240	13	user	user	NOUN
easat-8328	240	14	experience	experience	NOUN
easat-8328	240	15	design	design	NOUN
easat-8328	240	16	is	be	AUX
easat-8328	240	17	one	one	NUM
easat-8328	240	18	of	of	ADP
easat-8328	240	19	the	the	DET
easat-8328	240	20	most	most	ADV
easat-8328	240	21	important	important	ADJ
easat-8328	240	22	strategies	strategy	NOUN
easat-8328	240	23	in	in	ADP
easat-8328	240	24	improving	improve	VERB
easat-8328	240	25	client	client	NOUN
easat-8328	240	26	satisfaction	satisfaction	NOUN
easat-8328	240	27	and	and	CCONJ
easat-8328	240	28	retention	retention	NOUN
easat-8328	240	29	.	.	PUNCT
easat-8328	241	1	the	the	DET
easat-8328	241	2	growing	grow	VERB
easat-8328	241	3	need	need	NOUN
easat-8328	241	4	for	for	ADP
easat-8328	241	5	individualised	individualised	ADJ
easat-8328	241	6	services	service	NOUN
easat-8328	241	7	mandates	mandate	NOUN
easat-8328	241	8	that	that	PRON
easat-8328	241	9	ux	ux	PROPN
easat-8328	241	10	designers	designer	NOUN
easat-8328	241	11	develop	develop	VERB
easat-8328	241	12	customised	customised	ADJ
easat-8328	241	13	experiences	experience	NOUN
easat-8328	241	14	while	while	SCONJ
easat-8328	241	15	safeguarding	safeguard	VERB
easat-8328	241	16	user	user	NOUN
easat-8328	241	17	information	information	NOUN
easat-8328	241	18	.	.	PUNCT
easat-8328	242	1	studies	study	NOUN
easat-8328	242	2	indicate	indicate	VERB
easat-8328	242	3	that	that	SCONJ
easat-8328	242	4	for	for	ADP
easat-8328	242	5	marketers	marketer	NOUN
easat-8328	242	6	aiming	aim	VERB
easat-8328	242	7	to	to	PART
easat-8328	242	8	deepen	deepen	VERB
easat-8328	242	9	customer	customer	NOUN
easat-8328	242	10	engagement	engagement	NOUN
easat-8328	242	11	,	,	PUNCT
easat-8328	242	12	personal	personal	ADJ
easat-8328	242	13	attention	attention	NOUN
easat-8328	242	14	is	be	AUX
easat-8328	242	15	indispensable	indispensable	ADJ
easat-8328	242	16	,	,	PUNCT
easat-8328	242	17	thus	thus	ADV
easat-8328	242	18	making	make	VERB
easat-8328	242	19	it	it	PRON
easat-8328	242	20	a	a	DET
easat-8328	242	21	fundamental	fundamental	ADJ
easat-8328	242	22	approach	approach	NOUN
easat-8328	242	23	for	for	ADP
easat-8328	242	24	chief	chief	ADJ
easat-8328	242	25	marketing	marketing	NOUN
easat-8328	242	26	officers	officer	NOUN
easat-8328	242	27	looking	look	VERB
easat-8328	242	28	to	to	PART
easat-8328	242	29	win	win	VERB
easat-8328	242	30	and	and	CCONJ
easat-8328	242	31	convert	convert	VERB
easat-8328	242	32	new	new	ADJ
easat-8328	242	33	prospects.tailored	prospects.tailored	ADJ
easat-8328	242	34	approaches	approach	NOUN
easat-8328	242	35	that	that	PRON
easat-8328	242	36	are	be	AUX
easat-8328	242	37	based	base	VERB
easat-8328	242	38	on	on	ADP
easat-8328	242	39	effective	effective	ADJ
easat-8328	242	40	personalisation	personalisation	NOUN
easat-8328	242	41	grant	grant	NOUN
easat-8328	242	42	control	control	NOUN
easat-8328	242	43	to	to	ADP
easat-8328	242	44	the	the	DET
easat-8328	242	45	system	system	NOUN
easat-8328	242	46	,	,	PUNCT
easat-8328	242	47	empowering	empower	VERB
easat-8328	242	48	the	the	DET
easat-8328	242	49	system	system	NOUN
easat-8328	242	50	to	to	PART
easat-8328	242	51	identify	identify	VERB
easat-8328	242	52	users	user	NOUN
easat-8328	242	53	and	and	CCONJ
easat-8328	242	54	deliver	deliver	VERB
easat-8328	242	55	relevant	relevant	ADJ
easat-8328	242	56	content	content	NOUN
easat-8328	242	57	,	,	PUNCT
easat-8328	242	58	information	information	NOUN
easat-8328	242	59	,	,	PUNCT
easat-8328	242	60	or	or	CCONJ
easat-8328	242	61	experiences	experience	NOUN
easat-8328	242	62	that	that	PRON
easat-8328	242	63	are	be	AUX
easat-8328	242	64	aligned	align	VERB
easat-8328	242	65	with	with	ADP
easat-8328	242	66	their	their	PRON
easat-8328	242	67	preferences	preference	NOUN
easat-8328	242	68	.	.	PUNCT
easat-8328	243	1	an	an	DET
easat-8328	243	2	integrated	integrate	VERB
easat-8328	243	3	framework	framework	NOUN
easat-8328	243	4	for	for	ADP
easat-8328	243	5	personalised	personalised	ADJ
easat-8328	243	6	user	user	NOUN
easat-8328	243	7	experience	experience	NOUN
easat-8328	243	8	employing	employ	VERB
easat-8328	243	9	six	six	NUM
easat-8328	243	10	key	key	ADJ
easat-8328	243	11	components	component	NOUN
easat-8328	243	12	:	:	PUNCT
easat-8328	243	13	data	datum	NOUN
easat-8328	243	14	analytics	analytic	NOUN
easat-8328	243	15	,	,	PUNCT
easat-8328	243	16	machine	machine	NOUN
easat-8328	243	17	learning	learning	NOUN
easat-8328	243	18	/	/	SYM
easat-8328	243	19	ai	ai	PROPN
easat-8328	243	20	,	,	PUNCT
easat-8328	243	21	content	content	NOUN
easat-8328	243	22	personalisation	personalisation	NOUN
easat-8328	243	23	,	,	PUNCT
easat-8328	243	24	cultural	cultural	ADJ
easat-8328	243	25	adaptation	adaptation	NOUN
easat-8328	243	26	,	,	PUNCT
easat-8328	243	27	behavioural	behavioural	ADJ
easat-8328	243	28	monitoring	monitoring	NOUN
easat-8328	243	29	,	,	PUNCT
easat-8328	243	30	and	and	CCONJ
easat-8328	243	31	privacy	privacy	NOUN
easat-8328	243	32	as	as	SCONJ
easat-8328	243	33	outlined	outline	VERB
easat-8328	243	34	in	in	ADP
easat-8328	243	35	figure	figure	NOUN
easat-8328	243	36	9	9	NUM
easat-8328	243	37	.	.	PUNCT
easat-8328	243	38	data	datum	NOUN
easat-8328	243	39	analytics	analytics	PROPN
easat-8328	243	40	privacy	privacy	NOUN
easat-8328	243	41	controls	control	VERB
easat-8328	243	42	ml	ml	PROPN
easat-8328	243	43	/	/	SYM
easat-8328	243	44	ai	ai	NOUN
easat-8328	243	45	behavior	behavior	NOUN
easat-8328	243	46	tracking	track	VERB
easat-8328	243	47	content	content	NOUN
easat-8328	243	48	customization	customization	NOUN
easat-8328	243	49	cultural	cultural	ADJ
easat-8328	243	50	adaptation	adaptation	NOUN
easat-8328	243	51	user	user	NOUN
easat-8328	243	52	figure	figure	NOUN
easat-8328	243	53	9	9	NUM
easat-8328	243	54	.	.	PUNCT
easat-8328	243	55	personalized	personalize	VERB
easat-8328	243	56	user	user	NOUN
easat-8328	243	57	experience	experience	NOUN
easat-8328	243	58	framework	framework	NOUN
easat-8328	243	59	.	.	PUNCT
easat-8328	244	1	one	one	NUM
easat-8328	244	2	study	study	NOUN
easat-8328	244	3	indicated	indicate	VERB
easat-8328	244	4	that	that	SCONJ
easat-8328	244	5	negative	negative	ADJ
easat-8328	244	6	interactions	interaction	NOUN
easat-8328	244	7	are	be	AUX
easat-8328	244	8	viewed	view	VERB
easat-8328	244	9	as	as	ADP
easat-8328	244	10	three	three	NUM
easat-8328	244	11	times	time	NOUN
easat-8328	244	12	more	more	ADV
easat-8328	244	13	important	important	ADJ
easat-8328	244	14	than	than	ADP
easat-8328	244	15	positive	positive	ADJ
easat-8328	244	16	ones	one	NOUN
easat-8328	244	17	,	,	PUNCT
easat-8328	244	18	underscoring	underscore	VERB
easat-8328	244	19	the	the	DET
easat-8328	244	20	importance	importance	NOUN
easat-8328	244	21	of	of	ADP
easat-8328	244	22	mitigating	mitigate	VERB
easat-8328	244	23	disruptions	disruption	NOUN
easat-8328	244	24	in	in	ADP
easat-8328	244	25	tailored	tailored	ADJ
easat-8328	244	26	experiences	experience	NOUN
easat-8328	244	27	.	.	PUNCT
easat-8328	245	1	in	in	ADP
easat-8328	245	2	cross2162	cross2162	PROPN
easat-8328	245	3	edelweiss	edelweiss	PROPN
easat-8328	245	4	applied	apply	VERB
easat-8328	245	5	science	science	NOUN
easat-8328	245	6	and	and	CCONJ
easat-8328	245	7	technology	technology	NOUN
easat-8328	245	8	issn	issn	PROPN
easat-8328	245	9	:	:	PUNCT
easat-8328	245	10	2576	2576	NUM
easat-8328	245	11	-	-	SYM
easat-8328	245	12	8484	8484	NUM
easat-8328	245	13	vol	vol	NOUN
easat-8328	245	14	.	.	PROPN
easat-8328	246	1	9	9	NUM
easat-8328	246	2	,	,	PUNCT
easat-8328	246	3	no	no	INTJ
easat-8328	246	4	.	.	NOUN
easat-8328	246	5	6	6	NUM
easat-8328	246	6	:	:	PUNCT
easat-8328	246	7	2148	2148	NUM
easat-8328	246	8	-	-	SYM
easat-8328	246	9	2167	2167	NUM
easat-8328	246	10	,	,	PUNCT
easat-8328	246	11	2025	2025	NUM
easat-8328	246	12	doi	doi	NOUN
easat-8328	246	13	:	:	PUNCT
easat-8328	246	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	246	15	©	©	ADP
easat-8328	246	16	2025	2025	NUM
easat-8328	246	17	by	by	ADP
easat-8328	246	18	the	the	DET
easat-8328	246	19	authors	author	NOUN
easat-8328	246	20	;	;	PUNCT
easat-8328	247	1	licensee	licensee	PROPN
easat-8328	247	2	learning	learn	VERB
easat-8328	247	3	gate	gate	NOUN
easat-8328	247	4	border	border	NOUN
easat-8328	247	5	scenarios	scenario	NOUN
easat-8328	247	6	,	,	PUNCT
easat-8328	247	7	discerning	discern	VERB
easat-8328	247	8	nationalism	nationalism	NOUN
easat-8328	247	9	e	e	NOUN
easat-8328	247	10	-	-	NOUN
easat-8328	247	11	commerce	commerce	NOUN
easat-8328	247	12	dynamics	dynamic	NOUN
easat-8328	247	13	alongside	alongside	ADP
easat-8328	247	14	culture	culture	NOUN
easat-8328	247	15	-	-	PUNCT
easat-8328	247	16	specific	specific	ADJ
easat-8328	247	17	factors	factor	NOUN
easat-8328	247	18	adds	add	VERB
easat-8328	247	19	to	to	ADP
easat-8328	247	20	the	the	DET
easat-8328	247	21	sophistication	sophistication	NOUN
easat-8328	247	22	required	require	VERB
easat-8328	247	23	for	for	ADP
easat-8328	247	24	intelligent	intelligent	ADJ
easat-8328	247	25	personalisation.top	personalisation.top	NOUN
easat-8328	247	26	industry	industry	NOUN
easat-8328	247	27	leaders	leader	NOUN
easat-8328	247	28	emphasise	emphasise	VERB
easat-8328	247	29	personalisation	personalisation	NOUN
easat-8328	247	30	through	through	ADP
easat-8328	247	31	behaviour	behaviour	NOUN
easat-8328	247	32	tracking	tracking	NOUN
easat-8328	247	33	,	,	PUNCT
easat-8328	247	34	recommendations	recommendation	NOUN
easat-8328	247	35	,	,	PUNCT
easat-8328	247	36	and	and	CCONJ
easat-8328	247	37	diverse	diverse	ADJ
easat-8328	247	38	user	user	NOUN
easat-8328	247	39	categorisation	categorisation	NOUN
easat-8328	247	40	.	.	PUNCT
easat-8328	248	1	implementation	implementation	NOUN
easat-8328	248	2	should	should	AUX
easat-8328	248	3	be	be	AUX
easat-8328	248	4	incremental	incremental	ADJ
easat-8328	248	5	,	,	PUNCT
easat-8328	248	6	beginning	begin	VERB
easat-8328	248	7	with	with	ADP
easat-8328	248	8	basic	basic	ADJ
easat-8328	248	9	measures	measure	NOUN
easat-8328	248	10	of	of	ADP
easat-8328	248	11	user	user	NOUN
easat-8328	248	12	verification	verification	NOUN
easat-8328	248	13	and	and	CCONJ
easat-8328	248	14	gradually	gradually	ADV
easat-8328	248	15	incorporating	incorporate	VERB
easat-8328	248	16	more	more	ADV
easat-8328	248	17	complex	complex	ADJ
easat-8328	248	18	expressions	expression	NOUN
easat-8328	248	19	of	of	ADP
easat-8328	248	20	user	user	NOUN
easat-8328	248	21	intent	intent	NOUN
easat-8328	248	22	and	and	CCONJ
easat-8328	248	23	understanding	understanding	NOUN
easat-8328	248	24	.	.	PUNCT
easat-8328	249	1	6	6	X
easat-8328	249	2	.	.	X
easat-8328	249	3	strategy	strategy	NOUN
easat-8328	249	4	implementation	implementation	NOUN
easat-8328	249	5	pathway	pathway	NOUN
easat-8328	249	6	and	and	CCONJ
easat-8328	249	7	effect	effect	VERB
easat-8328	249	8	evaluation	evaluation	NOUN
easat-8328	249	9	6.1	6.1	NUM
easat-8328	249	10	.	.	PUNCT
easat-8328	249	11	phased	phase	VERB
easat-8328	249	12	implementation	implementation	NOUN
easat-8328	249	13	pathway	pathway	NOUN
easat-8328	249	14	design	design	NOUN
easat-8328	249	15	strategic	strategic	ADJ
easat-8328	249	16	and	and	CCONJ
easat-8328	249	17	systematic	systematic	ADJ
easat-8328	249	18	intelligent	intelligent	ADJ
easat-8328	249	19	technology	technology	NOUN
easat-8328	249	20	implementation	implementation	NOUN
easat-8328	249	21	to	to	PART
easat-8328	249	22	optimise	optimise	VERB
easat-8328	249	23	enhancement	enhancement	NOUN
easat-8328	249	24	strategies	strategy	NOUN
easat-8328	249	25	needs	need	VERB
easat-8328	249	26	to	to	PART
easat-8328	249	27	be	be	AUX
easat-8328	249	28	done	do	VERB
easat-8328	249	29	in	in	ADP
easat-8328	249	30	phases	phase	NOUN
easat-8328	249	31	that	that	PRON
easat-8328	249	32	enable	enable	VERB
easat-8328	249	33	seamless	seamless	ADJ
easat-8328	249	34	integration	integration	NOUN
easat-8328	249	35	and	and	CCONJ
easat-8328	249	36	innovation	innovation	NOUN
easat-8328	249	37	for	for	ADP
easat-8328	249	38	imported	import	VERB
easat-8328	249	39	cross	cross	ADJ
easat-8328	249	40	-	-	ADJ
easat-8328	249	41	border	border	ADJ
easat-8328	249	42	ecommerce	ecommerce	NOUN
easat-8328	249	43	platforms	platform	NOUN
easat-8328	249	44	in	in	ADP
easat-8328	249	45	china	china	PROPN
easat-8328	249	46	.	.	PUNCT
easat-8328	250	1	following	follow	VERB
easat-8328	250	2	the	the	DET
easat-8328	250	3	empirical	empirical	ADJ
easat-8328	250	4	analysis	analysis	NOUN
easat-8328	250	5	of	of	ADP
easat-8328	250	6	industry	industry	NOUN
easat-8328	250	7	norms	norm	NOUN
easat-8328	250	8	and	and	CCONJ
easat-8328	250	9	benchmarks	benchmark	NOUN
easat-8328	250	10	,	,	PUNCT
easat-8328	250	11	this	this	DET
easat-8328	250	12	study	study	NOUN
easat-8328	250	13	suggests	suggest	VERB
easat-8328	250	14	a	a	DET
easat-8328	250	15	tri	tri	ADJ
easat-8328	250	16	-	-	ADJ
easat-8328	250	17	phase	phase	NOUN
easat-8328	250	18	approach	approach	NOUN
easat-8328	250	19	for	for	ADP
easat-8328	250	20	implementation	implementation	NOUN
easat-8328	250	21	within	within	ADP
easat-8328	250	22	24	24	NUM
easat-8328	250	23	months	month	NOUN
easat-8328	250	24	.	.	PUNCT
easat-8328	251	1	the	the	DET
easat-8328	251	2	core	core	NOUN
easat-8328	251	3	infrastructure	infrastructure	NOUN
easat-8328	251	4	component	component	NOUN
easat-8328	251	5	development	development	NOUN
easat-8328	251	6	and	and	CCONJ
easat-8328	251	7	benchmarked	benchmarke	VERB
easat-8328	251	8	apis	apis	PROPN
easat-8328	251	9	scoped	scope	VERB
easat-8328	251	10	within	within	ADP
easat-8328	251	11	the	the	DET
easat-8328	251	12	technical	technical	ADJ
easat-8328	251	13	capability	capability	NOUN
easat-8328	251	14	assessment	assessment	NOUN
easat-8328	251	15	shall	shall	AUX
easat-8328	251	16	be	be	AUX
easat-8328	251	17	done	do	VERB
easat-8328	251	18	in	in	ADP
easat-8328	251	19	parallel	parallel	NOUN
easat-8328	251	20	within	within	ADP
easat-8328	251	21	the	the	DET
easat-8328	251	22	initial	initial	ADJ
easat-8328	251	23	foundation	foundation	NOUN
easat-8328	251	24	phase	phase	NOUN
easat-8328	251	25	,	,	PUNCT
easat-8328	251	26	also	also	ADV
easat-8328	251	27	referred	refer	VERB
easat-8328	251	28	to	to	ADP
easat-8328	251	29	by	by	ADP
easat-8328	251	30	the	the	DET
easat-8328	251	31	rest	rest	NOUN
easat-8328	251	32	of	of	ADP
easat-8328	251	33	this	this	DET
easat-8328	251	34	report	report	NOUN
easat-8328	251	35	as	as	ADP
easat-8328	251	36	the	the	DET
easat-8328	251	37	“	"	PUNCT
easat-8328	251	38	months	month	NOUN
easat-8328	251	39	1	1	NUM
easat-8328	251	40	-	-	SYM
easat-8328	251	41	8	8	NUM
easat-8328	251	42	”	"	PUNCT
easat-8328	251	43	phase	phase	NOUN
easat-8328	251	44	.	.	PUNCT
easat-8328	252	1	as	as	ADP
easat-8328	252	2	part	part	NOUN
easat-8328	252	3	of	of	ADP
easat-8328	252	4	this	this	DET
easat-8328	252	5	phase	phase	NOUN
easat-8328	252	6	,	,	PUNCT
easat-8328	252	7	value	value	NOUN
easat-8328	252	8	needs	need	VERB
easat-8328	252	9	to	to	PART
easat-8328	252	10	be	be	AUX
easat-8328	252	11	demonstrated	demonstrate	VERB
easat-8328	252	12	while	while	SCONJ
easat-8328	252	13	achieving	achieve	VERB
easat-8328	252	14	more	more	ADV
easat-8328	252	15	advanced	advanced	ADJ
easat-8328	252	16	functionalities	functionality	NOUN
easat-8328	252	17	towards	towards	ADP
easat-8328	252	18	sustained	sustained	ADJ
easat-8328	252	19	growth	growth	NOUN
easat-8328	252	20	;	;	PUNCT
easat-8328	252	21	hence	hence	ADV
easat-8328	252	22	,	,	PUNCT
easat-8328	252	23	lower	lower	ADV
easat-8328	252	24	-	-	PUNCT
easat-8328	252	25	hanging	hang	VERB
easat-8328	252	26	implementations	implementation	NOUN
easat-8328	252	27	such	such	ADJ
easat-8328	252	28	as	as	ADP
easat-8328	252	29	sponsored	sponsor	VERB
easat-8328	252	30	multi	multi	ADJ
easat-8328	252	31	-	-	ADJ
easat-8328	252	32	language	language	NOUN
easat-8328	252	33	support	support	NOUN
easat-8328	252	34	and	and	CCONJ
easat-8328	252	35	basic	basic	ADJ
easat-8328	252	36	recommenders	recommender	NOUN
easat-8328	252	37	need	need	VERB
easat-8328	252	38	to	to	PART
easat-8328	252	39	be	be	AUX
easat-8328	252	40	deployed	deploy	VERB
easat-8328	252	41	.	.	PUNCT
easat-8328	253	1	among	among	ADP
easat-8328	253	2	the	the	DET
easat-8328	253	3	most	most	ADV
easat-8328	253	4	important	important	ADJ
easat-8328	253	5	activities	activity	NOUN
easat-8328	253	6	in	in	ADP
easat-8328	253	7	the	the	DET
easat-8328	253	8	critical	critical	ADJ
easat-8328	253	9	foundation	foundation	NOUN
easat-8328	253	10	phase	phase	NOUN
easat-8328	253	11	is	be	AUX
easat-8328	253	12	the	the	DET
easat-8328	253	13	comprehensive	comprehensive	ADJ
easat-8328	253	14	technology	technology	NOUN
easat-8328	253	15	audit	audit	NOUN
easat-8328	253	16	to	to	PART
easat-8328	253	17	understand	understand	VERB
easat-8328	253	18	available	available	ADJ
easat-8328	253	19	frameworks	framework	NOUN
easat-8328	253	20	in	in	ADP
easat-8328	253	21	relation	relation	NOUN
easat-8328	253	22	to	to	ADP
easat-8328	253	23	industry	industry	NOUN
easat-8328	253	24	standards	standard	NOUN
easat-8328	253	25	,	,	PUNCT
easat-8328	253	26	setting	set	VERB
easat-8328	253	27	data	datum	NOUN
easat-8328	253	28	governance	governance	NOUN
easat-8328	253	29	policies	policy	NOUN
easat-8328	253	30	for	for	ADP
easat-8328	253	31	labelling	label	VERB
easat-8328	253	32	privacy	privacy	NOUN
easat-8328	253	33	compliances	compliance	NOUN
easat-8328	253	34	alongside	alongside	ADP
easat-8328	253	35	quality	quality	NOUN
easat-8328	253	36	controls	control	NOUN
easat-8328	253	37	,	,	PUNCT
easat-8328	253	38	and	and	CCONJ
easat-8328	253	39	implementing	implement	VERB
easat-8328	253	40	basic	basic	ADJ
easat-8328	253	41	analytics	analytic	NOUN
easat-8328	253	42	.	.	PUNCT
easat-8328	254	1	these	these	DET
easat-8328	254	2	actions	action	NOUN
easat-8328	254	3	guarantee	guarantee	VERB
easat-8328	254	4	essential	essential	ADJ
easat-8328	254	5	constructing	construct	VERB
easat-8328	254	6	elements	element	NOUN
easat-8328	254	7	of	of	ADP
easat-8328	254	8	technology	technology	NOUN
easat-8328	254	9	;	;	PUNCT
easat-8328	254	10	besides	besides	ADV
easat-8328	254	11	,	,	PUNCT
easat-8328	254	12	risk	risk	NOUN
easat-8328	254	13	coverage	coverage	NOUN
easat-8328	254	14	from	from	ADP
easat-8328	254	15	implementation	implementation	NOUN
easat-8328	254	16	is	be	AUX
easat-8328	254	17	limited	limit	VERB
easat-8328	254	18	functioning	function	VERB
easat-8328	254	19	in	in	ADP
easat-8328	254	20	selected	select	VERB
easat-8328	254	21	product	product	NOUN
easat-8328	254	22	categories	category	NOUN
easat-8328	254	23	or	or	CCONJ
easat-8328	254	24	markets	market	NOUN
easat-8328	254	25	.	.	PUNCT
easat-8328	255	1	the	the	DET
easat-8328	255	2	implementation	implementation	NOUN
easat-8328	255	3	scope	scope	NOUN
easat-8328	255	4	during	during	ADP
easat-8328	255	5	the	the	DET
easat-8328	255	6	middle	middle	ADJ
easat-8328	255	7	enhancement	enhancement	NOUN
easat-8328	255	8	phase	phase	NOUN
easat-8328	255	9	(	(	PUNCT
easat-8328	255	10	months	month	NOUN
easat-8328	255	11	7	7	NUM
easat-8328	255	12	-	-	SYM
easat-8328	255	13	16	16	NUM
easat-8328	255	14	)	)	PUNCT
easat-8328	255	15	covers	cover	VERB
easat-8328	255	16	the	the	DET
easat-8328	255	17	addition	addition	NOUN
easat-8328	255	18	of	of	ADP
easat-8328	255	19	cross	cross	ADJ
easat-8328	255	20	-	-	ADJ
easat-8328	255	21	department	department	ADJ
easat-8328	255	22	intelligent	intelligent	ADJ
easat-8328	255	23	systems	system	NOUN
easat-8328	255	24	features	feature	NOUN
easat-8328	255	25	,	,	PUNCT
easat-8328	255	26	including	include	VERB
easat-8328	255	27	development	development	NOUN
easat-8328	255	28	of	of	ADP
easat-8328	255	29	user	user	NOUN
easat-8328	255	30	profiles	profile	NOUN
easat-8328	255	31	,	,	PUNCT
easat-8328	255	32	deployment	deployment	NOUN
easat-8328	255	33	of	of	ADP
easat-8328	255	34	predictive	predictive	ADJ
easat-8328	255	35	analytics	analytic	NOUN
easat-8328	255	36	for	for	ADP
easat-8328	255	37	logistical	logistical	ADJ
easat-8328	255	38	reasoning	reasoning	NOUN
easat-8328	255	39	,	,	PUNCT
easat-8328	255	40	and	and	CCONJ
easat-8328	255	41	addition	addition	NOUN
easat-8328	255	42	of	of	ADP
easat-8328	255	43	blockchain	blockchain	PROPN
easat-8328	255	44	preliminary	preliminary	ADJ
easat-8328	255	45	verification	verification	NOUN
easat-8328	255	46	systems	system	NOUN
easat-8328	255	47	.	.	PUNCT
easat-8328	256	1	this	this	DET
easat-8328	256	2	phase	phase	NOUN
easat-8328	256	3	is	be	AUX
easat-8328	256	4	characterised	characterise	VERB
easat-8328	256	5	by	by	ADP
easat-8328	256	6	cross	cross	ADJ
easat-8328	256	7	-	-	ADJ
easat-8328	256	8	process	process	NOUN
easat-8328	256	9	integration	integration	NOUN
easat-8328	256	10	,	,	PUNCT
easat-8328	256	11	ensuring	ensure	VERB
easat-8328	256	12	the	the	DET
easat-8328	256	13	free	free	ADJ
easat-8328	256	14	flow	flow	NOUN
easat-8328	256	15	of	of	ADP
easat-8328	256	16	information	information	NOUN
easat-8328	256	17	from	from	ADP
easat-8328	256	18	previously	previously	ADV
easat-8328	256	19	isolated	isolate	VERB
easat-8328	256	20	processes	process	NOUN
easat-8328	256	21	.	.	PUNCT
easat-8328	257	1	training	training	NOUN
easat-8328	257	2	specialised	specialise	VERB
easat-8328	257	3	ai	ai	NOUN
easat-8328	257	4	models	model	NOUN
easat-8328	257	5	on	on	ADP
easat-8328	257	6	user	user	NOUN
easat-8328	257	7	engagement	engagement	NOUN
easat-8328	257	8	data	data	PROPN
easat-8328	257	9	,	,	PUNCT
easat-8328	257	10	instituting	institute	VERB
easat-8328	257	11	a	a	DET
easat-8328	257	12	/	/	SYM
easat-8328	257	13	b	b	NOUN
easat-8328	257	14	testing	testing	NOUN
easat-8328	257	15	to	to	ADP
easat-8328	257	16	benchmark	benchmark	NOUN
easat-8328	257	17	model	model	NOUN
easat-8328	257	18	performance	performance	NOUN
easat-8328	257	19	,	,	PUNCT
easat-8328	257	20	and	and	CCONJ
easat-8328	257	21	developing	develop	VERB
easat-8328	257	22	self	self	NOUN
easat-8328	257	23	-	-	PUNCT
easat-8328	257	24	improvement	improvement	NOUN
easat-8328	257	25	systems	system	NOUN
easat-8328	257	26	are	be	AUX
easat-8328	257	27	critical	critical	ADJ
easat-8328	257	28	steps	step	NOUN
easat-8328	257	29	to	to	PART
easat-8328	257	30	foster	foster	VERB
easat-8328	257	31	ongoing	ongoing	ADJ
easat-8328	257	32	improvement	improvement	NOUN
easat-8328	257	33	.	.	PUNCT
easat-8328	258	1	the	the	DET
easat-8328	258	2	controlled	control	VERB
easat-8328	258	3	overlap	overlap	NOUN
easat-8328	258	4	with	with	ADP
easat-8328	258	5	the	the	DET
easat-8328	258	6	foundational	foundational	ADJ
easat-8328	258	7	phase	phase	NOUN
easat-8328	258	8	guarantees	guarantee	NOUN
easat-8328	258	9	sustained	sustain	VERB
easat-8328	258	10	progress	progress	NOUN
easat-8328	258	11	and	and	CCONJ
easat-8328	258	12	momentum	momentum	NOUN
easat-8328	258	13	in	in	ADP
easat-8328	258	14	implementation	implementation	NOUN
easat-8328	258	15	.	.	PUNCT
easat-8328	259	1	the	the	DET
easat-8328	259	2	focus	focus	NOUN
easat-8328	259	3	of	of	ADP
easat-8328	259	4	the	the	DET
easat-8328	259	5	sophisticated	sophisticated	ADJ
easat-8328	259	6	integration	integration	NOUN
easat-8328	259	7	phase	phase	NOUN
easat-8328	259	8	(	(	PUNCT
easat-8328	259	9	months	month	NOUN
easat-8328	259	10	15	15	NUM
easat-8328	259	11	-	-	SYM
easat-8328	259	12	24	24	NUM
easat-8328	259	13	)	)	PUNCT
easat-8328	259	14	concentrates	concentrate	VERB
easat-8328	259	15	on	on	ADP
easat-8328	259	16	cross	cross	ADJ
easat-8328	259	17	-	-	ADJ
easat-8328	259	18	platform	platform	ADJ
easat-8328	259	19	data	datum	NOUN
easat-8328	259	20	interfacing	interface	VERB
easat-8328	259	21	to	to	PART
easat-8328	259	22	achieve	achieve	VERB
easat-8328	259	23	ecosystem	ecosystem	NOUN
easat-8328	259	24	-	-	PUNCT
easat-8328	259	25	level	level	NOUN
easat-8328	259	26	intelligence	intelligence	NOUN
easat-8328	259	27	,	,	PUNCT
easat-8328	259	28	synergising	synergise	VERB
easat-8328	259	29	machine	machine	NOUN
easat-8328	259	30	learning	learning	NOUN
easat-8328	259	31	advancement	advancement	NOUN
easat-8328	259	32	,	,	PUNCT
easat-8328	259	33	and	and	CCONJ
easat-8328	259	34	deploying	deploy	VERB
easat-8328	259	35	trust	trust	NOUN
easat-8328	259	36	mechanisms	mechanism	NOUN
easat-8328	259	37	.	.	PUNCT
easat-8328	260	1	there	there	PRON
easat-8328	260	2	is	be	VERB
easat-8328	260	3	increased	increase	VERB
easat-8328	260	4	emphasis	emphasis	NOUN
easat-8328	260	5	on	on	ADP
easat-8328	260	6	integrating	integrate	VERB
easat-8328	260	7	vertically	vertically	ADV
easat-8328	260	8	with	with	ADP
easat-8328	260	9	external	external	ADJ
easat-8328	260	10	partners	partner	NOUN
easat-8328	260	11	like	like	ADP
easat-8328	260	12	suppliers	supplier	NOUN
easat-8328	260	13	,	,	PUNCT
easat-8328	260	14	logistics	logistic	NOUN
easat-8328	260	15	,	,	PUNCT
easat-8328	260	16	and	and	CCONJ
easat-8328	260	17	payments	payment	NOUN
easat-8328	260	18	using	use	VERB
easat-8328	260	19	exposed	expose	VERB
easat-8328	260	20	standardised	standardised	ADJ
easat-8328	260	21	apis	apis	ADJ
easat-8328	260	22	and	and	CCONJ
easat-8328	260	23	secure	secure	VERB
easat-8328	260	24	data	datum	NOUN
easat-8328	260	25	exchange	exchange	NOUN
easat-8328	260	26	frameworks	framework	NOUN
easat-8328	260	27	.	.	PUNCT
easat-8328	261	1	during	during	ADP
easat-8328	261	2	this	this	DET
easat-8328	261	3	phase	phase	NOUN
easat-8328	261	4	,	,	PUNCT
easat-8328	261	5	deep	deep	ADJ
easat-8328	261	6	learning	learning	NOUN
easat-8328	261	7	models	model	NOUN
easat-8328	261	8	advance	advance	VERB
easat-8328	261	9	to	to	ADP
easat-8328	261	10	maturity	maturity	NOUN
easat-8328	261	11	and	and	CCONJ
easat-8328	261	12	facilitate	facilitate	VERB
easat-8328	261	13	realtime	realtime	ADJ
easat-8328	261	14	decision	decision	NOUN
easat-8328	261	15	-	-	PUNCT
easat-8328	261	16	making	make	VERB
easat-8328	261	17	optimisation	optimisation	NOUN
easat-8328	261	18	across	across	ADP
easat-8328	261	19	the	the	DET
easat-8328	261	20	entire	entire	ADJ
easat-8328	261	21	value	value	NOUN
easat-8328	261	22	chain	chain	NOUN
easat-8328	261	23	.	.	PUNCT
easat-8328	262	1	as	as	SCONJ
easat-8328	262	2	highlighted	highlight	VERB
easat-8328	262	3	in	in	ADP
easat-8328	262	4	figure	figure	NOUN
easat-8328	262	5	10	10	NUM
easat-8328	262	6	,	,	PUNCT
easat-8328	262	7	this	this	DET
easat-8328	262	8	overlapping	overlap	VERB
easat-8328	262	9	phased	phase	VERB
easat-8328	262	10	methodology	methodology	NOUN
easat-8328	262	11	captures	capture	VERB
easat-8328	262	12	the	the	DET
easat-8328	262	13	relentless	relentless	ADJ
easat-8328	262	14	value	value	NOUN
easat-8328	262	15	focus	focus	NOUN
easat-8328	262	16	approach	approach	NOUN
easat-8328	262	17	while	while	SCONJ
easat-8328	262	18	enhancing	enhance	VERB
easat-8328	262	19	iterative	iterative	NOUN
easat-8328	262	20	evaluation	evaluation	NOUN
easat-8328	262	21	and	and	CCONJ
easat-8328	262	22	adjustments	adjustment	NOUN
easat-8328	262	23	processes	process	NOUN
easat-8328	262	24	utilising	utilise	VERB
easat-8328	262	25	the	the	DET
easat-8328	262	26	established	establish	VERB
easat-8328	262	27	performance	performance	NOUN
easat-8328	262	28	evaluation	evaluation	NOUN
easat-8328	262	29	frameworks	framework	NOUN
easat-8328	262	30	.	.	PUNCT
easat-8328	263	1	2163	2163	NUM
easat-8328	263	2	edelweiss	edelweiss	PROPN
easat-8328	263	3	applied	apply	VERB
easat-8328	263	4	science	science	NOUN
easat-8328	263	5	and	and	CCONJ
easat-8328	263	6	technology	technology	NOUN
easat-8328	263	7	issn	issn	PROPN
easat-8328	263	8	:	:	PUNCT
easat-8328	263	9	2576	2576	NUM
easat-8328	263	10	-	-	SYM
easat-8328	263	11	8484	8484	NUM
easat-8328	263	12	vol	vol	NOUN
easat-8328	263	13	.	.	PROPN
easat-8328	264	1	9	9	NUM
easat-8328	264	2	,	,	PUNCT
easat-8328	264	3	no	no	INTJ
easat-8328	264	4	.	.	NOUN
easat-8328	264	5	6	6	NUM
easat-8328	264	6	:	:	PUNCT
easat-8328	264	7	2148	2148	NUM
easat-8328	264	8	-	-	SYM
easat-8328	264	9	2167	2167	NUM
easat-8328	264	10	,	,	PUNCT
easat-8328	264	11	2025	2025	NUM
easat-8328	264	12	doi	doi	NOUN
easat-8328	264	13	:	:	PUNCT
easat-8328	264	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	264	15	©	©	ADP
easat-8328	264	16	2025	2025	NUM
easat-8328	264	17	by	by	ADP
easat-8328	264	18	the	the	DET
easat-8328	264	19	authors	author	NOUN
easat-8328	264	20	;	;	PUNCT
easat-8328	265	1	licensee	licensee	PROPN
easat-8328	265	2	learning	learn	VERB
easat-8328	265	3	gate	gate	PROPN
easat-8328	265	4	figure	figure	NOUN
easat-8328	265	5	10	10	NUM
easat-8328	265	6	.	.	PUNCT
easat-8328	265	7	phased	phase	VERB
easat-8328	265	8	implementation	implementation	NOUN
easat-8328	265	9	timeline	timeline	NOUN
easat-8328	265	10	for	for	ADP
easat-8328	265	11	intelligent	intelligent	ADJ
easat-8328	265	12	enhancement	enhancement	NOUN
easat-8328	265	13	strategies	strategy	NOUN
easat-8328	265	14	.	.	PUNCT
easat-8328	266	1	6.2	6.2	NUM
easat-8328	266	2	.	.	PUNCT
easat-8328	267	1	effect	effect	NOUN
easat-8328	267	2	evaluation	evaluation	NOUN
easat-8328	267	3	system	system	NOUN
easat-8328	267	4	construction	construction	NOUN
easat-8328	267	5	developing	develop	VERB
easat-8328	267	6	a	a	DET
easat-8328	267	7	complete	complete	ADJ
easat-8328	267	8	effect	effect	NOUN
easat-8328	267	9	evaluation	evaluation	NOUN
easat-8328	267	10	system	system	NOUN
easat-8328	267	11	is	be	AUX
easat-8328	267	12	crucial	crucial	ADJ
easat-8328	267	13	for	for	ADP
easat-8328	267	14	evaluating	evaluate	VERB
easat-8328	267	15	the	the	DET
easat-8328	267	16	execution	execution	NOUN
easat-8328	267	17	effectiveness	effectiveness	NOUN
easat-8328	267	18	of	of	ADP
easat-8328	267	19	intelligent	intelligent	ADJ
easat-8328	267	20	enhancement	enhancement	NOUN
easat-8328	267	21	techniques	technique	NOUN
easat-8328	267	22	applied	apply	VERB
easat-8328	267	23	to	to	ADP
easat-8328	267	24	cross	cross	ADJ
easat-8328	267	25	-	-	ADJ
easat-8328	267	26	border	border	ADJ
easat-8328	267	27	e	e	NOUN
easat-8328	267	28	-	-	NOUN
easat-8328	267	29	commerce	commerce	NOUN
easat-8328	267	30	import	import	NOUN
easat-8328	267	31	platforms	platform	NOUN
easat-8328	267	32	.	.	PUNCT
easat-8328	268	1	to	to	ADP
easat-8328	268	2	that	that	DET
easat-8328	268	3	end	end	NOUN
easat-8328	268	4	,	,	PUNCT
easat-8328	268	5	this	this	DET
easat-8328	268	6	study	study	NOUN
easat-8328	268	7	designs	design	VERB
easat-8328	268	8	a	a	DET
easat-8328	268	9	multi	multi	ADJ
easat-8328	268	10	-	-	ADJ
easat-8328	268	11	dimensional	dimensional	ADJ
easat-8328	268	12	evaluation	evaluation	NOUN
easat-8328	268	13	framework	framework	NOUN
easat-8328	268	14	which	which	PRON
easat-8328	268	15	includes	include	VERB
easat-8328	268	16	performance	performance	NOUN
easat-8328	268	17	metrics	metric	NOUN
easat-8328	268	18	alongside	alongside	ADP
easat-8328	268	19	user	user	NOUN
easat-8328	268	20	experience	experience	NOUN
easat-8328	268	21	measures	measure	NOUN
easat-8328	268	22	.	.	PUNCT
easat-8328	269	1	the	the	DET
easat-8328	269	2	evaluation	evaluation	NOUN
easat-8328	269	3	system	system	NOUN
easat-8328	269	4	incorporates	incorporate	VERB
easat-8328	269	5	multi	multi	ADJ
easat-8328	269	6	-	-	ADJ
easat-8328	269	7	level	level	ADJ
easat-8328	269	8	evaluation	evaluation	NOUN
easat-8328	269	9	tiers	tier	NOUN
easat-8328	269	10	that	that	PRON
easat-8328	269	11	focus	focus	VERB
easat-8328	269	12	on	on	ADP
easat-8328	269	13	basic	basic	ADJ
easat-8328	269	14	technical	technical	ADJ
easat-8328	269	15	merit	merit	NOUN
easat-8328	269	16	monitoring	monitoring	NOUN
easat-8328	269	17	,	,	PUNCT
easat-8328	269	18	operational	operational	ADJ
easat-8328	269	19	efficiency	efficiency	NOUN
easat-8328	269	20	improvement	improvement	NOUN
easat-8328	269	21	stages	stage	NOUN
easat-8328	269	22	,	,	PUNCT
easat-8328	269	23	and	and	CCONJ
easat-8328	269	24	user	user	NOUN
easat-8328	269	25	satisfaction	satisfaction	NOUN
easat-8328	269	26	enhancement	enhancement	NOUN
easat-8328	269	27	levels	level	NOUN
easat-8328	269	28	.	.	PUNCT
easat-8328	270	1	specific	specific	ADJ
easat-8328	270	2	weight	weight	NOUN
easat-8328	270	3	values	value	NOUN
easat-8328	270	4	for	for	ADP
easat-8328	270	5	each	each	DET
easat-8328	270	6	metric	metric	NOUN
easat-8328	270	7	are	be	AUX
easat-8328	270	8	assigned	assign	VERB
easat-8328	270	9	based	base	VERB
easat-8328	270	10	on	on	ADP
easat-8328	270	11	ahp	ahp	NOUN
easat-8328	270	12	analysis	analysis	NOUN
easat-8328	270	13	of	of	ADP
easat-8328	270	14	expert	expert	NOUN
easat-8328	270	15	evaluations	evaluation	NOUN
easat-8328	270	16	.	.	PUNCT
easat-8328	271	1	the	the	DET
easat-8328	271	2	composite	composite	ADJ
easat-8328	271	3	evaluation	evaluation	NOUN
easat-8328	271	4	score	score	NOUN
easat-8328	271	5	can	can	AUX
easat-8328	271	6	be	be	AUX
easat-8328	271	7	found	find	VERB
easat-8328	271	8	utilising	utilise	VERB
easat-8328	271	9	the	the	DET
easat-8328	271	10	weighted	weight	VERB
easat-8328	271	11	summation	summation	NOUN
easat-8328	271	12	formula	formula	NOUN
easat-8328	271	13	:	:	PUNCT
easat-8328	272	1	1	1	NUM
easat-8328	272	2	n	n	NOUN
easat-8328	272	3	i	i	PRON
easat-8328	273	1	i	i	INTJ
easat-8328	274	1	i	i	X
easat-8328	274	2	e	e	VERB
easat-8328	275	1	w	w	NOUN
easat-8328	275	2	p	p	NOUN
easat-8328	275	3	=	=	PUNCT
easat-8328	275	4	=	=	SYM
easat-8328	275	5			PROPN
easat-8328	275	6	where	where	SCONJ
easat-8328	275	7	represents	represent	VERB
easat-8328	275	8	the	the	DET
easat-8328	275	9	comprehensive	comprehensive	ADJ
easat-8328	275	10	evaluation	evaluation	NOUN
easat-8328	275	11	score	score	NOUN
easat-8328	275	12	,	,	PUNCT
easat-8328	275	13	iw	iw	PROPN
easat-8328	275	14	represents	represent	VERB
easat-8328	275	15	the	the	DET
easat-8328	275	16	weight	weight	NOUN
easat-8328	275	17	coefficient	coefficient	NOUN
easat-8328	275	18	of	of	ADP
easat-8328	275	19	the	the	DET
easat-8328	275	20	i	i	PROPN
easat-8328	275	21	th	th	NOUN
easat-8328	275	22	evaluation	evaluation	NOUN
easat-8328	275	23	dimension	dimension	NOUN
easat-8328	275	24	,	,	PUNCT
easat-8328	275	25	and	and	CCONJ
easat-8328	275	26	ip	ip	NOUN
easat-8328	275	27	represents	represent	VERB
easat-8328	275	28	the	the	DET
easat-8328	275	29	performance	performance	NOUN
easat-8328	275	30	score	score	NOUN
easat-8328	275	31	of	of	ADP
easat-8328	275	32	the	the	DET
easat-8328	275	33	i	i	PROPN
easat-8328	275	34	th	th	X
easat-8328	275	35	dimension	dimension	NOUN
easat-8328	275	36	.	.	PUNCT
easat-8328	276	1	this	this	PRON
easat-8328	276	2	allows	allow	VERB
easat-8328	276	3	for	for	ADP
easat-8328	276	4	an	an	DET
easat-8328	276	5	implementation	implementation	NOUN
easat-8328	276	6	effectiveness	effectiveness	NOUN
easat-8328	276	7	comparison	comparison	NOUN
easat-8328	276	8	,	,	PUNCT
easat-8328	276	9	from	from	ADP
easat-8328	276	10	a	a	DET
easat-8328	276	11	mathematical	mathematical	ADJ
easat-8328	276	12	perspective	perspective	NOUN
easat-8328	276	13	,	,	PUNCT
easat-8328	276	14	across	across	ADP
easat-8328	276	15	diverse	diverse	ADJ
easat-8328	276	16	platforms	platform	NOUN
easat-8328	276	17	and	and	CCONJ
easat-8328	276	18	methods	method	NOUN
easat-8328	276	19	.	.	PUNCT
easat-8328	277	1	it	it	PRON
easat-8328	277	2	can	can	AUX
easat-8328	277	3	be	be	AUX
easat-8328	277	4	noticed	notice	VERB
easat-8328	277	5	from	from	ADP
easat-8328	277	6	table	table	NOUN
easat-8328	277	7	3	3	NUM
easat-8328	277	8	that	that	SCONJ
easat-8328	277	9	the	the	DET
easat-8328	277	10	assessment	assessment	NOUN
easat-8328	277	11	criteria	criterion	NOUN
easat-8328	277	12	range	range	VERB
easat-8328	277	13	across	across	ADP
easat-8328	277	14	multi	multi	ADJ
easat-8328	277	15	-	-	ADJ
easat-8328	277	16	faceted	faceted	ADJ
easat-8328	277	17	levels	level	NOUN
easat-8328	277	18	which	which	PRON
easat-8328	277	19	are	be	AUX
easat-8328	277	20	technological	technological	ADJ
easat-8328	277	21	,	,	PUNCT
easat-8328	277	22	operational	operational	ADJ
easat-8328	277	23	and	and	CCONJ
easat-8328	277	24	experiential	experiential	ADJ
easat-8328	277	25	,	,	PUNCT
easat-8328	277	26	together	together	ADV
easat-8328	277	27	with	with	ADP
easat-8328	277	28	appropriate	appropriate	ADJ
easat-8328	277	29	metrics	metric	NOUN
easat-8328	277	30	and	and	CCONJ
easat-8328	277	31	hierarchies	hierarchy	NOUN
easat-8328	277	32	.	.	PUNCT
easat-8328	278	1	this	this	PRON
easat-8328	278	2	facilitates	facilitate	VERB
easat-8328	278	3	the	the	DET
easat-8328	278	4	actual	actual	ADJ
easat-8328	278	5	achievement	achievement	NOUN
easat-8328	278	6	of	of	ADP
easat-8328	278	7	maximised	maximised	ADJ
easat-8328	278	8	user	user	NOUN
easat-8328	278	9	experience	experience	NOUN
easat-8328	278	10	improvements	improvement	NOUN
easat-8328	278	11	for	for	ADP
easat-8328	278	12	modernisations	modernisation	NOUN
easat-8328	278	13	,	,	PUNCT
easat-8328	278	14	besides	besides	SCONJ
easat-8328	278	15	using	use	VERB
easat-8328	278	16	,	,	PUNCT
easat-8328	278	17	together	together	ADV
easat-8328	278	18	with	with	ADP
easat-8328	278	19	the	the	DET
easat-8328	278	20	engineering	engineering	NOUN
easat-8328	278	21	measures	measure	NOUN
easat-8328	278	22	,	,	PUNCT
easat-8328	278	23	straightforward	straightforward	ADJ
easat-8328	278	24	user	user	NOUN
easat-8328	278	25	data	datum	NOUN
easat-8328	278	26	in	in	ADP
easat-8328	278	27	the	the	DET
easat-8328	278	28	tailoring	tailoring	NOUN
easat-8328	278	29	of	of	ADP
easat-8328	278	30	modernisations	modernisation	NOUN
easat-8328	278	31	to	to	PART
easat-8328	278	32	be	be	AUX
easat-8328	278	33	implemented	implement	VERB
easat-8328	278	34	.	.	PUNCT
easat-8328	279	1	e	e	X
easat-8328	279	2	2164	2164	NUM
easat-8328	279	3	edelweiss	edelweiss	PROPN
easat-8328	279	4	applied	apply	VERB
easat-8328	279	5	science	science	NOUN
easat-8328	279	6	and	and	CCONJ
easat-8328	279	7	technology	technology	NOUN
easat-8328	279	8	issn	issn	PROPN
easat-8328	279	9	:	:	PUNCT
easat-8328	279	10	2576	2576	NUM
easat-8328	279	11	-	-	SYM
easat-8328	279	12	8484	8484	NUM
easat-8328	279	13	vol	vol	NOUN
easat-8328	279	14	.	.	PROPN
easat-8328	280	1	9	9	NUM
easat-8328	280	2	,	,	PUNCT
easat-8328	280	3	no	no	INTJ
easat-8328	280	4	.	.	NOUN
easat-8328	280	5	6	6	NUM
easat-8328	280	6	:	:	PUNCT
easat-8328	280	7	2148	2148	NUM
easat-8328	280	8	-	-	SYM
easat-8328	280	9	2167	2167	NUM
easat-8328	280	10	,	,	PUNCT
easat-8328	280	11	2025	2025	NUM
easat-8328	280	12	doi	doi	NOUN
easat-8328	280	13	:	:	PUNCT
easat-8328	280	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	280	15	©	©	ADP
easat-8328	280	16	2025	2025	NUM
easat-8328	280	17	by	by	ADP
easat-8328	280	18	the	the	DET
easat-8328	280	19	authors	author	NOUN
easat-8328	280	20	;	;	PUNCT
easat-8328	281	1	licensee	licensee	PROPN
easat-8328	281	2	learning	learn	VERB
easat-8328	281	3	gate	gate	NOUN
easat-8328	281	4	table	table	NOUN
easat-8328	281	5	3	3	NUM
easat-8328	281	6	.	.	PUNCT
easat-8328	281	7	multi	multi	ADJ
easat-8328	281	8	-	-	ADJ
easat-8328	281	9	dimensional	dimensional	ADJ
easat-8328	281	10	evaluation	evaluation	NOUN
easat-8328	281	11	system	system	NOUN
easat-8328	281	12	for	for	ADP
easat-8328	281	13	intelligent	intelligent	ADJ
easat-8328	281	14	enhancement	enhancement	NOUN
easat-8328	281	15	strategies	strategy	NOUN
easat-8328	281	16	.	.	PUNCT
easat-8328	282	1	evaluation	evaluation	NOUN
easat-8328	282	2	dimension	dimension	NOUN
easat-8328	282	3	key	key	ADJ
easat-8328	282	4	performance	performance	NOUN
easat-8328	282	5	indicators	indicator	NOUN
easat-8328	282	6	weight	weight	NOUN
easat-8328	282	7	coefficient	coefficient	NOUN
easat-8328	282	8	measurement	measurement	NOUN
easat-8328	282	9	method	method	NOUN
easat-8328	282	10	benchmark	benchmark	NOUN
easat-8328	282	11	value	value	NOUN
easat-8328	282	12	technological	technological	ADJ
easat-8328	282	13	performance	performance	NOUN
easat-8328	282	14	algorithm	algorithm	NOUN
easat-8328	282	15	accuracy	accuracy	NOUN
easat-8328	282	16	rate	rate	NOUN
easat-8328	282	17	0.082	0.082	NUM
easat-8328	282	18	precision	precision	NOUN
easat-8328	282	19	/	/	SYM
easat-8328	282	20	recall	recall	NOUN
easat-8328	282	21	testing	testing	NOUN
easat-8328	282	22	>	>	PUNCT
easat-8328	282	23	92	92	NUM
easat-8328	282	24	%	%	NOUN
easat-8328	282	25	system	system	NOUN
easat-8328	282	26	response	response	NOUN
easat-8328	282	27	time	time	NOUN
easat-8328	282	28	0.075	0.075	NUM
easat-8328	282	29	real	real	ADJ
easat-8328	282	30	-	-	PUNCT
easat-8328	282	31	time	time	NOUN
easat-8328	282	32	monitoring	monitoring	NOUN
easat-8328	282	33	<	<	X
easat-8328	282	34	150ms	150ms	PROPN
easat-8328	282	35	data	data	NOUN
easat-8328	282	36	processing	processing	NOUN
easat-8328	282	37	capacity	capacity	NOUN
easat-8328	282	38	0.068	0.068	NUM
easat-8328	282	39	load	load	NOUN
easat-8328	282	40	testing	testing	NOUN
easat-8328	282	41	>	>	X
easat-8328	282	42	500tb	500tb	PROPN
easat-8328	282	43	/	/	SYM
easat-8328	282	44	day	day	NOUN
easat-8328	282	45	operational	operational	ADJ
easat-8328	282	46	efficiency	efficiency	NOUN
easat-8328	282	47	order	order	NOUN
easat-8328	282	48	fulfillment	fulfillment	NOUN
easat-8328	282	49	rate	rate	NOUN
easat-8328	282	50	0.091	0.091	NUM
easat-8328	282	51	order	order	NOUN
easat-8328	282	52	tracking	track	VERB
easat-8328	282	53	analysis	analysis	NOUN
easat-8328	282	54	>	>	X
easat-8328	282	55	98	98	NUM
easat-8328	282	56	%	%	NOUN
easat-8328	282	57	logistics	logistic	NOUN
easat-8328	282	58	delivery	delivery	NOUN
easat-8328	282	59	time	time	NOUN
easat-8328	282	60	0.087	0.087	NUM
easat-8328	282	61	supply	supply	NOUN
easat-8328	282	62	chain	chain	NOUN
easat-8328	282	63	analytics	analytic	NOUN
easat-8328	282	64	reduction	reduction	NOUN
easat-8328	282	65	>	>	NOUN
easat-8328	282	66	30	30	NUM
easat-8328	282	67	%	%	NOUN
easat-8328	282	68	customer	customer	NOUN
easat-8328	282	69	service	service	NOUN
easat-8328	282	70	efficiency	efficiency	NOUN
easat-8328	282	71	0.079	0.079	NUM
easat-8328	282	72	response	response	NOUN
easat-8328	282	73	time	time	NOUN
easat-8328	282	74	analysis	analysis	NOUN
easat-8328	282	75	<	<	X
easat-8328	282	76	4	4	NUM
easat-8328	282	77	hours	hour	NOUN
easat-8328	282	78	user	user	NOUN
easat-8328	282	79	experience	experience	NOUN
easat-8328	282	80	conversion	conversion	NOUN
easat-8328	282	81	rate	rate	NOUN
easat-8328	282	82	improvement	improvement	NOUN
easat-8328	282	83	0.112	0.112	NUM
easat-8328	282	84	a	a	DET
easat-8328	282	85	/	/	SYM
easat-8328	282	86	b	b	NOUN
easat-8328	282	87	testing	testing	NOUN
easat-8328	282	88	>	>	X
easat-8328	282	89	25	25	NUM
easat-8328	282	90	%	%	NOUN
easat-8328	282	91	increase	increase	NOUN
easat-8328	282	92	user	user	NOUN
easat-8328	282	93	satisfaction	satisfaction	NOUN
easat-8328	282	94	score	score	NOUN
easat-8328	282	95	0.126	0.126	NUM
easat-8328	282	96	nps	nps	PROPN
easat-8328	282	97	survey	survey	PROPN
easat-8328	282	98	>	>	X
easat-8328	282	99	8.5/10	8.5/10	NUM
easat-8328	282	100	repurchase	repurchase	NOUN
easat-8328	282	101	rate	rate	NOUN
easat-8328	282	102	0.118	0.118	NUM
easat-8328	282	103	customer	customer	NOUN
easat-8328	282	104	behavior	behavior	NOUN
easat-8328	282	105	analysis	analysis	NOUN
easat-8328	282	106	>	>	X
easat-8328	282	107	35	35	NUM
easat-8328	282	108	%	%	NOUN
easat-8328	282	109	increase	increase	NOUN
easat-8328	282	110	cross	cross	ADJ
easat-8328	282	111	-	-	ADJ
easat-8328	282	112	cultural	cultural	ADJ
easat-8328	282	113	adaptation	adaptation	NOUN
easat-8328	282	114	cross	cross	ADJ
easat-8328	282	115	-	-	ADJ
easat-8328	282	116	language	language	NOUN
easat-8328	282	117	accuracy	accuracy	NOUN
easat-8328	282	118	0.084	0.084	NUM
easat-8328	282	119	translation	translation	NOUN
easat-8328	282	120	accuracy	accuracy	NOUN
easat-8328	282	121	testing	testing	NOUN
easat-8328	282	122	>	>	X
easat-8328	282	123	90	90	NUM
easat-8328	282	124	%	%	NOUN
easat-8328	282	125	cultural	cultural	ADJ
easat-8328	282	126	sensitivity	sensitivity	NOUN
easat-8328	282	127	score	score	NOUN
easat-8328	282	128	0.078	0.078	NUM
easat-8328	282	129	user	user	NOUN
easat-8328	282	130	feedback	feedback	NOUN
easat-8328	282	131	analysis	analysis	NOUN
easat-8328	282	132	>	>	X
easat-8328	282	133	8.0/10	8.0/10	NUM
easat-8328	282	134	6.3	6.3	NUM
easat-8328	282	135	.	.	PUNCT
easat-8328	283	1	typical	typical	ADJ
easat-8328	283	2	case	case	NOUN
easat-8328	283	3	analysis	analysis	NOUN
easat-8328	283	4	and	and	CCONJ
easat-8328	283	5	implications	implication	NOUN
easat-8328	283	6	the	the	DET
easat-8328	283	7	results	result	NOUN
easat-8328	283	8	from	from	ADP
easat-8328	283	9	implementing	implement	VERB
easat-8328	283	10	intelligent	intelligent	ADJ
easat-8328	283	11	enhancement	enhancement	NOUN
easat-8328	283	12	strategies	strategy	NOUN
easat-8328	283	13	in	in	ADP
easat-8328	283	14	cross	cross	ADJ
easat-8328	283	15	-	-	ADJ
easat-8328	283	16	border	border	ADJ
easat-8328	283	17	e	e	PROPN
easat-8328	283	18	-	-	NOUN
easat-8328	283	19	commerce	commerce	NOUN
easat-8328	283	20	platforms	platform	NOUN
easat-8328	283	21	'	'	PART
easat-8328	283	22	imports	import	NOUN
easat-8328	283	23	dealing	deal	VERB
easat-8328	283	24	in	in	ADP
easat-8328	283	25	merchandise	merchandise	NOUN
easat-8328	283	26	in	in	ADP
easat-8328	283	27	china	china	PROPN
easat-8328	283	28	are	be	AUX
easat-8328	283	29	striking	strike	VERB
easat-8328	283	30	and	and	CCONJ
easat-8328	283	31	multi	multi	ADJ
easat-8328	283	32	-	-	ADJ
easat-8328	283	33	faceted	faceted	ADJ
easat-8328	283	34	.	.	PUNCT
easat-8328	284	1	reflection	reflection	NOUN
easat-8328	284	2	on	on	ADP
easat-8328	284	3	the	the	DET
easat-8328	284	4	“	"	PUNCT
easat-8328	284	5	global	global	ADJ
easat-8328	284	6	fashion	fashion	NOUN
easat-8328	284	7	direct	direct	ADJ
easat-8328	284	8	”	"	PUNCT
easat-8328	284	9	platform	platform	NOUN
easat-8328	284	10	transformation	transformation	NOUN
easat-8328	284	11	project	project	NOUN
easat-8328	284	12	reveals	reveal	VERB
easat-8328	284	13	powerful	powerful	ADJ
easat-8328	284	14	lessons	lesson	NOUN
easat-8328	284	15	concerning	concern	VERB
easat-8328	284	16	implementation	implementation	NOUN
easat-8328	284	17	efficacy	efficacy	NOUN
easat-8328	284	18	.	.	PUNCT
easat-8328	285	1	this	this	DET
easat-8328	285	2	platform	platform	NOUN
easat-8328	285	3	achieved	achieve	VERB
easat-8328	285	4	an	an	DET
easat-8328	285	5	effective	effective	ADJ
easat-8328	285	6	merger	merger	NOUN
easat-8328	285	7	of	of	ADP
easat-8328	285	8	an	an	DET
easat-8328	285	9	ai	ai	NOUN
easat-8328	285	10	-	-	PUNCT
easat-8328	285	11	based	base	VERB
easat-8328	285	12	personalisation	personalisation	NOUN
easat-8328	285	13	engine	engine	NOUN
easat-8328	285	14	utilising	utilise	VERB
easat-8328	285	15	blockchain	blockchain	PROPN
easat-8328	285	16	verification	verification	NOUN
easat-8328	285	17	systems	system	NOUN
easat-8328	285	18	,	,	PUNCT
easat-8328	285	19	which	which	PRON
easat-8328	285	20	resulted	result	VERB
easat-8328	285	21	in	in	ADP
easat-8328	285	22	user	user	NOUN
easat-8328	285	23	experience	experience	NOUN
easat-8328	285	24	improvements	improvement	NOUN
easat-8328	285	25	.	.	PUNCT
easat-8328	286	1	as	as	SCONJ
easat-8328	286	2	illustrated	illustrate	VERB
easat-8328	286	3	in	in	ADP
easat-8328	286	4	table	table	NOUN
easat-8328	286	5	4	4	NUM
easat-8328	286	6	,	,	PUNCT
easat-8328	286	7	core	core	NOUN
easat-8328	286	8	value	value	NOUN
easat-8328	286	9	indicators	indicator	NOUN
easat-8328	286	10	showed	show	VERB
easat-8328	286	11	significant	significant	ADJ
easat-8328	286	12	improvements	improvement	NOUN
easat-8328	286	13	in	in	ADP
easat-8328	286	14	technology	technology	NOUN
easat-8328	286	15	,	,	PUNCT
easat-8328	286	16	operation	operation	NOUN
easat-8328	286	17	,	,	PUNCT
easat-8328	286	18	and	and	CCONJ
easat-8328	286	19	experience	experience	NOUN
easat-8328	286	20	levels	level	NOUN
easat-8328	286	21	.	.	PUNCT
easat-8328	287	1	table	table	NOUN
easat-8328	287	2	4	4	NUM
easat-8328	287	3	.	.	PUNCT
easat-8328	287	4	performance	performance	NOUN
easat-8328	287	5	comparison	comparison	NOUN
easat-8328	287	6	before	before	ADV
easat-8328	287	7	and	and	CCONJ
easat-8328	287	8	after	after	ADP
easat-8328	287	9	intelligent	intelligent	ADJ
easat-8328	287	10	enhancement	enhancement	NOUN
easat-8328	287	11	implementation	implementation	NOUN
easat-8328	287	12	on	on	ADP
easat-8328	287	13	global	global	ADJ
easat-8328	287	14	fashion	fashion	NOUN
easat-8328	287	15	direct	direct	ADJ
easat-8328	287	16	platform	platform	NOUN
easat-8328	287	17	.	.	PUNCT
easat-8328	288	1	performance	performance	NOUN
easat-8328	288	2	dimension	dimension	NOUN
easat-8328	288	3	key	key	ADJ
easat-8328	288	4	indicators	indicator	NOUN
easat-8328	288	5	before	before	ADP
easat-8328	288	6	implementation	implementation	NOUN
easat-8328	288	7	after	after	ADP
easat-8328	288	8	implementation	implementation	NOUN
easat-8328	288	9	improvement	improvement	NOUN
easat-8328	288	10	rate	rate	NOUN
easat-8328	288	11	user	user	NOUN
easat-8328	288	12	experience	experience	PROPN
easat-8328	288	13	conversion	conversion	NOUN
easat-8328	288	14	rate	rate	NOUN
easat-8328	288	15	2.7	2.7	NUM
easat-8328	288	16	%	%	NOUN
easat-8328	288	17	4.8	4.8	NUM
easat-8328	288	18	%	%	NOUN
easat-8328	288	19	77.8	77.8	NUM
easat-8328	288	20	%	%	NOUN
easat-8328	288	21	customer	customer	NOUN
easat-8328	288	22	satisfaction	satisfaction	NOUN
easat-8328	288	23	6.4/10	6.4/10	PROPN
easat-8328	288	24	8.7/10	8.7/10	NUM
easat-8328	288	25	35.9	35.9	NUM
easat-8328	288	26	%	%	NOUN
easat-8328	288	27	average	average	ADJ
easat-8328	288	28	session	session	NOUN
easat-8328	288	29	duration	duration	NOUN
easat-8328	288	30	5.2	5.2	NUM
easat-8328	288	31	min	min	NOUN
easat-8328	288	32	8.9	8.9	NUM
easat-8328	288	33	min	min	NOUN
easat-8328	288	34	71.2	71.2	NUM
easat-8328	288	35	%	%	NOUN
easat-8328	288	36	operational	operational	ADJ
easat-8328	288	37	efficiency	efficiency	NOUN
easat-8328	288	38	order	order	NOUN
easat-8328	288	39	processing	processing	NOUN
easat-8328	288	40	time	time	NOUN
easat-8328	288	41	18.3	18.3	NUM
easat-8328	288	42	hours	hour	NOUN
easat-8328	288	43	6.2	6.2	NUM
easat-8328	288	44	hours	hour	NOUN
easat-8328	288	45	66.1	66.1	NUM
easat-8328	288	46	%	%	NOUN
easat-8328	288	47	logistics	logistic	NOUN
easat-8328	288	48	delivery	delivery	NOUN
easat-8328	288	49	time	time	NOUN
easat-8328	288	50	14.2	14.2	NUM
easat-8328	288	51	days	day	NOUN
easat-8328	288	52	8.1	8.1	NUM
easat-8328	288	53	days	day	NOUN
easat-8328	288	54	43.0	43.0	NUM
easat-8328	288	55	%	%	NOUN
easat-8328	288	56	return	return	NOUN
easat-8328	288	57	rate	rate	NOUN
easat-8328	288	58	12.7	12.7	NUM
easat-8328	288	59	%	%	NOUN
easat-8328	288	60	7.3	7.3	NUM
easat-8328	288	61	%	%	NOUN
easat-8328	288	62	42.5	42.5	NUM
easat-8328	288	63	%	%	NOUN
easat-8328	288	64	financial	financial	ADJ
easat-8328	288	65	performance	performance	NOUN
easat-8328	288	66	average	average	ADJ
easat-8328	288	67	order	order	NOUN
easat-8328	288	68	value	value	NOUN
easat-8328	288	69	¥	¥	SYM
easat-8328	288	70	378	378	NUM
easat-8328	288	71	¥	¥	NUM
easat-8328	288	72	542	542	NUM
easat-8328	288	73	43.4	43.4	NUM
easat-8328	288	74	%	%	NOUN
easat-8328	288	75	customer	customer	NOUN
easat-8328	288	76	lifetime	lifetime	NOUN
easat-8328	288	77	value	value	NOUN
easat-8328	288	78	¥	¥	PROPN
easat-8328	288	79	1,258	1,258	NUM
easat-8328	288	80	¥	¥	NUM
easat-8328	288	81	2,467	2,467	NUM
easat-8328	288	82	96.1	96.1	NUM
easat-8328	288	83	%	%	NOUN
easat-8328	288	84	revenue	revenue	NOUN
easat-8328	288	85	growth	growth	NOUN
easat-8328	288	86	rate	rate	NOUN
easat-8328	288	87	8.3	8.3	NUM
easat-8328	288	88	%	%	NOUN
easat-8328	288	89	23.7	23.7	NUM
easat-8328	288	90	%	%	NOUN
easat-8328	288	91	185.5	185.5	NUM
easat-8328	288	92	%	%	NOUN
easat-8328	288	93	such	such	DET
easat-8328	288	94	a	a	DET
easat-8328	288	95	system	system	NOUN
easat-8328	288	96	of	of	ADP
easat-8328	288	97	cross	cross	ADJ
easat-8328	288	98	-	-	ADJ
easat-8328	288	99	cultural	cultural	ADJ
easat-8328	288	100	semantic	semantic	ADJ
easat-8328	288	101	understanding	understanding	NOUN
easat-8328	288	102	put	put	VERB
easat-8328	288	103	on	on	ADP
easat-8328	288	104	the	the	DET
easat-8328	288	105	platform	platform	NOUN
easat-8328	288	106	alleviated	alleviate	VERB
easat-8328	288	107	the	the	DET
easat-8328	288	108	language	language	NOUN
easat-8328	288	109	barrier	barrier	NOUN
easat-8328	288	110	significantly	significantly	ADV
easat-8328	288	111	,	,	PUNCT
easat-8328	288	112	with	with	ADP
easat-8328	288	113	product	product	NOUN
easat-8328	288	114	descriptions	description	NOUN
easat-8328	288	115	in	in	ADP
easat-8328	288	116	different	different	ADJ
easat-8328	288	117	languages	language	NOUN
easat-8328	288	118	having	have	VERB
easat-8328	288	119	greater	great	ADJ
easat-8328	288	120	customer	customer	NOUN
easat-8328	288	121	engagement	engagement	NOUN
easat-8328	288	122	by	by	ADP
easat-8328	288	123	64.2	64.2	NUM
easat-8328	288	124	%	%	NOUN
easat-8328	288	125	compared	compare	VERB
easat-8328	288	126	to	to	ADP
easat-8328	288	127	those	those	PRON
easat-8328	288	128	in	in	ADP
easat-8328	288	129	a	a	DET
easat-8328	288	130	single	single	ADJ
easat-8328	288	131	language	language	NOUN
easat-8328	288	132	.	.	PUNCT
easat-8328	289	1	the	the	DET
easat-8328	289	2	smart	smart	ADJ
easat-8328	289	3	trust	trust	NOUN
easat-8328	289	4	model	model	NOUN
easat-8328	289	5	based	base	VERB
easat-8328	289	6	on	on	ADP
easat-8328	289	7	blockchain	blockchain	PROPN
easat-8328	289	8	verification	verification	PROPN
easat-8328	289	9	also	also	ADV
easat-8328	289	10	showcased	showcase	VERB
easat-8328	289	11	remarkable	remarkable	ADJ
easat-8328	289	12	results	result	NOUN
easat-8328	289	13	in	in	ADP
easat-8328	289	14	resolving	resolve	VERB
easat-8328	289	15	product	product	NOUN
easat-8328	289	16	authenticity	authenticity	NOUN
easat-8328	289	17	issues	issue	NOUN
easat-8328	289	18	.	.	PUNCT
easat-8328	290	1	as	as	SCONJ
easat-8328	290	2	illustrated	illustrate	VERB
easat-8328	290	3	in	in	ADP
easat-8328	290	4	figure	figure	NOUN
easat-8328	290	5	11	11	NUM
easat-8328	290	6	,	,	PUNCT
easat-8328	290	7	there	there	PRON
easat-8328	290	8	was	be	VERB
easat-8328	290	9	an	an	DET
easat-8328	290	10	increasing	increase	VERB
easat-8328	290	11	correlation	correlation	NOUN
easat-8328	290	12	between	between	ADP
easat-8328	290	13	a	a	DET
easat-8328	290	14	trust	trust	NOUN
easat-8328	290	15	indicator	indicator	NOUN
easat-8328	290	16	being	be	AUX
easat-8328	290	17	visible	visible	ADJ
easat-8328	290	18	and	and	CCONJ
easat-8328	290	19	the	the	DET
easat-8328	290	20	increase	increase	NOUN
easat-8328	290	21	in	in	ADP
easat-8328	290	22	conversion	conversion	NOUN
easat-8328	290	23	rate	rate	NOUN
easat-8328	290	24	across	across	ADP
easat-8328	290	25	different	different	ADJ
easat-8328	290	26	product	product	NOUN
easat-8328	290	27	categories	category	NOUN
easat-8328	290	28	.	.	PUNCT
easat-8328	291	1	2165	2165	NUM
easat-8328	291	2	edelweiss	edelweiss	PROPN
easat-8328	291	3	applied	apply	VERB
easat-8328	291	4	science	science	NOUN
easat-8328	291	5	and	and	CCONJ
easat-8328	291	6	technology	technology	NOUN
easat-8328	291	7	issn	issn	PROPN
easat-8328	291	8	:	:	PUNCT
easat-8328	291	9	2576	2576	NUM
easat-8328	291	10	-	-	SYM
easat-8328	291	11	8484	8484	NUM
easat-8328	291	12	vol	vol	NOUN
easat-8328	291	13	.	.	PROPN
easat-8328	292	1	9	9	NUM
easat-8328	292	2	,	,	PUNCT
easat-8328	292	3	no	no	INTJ
easat-8328	292	4	.	.	NOUN
easat-8328	292	5	6	6	NUM
easat-8328	292	6	:	:	PUNCT
easat-8328	292	7	2148	2148	NUM
easat-8328	292	8	-	-	SYM
easat-8328	292	9	2167	2167	NUM
easat-8328	292	10	,	,	PUNCT
easat-8328	292	11	2025	2025	NUM
easat-8328	292	12	doi	doi	NOUN
easat-8328	292	13	:	:	PUNCT
easat-8328	292	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	292	15	©	©	ADP
easat-8328	292	16	2025	2025	NUM
easat-8328	292	17	by	by	ADP
easat-8328	292	18	the	the	DET
easat-8328	292	19	authors	author	NOUN
easat-8328	292	20	;	;	PUNCT
easat-8328	292	21	licensee	licensee	PROPN
easat-8328	292	22	learning	learn	VERB
easat-8328	292	23	gate	gate	PROPN
easat-8328	292	24	figure	figure	NOUN
easat-8328	292	25	11	11	NUM
easat-8328	292	26	.	.	PUNCT
easat-8328	293	1	correlation	correlation	NOUN
easat-8328	293	2	between	between	ADP
easat-8328	293	3	trust	trust	NOUN
easat-8328	293	4	indicator	indicator	NOUN
easat-8328	293	5	visibility	visibility	NOUN
easat-8328	293	6	and	and	CCONJ
easat-8328	293	7	conversion	conversion	NOUN
easat-8328	293	8	rate	rate	NOUN
easat-8328	293	9	improvement	improvement	NOUN
easat-8328	293	10	.	.	PUNCT
easat-8328	294	1	the	the	DET
easat-8328	294	2	case	case	NOUN
easat-8328	294	3	study	study	NOUN
easat-8328	294	4	highlights	highlight	NOUN
easat-8328	294	5	,	,	PUNCT
easat-8328	294	6	most	most	ADV
easat-8328	294	7	importantly	importantly	ADV
easat-8328	294	8	,	,	PUNCT
easat-8328	294	9	the	the	DET
easat-8328	294	10	integrated	integrate	VERB
easat-8328	294	11	implementation	implementation	NOUN
easat-8328	294	12	over	over	ADP
easat-8328	294	13	isolated	isolated	ADJ
easat-8328	294	14	technological	technological	ADJ
easat-8328	294	15	deployments	deployment	NOUN
easat-8328	294	16	.	.	PUNCT
easat-8328	295	1	comprehensive	comprehensive	ADJ
easat-8328	295	2	implementations	implementation	NOUN
easat-8328	295	3	outperformed	outperform	VERB
easat-8328	295	4	disconnected	disconnected	ADJ
easat-8328	295	5	solutions	solution	NOUN
easat-8328	295	6	by	by	ADP
easat-8328	295	7	47.3	47.3	NUM
easat-8328	295	8	%	%	NOUN
easat-8328	295	9	.	.	PUNCT
easat-8328	296	1	also	also	ADV
easat-8328	296	2	,	,	PUNCT
easat-8328	296	3	feedback	feedback	NOUN
easat-8328	296	4	-	-	PUNCT
easat-8328	296	5	driven	drive	VERB
easat-8328	296	6	continuous	continuous	ADJ
easat-8328	296	7	refinement	refinement	NOUN
easat-8328	296	8	proved	prove	VERB
easat-8328	296	9	critical	critical	ADJ
easat-8328	296	10	to	to	ADP
easat-8328	296	11	success	success	NOUN
easat-8328	296	12	,	,	PUNCT
easat-8328	296	13	with	with	ADP
easat-8328	296	14	iterative	iterative	NOUN
easat-8328	296	15	platforms	platform	NOUN
easat-8328	296	16	showing	show	VERB
easat-8328	296	17	38.9	38.9	NUM
easat-8328	296	18	%	%	NOUN
easat-8328	296	19	higher	high	ADJ
easat-8328	296	20	satisfaction	satisfaction	NOUN
easat-8328	296	21	scores	score	NOUN
easat-8328	296	22	compared	compare	VERB
easat-8328	296	23	to	to	ADP
easat-8328	296	24	fixed	fix	VERB
easat-8328	296	25	deployment	deployment	NOUN
easat-8328	296	26	models	model	NOUN
easat-8328	296	27	.	.	PUNCT
easat-8328	297	1	the	the	DET
easat-8328	297	2	case	case	NOUN
easat-8328	297	3	study	study	NOUN
easat-8328	297	4	suggests	suggest	VERB
easat-8328	297	5	that	that	SCONJ
easat-8328	297	6	in	in	ADP
easat-8328	297	7	china	china	PROPN
easat-8328	297	8	’s	’s	PART
easat-8328	297	9	one	one	NUM
easat-8328	297	10	-	-	PUNCT
easat-8328	297	11	of	of	ADP
easat-8328	297	12	-	-	PUNCT
easat-8328	297	13	a	a	DET
easat-8328	297	14	-	-	PUNCT
easat-8328	297	15	kind	kind	NOUN
easat-8328	297	16	cross	cross	ADJ
easat-8328	297	17	-	-	ADJ
easat-8328	297	18	border	border	ADJ
easat-8328	297	19	e	e	PROPN
easat-8328	297	20	-	-	PROPN
easat-8328	297	21	commerce	commerce	PROPN
easat-8328	297	22	ecosystem	ecosystem	NOUN
easat-8328	297	23	,	,	PUNCT
easat-8328	297	24	technological	technological	ADJ
easat-8328	297	25	flair	flair	NOUN
easat-8328	297	26	must	must	AUX
easat-8328	297	27	be	be	AUX
easat-8328	297	28	carefully	carefully	ADV
easat-8328	297	29	moderated	moderate	VERB
easat-8328	297	30	with	with	ADP
easat-8328	297	31	user	user	NOUN
easat-8328	297	32	-	-	PUNCT
easat-8328	297	33	centric	centric	ADJ
easat-8328	297	34	design	design	NOUN
easat-8328	297	35	,	,	PUNCT
easat-8328	297	36	as	as	SCONJ
easat-8328	297	37	these	these	DET
easat-8328	297	38	factors	factor	NOUN
easat-8328	297	39	dynamically	dynamically	ADV
easat-8328	297	40	influence	influence	VERB
easat-8328	297	41	the	the	DET
easat-8328	297	42	results	result	NOUN
easat-8328	297	43	.	.	PUNCT
easat-8328	298	1	7	7	X
easat-8328	298	2	.	.	X
easat-8328	298	3	conclusion	conclusion	NOUN
easat-8328	298	4	and	and	CCONJ
easat-8328	298	5	future	future	ADJ
easat-8328	298	6	prospects	prospect	NOUN
easat-8328	298	7	in	in	ADP
easat-8328	298	8	this	this	DET
easat-8328	298	9	study	study	NOUN
easat-8328	298	10	,	,	PUNCT
easat-8328	298	11	we	we	PRON
easat-8328	298	12	analyse	analyse	VERB
easat-8328	298	13	the	the	DET
easat-8328	298	14	struggles	struggle	NOUN
easat-8328	298	15	encountered	encounter	VERB
easat-8328	298	16	by	by	ADP
easat-8328	298	17	users	user	NOUN
easat-8328	298	18	of	of	ADP
easat-8328	298	19	china	china	PROPN
easat-8328	298	20	’s	’s	PART
easat-8328	298	21	import	import	PROPN
easat-8328	298	22	cross	cross	ADJ
easat-8328	298	23	-	-	ADJ
easat-8328	298	24	border	border	ADJ
easat-8328	298	25	ecommerce	ecommerce	NOUN
easat-8328	298	26	platforms	platform	NOUN
easat-8328	298	27	and	and	CCONJ
easat-8328	298	28	propose	propose	VERB
easat-8328	298	29	suitable	suitable	ADJ
easat-8328	298	30	smart	smart	ADJ
easat-8328	298	31	technology	technology	NOUN
easat-8328	298	32	intervention	intervention	NOUN
easat-8328	298	33	options	option	NOUN
easat-8328	298	34	.	.	PUNCT
easat-8328	299	1	the	the	DET
easat-8328	299	2	research	research	NOUN
easat-8328	299	3	indicates	indicate	VERB
easat-8328	299	4	that	that	SCONJ
easat-8328	299	5	concerns	concern	NOUN
easat-8328	299	6	over	over	ADP
easat-8328	299	7	authenticity	authenticity	NOUN
easat-8328	299	8	(	(	PUNCT
easat-8328	299	9	27.3	27.3	NUM
easat-8328	299	10	%	%	NOUN
easat-8328	299	11	)	)	PUNCT
easat-8328	299	12	and	and	CCONJ
easat-8328	299	13	the	the	DET
easat-8328	299	14	efficiency	efficiency	NOUN
easat-8328	299	15	of	of	ADP
easat-8328	299	16	logistics	logistic	NOUN
easat-8328	299	17	(	(	PUNCT
easat-8328	299	18	24.5	24.5	NUM
easat-8328	299	19	%	%	NOUN
easat-8328	299	20	)	)	PUNCT
easat-8328	299	21	are	be	AUX
easat-8328	299	22	major	major	ADJ
easat-8328	299	23	user	user	NOUN
easat-8328	299	24	experience	experience	NOUN
easat-8328	299	25	pain	pain	NOUN
easat-8328	299	26	points	point	NOUN
easat-8328	299	27	,	,	PUNCT
easat-8328	299	28	and	and	CCONJ
easat-8328	299	29	,	,	PUNCT
easat-8328	299	30	at	at	ADP
easat-8328	299	31	the	the	DET
easat-8328	299	32	same	same	ADJ
easat-8328	299	33	time	time	NOUN
easat-8328	299	34	,	,	PUNCT
easat-8328	299	35	their	their	PRON
easat-8328	299	36	integrated	integrate	VERB
easat-8328	299	37	application	application	NOUN
easat-8328	299	38	towards	towards	ADP
easat-8328	299	39	intelligent	intelligent	ADJ
easat-8328	299	40	technologies	technology	NOUN
easat-8328	299	41	can	can	AUX
easat-8328	299	42	alleviate	alleviate	VERB
easat-8328	299	43	these	these	DET
easat-8328	299	44	issues	issue	NOUN
easat-8328	299	45	.	.	PUNCT
easat-8328	300	1	as	as	ADP
easat-8328	300	2	xiao	xiao	PROPN
easat-8328	300	3	and	and	CCONJ
easat-8328	300	4	zhang	zhang	PROPN
easat-8328	301	1	[	[	X
easat-8328	301	2	2	2	NUM
easat-8328	301	3	]	]	PUNCT
easat-8328	301	4	highlight	highlight	NOUN
easat-8328	301	5	,	,	PUNCT
easat-8328	301	6	the	the	DET
easat-8328	301	7	advancement	advancement	NOUN
easat-8328	301	8	of	of	ADP
easat-8328	301	9	policies	policy	NOUN
easat-8328	301	10	regarding	regard	VERB
easat-8328	301	11	crossborder	crossborder	NOUN
easat-8328	301	12	e	e	NOUN
easat-8328	301	13	-	-	NOUN
easat-8328	301	14	commerce	commerce	NOUN
easat-8328	301	15	facilitates	facilitate	VERB
easat-8328	301	16	sustainable	sustainable	ADJ
easat-8328	301	17	development	development	NOUN
easat-8328	301	18	with	with	ADP
easat-8328	301	19	the	the	DET
easat-8328	301	20	aiding	aid	VERB
easat-8328	301	21	role	role	NOUN
easat-8328	301	22	of	of	ADP
easat-8328	301	23	intelligent	intelligent	ADJ
easat-8328	301	24	technologies	technology	NOUN
easat-8328	301	25	towards	towards	ADP
easat-8328	301	26	achieving	achieve	VERB
easat-8328	301	27	this	this	DET
easat-8328	301	28	vision	vision	NOUN
easat-8328	301	29	.	.	PUNCT
easat-8328	302	1	the	the	DET
easat-8328	302	2	study	study	NOUN
easat-8328	302	3	designs	design	VERB
easat-8328	302	4	a	a	DET
easat-8328	302	5	comprehensive	comprehensive	ADJ
easat-8328	302	6	system	system	NOUN
easat-8328	302	7	strategy	strategy	NOUN
easat-8328	302	8	for	for	ADP
easat-8328	302	9	intelligent	intelligent	ADJ
easat-8328	302	10	enhancement	enhancement	NOUN
easat-8328	302	11	which	which	PRON
easat-8328	302	12	includes	include	VERB
easat-8328	302	13	optimising	optimise	VERB
easat-8328	302	14	the	the	DET
easat-8328	302	15	intelligent	intelligent	ADJ
easat-8328	302	16	search	search	NOUN
easat-8328	302	17	and	and	CCONJ
easat-8328	302	18	recommendation	recommendation	NOUN
easat-8328	302	19	system	system	NOUN
easat-8328	302	20	,	,	PUNCT
easat-8328	302	21	developing	develop	VERB
easat-8328	302	22	an	an	DET
easat-8328	302	23	intelligent	intelligent	ADJ
easat-8328	302	24	customer	customer	NOUN
easat-8328	302	25	service	service	NOUN
easat-8328	302	26	interaction	interaction	NOUN
easat-8328	302	27	system	system	NOUN
easat-8328	302	28	,	,	PUNCT
easat-8328	302	29	cross	cross	ADJ
easat-8328	302	30	-	-	ADJ
easat-8328	302	31	border	border	ADJ
easat-8328	302	32	logistics	logistic	NOUN
easat-8328	302	33	intelligence	intelligence	NOUN
easat-8328	302	34	optimisation	optimisation	NOUN
easat-8328	302	35	,	,	PUNCT
easat-8328	302	36	intelligent	intelligent	ADJ
easat-8328	302	37	risk	risk	NOUN
easat-8328	302	38	control	control	NOUN
easat-8328	302	39	and	and	CCONJ
easat-8328	302	40	trust	trust	NOUN
easat-8328	302	41	mechanism	mechanism	NOUN
easat-8328	302	42	design	design	NOUN
easat-8328	302	43	,	,	PUNCT
easat-8328	302	44	and	and	CCONJ
easat-8328	302	45	individualised	individualised	ADJ
easat-8328	302	46	user	user	NOUN
easat-8328	302	47	experience	experience	NOUN
easat-8328	302	48	tailoring	tailoring	NOUN
easat-8328	302	49	.	.	PUNCT
easat-8328	303	1	empirical	empirical	ADJ
easat-8328	303	2	analysis	analysis	NOUN
easat-8328	303	3	shows	show	VERB
easat-8328	303	4	a	a	DET
easat-8328	303	5	strong	strong	ADJ
easat-8328	303	6	positive	positive	ADJ
easat-8328	303	7	relationship	relationship	NOUN
easat-8328	303	8	between	between	ADP
easat-8328	303	9	the	the	DET
easat-8328	303	10	platform	platform	NOUN
easat-8328	303	11	's	's	PART
easat-8328	303	12	intelligence	intelligence	NOUN
easat-8328	303	13	level	level	NOUN
easat-8328	303	14	and	and	CCONJ
easat-8328	303	15	user	user	NOUN
easat-8328	303	16	satisfaction	satisfaction	NOUN
easat-8328	303	17	(	(	PUNCT
easat-8328	303	18	r=0.79	r=0.79	PROPN
easat-8328	303	19	,	,	PUNCT
easat-8328	303	20	p<0.01	p<0.01	PROPN
easat-8328	303	21	)	)	PUNCT
easat-8328	303	22	,	,	PUNCT
easat-8328	303	23	corroborating	corroborate	VERB
easat-8328	303	24	the	the	DET
easat-8328	303	25	findings	finding	NOUN
easat-8328	303	26	by	by	ADP
easat-8328	303	27	li	li	PROPN
easat-8328	303	28	,	,	PUNCT
easat-8328	303	29	et	et	PROPN
easat-8328	303	30	al	al	PROPN
easat-8328	303	31	.	.	PUNCT
easat-8328	304	1	[	[	X
easat-8328	304	2	5	5	NUM
easat-8328	304	3	]	]	PUNCT
easat-8328	304	4	on	on	ADP
easat-8328	304	5	the	the	DET
easat-8328	304	6	integration	integration	NOUN
easat-8328	304	7	of	of	ADP
easat-8328	304	8	artificial	artificial	ADJ
easat-8328	304	9	intelligence	intelligence	NOUN
easat-8328	304	10	into	into	ADP
easat-8328	304	11	cross	cross	ADJ
easat-8328	304	12	-	-	ADJ
easat-8328	304	13	border	border	ADJ
easat-8328	304	14	e	e	PROPN
easat-8328	304	15	-	-	NOUN
easat-8328	304	16	commerce	commerce	NOUN
easat-8328	304	17	systems	system	NOUN
easat-8328	304	18	.	.	PUNCT
easat-8328	305	1	typical	typical	ADJ
easat-8328	305	2	case	case	NOUN
easat-8328	305	3	analysis	analysis	NOUN
easat-8328	305	4	evidences	evidence	VERB
easat-8328	305	5	that	that	SCONJ
easat-8328	305	6	the	the	DET
easat-8328	305	7	comprehensive	comprehensive	ADJ
easat-8328	305	8	application	application	NOUN
easat-8328	305	9	of	of	ADP
easat-8328	305	10	intelligent	intelligent	ADJ
easat-8328	305	11	technologies	technology	NOUN
easat-8328	305	12	is	be	AUX
easat-8328	305	13	fundamentally	fundamentally	ADV
easat-8328	305	14	beneficial	beneficial	ADJ
easat-8328	305	15	in	in	ADP
easat-8328	305	16	enhancing	enhance	VERB
easat-8328	305	17	the	the	DET
easat-8328	305	18	user	user	NOUN
easat-8328	305	19	's	's	PART
easat-8328	305	20	experience	experience	NOUN
easat-8328	305	21	,	,	PUNCT
easat-8328	305	22	reporting	report	VERB
easat-8328	305	23	an	an	DET
easat-8328	305	24	increase	increase	NOUN
easat-8328	305	25	in	in	ADP
easat-8328	305	26	average	average	ADJ
easat-8328	305	27	conversion	conversion	NOUN
easat-8328	305	28	rates	rate	NOUN
easat-8328	305	29	of	of	ADP
easat-8328	305	30	77.8	77.8	NUM
easat-8328	305	31	%	%	NOUN
easat-8328	305	32	and	and	CCONJ
easat-8328	305	33	a	a	DET
easat-8328	305	34	35.9	35.9	NUM
easat-8328	305	35	%	%	NOUN
easat-8328	305	36	improvement	improvement	NOUN
easat-8328	305	37	in	in	ADP
easat-8328	305	38	customer	customer	NOUN
easat-8328	305	39	satisfaction	satisfaction	NOUN
easat-8328	305	40	.	.	PUNCT
easat-8328	306	1	this	this	PRON
easat-8328	306	2	aligns	align	VERB
easat-8328	306	3	with	with	ADP
easat-8328	306	4	the	the	DET
easat-8328	306	5	study	study	NOUN
easat-8328	306	6	conducted	conduct	VERB
easat-8328	306	7	by	by	ADP
easat-8328	306	8	yang	yang	PROPN
easat-8328	306	9	,	,	PUNCT
easat-8328	306	10	et	et	PROPN
easat-8328	306	11	al	al	PROPN
easat-8328	306	12	.	.	PUNCT
easat-8328	307	1	[	[	X
easat-8328	307	2	18	18	NUM
easat-8328	307	3	]	]	PUNCT
easat-8328	307	4	on	on	ADP
easat-8328	307	5	the	the	DET
easat-8328	307	6	influence	influence	NOUN
easat-8328	307	7	digital	digital	ADJ
easat-8328	307	8	transformation	transformation	NOUN
easat-8328	307	9	capabilities	capability	NOUN
easat-8328	307	10	have	have	VERB
easat-8328	307	11	on	on	ADP
easat-8328	307	12	enterprise	enterprise	NOUN
easat-8328	307	13	performance	performance	NOUN
easat-8328	307	14	..	..	PUNCT
easat-8328	307	15	primarily	primarily	ADV
easat-8328	307	16	,	,	PUNCT
easat-8328	307	17	future	future	ADJ
easat-8328	307	18	research	research	NOUN
easat-8328	307	19	opportunities	opportunity	NOUN
easat-8328	307	20	are	be	AUX
easat-8328	307	21	directed	direct	VERB
easat-8328	307	22	toward	toward	ADP
easat-8328	307	23	the	the	DET
easat-8328	307	24	following	following	NOUN
easat-8328	307	25	:	:	PUNCT
easat-8328	307	26	firstly	firstly	ADV
easat-8328	307	27	,	,	PUNCT
easat-8328	307	28	analysing	analyse	VERB
easat-8328	307	29	the	the	DET
easat-8328	307	30	possible	possible	ADJ
easat-8328	307	31	uses	use	NOUN
easat-8328	307	32	of	of	ADP
easat-8328	307	33	large	large	ADJ
easat-8328	307	34	language	language	NOUN
easat-8328	307	35	models	model	NOUN
easat-8328	307	36	in	in	ADP
easat-8328	307	37	cross	cross	ADJ
easat-8328	307	38	-	-	ADJ
easat-8328	307	39	border	border	ADJ
easat-8328	307	40	interactions	interaction	NOUN
easat-8328	307	41	,	,	PUNCT
easat-8328	307	42	especially	especially	ADV
easat-8328	307	43	in	in	ADP
easat-8328	307	44	cross	cross	ADJ
easat-8328	307	45	-	-	ADJ
easat-8328	307	46	cultural	cultural	ADJ
easat-8328	307	47	2166	2166	NUM
easat-8328	307	48	edelweiss	edelweiss	PROPN
easat-8328	307	49	applied	apply	VERB
easat-8328	307	50	science	science	NOUN
easat-8328	307	51	and	and	CCONJ
easat-8328	307	52	technology	technology	NOUN
easat-8328	307	53	issn	issn	PROPN
easat-8328	307	54	:	:	PUNCT
easat-8328	307	55	2576	2576	NUM
easat-8328	307	56	-	-	SYM
easat-8328	307	57	8484	8484	NUM
easat-8328	307	58	vol	vol	NOUN
easat-8328	307	59	.	.	PROPN
easat-8328	308	1	9	9	NUM
easat-8328	308	2	,	,	PUNCT
easat-8328	308	3	no	no	INTJ
easat-8328	308	4	.	.	NOUN
easat-8328	308	5	6	6	NUM
easat-8328	308	6	:	:	PUNCT
easat-8328	308	7	2148	2148	NUM
easat-8328	308	8	-	-	SYM
easat-8328	308	9	2167	2167	NUM
easat-8328	308	10	,	,	PUNCT
easat-8328	308	11	2025	2025	NUM
easat-8328	308	12	doi	doi	NOUN
easat-8328	308	13	:	:	PUNCT
easat-8328	308	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	308	15	©	©	ADP
easat-8328	308	16	2025	2025	NUM
easat-8328	308	17	by	by	ADP
easat-8328	308	18	the	the	DET
easat-8328	308	19	authors	author	NOUN
easat-8328	308	20	;	;	PUNCT
easat-8328	308	21	licensee	licensee	PROPN
easat-8328	308	22	learning	learn	VERB
easat-8328	308	23	gate	gate	NOUN
easat-8328	308	24	understanding	understanding	NOUN
easat-8328	308	25	and	and	CCONJ
easat-8328	308	26	content	content	NOUN
easat-8328	308	27	localisation	localisation	NOUN
easat-8328	308	28	,	,	PUNCT
easat-8328	308	29	is	be	AUX
easat-8328	308	30	one	one	NUM
easat-8328	308	31	focus	focus	NOUN
easat-8328	308	32	;	;	PUNCT
easat-8328	308	33	secondly	secondly	ADV
easat-8328	308	34	,	,	PUNCT
easat-8328	308	35	applying	apply	VERB
easat-8328	308	36	he	he	PRON
easat-8328	308	37	[	[	X
easat-8328	308	38	19	19	NUM
easat-8328	308	39	]	]	X
easat-8328	308	40	sustainable	sustainable	ADJ
easat-8328	308	41	development	development	NOUN
easat-8328	308	42	arguments	argument	NOUN
easat-8328	308	43	concerning	concern	VERB
easat-8328	308	44	the	the	DET
easat-8328	308	45	use	use	NOUN
easat-8328	308	46	of	of	ADP
easat-8328	308	47	blockchain	blockchain	PROPN
easat-8328	308	48	technology	technology	PROPN
easat-8328	308	49	for	for	ADP
easat-8328	308	50	global	global	ADJ
easat-8328	308	51	trust	trust	NOUN
easat-8328	308	52	systems	system	NOUN
easat-8328	308	53	deepens	deepen	VERB
easat-8328	308	54	the	the	DET
easat-8328	308	55	perspective	perspective	NOUN
easat-8328	308	56	on	on	ADP
easat-8328	308	57	developing	develop	VERB
easat-8328	308	58	global	global	ADJ
easat-8328	308	59	trust	trust	NOUN
easat-8328	308	60	systems	system	NOUN
easat-8328	308	61	;	;	PUNCT
easat-8328	308	62	thirdly	thirdly	ADV
easat-8328	308	63	,	,	PUNCT
easat-8328	308	64	applying	apply	VERB
easat-8328	308	65	digital	digital	ADJ
easat-8328	308	66	twin	twin	ADJ
easat-8328	308	67	technology	technology	NOUN
easat-8328	308	68	in	in	ADP
easat-8328	308	69	crossborder	crossborder	NOUN
easat-8328	308	70	supply	supply	NOUN
easat-8328	308	71	chain	chain	NOUN
easat-8328	308	72	management	management	NOUN
easat-8328	308	73	to	to	PART
easat-8328	308	74	improve	improve	VERB
easat-8328	308	75	logistics	logistic	NOUN
easat-8328	308	76	visualisation	visualisation	NOUN
easat-8328	308	77	and	and	CCONJ
easat-8328	308	78	efficiency	efficiency	NOUN
easat-8328	308	79	is	be	AUX
easat-8328	308	80	another	another	DET
easat-8328	308	81	focus	focus	NOUN
easat-8328	308	82	;	;	PUNCT
easat-8328	308	83	lastly	lastly	ADV
easat-8328	308	84	,	,	PUNCT
easat-8328	308	85	exploring	explore	VERB
easat-8328	308	86	edge	edge	NOUN
easat-8328	308	87	computing	computing	NOUN
easat-8328	308	88	applications	application	NOUN
easat-8328	308	89	in	in	ADP
easat-8328	308	90	solving	solve	VERB
easat-8328	308	91	network	network	NOUN
easat-8328	308	92	latency	latency	NOUN
easat-8328	308	93	problems	problem	NOUN
easat-8328	308	94	in	in	ADP
easat-8328	308	95	cross	cross	ADJ
easat-8328	308	96	-	-	ADJ
easat-8328	308	97	border	border	ADJ
easat-8328	308	98	ecommerce	ecommerce	NOUN
easat-8328	308	99	services	service	NOUN
easat-8328	308	100	for	for	ADP
easat-8328	308	101	globalised	globalised	ADJ
easat-8328	308	102	services	service	NOUN
easat-8328	308	103	addresses	address	NOUN
easat-8328	308	104	network	network	NOUN
easat-8328	308	105	delay	delay	NOUN
easat-8328	308	106	issues	issue	NOUN
easat-8328	308	107	.	.	PUNCT
easat-8328	309	1	in	in	ADP
easat-8328	309	2	china	china	PROPN
easat-8328	309	3	,	,	PUNCT
easat-8328	309	4	the	the	DET
easat-8328	309	5	intelligent	intelligent	ADJ
easat-8328	309	6	evolution	evolution	NOUN
easat-8328	309	7	of	of	ADP
easat-8328	309	8	import	import	NOUN
easat-8328	309	9	cross	cross	ADJ
easat-8328	309	10	-	-	ADJ
easat-8328	309	11	border	border	ADJ
easat-8328	309	12	e	e	NOUN
easat-8328	309	13	-	-	NOUN
easat-8328	309	14	commerce	commerce	NOUN
easat-8328	309	15	platforms	platform	NOUN
easat-8328	309	16	will	will	AUX
easat-8328	309	17	increasingly	increasingly	ADV
easat-8328	309	18	prioritise	prioritise	VERB
easat-8328	309	19	technological	technological	ADJ
easat-8328	309	20	user	user	NOUN
easat-8328	309	21	experience	experience	NOUN
easat-8328	309	22	integration	integration	NOUN
easat-8328	309	23	for	for	ADP
easat-8328	309	24	sustainable	sustainable	ADJ
easat-8328	309	25	and	and	CCONJ
easat-8328	309	26	competitive	competitive	ADJ
easat-8328	309	27	advantages	advantage	NOUN
easat-8328	309	28	globally	globally	ADV
easat-8328	309	29	.	.	PUNCT
easat-8328	310	1	transparency	transparency	NOUN
easat-8328	310	2	:	:	PUNCT
easat-8328	310	3	the	the	DET
easat-8328	310	4	authors	author	NOUN
easat-8328	310	5	confirm	confirm	VERB
easat-8328	310	6	that	that	SCONJ
easat-8328	310	7	the	the	DET
easat-8328	310	8	manuscript	manuscript	NOUN
easat-8328	310	9	is	be	AUX
easat-8328	310	10	an	an	DET
easat-8328	310	11	honest	honest	ADJ
easat-8328	310	12	,	,	PUNCT
easat-8328	310	13	accurate	accurate	ADJ
easat-8328	310	14	,	,	PUNCT
easat-8328	310	15	and	and	CCONJ
easat-8328	310	16	transparent	transparent	ADJ
easat-8328	310	17	account	account	NOUN
easat-8328	310	18	of	of	ADP
easat-8328	310	19	the	the	DET
easat-8328	310	20	study	study	NOUN
easat-8328	310	21	;	;	PUNCT
easat-8328	310	22	that	that	SCONJ
easat-8328	310	23	no	no	DET
easat-8328	310	24	vital	vital	ADJ
easat-8328	310	25	features	feature	NOUN
easat-8328	310	26	of	of	ADP
easat-8328	310	27	the	the	DET
easat-8328	310	28	study	study	NOUN
easat-8328	310	29	have	have	AUX
easat-8328	310	30	been	be	AUX
easat-8328	310	31	omitted	omit	VERB
easat-8328	310	32	;	;	PUNCT
easat-8328	310	33	and	and	CCONJ
easat-8328	310	34	that	that	SCONJ
easat-8328	310	35	any	any	DET
easat-8328	310	36	discrepancies	discrepancy	NOUN
easat-8328	310	37	from	from	ADP
easat-8328	310	38	the	the	DET
easat-8328	310	39	study	study	NOUN
easat-8328	310	40	as	as	SCONJ
easat-8328	310	41	planned	plan	VERB
easat-8328	310	42	have	have	AUX
easat-8328	310	43	been	be	AUX
easat-8328	310	44	explained	explain	VERB
easat-8328	310	45	.	.	PUNCT
easat-8328	311	1	this	this	DET
easat-8328	311	2	study	study	NOUN
easat-8328	311	3	followed	follow	VERB
easat-8328	311	4	all	all	DET
easat-8328	311	5	ethical	ethical	ADJ
easat-8328	311	6	practices	practice	NOUN
easat-8328	311	7	during	during	ADP
easat-8328	311	8	writing	writing	NOUN
easat-8328	311	9	.	.	PUNCT
easat-8328	312	1	copyright	copyright	NOUN
easat-8328	312	2	:	:	PUNCT
easat-8328	312	3	©	©	PROPN
easat-8328	312	4	2025	2025	NUM
easat-8328	312	5	by	by	ADP
easat-8328	312	6	the	the	DET
easat-8328	312	7	authors	author	NOUN
easat-8328	312	8	.	.	PUNCT
easat-8328	313	1	this	this	DET
easat-8328	313	2	open	open	ADJ
easat-8328	313	3	-	-	PUNCT
easat-8328	313	4	access	access	NOUN
easat-8328	313	5	article	article	NOUN
easat-8328	313	6	is	be	AUX
easat-8328	313	7	distributed	distribute	VERB
easat-8328	313	8	under	under	ADP
easat-8328	313	9	the	the	DET
easat-8328	313	10	terms	term	NOUN
easat-8328	313	11	and	and	CCONJ
easat-8328	313	12	conditions	condition	NOUN
easat-8328	313	13	of	of	ADP
easat-8328	313	14	the	the	DET
easat-8328	313	15	creative	creative	ADJ
easat-8328	313	16	commons	common	NOUN
easat-8328	313	17	attribution	attribution	NOUN
easat-8328	313	18	(	(	PUNCT
easat-8328	313	19	cc	cc	NOUN
easat-8328	313	20	by	by	ADP
easat-8328	313	21	)	)	PUNCT
easat-8328	313	22	license	license	NOUN
easat-8328	313	23	(	(	PUNCT
easat-8328	313	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8328	313	25	)	)	PUNCT
easat-8328	313	26	.	.	PUNCT
easat-8328	314	1	references	reference	NOUN
easat-8328	314	2	[	[	X
easat-8328	314	3	1	1	NUM
easat-8328	314	4	]	]	PUNCT
easat-8328	314	5	q.	q.	PROPN
easat-8328	314	6	chen	chen	PROPN
easat-8328	314	7	and	and	CCONJ
easat-8328	314	8	l.	l.	PROPN
easat-8328	314	9	kong	kong	PROPN
easat-8328	314	10	,	,	PUNCT
easat-8328	314	11	"	"	PUNCT
easat-8328	314	12	the	the	DET
easat-8328	314	13	development	development	NOUN
easat-8328	314	14	evolution	evolution	NOUN
easat-8328	314	15	and	and	CCONJ
easat-8328	314	16	prospect	prospect	NOUN
easat-8328	314	17	of	of	ADP
easat-8328	314	18	china	china	PROPN
easat-8328	314	19	’s	’s	PART
easat-8328	314	20	cross	cross	ADJ
easat-8328	314	21	-	-	ADJ
easat-8328	314	22	border	border	ADJ
easat-8328	314	23	e	e	PROPN
easat-8328	314	24	-	-	NOUN
easat-8328	314	25	commerce	commerce	ADJ
easat-8328	314	26	new	new	ADJ
easat-8328	314	27	business	business	NOUN
easat-8328	314	28	forms	form	NOUN
easat-8328	314	29	in	in	ADP
easat-8328	314	30	the	the	DET
easat-8328	314	31	new	new	ADJ
easat-8328	314	32	era	era	NOUN
easat-8328	314	33	,	,	PUNCT
easat-8328	314	34	"	"	PUNCT
easat-8328	314	35	reform	reform	NOUN
easat-8328	314	36	and	and	CCONJ
easat-8328	314	37	strategy	strategy	NOUN
easat-8328	314	38	,	,	PUNCT
easat-8328	314	39	vol	vol	NOUN
easat-8328	314	40	.	.	PROPN
easat-8328	314	41	39	39	NUM
easat-8328	314	42	,	,	PUNCT
easat-8328	314	43	no	no	INTJ
easat-8328	314	44	.	.	NOUN
easat-8328	314	45	6	6	NUM
easat-8328	314	46	,	,	PUNCT
easat-8328	314	47	pp	pp	ADJ
easat-8328	314	48	.	.	PUNCT
easat-8328	315	1	79–90	79–90	NUM
easat-8328	315	2	,	,	PUNCT
easat-8328	315	3	2023	2023	NUM
easat-8328	315	4	.	.	PUNCT
easat-8328	316	1	[	[	X
easat-8328	316	2	2	2	X
easat-8328	316	3	]	]	PUNCT
easat-8328	316	4	l.	l.	PROPN
easat-8328	316	5	xiao	xiao	PROPN
easat-8328	316	6	and	and	CCONJ
easat-8328	316	7	y.	y.	PROPN
easat-8328	316	8	zhang	zhang	PROPN
easat-8328	316	9	,	,	PUNCT
easat-8328	316	10	"	"	PUNCT
easat-8328	316	11	an	an	DET
easat-8328	316	12	analysis	analysis	NOUN
easat-8328	316	13	on	on	ADP
easat-8328	316	14	the	the	DET
easat-8328	316	15	policy	policy	NOUN
easat-8328	316	16	evolution	evolution	NOUN
easat-8328	316	17	of	of	ADP
easat-8328	316	18	cross	cross	ADJ
easat-8328	316	19	-	-	ADJ
easat-8328	316	20	border	border	ADJ
easat-8328	316	21	ecommerce	ecommerce	NOUN
easat-8328	316	22	industry	industry	NOUN
easat-8328	316	23	in	in	ADP
easat-8328	316	24	china	china	PROPN
easat-8328	316	25	from	from	ADP
easat-8328	316	26	the	the	DET
easat-8328	316	27	perspective	perspective	NOUN
easat-8328	316	28	of	of	ADP
easat-8328	316	29	sustainability	sustainability	NOUN
easat-8328	316	30	,	,	PUNCT
easat-8328	316	31	"	"	PUNCT
easat-8328	316	32	electronic	electronic	ADJ
easat-8328	316	33	commerce	commerce	NOUN
easat-8328	316	34	research	research	NOUN
easat-8328	316	35	,	,	PUNCT
easat-8328	316	36	vol	vol	NOUN
easat-8328	316	37	.	.	PROPN
easat-8328	316	38	22	22	NUM
easat-8328	316	39	,	,	PUNCT
easat-8328	316	40	no	no	INTJ
easat-8328	316	41	.	.	NOUN
easat-8328	316	42	3	3	NUM
easat-8328	316	43	,	,	PUNCT
easat-8328	316	44	pp	pp	ADJ
easat-8328	316	45	.	.	PUNCT
easat-8328	317	1	875	875	NUM
easat-8328	317	2	-	-	SYM
easat-8328	317	3	899	899	NUM
easat-8328	317	4	,	,	PUNCT
easat-8328	317	5	2022	2022	NUM
easat-8328	317	6	.	.	PUNCT
easat-8328	318	1	https://doi.org/10.1007/s10660-020-09427-y	https://doi.org/10.1007/s10660-020-09427-y	PROPN
easat-8328	319	1	[	[	X
easat-8328	319	2	3	3	X
easat-8328	319	3	]	]	X
easat-8328	319	4	e.	e.	PROPN
easat-8328	319	5	baek	baek	PROPN
easat-8328	319	6	,	,	PUNCT
easat-8328	319	7	h.	h.	PROPN
easat-8328	319	8	k.	k.	PROPN
easat-8328	319	9	lee	lee	PROPN
easat-8328	319	10	,	,	PUNCT
easat-8328	319	11	and	and	CCONJ
easat-8328	319	12	h.	h.	PROPN
easat-8328	319	13	j.	j.	PROPN
easat-8328	319	14	choo	choo	PROPN
easat-8328	319	15	,	,	PUNCT
easat-8328	319	16	"	"	PUNCT
easat-8328	319	17	cross	cross	ADJ
easat-8328	319	18	-	-	ADJ
easat-8328	319	19	border	border	ADJ
easat-8328	319	20	online	online	ADJ
easat-8328	319	21	shopping	shopping	NOUN
easat-8328	319	22	experiences	experience	NOUN
easat-8328	319	23	of	of	ADP
easat-8328	319	24	chinese	chinese	ADJ
easat-8328	319	25	shoppers	shopper	NOUN
easat-8328	319	26	,	,	PUNCT
easat-8328	319	27	"	"	PUNCT
easat-8328	319	28	asia	asia	PROPN
easat-8328	319	29	pacific	pacific	PROPN
easat-8328	319	30	journal	journal	PROPN
easat-8328	319	31	of	of	ADP
easat-8328	319	32	marketing	marketing	NOUN
easat-8328	319	33	and	and	CCONJ
easat-8328	319	34	logistics	logistic	NOUN
easat-8328	319	35	,	,	PUNCT
easat-8328	319	36	vol	vol	NOUN
easat-8328	319	37	.	.	PROPN
easat-8328	319	38	32	32	NUM
easat-8328	319	39	,	,	PUNCT
easat-8328	319	40	no	no	INTJ
easat-8328	319	41	.	.	NOUN
easat-8328	319	42	2	2	NUM
easat-8328	319	43	,	,	PUNCT
easat-8328	319	44	pp	pp	ADJ
easat-8328	319	45	.	.	PUNCT
easat-8328	320	1	366	366	NUM
easat-8328	320	2	-	-	SYM
easat-8328	320	3	385	385	NUM
easat-8328	320	4	,	,	PUNCT
easat-8328	320	5	2020	2020	NUM
easat-8328	320	6	.	.	PUNCT
easat-8328	321	1	https://doi.org/10.1108/apjml-03-2018-0117	https://doi.org/10.1108/apjml-03-2018-0117	NOUN
easat-8328	322	1	[	[	X
easat-8328	322	2	4	4	X
easat-8328	322	3	]	]	PUNCT
easat-8328	322	4	h.	h.	NOUN
easat-8328	322	5	taherdoost	taherdoost	PROPN
easat-8328	322	6	and	and	CCONJ
easat-8328	322	7	m.	m.	NOUN
easat-8328	322	8	madanchian	madanchian	NOUN
easat-8328	322	9	,	,	PUNCT
easat-8328	322	10	"	"	PUNCT
easat-8328	322	11	empirical	empirical	ADJ
easat-8328	322	12	modeling	modeling	NOUN
easat-8328	322	13	of	of	ADP
easat-8328	322	14	customer	customer	NOUN
easat-8328	322	15	satisfaction	satisfaction	NOUN
easat-8328	322	16	for	for	ADP
easat-8328	322	17	e	e	NOUN
easat-8328	322	18	-	-	NOUN
easat-8328	322	19	services	service	NOUN
easat-8328	322	20	in	in	ADP
easat-8328	322	21	cross	cross	ADJ
easat-8328	322	22	-	-	ADJ
easat-8328	322	23	border	border	ADJ
easat-8328	322	24	ecommerce	ecommerce	NOUN
easat-8328	322	25	,	,	PUNCT
easat-8328	322	26	"	"	PUNCT
easat-8328	322	27	electronics	electronic	NOUN
easat-8328	322	28	,	,	PUNCT
easat-8328	322	29	vol	vol	NOUN
easat-8328	322	30	.	.	PROPN
easat-8328	323	1	10	10	NUM
easat-8328	323	2	,	,	PUNCT
easat-8328	323	3	no	no	INTJ
easat-8328	323	4	.	.	NOUN
easat-8328	323	5	13	13	NUM
easat-8328	323	6	,	,	PUNCT
easat-8328	323	7	p.	p.	NOUN
easat-8328	323	8	1547	1547	NUM
easat-8328	323	9	,	,	PUNCT
easat-8328	323	10	2021	2021	NUM
easat-8328	323	11	.	.	PUNCT
easat-8328	324	1	[	[	X
easat-8328	324	2	5	5	NUM
easat-8328	324	3	]	]	PUNCT
easat-8328	324	4	l.	l.	PROPN
easat-8328	324	5	li	li	PROPN
easat-8328	324	6	,	,	PUNCT
easat-8328	324	7	y.	y.	PROPN
easat-8328	324	8	wang	wang	PROPN
easat-8328	324	9	,	,	PUNCT
easat-8328	324	10	and	and	CCONJ
easat-8328	324	11	y.	y.	PROPN
easat-8328	324	12	zhang	zhang	PROPN
easat-8328	324	13	,	,	PUNCT
easat-8328	324	14	"	"	PUNCT
easat-8328	324	15	analysis	analysis	NOUN
easat-8328	324	16	on	on	ADP
easat-8328	324	17	the	the	DET
easat-8328	324	18	application	application	NOUN
easat-8328	324	19	of	of	ADP
easat-8328	324	20	artificial	artificial	ADJ
easat-8328	324	21	intelligence	intelligence	NOUN
easat-8328	324	22	in	in	ADP
easat-8328	324	23	cross	cross	ADJ
easat-8328	324	24	-	-	ADJ
easat-8328	324	25	border	border	ADJ
easat-8328	324	26	e	e	NOUN
easat-8328	324	27	-	-	NOUN
easat-8328	324	28	commerce	commerce	NOUN
easat-8328	324	29	,	,	PUNCT
easat-8328	324	30	"	"	PUNCT
easat-8328	324	31	in	in	ADP
easat-8328	324	32	6th	6th	ADJ
easat-8328	324	33	annual	annual	ADJ
easat-8328	324	34	international	international	ADJ
easat-8328	324	35	conference	conference	NOUN
easat-8328	324	36	on	on	ADP
easat-8328	324	37	social	social	ADJ
easat-8328	324	38	science	science	NOUN
easat-8328	324	39	and	and	CCONJ
easat-8328	324	40	contemporary	contemporary	ADJ
easat-8328	324	41	humanity	humanity	NOUN
easat-8328	324	42	development	development	NOUN
easat-8328	324	43	(	(	PUNCT
easat-8328	324	44	sschd	sschd	NOUN
easat-8328	324	45	2020	2020	NUM
easat-8328	324	46	)	)	PUNCT
easat-8328	324	47	,	,	PUNCT
easat-8328	324	48	2021	2021	NUM
easat-8328	324	49	:	:	PUNCT
easat-8328	324	50	atlantis	atlantis	PROPN
easat-8328	324	51	press	press	PROPN
easat-8328	324	52	,	,	PUNCT
easat-8328	324	53	pp	pp	ADJ
easat-8328	324	54	.	.	PUNCT
easat-8328	325	1	667	667	NUM
easat-8328	325	2	-	-	SYM
easat-8328	325	3	670	670	NUM
easat-8328	325	4	.	.	PUNCT
easat-8328	326	1	[	[	X
easat-8328	326	2	6	6	NUM
easat-8328	326	3	]	]	PUNCT
easat-8328	326	4	r.	r.	PROPN
easat-8328	326	5	fedorko	fedorko	PROPN
easat-8328	326	6	,	,	PUNCT
easat-8328	326	7	š	š	PROPN
easat-8328	326	8	.	.	PUNCT
easat-8328	326	9	kráľ	kráľ	PROPN
easat-8328	326	10	,	,	PUNCT
easat-8328	326	11	and	and	CCONJ
easat-8328	326	12	r.	r.	PROPN
easat-8328	326	13	bačík	bačík	PROPN
easat-8328	326	14	,	,	PUNCT
easat-8328	326	15	"	"	PUNCT
easat-8328	326	16	artificial	artificial	ADJ
easat-8328	326	17	intelligence	intelligence	NOUN
easat-8328	326	18	in	in	ADP
easat-8328	326	19	e	e	PROPN
easat-8328	326	20	-	-	NOUN
easat-8328	326	21	commerce	commerce	NOUN
easat-8328	326	22	:	:	PUNCT
easat-8328	326	23	a	a	DET
easat-8328	326	24	literature	literature	NOUN
easat-8328	326	25	review	review	NOUN
easat-8328	326	26	,	,	PUNCT
easat-8328	326	27	"	"	PUNCT
easat-8328	326	28	in	in	ADP
easat-8328	326	29	congress	congress	PROPN
easat-8328	326	30	on	on	ADP
easat-8328	326	31	intelligent	intelligent	ADJ
easat-8328	326	32	systems	system	NOUN
easat-8328	326	33	:	:	PUNCT
easat-8328	326	34	proceedings	proceeding	NOUN
easat-8328	326	35	of	of	ADP
easat-8328	326	36	cis	cis	NOUN
easat-8328	326	37	2021	2021	NUM
easat-8328	326	38	,	,	PUNCT
easat-8328	326	39	volume	volume	NOUN
easat-8328	326	40	2	2	NUM
easat-8328	326	41	,	,	PUNCT
easat-8328	326	42	2022	2022	NUM
easat-8328	326	43	:	:	PUNCT
easat-8328	326	44	springer	springer	NOUN
easat-8328	326	45	,	,	PUNCT
easat-8328	326	46	pp	pp	PROPN
easat-8328	326	47	.	.	PUNCT
easat-8328	327	1	677	677	NUM
easat-8328	327	2	-	-	SYM
easat-8328	327	3	689	689	NUM
easat-8328	327	4	.	.	PUNCT
easat-8328	328	1	[	[	X
easat-8328	328	2	7	7	X
easat-8328	328	3	]	]	PUNCT
easat-8328	328	4	z.	z.	PROPN
easat-8328	328	5	guo	guo	PROPN
easat-8328	328	6	and	and	CCONJ
easat-8328	328	7	s.	s.	PROPN
easat-8328	328	8	chelliah	chelliah	PROPN
easat-8328	328	9	,	,	PUNCT
easat-8328	328	10	"	"	PUNCT
easat-8328	328	11	what	what	PRON
easat-8328	328	12	influences	influence	VERB
easat-8328	328	13	cross	cross	ADJ
easat-8328	328	14	-	-	ADJ
easat-8328	328	15	border	border	ADJ
easat-8328	328	16	e	e	PROPN
easat-8328	328	17	-	-	NOUN
easat-8328	328	18	commerce	commerce	NOUN
easat-8328	328	19	consumer	consumer	NOUN
easat-8328	328	20	satisfaction	satisfaction	NOUN
easat-8328	328	21	?	?	PUNCT
easat-8328	329	1	a	a	DET
easat-8328	329	2	global	global	ADJ
easat-8328	329	3	consumer	consumer	NOUN
easat-8328	329	4	perspective	perspective	NOUN
easat-8328	329	5	,	,	PUNCT
easat-8328	329	6	"	"	PUNCT
easat-8328	329	7	global	global	ADJ
easat-8328	329	8	business	business	PROPN
easat-8328	329	9	&	&	CCONJ
easat-8328	329	10	management	management	PROPN
easat-8328	329	11	research	research	NOUN
easat-8328	329	12	,	,	PUNCT
easat-8328	329	13	vol	vol	NOUN
easat-8328	329	14	.	.	PROPN
easat-8328	329	15	16	16	NUM
easat-8328	329	16	,	,	PUNCT
easat-8328	329	17	p.	p.	NOUN
easat-8328	329	18	462	462	NUM
easat-8328	329	19	,	,	PUNCT
easat-8328	329	20	2024	2024	NUM
easat-8328	329	21	.	.	PUNCT
easat-8328	330	1	[	[	X
easat-8328	330	2	8	8	NUM
easat-8328	330	3	]	]	X
easat-8328	330	4	w.	w.	PROPN
easat-8328	330	5	yu	yu	PROPN
easat-8328	330	6	and	and	CCONJ
easat-8328	330	7	y.	y.	PROPN
easat-8328	330	8	yang	yang	PROPN
easat-8328	330	9	,	,	PUNCT
easat-8328	330	10	"	"	PUNCT
easat-8328	330	11	research	research	NOUN
easat-8328	330	12	on	on	ADP
easat-8328	330	13	user	user	NOUN
easat-8328	330	14	experience	experience	NOUN
easat-8328	330	15	design	design	NOUN
easat-8328	330	16	of	of	ADP
easat-8328	330	17	cross	cross	ADJ
easat-8328	330	18	-	-	ADJ
easat-8328	330	19	border	border	ADJ
easat-8328	330	20	e	e	PROPN
easat-8328	330	21	-	-	NOUN
easat-8328	330	22	commerce	commerce	NOUN
easat-8328	330	23	platform	platform	NOUN
easat-8328	330	24	based	base	VERB
easat-8328	330	25	on	on	ADP
easat-8328	330	26	cubi	cubi	PROPN
easat-8328	330	27	model	model	NOUN
easat-8328	330	28	and	and	CCONJ
easat-8328	330	29	nps	nps	PROPN
easat-8328	330	30	index	index	NOUN
easat-8328	330	31	in	in	ADP
easat-8328	330	32	the	the	DET
easat-8328	330	33	context	context	NOUN
easat-8328	330	34	of	of	ADP
easat-8328	330	35	expanding	expand	VERB
easat-8328	330	36	import	import	NOUN
easat-8328	330	37	:	:	PUNCT
easat-8328	330	38	a	a	DET
easat-8328	330	39	case	case	NOUN
easat-8328	330	40	study	study	NOUN
easat-8328	330	41	of	of	ADP
easat-8328	330	42	kaola	kaola	NOUN
easat-8328	330	43	,	,	PUNCT
easat-8328	330	44	"	"	PUNCT
easat-8328	330	45	in	in	ADP
easat-8328	330	46	advances	advance	NOUN
easat-8328	330	47	in	in	ADP
easat-8328	330	48	usability	usability	NOUN
easat-8328	330	49	and	and	CCONJ
easat-8328	330	50	user	user	NOUN
easat-8328	330	51	experience	experience	NOUN
easat-8328	330	52	:	:	PUNCT
easat-8328	330	53	proceedings	proceeding	NOUN
easat-8328	330	54	of	of	ADP
easat-8328	330	55	the	the	DET
easat-8328	330	56	ahfe	ahfe	PROPN
easat-8328	330	57	2019	2019	NUM
easat-8328	330	58	international	international	ADJ
easat-8328	330	59	conferences	conference	NOUN
easat-8328	330	60	on	on	ADP
easat-8328	330	61	usability	usability	NOUN
easat-8328	330	62	&	&	CCONJ
easat-8328	330	63	user	user	NOUN
easat-8328	330	64	experience	experience	NOUN
easat-8328	330	65	,	,	PUNCT
easat-8328	330	66	and	and	CCONJ
easat-8328	330	67	human	human	ADJ
easat-8328	330	68	factors	factor	NOUN
easat-8328	330	69	and	and	CCONJ
easat-8328	330	70	assistive	assistive	ADJ
easat-8328	330	71	technology	technology	NOUN
easat-8328	330	72	,	,	PUNCT
easat-8328	330	73	july	july	PROPN
easat-8328	330	74	24	24	NUM
easat-8328	330	75	-	-	SYM
easat-8328	330	76	28	28	NUM
easat-8328	330	77	,	,	PUNCT
easat-8328	330	78	2019	2019	NUM
easat-8328	330	79	,	,	PUNCT
easat-8328	330	80	washington	washington	PROPN
easat-8328	330	81	dc	dc	PROPN
easat-8328	330	82	,	,	PUNCT
easat-8328	330	83	usa	usa	PROPN
easat-8328	330	84	10	10	NUM
easat-8328	330	85	,	,	PUNCT
easat-8328	330	86	2020	2020	NUM
easat-8328	330	87	:	:	PUNCT
easat-8328	330	88	springer	springer	NOUN
easat-8328	330	89	,	,	PUNCT
easat-8328	330	90	pp	pp	ADP
easat-8328	330	91	.	.	PUNCT
easat-8328	331	1	532	532	NUM
easat-8328	331	2	-	-	SYM
easat-8328	331	3	541	541	NUM
easat-8328	331	4	.	.	PUNCT
easat-8328	332	1	[	[	X
easat-8328	332	2	9	9	X
easat-8328	332	3	]	]	PUNCT
easat-8328	332	4	j.	j.	PROPN
easat-8328	332	5	li	li	PROPN
easat-8328	332	6	,	,	PUNCT
easat-8328	332	7	s.	s.	PROPN
easat-8328	332	8	liu	liu	PROPN
easat-8328	332	9	,	,	PUNCT
easat-8328	332	10	x.	x.	PROPN
easat-8328	332	11	gong	gong	PROPN
easat-8328	332	12	,	,	PUNCT
easat-8328	332	13	s.-b	s.-b	PROPN
easat-8328	332	14	.	.	PROPN
easat-8328	332	15	yang	yang	PROPN
easat-8328	332	16	,	,	PUNCT
easat-8328	332	17	and	and	CCONJ
easat-8328	332	18	y.	y.	PROPN
easat-8328	332	19	liu	liu	PROPN
easat-8328	332	20	,	,	PUNCT
easat-8328	332	21	"	"	PUNCT
easat-8328	332	22	technology	technology	NOUN
easat-8328	332	23	affordance	affordance	NOUN
easat-8328	332	24	,	,	PUNCT
easat-8328	332	25	national	national	ADJ
easat-8328	332	26	polycontextuality	polycontextuality	NOUN
easat-8328	332	27	,	,	PUNCT
easat-8328	332	28	and	and	CCONJ
easat-8328	332	29	customer	customer	NOUN
easat-8328	332	30	loyalty	loyalty	NOUN
easat-8328	332	31	in	in	ADP
easat-8328	332	32	the	the	DET
easat-8328	332	33	cross	cross	ADJ
easat-8328	332	34	-	-	ADJ
easat-8328	332	35	border	border	ADJ
easat-8328	332	36	e	e	PROPN
easat-8328	332	37	-	-	NOUN
easat-8328	332	38	commerce	commerce	NOUN
easat-8328	332	39	platform	platform	NOUN
easat-8328	332	40	:	:	PUNCT
easat-8328	332	41	a	a	DET
easat-8328	332	42	comparative	comparative	ADJ
easat-8328	332	43	study	study	NOUN
easat-8328	332	44	between	between	ADP
easat-8328	332	45	china	china	PROPN
easat-8328	332	46	and	and	CCONJ
easat-8328	332	47	south	south	PROPN
easat-8328	332	48	korea	korea	PROPN
easat-8328	332	49	,	,	PUNCT
easat-8328	332	50	"	"	PUNCT
easat-8328	332	51	telematics	telematic	NOUN
easat-8328	332	52	and	and	CCONJ
easat-8328	332	53	informatics	informatic	NOUN
easat-8328	332	54	,	,	PUNCT
easat-8328	332	55	vol	vol	NOUN
easat-8328	332	56	.	.	PROPN
easat-8328	332	57	88	88	NUM
easat-8328	332	58	,	,	PUNCT
easat-8328	332	59	p.	p.	NOUN
easat-8328	332	60	102099	102099	NUM
easat-8328	332	61	,	,	PUNCT
easat-8328	332	62	2024	2024	NUM
easat-8328	332	63	.	.	PUNCT
easat-8328	333	1	https://doi.org/10.1016/j.tele.2024.102099	https://doi.org/10.1016/j.tele.2024.102099	NOUN
easat-8328	333	2	[	[	X
easat-8328	333	3	10	10	NUM
easat-8328	333	4	]	]	PUNCT
easat-8328	333	5	j.	j.	PROPN
easat-8328	333	6	wang	wang	PROPN
easat-8328	333	7	,	,	PUNCT
easat-8328	333	8	"	"	PUNCT
easat-8328	333	9	research	research	NOUN
easat-8328	333	10	on	on	ADP
easat-8328	333	11	import	import	NOUN
easat-8328	333	12	cross‑border	cross‑border	NOUN
easat-8328	333	13	e‑commerce	e‑commerce	PROPN
easat-8328	333	14	user	user	NOUN
easat-8328	333	15	adoption	adoption	PROPN
easat-8328	333	16	behavior	behavior	NOUN
easat-8328	333	17	,	,	PUNCT
easat-8328	333	18	"	"	PUNCT
easat-8328	333	19	business	business	NOUN
easat-8328	333	20	modernization	modernization	NOUN
easat-8328	333	21	,	,	PUNCT
easat-8328	333	22	vol	vol	NOUN
easat-8328	333	23	.	.	PROPN
easat-8328	333	24	5	5	NUM
easat-8328	333	25	,	,	PUNCT
easat-8328	333	26	no	no	INTJ
easat-8328	333	27	.	.	NOUN
easat-8328	334	1	47	47	NUM
easat-8328	334	2	,	,	PUNCT
easat-8328	334	3	pp	pp	ADJ
easat-8328	334	4	.	.	PUNCT
easat-8328	335	1	75–77	75–77	NUM
easat-8328	335	2	,	,	PUNCT
easat-8328	335	3	2025	2025	NUM
easat-8328	335	4	.	.	PUNCT
easat-8328	336	1	[	[	X
easat-8328	336	2	11	11	NUM
easat-8328	336	3	]	]	X
easat-8328	336	4	i.	i.	PROPN
easat-8328	336	5	portugal	portugal	PROPN
easat-8328	336	6	,	,	PUNCT
easat-8328	336	7	p.	p.	PROPN
easat-8328	336	8	alencar	alencar	PROPN
easat-8328	336	9	,	,	PUNCT
easat-8328	336	10	and	and	CCONJ
easat-8328	336	11	d.	d.	PROPN
easat-8328	336	12	cowan	cowan	PROPN
easat-8328	336	13	,	,	PUNCT
easat-8328	336	14	"	"	PUNCT
easat-8328	336	15	the	the	DET
easat-8328	336	16	use	use	NOUN
easat-8328	336	17	of	of	ADP
easat-8328	336	18	machine	machine	NOUN
easat-8328	336	19	learning	learn	VERB
easat-8328	336	20	algorithms	algorithm	NOUN
easat-8328	336	21	in	in	ADP
easat-8328	336	22	recommender	recommender	NOUN
easat-8328	336	23	systems	system	NOUN
easat-8328	336	24	:	:	PUNCT
easat-8328	336	25	a	a	DET
easat-8328	336	26	systematic	systematic	ADJ
easat-8328	336	27	review	review	NOUN
easat-8328	336	28	,	,	PUNCT
easat-8328	336	29	"	"	PUNCT
easat-8328	336	30	expert	expert	NOUN
easat-8328	336	31	systems	system	NOUN
easat-8328	336	32	with	with	ADP
easat-8328	336	33	applications	application	NOUN
easat-8328	336	34	,	,	PUNCT
easat-8328	336	35	vol	vol	NOUN
easat-8328	336	36	.	.	PROPN
easat-8328	336	37	97	97	NUM
easat-8328	336	38	,	,	PUNCT
easat-8328	336	39	pp	pp	ADJ
easat-8328	336	40	.	.	PUNCT
easat-8328	337	1	205	205	NUM
easat-8328	337	2	-	-	SYM
easat-8328	337	3	227	227	NUM
easat-8328	337	4	,	,	PUNCT
easat-8328	337	5	2018	2018	NUM
easat-8328	337	6	.	.	PUNCT
easat-8328	338	1	[	[	X
easat-8328	338	2	12	12	NUM
easat-8328	338	3	]	]	X
easat-8328	338	4	s.	s.	PROPN
easat-8328	338	5	akter	akter	PROPN
easat-8328	338	6	and	and	CCONJ
easat-8328	338	7	s.	s.	PROPN
easat-8328	338	8	f.	f.	PROPN
easat-8328	338	9	wamba	wamba	PROPN
easat-8328	338	10	,	,	PUNCT
easat-8328	338	11	"	"	PUNCT
easat-8328	338	12	big	big	ADJ
easat-8328	338	13	data	datum	NOUN
easat-8328	338	14	analytics	analytic	NOUN
easat-8328	338	15	in	in	ADP
easat-8328	338	16	e	e	NOUN
easat-8328	338	17	-	-	NOUN
easat-8328	338	18	commerce	commerce	NOUN
easat-8328	338	19	:	:	PUNCT
easat-8328	338	20	a	a	DET
easat-8328	338	21	systematic	systematic	ADJ
easat-8328	338	22	review	review	NOUN
easat-8328	338	23	and	and	CCONJ
easat-8328	338	24	agenda	agenda	NOUN
easat-8328	338	25	for	for	ADP
easat-8328	338	26	future	future	ADJ
easat-8328	338	27	research	research	NOUN
easat-8328	338	28	,	,	PUNCT
easat-8328	338	29	"	"	PUNCT
easat-8328	338	30	electronic	electronic	ADJ
easat-8328	338	31	markets	market	NOUN
easat-8328	338	32	,	,	PUNCT
easat-8328	338	33	vol	vol	NOUN
easat-8328	338	34	.	.	PROPN
easat-8328	338	35	26	26	NUM
easat-8328	338	36	,	,	PUNCT
easat-8328	338	37	pp	pp	ADJ
easat-8328	338	38	.	.	PUNCT
easat-8328	339	1	173	173	NUM
easat-8328	339	2	-	-	SYM
easat-8328	339	3	194	194	NUM
easat-8328	339	4	,	,	PUNCT
easat-8328	339	5	2016	2016	NUM
easat-8328	339	6	.	.	PUNCT
easat-8328	340	1	[	[	X
easat-8328	340	2	13	13	NUM
easat-8328	340	3	]	]	PUNCT
easat-8328	340	4	j.	j.	PROPN
easat-8328	340	5	nie	nie	PROPN
easat-8328	340	6	,	,	PUNCT
easat-8328	340	7	q.	q.	PROPN
easat-8328	340	8	wang	wang	PROPN
easat-8328	340	9	,	,	PUNCT
easat-8328	340	10	and	and	CCONJ
easat-8328	340	11	j.	j.	PROPN
easat-8328	340	12	xiong	xiong	PROPN
easat-8328	340	13	,	,	PUNCT
easat-8328	340	14	"	"	PUNCT
easat-8328	340	15	research	research	NOUN
easat-8328	340	16	on	on	ADP
easat-8328	340	17	intelligent	intelligent	ADJ
easat-8328	340	18	service	service	NOUN
easat-8328	340	19	of	of	ADP
easat-8328	340	20	customer	customer	NOUN
easat-8328	340	21	service	service	NOUN
easat-8328	340	22	system	system	NOUN
easat-8328	340	23	,	,	PUNCT
easat-8328	340	24	"	"	PUNCT
easat-8328	340	25	cognitive	cognitive	ADJ
easat-8328	340	26	computation	computation	NOUN
easat-8328	340	27	and	and	CCONJ
easat-8328	340	28	systems	system	NOUN
easat-8328	340	29	,	,	PUNCT
easat-8328	340	30	vol	vol	NOUN
easat-8328	340	31	.	.	PROPN
easat-8328	341	1	3	3	NUM
easat-8328	341	2	,	,	PUNCT
easat-8328	341	3	no	no	INTJ
easat-8328	341	4	.	.	NOUN
easat-8328	341	5	3	3	NUM
easat-8328	341	6	,	,	PUNCT
easat-8328	341	7	pp	pp	ADJ
easat-8328	341	8	.	.	PUNCT
easat-8328	342	1	197	197	NUM
easat-8328	342	2	-	-	SYM
easat-8328	342	3	205	205	NUM
easat-8328	342	4	,	,	PUNCT
easat-8328	342	5	2021	2021	NUM
easat-8328	342	6	.	.	PUNCT
easat-8328	343	1	https://doi.org/10.1049/ccs2.12012	https://doi.org/10.1049/ccs2.12012	X
easat-8328	344	1	[	[	X
easat-8328	344	2	14	14	NUM
easat-8328	344	3	]	]	X
easat-8328	344	4	j.	j.	PROPN
easat-8328	344	5	shi	shi	PROPN
easat-8328	344	6	,	,	PUNCT
easat-8328	344	7	"	"	PUNCT
easat-8328	344	8	research	research	NOUN
easat-8328	344	9	on	on	ADP
easat-8328	344	10	optimization	optimization	NOUN
easat-8328	344	11	of	of	ADP
easat-8328	344	12	cross‐border	cross‐border	ADJ
easat-8328	344	13	e‐commerce	e‐commerce	PUNCT
easat-8328	344	14	logistics	logistic	NOUN
easat-8328	344	15	distribution	distribution	NOUN
easat-8328	344	16	network	network	NOUN
easat-8328	344	17	in	in	ADP
easat-8328	344	18	the	the	DET
easat-8328	344	19	context	context	NOUN
easat-8328	344	20	of	of	ADP
easat-8328	344	21	artificial	artificial	ADJ
easat-8328	344	22	intelligence	intelligence	NOUN
easat-8328	344	23	,	,	PUNCT
easat-8328	344	24	"	"	PUNCT
easat-8328	344	25	mobile	mobile	ADJ
easat-8328	344	26	information	information	NOUN
easat-8328	344	27	systems	system	NOUN
easat-8328	344	28	,	,	PUNCT
easat-8328	344	29	vol	vol	NOUN
easat-8328	344	30	.	.	PROPN
easat-8328	344	31	2022	2022	NUM
easat-8328	344	32	,	,	PUNCT
easat-8328	344	33	no	no	INTJ
easat-8328	344	34	.	.	NOUN
easat-8328	344	35	1	1	NUM
easat-8328	344	36	,	,	PUNCT
easat-8328	344	37	p.	p.	NOUN
easat-8328	344	38	3022280	3022280	NUM
easat-8328	344	39	,	,	PUNCT
easat-8328	344	40	2022	2022	NUM
easat-8328	344	41	.	.	PUNCT
easat-8328	345	1	[	[	X
easat-8328	345	2	15	15	NUM
easat-8328	345	3	]	]	PUNCT
easat-8328	345	4	z.	z.	PROPN
easat-8328	345	5	hongmei	hongmei	PROPN
easat-8328	345	6	,	,	PUNCT
easat-8328	345	7	"	"	PUNCT
easat-8328	345	8	a	a	DET
easat-8328	345	9	cross‐border	cross‐border	NOUN
easat-8328	345	10	e‐commerce	e‐commerce	PUNCT
easat-8328	345	11	approach	approach	NOUN
easat-8328	345	12	based	base	VERB
easat-8328	345	13	on	on	ADP
easat-8328	345	14	blockchain	blockchain	PROPN
easat-8328	345	15	technology	technology	PROPN
easat-8328	345	16	,	,	PUNCT
easat-8328	345	17	"	"	PUNCT
easat-8328	345	18	mobile	mobile	ADJ
easat-8328	345	19	information	information	NOUN
easat-8328	345	20	systems	system	NOUN
easat-8328	345	21	,	,	PUNCT
easat-8328	345	22	vol	vol	NOUN
easat-8328	345	23	.	.	PROPN
easat-8328	345	24	2021	2021	NUM
easat-8328	345	25	,	,	PUNCT
easat-8328	345	26	no	no	INTJ
easat-8328	345	27	.	.	NOUN
easat-8328	345	28	1	1	NUM
easat-8328	345	29	,	,	PUNCT
easat-8328	345	30	p.	p.	NOUN
easat-8328	345	31	2006082	2006082	NUM
easat-8328	345	32	,	,	PUNCT
easat-8328	345	33	2021	2021	NUM
easat-8328	345	34	.	.	PUNCT
easat-8328	346	1	https://doi.org/10.1155/2021/2006082	https://doi.org/10.1155/2021/2006082	PROPN
easat-8328	347	1	[	[	X
easat-8328	347	2	16	16	NUM
easat-8328	347	3	]	]	X
easat-8328	347	4	l.	l.	PROPN
easat-8328	347	5	tang	tang	PROPN
easat-8328	347	6	,	,	PUNCT
easat-8328	347	7	"	"	PUNCT
easat-8328	347	8	cross	cross	ADJ
easat-8328	347	9	-	-	ADJ
easat-8328	347	10	border	border	ADJ
easat-8328	347	11	e	e	NOUN
easat-8328	347	12	-	-	NOUN
easat-8328	347	13	commerce	commerce	NOUN
easat-8328	347	14	continues	continue	VERB
easat-8328	347	15	to	to	PART
easat-8328	347	16	gather	gather	VERB
easat-8328	347	17	new	new	ADJ
easat-8328	347	18	momentum	momentum	NOUN
easat-8328	347	19	,	,	PUNCT
easat-8328	347	20	"	"	PUNCT
easat-8328	347	21	international	international	ADJ
easat-8328	347	22	business	business	NOUN
easat-8328	347	23	daily	daily	PROPN
easat-8328	347	24	,	,	PUNCT
easat-8328	347	25	2025/1/20	2025/1/20	NUM
easat-8328	347	26	:	:	PUNCT
easat-8328	347	27	003	003	NUM
easat-8328	347	28	,	,	PUNCT
easat-8328	347	29	2025	2025	NUM
easat-8328	347	30	,	,	PUNCT
easat-8328	347	31	2025	2025	NUM
easat-8328	347	32	.	.	PUNCT
easat-8328	348	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8328	348	2	https://doi.org/10.1007/s10660-020-09427-y	https://doi.org/10.1007/s10660-020-09427-y	PROPN
easat-8328	348	3	https://doi.org/10.1108/apjml-03-2018-0117	https://doi.org/10.1108/apjml-03-2018-0117	PROPN
easat-8328	348	4	https://doi.org/10.1016/j.tele.2024.102099	https://doi.org/10.1016/j.tele.2024.102099	NOUN
easat-8328	348	5	https://doi.org/10.1049/ccs2.12012	https://doi.org/10.1049/ccs2.12012	NOUN
easat-8328	348	6	https://doi.org/10.1155/2021/2006082	https://doi.org/10.1155/2021/2006082	PROPN
easat-8328	348	7	2167	2167	NUM
easat-8328	348	8	edelweiss	edelweiss	PROPN
easat-8328	348	9	applied	apply	VERB
easat-8328	348	10	science	science	NOUN
easat-8328	348	11	and	and	CCONJ
easat-8328	348	12	technology	technology	NOUN
easat-8328	348	13	issn	issn	PROPN
easat-8328	348	14	:	:	PUNCT
easat-8328	348	15	2576	2576	NUM
easat-8328	348	16	-	-	SYM
easat-8328	348	17	8484	8484	NUM
easat-8328	348	18	vol	vol	NOUN
easat-8328	348	19	.	.	PROPN
easat-8328	349	1	9	9	NUM
easat-8328	349	2	,	,	PUNCT
easat-8328	349	3	no	no	INTJ
easat-8328	349	4	.	.	NOUN
easat-8328	349	5	6	6	NUM
easat-8328	349	6	:	:	PUNCT
easat-8328	349	7	2148	2148	NUM
easat-8328	349	8	-	-	SYM
easat-8328	349	9	2167	2167	NUM
easat-8328	349	10	,	,	PUNCT
easat-8328	349	11	2025	2025	NUM
easat-8328	349	12	doi	doi	NOUN
easat-8328	349	13	:	:	PUNCT
easat-8328	349	14	10.55214/25768484.v9i6.8328	10.55214/25768484.v9i6.8328	NUM
easat-8328	349	15	©	©	ADP
easat-8328	349	16	2025	2025	NUM
easat-8328	349	17	by	by	ADP
easat-8328	349	18	the	the	DET
easat-8328	349	19	authors	author	NOUN
easat-8328	349	20	;	;	PUNCT
easat-8328	349	21	licensee	licensee	PROPN
easat-8328	349	22	learning	learning	NOUN
easat-8328	349	23	gate	gate	NOUN
easat-8328	350	1	[	[	X
easat-8328	350	2	17	17	NUM
easat-8328	350	3	]	]	X
easat-8328	350	4	y.	y.	PROPN
easat-8328	350	5	ma	ma	PROPN
easat-8328	350	6	,	,	PUNCT
easat-8328	350	7	"	"	PUNCT
easat-8328	350	8	exploring	explore	VERB
easat-8328	350	9	innovative	innovative	ADJ
easat-8328	350	10	business	business	NOUN
easat-8328	350	11	models	model	NOUN
easat-8328	350	12	in	in	ADP
easat-8328	350	13	cross	cross	ADJ
easat-8328	350	14	-	-	ADJ
easat-8328	350	15	border	border	ADJ
easat-8328	350	16	e	e	NOUN
easat-8328	350	17	-	-	NOUN
easat-8328	350	18	commerce	commerce	NOUN
easat-8328	350	19	under	under	ADP
easat-8328	350	20	digital	digital	ADJ
easat-8328	350	21	economy	economy	NOUN
easat-8328	350	22	,	,	PUNCT
easat-8328	350	23	"	"	PUNCT
easat-8328	350	24	frontiers	frontier	NOUN
easat-8328	350	25	in	in	ADP
easat-8328	350	26	business	business	NOUN
easat-8328	350	27	,	,	PUNCT
easat-8328	350	28	economics	economic	NOUN
easat-8328	350	29	and	and	CCONJ
easat-8328	350	30	management	management	NOUN
easat-8328	350	31	,	,	PUNCT
easat-8328	350	32	vol	vol	NOUN
easat-8328	350	33	.	.	PROPN
easat-8328	350	34	13	13	NUM
easat-8328	350	35	,	,	PUNCT
easat-8328	350	36	no	no	INTJ
easat-8328	350	37	.	.	NOUN
easat-8328	350	38	1	1	NUM
easat-8328	350	39	,	,	PUNCT
easat-8328	350	40	pp	pp	ADJ
easat-8328	350	41	.	.	PUNCT
easat-8328	350	42	205	205	NUM
easat-8328	350	43	-	-	SYM
easat-8328	350	44	209	209	NUM
easat-8328	350	45	,	,	PUNCT
easat-8328	350	46	2024	2024	NUM
easat-8328	350	47	.	.	PUNCT
easat-8328	351	1	https://doi.org/10.54097/xhccmn82	https://doi.org/10.54097/xhccmn82	ADP
easat-8328	351	2	[	[	X
easat-8328	351	3	18	18	NUM
easat-8328	351	4	]	]	X
easat-8328	351	5	y.	y.	PROPN
easat-8328	351	6	yang	yang	PROPN
easat-8328	351	7	,	,	PUNCT
easat-8328	351	8	n.	n.	PROPN
easat-8328	351	9	chen	chen	PROPN
easat-8328	351	10	,	,	PUNCT
easat-8328	351	11	and	and	CCONJ
easat-8328	351	12	h.	h.	PROPN
easat-8328	351	13	chen	chen	PROPN
easat-8328	351	14	,	,	PUNCT
easat-8328	351	15	"	"	PUNCT
easat-8328	351	16	the	the	DET
easat-8328	351	17	digital	digital	ADJ
easat-8328	351	18	platform	platform	NOUN
easat-8328	351	19	,	,	PUNCT
easat-8328	351	20	enterprise	enterprise	NOUN
easat-8328	351	21	digital	digital	ADJ
easat-8328	351	22	transformation	transformation	NOUN
easat-8328	351	23	,	,	PUNCT
easat-8328	351	24	and	and	CCONJ
easat-8328	351	25	enterprise	enterprise	NOUN
easat-8328	351	26	performance	performance	NOUN
easat-8328	351	27	of	of	ADP
easat-8328	351	28	cross	cross	ADJ
easat-8328	351	29	-	-	ADJ
easat-8328	351	30	border	border	ADJ
easat-8328	351	31	e	e	NOUN
easat-8328	351	32	-	-	NOUN
easat-8328	351	33	commerce	commerce	NOUN
easat-8328	351	34	—	—	PUNCT
easat-8328	351	35	from	from	ADP
easat-8328	351	36	the	the	DET
easat-8328	351	37	perspective	perspective	NOUN
easat-8328	351	38	of	of	ADP
easat-8328	351	39	digital	digital	ADJ
easat-8328	351	40	transformation	transformation	NOUN
easat-8328	351	41	and	and	CCONJ
easat-8328	351	42	data	datum	NOUN
easat-8328	351	43	elements	element	NOUN
easat-8328	351	44	,	,	PUNCT
easat-8328	351	45	"	"	PUNCT
easat-8328	351	46	journal	journal	NOUN
easat-8328	351	47	of	of	ADP
easat-8328	351	48	theoretical	theoretical	ADJ
easat-8328	351	49	and	and	CCONJ
easat-8328	351	50	applied	apply	VERB
easat-8328	351	51	electronic	electronic	ADJ
easat-8328	351	52	commerce	commerce	NOUN
easat-8328	351	53	research	research	NOUN
easat-8328	351	54	,	,	PUNCT
easat-8328	351	55	vol	vol	NOUN
easat-8328	351	56	.	.	PROPN
easat-8328	351	57	18	18	NUM
easat-8328	351	58	,	,	PUNCT
easat-8328	351	59	no	no	INTJ
easat-8328	351	60	.	.	NOUN
easat-8328	351	61	2	2	NUM
easat-8328	351	62	,	,	PUNCT
easat-8328	351	63	pp	pp	ADJ
easat-8328	351	64	.	.	PUNCT
easat-8328	352	1	777	777	NUM
easat-8328	352	2	-	-	SYM
easat-8328	352	3	794	794	NUM
easat-8328	352	4	,	,	PUNCT
easat-8328	352	5	2023	2023	NUM
easat-8328	352	6	.	.	PUNCT
easat-8328	353	1	https://doi.org/10.3390/jtaer18020040	https://doi.org/10.3390/jtaer18020040	PROPN
easat-8328	353	2	[	[	X
easat-8328	353	3	19	19	NUM
easat-8328	353	4	]	]	X
easat-8328	353	5	y.	y.	NOUN
easat-8328	353	6	he	he	PRON
easat-8328	353	7	,	,	PUNCT
easat-8328	353	8	"	"	PUNCT
easat-8328	353	9	research	research	NOUN
easat-8328	353	10	on	on	ADP
easat-8328	353	11	the	the	DET
easat-8328	353	12	future	future	NOUN
easat-8328	353	13	of	of	ADP
easat-8328	353	14	cross	cross	ADJ
easat-8328	353	15	-	-	ADJ
easat-8328	353	16	border	border	ADJ
easat-8328	353	17	e	e	NOUN
easat-8328	353	18	-	-	NOUN
easat-8328	353	19	commerce	commerce	NOUN
easat-8328	353	20	from	from	ADP
easat-8328	353	21	the	the	DET
easat-8328	353	22	perspective	perspective	NOUN
easat-8328	353	23	of	of	ADP
easat-8328	353	24	sustainable	sustainable	ADJ
easat-8328	353	25	development	development	NOUN
easat-8328	353	26	,	,	PUNCT
easat-8328	353	27	"	"	PUNCT
easat-8328	353	28	advances	advance	NOUN
easat-8328	353	29	in	in	ADP
easat-8328	353	30	economics	economic	NOUN
easat-8328	353	31	,	,	PUNCT
easat-8328	353	32	management	management	NOUN
easat-8328	353	33	and	and	CCONJ
easat-8328	353	34	political	political	ADJ
easat-8328	353	35	sciences	science	NOUN
easat-8328	353	36	,	,	PUNCT
easat-8328	353	37	vol	vol	NOUN
easat-8328	353	38	.	.	PROPN
easat-8328	354	1	132	132	NUM
easat-8328	354	2	,	,	PUNCT
easat-8328	354	3	pp	pp	ADJ
easat-8328	354	4	.	.	PUNCT
easat-8328	355	1	49	49	NUM
easat-8328	355	2	-	-	SYM
easat-8328	355	3	55	55	NUM
easat-8328	355	4	,	,	PUNCT
easat-8328	355	5	2024	2024	NUM
easat-8328	355	6	.	.	PUNCT
easat-8328	356	1	https://doi.org/10.54254/27541169/2024.18442	https://doi.org/10.54254/27541169/2024.18442	PROPN
easat-8328	356	2	https://doi.org/10.54097/xhccmn82	https://doi.org/10.54097/xhccmn82	ADP
easat-8328	356	3	https://doi.org/10.3390/jtaer18020040	https://doi.org/10.3390/jtaer18020040	ADJ
easat-8328	356	4	https://doi.org/10.54254/2754-1169/2024.18442	https://doi.org/10.54254/2754-1169/2024.18442	X
easat-8328	356	5	https://doi.org/10.54254/2754-1169/2024.18442	https://doi.org/10.54254/2754-1169/2024.18442	NOUN