id	sid	tid	token	lemma	pos
futech-402	1	1	x.	x.	PROPN
futech-402	1	2	nie	nie	PROPN
futech-402	1	3	&	&	CCONJ
futech-402	1	4	fs	fs	PROPN
futech-402	1	5	.	.	PROPN
futech-402	2	1	ahmad	ahmad	PROPN
futech-402	2	2	/future	/future	PROPN
futech-402	2	3	technology	technology	PROPN
futech-402	2	4	november	november	PROPN
futech-402	2	5	2025|	2025|	NUM
futech-402	2	6	volume	volume	NOUN
futech-402	2	7	04	04	NUM
futech-402	3	1	|	|	ADV
futech-402	3	2	issue	issue	VERB
futech-402	3	3	04	04	NUM
futech-402	4	1	|	|	CCONJ
futech-402	4	2	pages	page	VERB
futech-402	4	3	12	12	NUM
futech-402	4	4	-	-	SYM
futech-402	4	5	23	23	NUM
futech-402	4	6	12	12	NUM
futech-402	4	7	article	article	NOUN
futech-402	4	8	multimodal	multimodal	NOUN
futech-402	4	9	data	datum	NOUN
futech-402	4	10	fusion	fusion	NOUN
futech-402	4	11	for	for	ADP
futech-402	4	12	precision	precision	NOUN
futech-402	4	13	customer	customer	NOUN
futech-402	4	14	marketing	marketing	NOUN
futech-402	4	15	based	base	VERB
futech-402	4	16	on	on	ADP
futech-402	4	17	deep	deep	ADJ
futech-402	4	18	learning	learning	NOUN
futech-402	4	19	:	:	PUNCT
futech-402	4	20	service	service	NOUN
futech-402	4	21	quality	quality	NOUN
futech-402	4	22	perception	perception	NOUN
futech-402	4	23	and	and	CCONJ
futech-402	4	24	loyalty	loyalty	NOUN
futech-402	4	25	prediction	prediction	NOUN
futech-402	4	26	xiaojing	xiaojing	PROPN
futech-402	4	27	nie	nie	PROPN
futech-402	4	28	,	,	PUNCT
futech-402	4	29	fauziah	fauziah	PROPN
futech-402	4	30	sh	sh	PROPN
futech-402	4	31	.	.	PUNCT
futech-402	5	1	ahmad	ahmad	PROPN
futech-402	5	2	*	*	PROPN
futech-402	5	3	universiti	universiti	PROPN
futech-402	5	4	teknologi	teknologi	PROPN
futech-402	5	5	malaysia	malaysia	PROPN
futech-402	5	6	,	,	PUNCT
futech-402	5	7	kuala	kuala	PROPN
futech-402	5	8	lumpur	lumpur	PROPN
futech-402	5	9	,	,	PUNCT
futech-402	5	10	malaysia	malaysia	PROPN
futech-402	5	11	a	a	DET
futech-402	5	12	r	r	NOUN
futech-402	5	13	t	t	NOUN
futech-402	6	1	i	i	PRON
futech-402	6	2	c	c	NOUN
futech-402	6	3	l	l	NOUN
futech-402	6	4	e	e	NOUN
futech-402	7	1	i	i	PRON
futech-402	7	2	n	n	VERB
futech-402	7	3	f	f	NOUN
futech-402	7	4	o	o	NOUN
futech-402	7	5	article	article	NOUN
futech-402	7	6	history	history	NOUN
futech-402	7	7	:	:	PUNCT
futech-402	7	8	received	receive	VERB
futech-402	7	9	03	03	NUM
futech-402	7	10	may	may	AUX
futech-402	7	11	2025	2025	NUM
futech-402	7	12	received	receive	VERB
futech-402	7	13	in	in	ADP
futech-402	7	14	revised	revise	VERB
futech-402	7	15	form	form	NOUN
futech-402	7	16	12	12	NUM
futech-402	7	17	june	june	PROPN
futech-402	7	18	2025	2025	NUM
futech-402	7	19	accepted	accept	VERB
futech-402	7	20	24	24	NUM
futech-402	7	21	june	june	PROPN
futech-402	7	22	2025	2025	NUM
futech-402	7	23	keywords	keyword	NOUN
futech-402	7	24	:	:	PUNCT
futech-402	7	25	multimodal	multimodal	NOUN
futech-402	7	26	data	datum	NOUN
futech-402	7	27	fusion	fusion	NOUN
futech-402	7	28	,	,	PUNCT
futech-402	7	29	deep	deep	ADJ
futech-402	7	30	learning	learning	NOUN
futech-402	7	31	,	,	PUNCT
futech-402	7	32	customer	customer	NOUN
futech-402	7	33	loyalty	loyalty	NOUN
futech-402	7	34	prediction	prediction	NOUN
futech-402	7	35	,	,	PUNCT
futech-402	7	36	service	service	NOUN
futech-402	7	37	quality	quality	NOUN
futech-402	7	38	perception	perception	NOUN
futech-402	7	39	,	,	PUNCT
futech-402	7	40	precision	precision	NOUN
futech-402	7	41	marketing	marketing	NOUN
futech-402	7	42	*	*	PUNCT
futech-402	7	43	corresponding	correspond	VERB
futech-402	7	44	author	author	NOUN
futech-402	7	45	email	email	NOUN
futech-402	7	46	address	address	NOUN
futech-402	7	47	:	:	PUNCT
futech-402	7	48	fsa@utm.my	fsa@utm.my	ADJ
futech-402	7	49	doi	doi	NOUN
futech-402	7	50	:	:	PUNCT
futech-402	7	51	10.55670	10.55670	NUM
futech-402	7	52	/	/	SYM
futech-402	7	53	fpll.futech.4.4.2	fpll.futech.4.4.2	NOUN
futech-402	7	54	a	a	DET
futech-402	7	55	b	b	NOUN
futech-402	7	56	s	s	ADP
futech-402	7	57	t	t	PROPN
futech-402	7	58	r	r	NOUN
futech-402	7	59	a	a	DET
futech-402	7	60	c	c	NOUN
futech-402	7	61	t	t	NOUN
futech-402	7	62	contemporary	contemporary	ADJ
futech-402	7	63	marketing	marketing	NOUN
futech-402	7	64	faces	face	VERB
futech-402	7	65	challenges	challenge	NOUN
futech-402	7	66	in	in	ADP
futech-402	7	67	analyzing	analyze	VERB
futech-402	7	68	complex	complex	ADJ
futech-402	7	69	,	,	PUNCT
futech-402	7	70	multidimensional	multidimensional	ADJ
futech-402	7	71	customer	customer	NOUN
futech-402	7	72	-	-	PUNCT
futech-402	7	73	brand	brand	NOUN
futech-402	7	74	relationships	relationship	NOUN
futech-402	7	75	from	from	ADP
futech-402	7	76	unprecedented	unprecedented	ADJ
futech-402	7	77	volumes	volume	NOUN
futech-402	7	78	of	of	ADP
futech-402	7	79	multimodal	multimodal	NOUN
futech-402	7	80	data	datum	NOUN
futech-402	7	81	.	.	PUNCT
futech-402	8	1	traditional	traditional	ADJ
futech-402	8	2	analytical	analytical	ADJ
futech-402	8	3	approaches	approach	NOUN
futech-402	8	4	inadequately	inadequately	ADV
futech-402	8	5	capture	capture	VERB
futech-402	8	6	this	this	DET
futech-402	8	7	complexity	complexity	NOUN
futech-402	8	8	,	,	PUNCT
futech-402	8	9	limiting	limit	VERB
futech-402	8	10	precision	precision	NOUN
futech-402	8	11	marketing	marketing	NOUN
futech-402	8	12	effectiveness	effectiveness	NOUN
futech-402	8	13	.	.	PUNCT
futech-402	9	1	this	this	DET
futech-402	9	2	research	research	NOUN
futech-402	9	3	develops	develop	VERB
futech-402	9	4	and	and	CCONJ
futech-402	9	5	validates	validate	VERB
futech-402	9	6	a	a	DET
futech-402	9	7	comprehensive	comprehensive	ADJ
futech-402	9	8	multimodal	multimodal	NOUN
futech-402	9	9	data	datum	NOUN
futech-402	9	10	fusion	fusion	NOUN
futech-402	9	11	framework	framework	NOUN
futech-402	9	12	utilizing	utilize	VERB
futech-402	9	13	deep	deep	ADJ
futech-402	9	14	learning	learning	NOUN
futech-402	9	15	architectures	architecture	NOUN
futech-402	9	16	to	to	PART
futech-402	9	17	enhance	enhance	VERB
futech-402	9	18	service	service	NOUN
futech-402	9	19	quality	quality	NOUN
futech-402	9	20	perception	perception	NOUN
futech-402	9	21	analysis	analysis	NOUN
futech-402	9	22	and	and	CCONJ
futech-402	9	23	customer	customer	NOUN
futech-402	9	24	loyalty	loyalty	NOUN
futech-402	9	25	prediction	prediction	NOUN
futech-402	9	26	.	.	PUNCT
futech-402	10	1	the	the	DET
futech-402	10	2	methodology	methodology	NOUN
futech-402	10	3	integrates	integrate	VERB
futech-402	10	4	four	four	NUM
futech-402	10	5	data	datum	NOUN
futech-402	10	6	modalities	modality	NOUN
futech-402	10	7	—	—	PUNCT
futech-402	10	8	textual	textual	ADJ
futech-402	10	9	reviews	review	NOUN
futech-402	10	10	,	,	PUNCT
futech-402	10	11	behavioral	behavioral	ADJ
futech-402	10	12	patterns	pattern	NOUN
futech-402	10	13	,	,	PUNCT
futech-402	10	14	transactional	transactional	ADJ
futech-402	10	15	records	record	NOUN
futech-402	10	16	,	,	PUNCT
futech-402	10	17	and	and	CCONJ
futech-402	10	18	visual	visual	ADJ
futech-402	10	19	content	content	NOUN
futech-402	10	20	—	—	PUNCT
futech-402	10	21	through	through	ADP
futech-402	10	22	specialized	specialized	ADJ
futech-402	10	23	neural	neural	ADJ
futech-402	10	24	encoders	encoder	NOUN
futech-402	10	25	:	:	PUNCT
futech-402	10	26	cnn	cnn	PROPN
futech-402	10	27	for	for	ADP
futech-402	10	28	structured	structured	ADJ
futech-402	10	29	data	datum	NOUN
futech-402	10	30	,	,	PUNCT
futech-402	10	31	bert	bert	PROPN
futech-402	10	32	transformers	transformer	NOUN
futech-402	10	33	for	for	ADP
futech-402	10	34	textual	textual	ADJ
futech-402	10	35	analysis	analysis	NOUN
futech-402	10	36	,	,	PUNCT
futech-402	10	37	lstm	lstm	ADJ
futech-402	10	38	networks	network	NOUN
futech-402	10	39	for	for	ADP
futech-402	10	40	sequential	sequential	ADJ
futech-402	10	41	behaviors	behavior	NOUN
futech-402	10	42	,	,	PUNCT
futech-402	10	43	and	and	CCONJ
futech-402	10	44	transformer	transformer	NOUN
futech-402	10	45	-	-	PUNCT
futech-402	10	46	based	base	VERB
futech-402	10	47	encoders	encoder	NOUN
futech-402	10	48	for	for	ADP
futech-402	10	49	service	service	NOUN
futech-402	10	50	indicators	indicator	NOUN
futech-402	10	51	.	.	PUNCT
futech-402	11	1	multi	multi	ADJ
futech-402	11	2	-	-	ADJ
futech-402	11	3	head	head	ADJ
futech-402	11	4	attention	attention	NOUN
futech-402	11	5	mechanisms	mechanism	NOUN
futech-402	11	6	and	and	CCONJ
futech-402	11	7	cross	cross	ADJ
futech-402	11	8	-	-	ADJ
futech-402	11	9	modal	modal	ADJ
futech-402	11	10	feature	feature	NOUN
futech-402	11	11	weighting	weighting	NOUN
futech-402	11	12	strategies	strategy	NOUN
futech-402	11	13	unify	unify	VERB
futech-402	11	14	these	these	DET
futech-402	11	15	components	component	NOUN
futech-402	11	16	while	while	SCONJ
futech-402	11	17	maintaining	maintain	VERB
futech-402	11	18	interpretability	interpretability	NOUN
futech-402	11	19	through	through	ADP
futech-402	11	20	shap	shap	NOUN
futech-402	11	21	-	-	PUNCT
futech-402	11	22	based	base	VERB
futech-402	11	23	analysis	analysis	NOUN
futech-402	11	24	.	.	PUNCT
futech-402	12	1	experimental	experimental	ADJ
futech-402	12	2	validation	validation	NOUN
futech-402	12	3	across	across	ADP
futech-402	12	4	15,420	15,420	NUM
futech-402	12	5	customers	customer	NOUN
futech-402	12	6	demonstrates	demonstrate	VERB
futech-402	12	7	substantial	substantial	ADJ
futech-402	12	8	performance	performance	NOUN
futech-402	12	9	improvements	improvement	NOUN
futech-402	12	10	:	:	PUNCT
futech-402	12	11	service	service	NOUN
futech-402	12	12	quality	quality	NOUN
futech-402	12	13	prediction	prediction	NOUN
futech-402	12	14	(	(	PUNCT
futech-402	12	15	r²	r²	NOUN
futech-402	12	16	=	=	SYM
futech-402	12	17	0.891	0.891	NUM
futech-402	12	18	,	,	PUNCT
futech-402	12	19	mae	mae	PROPN
futech-402	12	20	=	=	PROPN
futech-402	12	21	0.142	0.142	NUM
futech-402	12	22	)	)	PUNCT
futech-402	12	23	,	,	PUNCT
futech-402	12	24	customer	customer	NOUN
futech-402	12	25	loyalty	loyalty	NOUN
futech-402	12	26	classification	classification	NOUN
futech-402	12	27	(	(	PUNCT
futech-402	12	28	f1	f1	NOUN
futech-402	12	29	-	-	PUNCT
futech-402	12	30	score	score	NOUN
futech-402	12	31	=	=	NOUN
futech-402	12	32	0.875	0.875	NUM
futech-402	12	33	,	,	PUNCT
futech-402	12	34	auc	auc	NOUN
futech-402	12	35	-	-	PUNCT
futech-402	12	36	roc	roc	NOUN
futech-402	12	37	=	=	PROPN
futech-402	12	38	0.923	0.923	NUM
futech-402	12	39	)	)	PUNCT
futech-402	12	40	,	,	PUNCT
futech-402	12	41	and	and	CCONJ
futech-402	12	42	churn	churn	VERB
futech-402	12	43	risk	risk	NOUN
futech-402	12	44	assessment	assessment	NOUN
futech-402	12	45	(	(	PUNCT
futech-402	12	46	f1	f1	NOUN
futech-402	12	47	-	-	PUNCT
futech-402	12	48	score	score	NOUN
futech-402	12	49	=	=	NOUN
futech-402	12	50	0.864	0.864	NUM
futech-402	12	51	,	,	PUNCT
futech-402	12	52	auc	auc	NOUN
futech-402	12	53	-	-	PUNCT
futech-402	12	54	roc	roc	NOUN
futech-402	12	55	=	=	PROPN
futech-402	12	56	0.917	0.917	NUM
futech-402	12	57	)	)	PUNCT
futech-402	12	58	,	,	PUNCT
futech-402	12	59	significantly	significantly	ADV
futech-402	12	60	outperforming	outperform	VERB
futech-402	12	61	traditional	traditional	ADJ
futech-402	12	62	baselines	baseline	NOUN
futech-402	12	63	.	.	PUNCT
futech-402	13	1	marketing	marketing	NOUN
futech-402	13	2	optimization	optimization	NOUN
futech-402	13	3	results	result	NOUN
futech-402	13	4	demonstrate	demonstrate	VERB
futech-402	13	5	remarkable	remarkable	ADJ
futech-402	13	6	enhancements	enhancement	NOUN
futech-402	13	7	:	:	PUNCT
futech-402	13	8	conversion	conversion	NOUN
futech-402	13	9	rates	rate	NOUN
futech-402	13	10	(	(	PUNCT
futech-402	13	11	+43.5	+43.5	NOUN
futech-402	13	12	%	%	NOUN
futech-402	13	13	)	)	PUNCT
futech-402	13	14	,	,	PUNCT
futech-402	13	15	roi	roi	NOUN
futech-402	13	16	(	(	PUNCT
futech-402	13	17	+56.8	+56.8	NOUN
futech-402	13	18	%	%	NOUN
futech-402	13	19	)	)	PUNCT
futech-402	13	20	,	,	PUNCT
futech-402	13	21	click	click	VERB
futech-402	13	22	-	-	PUNCT
futech-402	13	23	through	through	ADP
futech-402	13	24	rates	rate	NOUN
futech-402	13	25	(	(	PUNCT
futech-402	13	26	+81.3	+81.3	NOUN
futech-402	13	27	%	%	NOUN
futech-402	13	28	)	)	PUNCT
futech-402	13	29	,	,	PUNCT
futech-402	13	30	and	and	CCONJ
futech-402	13	31	revenue	revenue	NOUN
futech-402	13	32	per	per	ADP
futech-402	13	33	user	user	NOUN
futech-402	13	34	(	(	PUNCT
futech-402	13	35	+71.1	+71.1	PROPN
futech-402	13	36	%	%	NOUN
futech-402	13	37	)	)	PUNCT
futech-402	13	38	,	,	PUNCT
futech-402	13	39	all	all	PRON
futech-402	13	40	of	of	ADP
futech-402	13	41	which	which	PRON
futech-402	13	42	are	be	AUX
futech-402	13	43	statistically	statistically	ADV
futech-402	13	44	significant	significant	ADJ
futech-402	13	45	(	(	PUNCT
futech-402	13	46	p	p	X
futech-402	13	47	<	<	X
futech-402	13	48	0.001	0.001	NUM
futech-402	13	49	)	)	PUNCT
futech-402	13	50	.	.	PUNCT
futech-402	14	1	customer	customer	NOUN
futech-402	14	2	segmentation	segmentation	NOUN
futech-402	14	3	analysis	analysis	NOUN
futech-402	14	4	reveals	reveal	VERB
futech-402	14	5	that	that	SCONJ
futech-402	14	6	value	value	NOUN
futech-402	14	7	customers	customer	NOUN
futech-402	14	8	prioritize	prioritize	VERB
futech-402	14	9	operational	operational	ADJ
futech-402	14	10	excellence	excellence	PROPN
futech-402	14	11	and	and	CCONJ
futech-402	14	12	technical	technical	ADJ
futech-402	14	13	expertise	expertise	NOUN
futech-402	14	14	,	,	PUNCT
futech-402	14	15	while	while	SCONJ
futech-402	14	16	regular	regular	ADJ
futech-402	14	17	customers	customer	NOUN
futech-402	14	18	emphasize	emphasize	VERB
futech-402	14	19	interpersonal	interpersonal	ADJ
futech-402	14	20	service	service	NOUN
futech-402	14	21	dimensions	dimension	NOUN
futech-402	14	22	.	.	PUNCT
futech-402	15	1	this	this	DET
futech-402	15	2	framework	framework	NOUN
futech-402	15	3	advances	advance	VERB
futech-402	15	4	multimodal	multimodal	NOUN
futech-402	15	5	learning	learn	VERB
futech-402	15	6	theory	theory	NOUN
futech-402	15	7	in	in	ADP
futech-402	15	8	marketing	marketing	NOUN
futech-402	15	9	contexts	contexts	NOUN
futech-402	15	10	,	,	PUNCT
futech-402	15	11	providing	provide	VERB
futech-402	15	12	practical	practical	ADJ
futech-402	15	13	foundations	foundation	NOUN
futech-402	15	14	for	for	ADP
futech-402	15	15	next	next	ADJ
futech-402	15	16	-	-	PUNCT
futech-402	15	17	generation	generation	NOUN
futech-402	15	18	customer	customer	NOUN
futech-402	15	19	relationship	relationship	NOUN
futech-402	15	20	management	management	NOUN
futech-402	15	21	systems	system	NOUN
futech-402	15	22	.	.	PUNCT
futech-402	16	1	it	it	PRON
futech-402	16	2	enables	enable	VERB
futech-402	16	3	enhanced	enhanced	ADJ
futech-402	16	4	customer	customer	NOUN
futech-402	16	5	engagement	engagement	NOUN
futech-402	16	6	and	and	CCONJ
futech-402	16	7	business	business	NOUN
futech-402	16	8	value	value	NOUN
futech-402	16	9	creation	creation	NOUN
futech-402	16	10	through	through	ADP
futech-402	16	11	integrated	integrate	VERB
futech-402	16	12	data	datum	NOUN
futech-402	16	13	strategies	strategy	NOUN
futech-402	16	14	.	.	PUNCT
futech-402	17	1	1	1	X
futech-402	17	2	.	.	X
futech-402	17	3	introduction	introduction	NOUN
futech-402	17	4	the	the	DET
futech-402	17	5	acceleration	acceleration	NOUN
futech-402	17	6	of	of	ADP
futech-402	17	7	digital	digital	ADJ
futech-402	17	8	marketing	marketing	NOUN
futech-402	17	9	has	have	AUX
futech-402	17	10	created	create	VERB
futech-402	17	11	a	a	DET
futech-402	17	12	new	new	ADJ
futech-402	17	13	era	era	NOUN
futech-402	17	14	of	of	ADP
futech-402	17	15	multimodal	multimodal	NOUN
futech-402	17	16	data	datum	NOUN
futech-402	17	17	,	,	PUNCT
futech-402	17	18	fundamentally	fundamentally	ADV
futech-402	17	19	changing	change	VERB
futech-402	17	20	how	how	SCONJ
futech-402	17	21	businesses	business	NOUN
futech-402	17	22	comprehend	comprehend	VERB
futech-402	17	23	and	and	CCONJ
futech-402	17	24	interact	interact	VERB
futech-402	17	25	with	with	ADP
futech-402	17	26	their	their	PRON
futech-402	17	27	users	user	NOUN
futech-402	17	28	.	.	PUNCT
futech-402	18	1	modern	modern	ADJ
futech-402	18	2	marketing	marketing	NOUN
futech-402	18	3	systems	system	NOUN
futech-402	18	4	collect	collect	VERB
futech-402	18	5	and	and	CCONJ
futech-402	18	6	analyze	analyze	VERB
futech-402	18	7	diverse	diverse	ADJ
futech-402	18	8	metrics	metric	NOUN
futech-402	18	9	of	of	ADP
futech-402	18	10	data	datum	NOUN
futech-402	18	11	,	,	PUNCT
futech-402	18	12	such	such	ADJ
futech-402	18	13	as	as	ADP
futech-402	18	14	reviews	review	NOUN
futech-402	18	15	,	,	PUNCT
futech-402	18	16	images	image	NOUN
futech-402	18	17	,	,	PUNCT
futech-402	18	18	behavioral	behavioral	ADJ
futech-402	18	19	patterns	pattern	NOUN
futech-402	18	20	,	,	PUNCT
futech-402	18	21	and	and	CCONJ
futech-402	18	22	purchases	purchase	NOUN
futech-402	18	23	,	,	PUNCT
futech-402	18	24	which	which	PRON
futech-402	18	25	create	create	VERB
futech-402	18	26	both	both	DET
futech-402	18	27	opportunities	opportunity	NOUN
futech-402	18	28	and	and	CCONJ
futech-402	18	29	challenges	challenge	NOUN
futech-402	18	30	for	for	ADP
futech-402	18	31	customer	customer	NOUN
futech-402	18	32	relationship	relationship	NOUN
futech-402	18	33	management	management	NOUN
futech-402	19	1	[	[	X
futech-402	19	2	1	1	NUM
futech-402	19	3	]	]	PUNCT
futech-402	19	4	.	.	PUNCT
futech-402	20	1	the	the	DET
futech-402	20	2	increasing	increase	VERB
futech-402	20	3	abundance	abundance	NOUN
futech-402	20	4	of	of	ADP
futech-402	20	5	data	datum	NOUN
futech-402	20	6	offers	offer	VERB
futech-402	20	7	a	a	DET
futech-402	20	8	wealth	wealth	NOUN
futech-402	20	9	of	of	ADP
futech-402	20	10	insights	insight	NOUN
futech-402	20	11	into	into	ADP
futech-402	20	12	customer	customer	NOUN
futech-402	20	13	choices	choice	NOUN
futech-402	20	14	and	and	CCONJ
futech-402	20	15	actions	action	NOUN
futech-402	20	16	,	,	PUNCT
futech-402	20	17	but	but	CCONJ
futech-402	20	18	an	an	DET
futech-402	20	19	intricate	intricate	ADJ
futech-402	20	20	,	,	PUNCT
futech-402	20	21	growing	grow	VERB
futech-402	20	22	portrait	portrait	NOUN
futech-402	20	23	of	of	ADP
futech-402	20	24	customer	customer	NOUN
futech-402	20	25	experience	experience	NOUN
futech-402	20	26	can	can	AUX
futech-402	20	27	not	not	PART
futech-402	20	28	be	be	AUX
futech-402	20	29	adequately	adequately	ADV
futech-402	20	30	addressed	address	VERB
futech-402	20	31	by	by	ADP
futech-402	20	32	traditional	traditional	ADJ
futech-402	20	33	marketing	marketing	NOUN
futech-402	20	34	frameworks	framework	NOUN
futech-402	20	35	built	build	VERB
futech-402	20	36	around	around	ADP
futech-402	20	37	one	one	NUM
futech-402	20	38	-	-	PUNCT
futech-402	20	39	throat	throat	NOUN
futech-402	20	40	-	-	PUNCT
futech-402	20	41	in	in	NOUN
futech-402	20	42	,	,	PUNCT
futech-402	20	43	single	single	ADJ
futech-402	20	44	-	-	PUNCT
futech-402	20	45	source	source	NOUN
futech-402	20	46	models	model	NOUN
futech-402	20	47	[	[	X
futech-402	20	48	2	2	NUM
futech-402	20	49	]	]	PUNCT
futech-402	20	50	.	.	PUNCT
futech-402	21	1	the	the	DET
futech-402	21	2	integration	integration	NOUN
futech-402	21	3	of	of	ADP
futech-402	21	4	deep	deep	ADJ
futech-402	21	5	learning	learning	NOUN
futech-402	21	6	technologies	technology	NOUN
futech-402	21	7	has	have	AUX
futech-402	21	8	emerged	emerge	VERB
futech-402	21	9	as	as	ADP
futech-402	21	10	a	a	DET
futech-402	21	11	promising	promising	ADJ
futech-402	21	12	solution	solution	NOUN
futech-402	21	13	to	to	ADP
futech-402	21	14	overcoming	overcome	VERB
futech-402	21	15	such	such	ADJ
futech-402	21	16	challenges	challenge	NOUN
futech-402	21	17	by	by	ADP
futech-402	21	18	offering	offer	VERB
futech-402	21	19	unparalleled	unparalleled	ADJ
futech-402	21	20	insight	insight	NOUN
futech-402	21	21	into	into	ADP
futech-402	21	22	understanding	understand	VERB
futech-402	21	23	the	the	DET
futech-402	21	24	processing	processing	NOUN
futech-402	21	25	and	and	CCONJ
futech-402	21	26	merging	merging	NOUN
futech-402	21	27	of	of	ADP
futech-402	21	28	diverse	diverse	ADJ
futech-402	21	29	information	information	NOUN
futech-402	21	30	within	within	ADP
futech-402	21	31	data	datum	NOUN
futech-402	21	32	,	,	PUNCT
futech-402	21	33	thereby	thereby	ADV
futech-402	21	34	aiding	aid	VERB
futech-402	21	35	in	in	ADP
futech-402	21	36	informed	inform	VERB
futech-402	21	37	marketing	marketing	NOUN
futech-402	21	38	decisions	decision	NOUN
futech-402	21	39	[	[	X
futech-402	21	40	3	3	NUM
futech-402	21	41	]	]	PUNCT
futech-402	21	42	.	.	PUNCT
futech-402	22	1	developments	development	NOUN
futech-402	22	2	in	in	ADP
futech-402	22	3	neural	neural	ADJ
futech-402	22	4	computation	computation	NOUN
futech-402	22	5	have	have	AUX
futech-402	22	6	led	lead	VERB
futech-402	22	7	to	to	ADP
futech-402	22	8	the	the	DET
futech-402	22	9	design	design	NOUN
futech-402	22	10	of	of	ADP
futech-402	22	11	advanced	advanced	ADJ
futech-402	22	12	fusion	fusion	NOUN
futech-402	22	13	methods	method	NOUN
futech-402	22	14	above	above	ADP
futech-402	22	15	data	data	NOUN
futech-402	22	16	integration	integration	NOUN
futech-402	22	17	that	that	PRON
futech-402	22	18	combine	combine	VERB
futech-402	22	19	different	different	ADJ
futech-402	22	20	data	datum	NOUN
futech-402	22	21	sources	source	NOUN
futech-402	22	22	to	to	PART
futech-402	22	23	unveil	unveil	VERB
futech-402	22	24	interrelationships	interrelationship	NOUN
futech-402	22	25	and	and	CCONJ
futech-402	22	26	patterns	pattern	NOUN
futech-402	22	27	that	that	PRON
futech-402	22	28	would	would	AUX
futech-402	22	29	remain	remain	VERB
futech-402	22	30	concealed	conceal	VERB
futech-402	22	31	in	in	ADP
futech-402	22	32	unimodal	unimodal	ADJ
futech-402	22	33	datasets	dataset	NOUN
futech-402	22	34	[	[	X
futech-402	22	35	4	4	NUM
futech-402	22	36	]	]	PUNCT
futech-402	22	37	.	.	PUNCT
futech-402	23	1	specifically	specifically	ADV
futech-402	23	2	,	,	PUNCT
futech-402	23	3	existing	exist	VERB
futech-402	23	4	approaches	approach	NOUN
futech-402	23	5	face	face	VERB
futech-402	23	6	three	three	NUM
futech-402	23	7	critical	critical	ADJ
futech-402	23	8	limitations	limitation	NOUN
futech-402	23	9	:	:	PUNCT
futech-402	23	10	(	(	PUNCT
futech-402	23	11	1	1	X
futech-402	23	12	)	)	PUNCT
futech-402	23	13	inability	inability	NOUN
futech-402	23	14	to	to	PART
futech-402	23	15	effectively	effectively	ADV
futech-402	23	16	integrate	integrate	VERB
futech-402	23	17	heterogeneous	heterogeneous	ADJ
futech-402	23	18	data	datum	NOUN
futech-402	23	19	types	type	NOUN
futech-402	23	20	in	in	ADP
futech-402	23	21	a	a	DET
futech-402	23	22	unified	unified	ADJ
futech-402	23	23	framework	framework	NOUN
futech-402	23	24	,	,	PUNCT
futech-402	23	25	(	(	PUNCT
futech-402	23	26	2	2	X
futech-402	23	27	)	)	PUNCT
futech-402	23	28	lack	lack	NOUN
futech-402	23	29	of	of	ADP
futech-402	23	30	interpretability	interpretability	NOUN
futech-402	23	31	in	in	ADP
futech-402	23	32	complex	complex	ADJ
futech-402	23	33	predictive	predictive	ADJ
futech-402	23	34	models	model	NOUN
futech-402	23	35	,	,	PUNCT
futech-402	23	36	and	and	CCONJ
futech-402	23	37	(	(	PUNCT
futech-402	23	38	3	3	X
futech-402	23	39	)	)	PUNCT
futech-402	23	40	insufficient	insufficient	ADJ
futech-402	23	41	consideration	consideration	NOUN
futech-402	23	42	of	of	ADP
futech-402	23	43	segment	segment	NOUN
futech-402	23	44	-	-	PUNCT
futech-402	23	45	specific	specific	ADJ
futech-402	23	46	service	service	NOUN
futech-402	23	47	quality	quality	NOUN
futech-402	23	48	preferences	preference	NOUN
futech-402	23	49	in	in	ADP
futech-402	23	50	customer	customer	NOUN
futech-402	23	51	loyalty	loyalty	NOUN
futech-402	23	52	prediction	prediction	NOUN
futech-402	23	53	.	.	PUNCT
futech-402	24	1	the	the	DET
futech-402	24	2	intersection	intersection	NOUN
futech-402	24	3	of	of	ADP
futech-402	24	4	multimodal	multimodal	NOUN
futech-402	24	5	data	datum	NOUN
futech-402	24	6	fusion	fusion	NOUN
futech-402	24	7	with	with	ADP
futech-402	24	8	customer	customer	NOUN
futech-402	24	9	loyalty	loyalty	NOUN
futech-402	24	10	prediction	prediction	NOUN
futech-402	24	11	showcases	showcase	VERB
futech-402	24	12	one	one	NUM
futech-402	24	13	of	of	ADP
futech-402	24	14	the	the	DET
futech-402	24	15	most	most	ADV
futech-402	24	16	unresearched	unresearched	ADJ
futech-402	24	17	gaps	gap	NOUN
futech-402	24	18	in	in	ADP
futech-402	24	19	precision	precision	NOUN
futech-402	24	20	marketing	marketing	NOUN
futech-402	24	21	.	.	PUNCT
futech-402	25	1	different	different	ADJ
futech-402	25	2	studies	study	NOUN
futech-402	25	3	open	open	ADJ
futech-402	25	4	access	access	NOUN
futech-402	25	5	journal	journal	PROPN
futech-402	25	6	issn	issn	PROPN
futech-402	25	7	2832	2832	NUM
futech-402	25	8	-	-	SYM
futech-402	25	9	0379	0379	NUM
futech-402	25	10	https://doi.org/10.55670/fpll.futech.4.4.2	https://doi.org/10.55670/fpll.futech.4.4.2	NOUN
futech-402	25	11	journal	journal	PROPN
futech-402	25	12	homepage	homepage	NOUN
futech-402	25	13	:	:	PUNCT
futech-402	26	1	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-402	26	2	future	future	ADJ
futech-402	26	3	technology	technology	NOUN
futech-402	26	4	november	november	PROPN
futech-402	26	5	2025|	2025|	NUM
futech-402	26	6	volume	volume	NOUN
futech-402	26	7	04	04	NUM
futech-402	27	1	|	|	ADV
futech-402	27	2	issue	issue	VERB
futech-402	27	3	04	04	NUM
futech-402	28	1	|	|	CCONJ
futech-402	28	2	pages	page	NOUN
futech-402	28	3	12	12	NUM
futech-402	28	4	-	-	SYM
futech-402	28	5	23	23	NUM
futech-402	28	6	open	open	ADJ
futech-402	28	7	access	access	NOUN
futech-402	28	8	journal	journal	NOUN
futech-402	28	9	mailto:fsa@utm.my	mailto:fsa@utm.my	NOUN
futech-402	28	10	https://doi.org/10.55670/fpll.futech.4.4.2	https://doi.org/10.55670/fpll.futech.4.4.2	NOUN
futech-402	28	11	https://fupubco.com/futech	https://fupubco.com/futech	PROPN
futech-402	28	12	x.	x.	PROPN
futech-402	28	13	nie	nie	PROPN
futech-402	28	14	&	&	CCONJ
futech-402	28	15	fs	fs	PROPN
futech-402	28	16	.	.	PROPN
futech-402	29	1	ahmad	ahmad	PROPN
futech-402	29	2	/future	/future	PROPN
futech-402	29	3	technology	technology	PROPN
futech-402	29	4	november	november	PROPN
futech-402	29	5	2025|	2025|	NUM
futech-402	29	6	volume	volume	NOUN
futech-402	29	7	04	04	NUM
futech-402	30	1	|	|	ADV
futech-402	30	2	issue	issue	VERB
futech-402	30	3	04	04	NUM
futech-402	31	1	|	|	CCONJ
futech-402	31	2	pages	page	VERB
futech-402	31	3	12	12	NUM
futech-402	31	4	-	-	SYM
futech-402	31	5	23	23	NUM
futech-402	31	6	13	13	NUM
futech-402	31	7	have	have	AUX
futech-402	31	8	analyzed	analyze	VERB
futech-402	31	9	predictive	predictive	ADJ
futech-402	31	10	analytics	analytic	NOUN
futech-402	31	11	for	for	ADP
futech-402	31	12	customer	customer	NOUN
futech-402	31	13	loyalty	loyalty	NOUN
futech-402	31	14	.	.	PUNCT
futech-402	32	1	using	use	VERB
futech-402	32	2	some	some	DET
futech-402	32	3	form	form	NOUN
futech-402	32	4	of	of	ADP
futech-402	32	5	machine	machine	NOUN
futech-402	32	6	learning	learning	NOUN
futech-402	32	7	,	,	PUNCT
futech-402	32	8	most	most	ADJ
futech-402	32	9	analyses	analysis	NOUN
futech-402	32	10	have	have	AUX
futech-402	32	11	focused	focus	VERB
futech-402	32	12	on	on	ADP
futech-402	32	13	either	either	CCONJ
futech-402	32	14	single	single	ADJ
futech-402	32	15	-	-	PUNCT
futech-402	32	16	modality	modality	NOUN
futech-402	32	17	data	datum	NOUN
futech-402	32	18	or	or	CCONJ
futech-402	32	19	straightforward	straightforward	ADJ
futech-402	32	20	feature	feature	NOUN
futech-402	32	21	concatenation	concatenation	NOUN
futech-402	32	22	strategies	strategy	NOUN
futech-402	32	23	[	[	X
futech-402	32	24	5	5	NUM
futech-402	32	25	]	]	PUNCT
futech-402	32	26	.	.	PUNCT
futech-402	33	1	lee	lee	PROPN
futech-402	33	2	and	and	CCONJ
futech-402	33	3	jiang	jiang	PROPN
futech-402	33	4	explored	explore	VERB
futech-402	33	5	the	the	DET
futech-402	33	6	possibilities	possibility	NOUN
futech-402	33	7	of	of	ADP
futech-402	33	8	hybrid	hybrid	NOUN
futech-402	33	9	machine	machine	NOUN
futech-402	33	10	learning	learning	NOUN
futech-402	33	11	models	model	NOUN
futech-402	33	12	for	for	ADP
futech-402	33	13	loyalty	loyalty	NOUN
futech-402	33	14	prediction	prediction	NOUN
futech-402	33	15	,	,	PUNCT
futech-402	33	16	but	but	CCONJ
futech-402	33	17	their	their	PRON
futech-402	33	18	analysis	analysis	NOUN
futech-402	33	19	was	be	AUX
futech-402	33	20	restricted	restrict	VERB
futech-402	33	21	to	to	ADP
futech-402	33	22	structured	structured	ADJ
futech-402	33	23	transactional	transactional	ADJ
futech-402	33	24	data	datum	NOUN
futech-402	34	1	[	[	X
futech-402	34	2	6	6	NUM
futech-402	34	3	]	]	PUNCT
futech-402	34	4	.	.	PUNCT
futech-402	35	1	indeed	indeed	ADV
futech-402	35	2	,	,	PUNCT
futech-402	35	3	works	work	VERB
futech-402	35	4	focused	focus	VERB
futech-402	35	5	on	on	ADP
futech-402	35	6	the	the	DET
futech-402	35	7	perception	perception	NOUN
futech-402	35	8	of	of	ADP
futech-402	35	9	service	service	NOUN
futech-402	35	10	quality	quality	NOUN
futech-402	35	11	have	have	AUX
futech-402	35	12	relied	rely	VERB
futech-402	35	13	on	on	ADP
futech-402	35	14	texts	text	NOUN
futech-402	35	15	and	and	CCONJ
futech-402	35	16	postsurvey	postsurvey	NOUN
futech-402	35	17	analyses	analysis	NOUN
futech-402	35	18	,	,	PUNCT
futech-402	35	19	incorporating	incorporate	VERB
futech-402	35	20	very	very	ADV
futech-402	35	21	little	little	ADJ
futech-402	35	22	context	context	NOUN
futech-402	35	23	available	available	ADJ
futech-402	35	24	from	from	ADP
futech-402	35	25	myriad	myriad	ADJ
futech-402	35	26	data	datum	NOUN
futech-402	35	27	sources	source	NOUN
futech-402	35	28	[	[	X
futech-402	35	29	7	7	NUM
futech-402	35	30	]	]	PUNCT
futech-402	35	31	.	.	PUNCT
futech-402	36	1	while	while	SCONJ
futech-402	36	2	kilimci	kilimci	PROPN
futech-402	36	3	et	et	PROPN
futech-402	36	4	al	al	PROPN
futech-402	36	5	.	.	PROPN
futech-402	36	6	have	have	AUX
futech-402	36	7	applied	apply	VERB
futech-402	36	8	deep	deep	ADJ
futech-402	36	9	contextualised	contextualised	ADJ
futech-402	36	10	representations	representation	NOUN
futech-402	36	11	to	to	PART
futech-402	36	12	advance	advance	VERB
futech-402	36	13	mobile	mobile	ADJ
futech-402	36	14	application	application	NOUN
futech-402	36	15	loyalty	loyalty	NOUN
futech-402	36	16	prediction	prediction	NOUN
futech-402	36	17	,	,	PUNCT
futech-402	36	18	their	their	PRON
futech-402	36	19	work	work	NOUN
futech-402	36	20	did	do	AUX
futech-402	36	21	not	not	PART
futech-402	36	22	capture	capture	VERB
futech-402	36	23	the	the	DET
futech-402	36	24	multimodal	multimodal	ADJ
futech-402	36	25	nature	nature	NOUN
futech-402	36	26	of	of	ADP
futech-402	36	27	customer	customer	NOUN
futech-402	36	28	interactions	interaction	NOUN
futech-402	36	29	[	[	X
futech-402	36	30	8	8	NUM
futech-402	36	31	]	]	PUNCT
futech-402	36	32	.	.	PUNCT
futech-402	37	1	the	the	DET
futech-402	37	2	connection	connection	NOUN
futech-402	37	3	between	between	ADP
futech-402	37	4	the	the	DET
futech-402	37	5	perception	perception	NOUN
futech-402	37	6	of	of	ADP
futech-402	37	7	service	service	NOUN
futech-402	37	8	quality	quality	NOUN
futech-402	37	9	and	and	CCONJ
futech-402	37	10	customer	customer	NOUN
futech-402	37	11	loyalty	loyalty	NOUN
futech-402	37	12	has	have	AUX
futech-402	37	13	been	be	AUX
futech-402	37	14	extensively	extensively	ADV
futech-402	37	15	articulated	articulated	ADJ
futech-402	37	16	and	and	CCONJ
futech-402	37	17	studied	study	VERB
futech-402	37	18	from	from	ADP
futech-402	37	19	a	a	DET
futech-402	37	20	theoretical	theoretical	ADJ
futech-402	37	21	standpoint	standpoint	NOUN
futech-402	37	22	;	;	PUNCT
futech-402	37	23	however	however	ADV
futech-402	37	24	,	,	PUNCT
futech-402	37	25	there	there	PRON
futech-402	37	26	is	be	VERB
futech-402	37	27	still	still	ADV
futech-402	37	28	a	a	DET
futech-402	37	29	lack	lack	NOUN
futech-402	37	30	of	of	ADP
futech-402	37	31	practical	practical	ADJ
futech-402	37	32	models	model	NOUN
futech-402	37	33	that	that	PRON
futech-402	37	34	utilise	utilise	VERB
futech-402	37	35	deep	deep	ADJ
futech-402	37	36	multimodal	multimodal	NOUN
futech-402	37	37	frameworks	framework	NOUN
futech-402	37	38	and	and	CCONJ
futech-402	37	39	quantify	quantify	VERB
futech-402	37	40	the	the	DET
futech-402	37	41	relationship	relationship	NOUN
futech-402	37	42	[	[	X
futech-402	37	43	9	9	NUM
futech-402	37	44	]	]	PUNCT
futech-402	37	45	.	.	PUNCT
futech-402	38	1	it	it	PRON
futech-402	38	2	has	have	AUX
futech-402	38	3	been	be	AUX
futech-402	38	4	noted	note	VERB
futech-402	38	5	recently	recently	ADV
futech-402	38	6	that	that	SCONJ
futech-402	38	7	ai	ai	ADJ
futech-402	38	8	-	-	PUNCT
futech-402	38	9	powered	power	VERB
futech-402	38	10	techniques	technique	NOUN
futech-402	38	11	are	be	AUX
futech-402	38	12	central	central	ADJ
futech-402	38	13	to	to	ADP
futech-402	38	14	improving	improve	VERB
futech-402	38	15	the	the	DET
futech-402	38	16	customer	customer	NOUN
futech-402	38	17	experience	experience	NOUN
futech-402	38	18	;	;	PUNCT
futech-402	38	19	however	however	ADV
futech-402	38	20	,	,	PUNCT
futech-402	38	21	these	these	DET
futech-402	38	22	studies	study	NOUN
futech-402	38	23	do	do	AUX
futech-402	38	24	not	not	PART
futech-402	38	25	employ	employ	VERB
futech-402	38	26	data	data	NOUN
futech-402	38	27	fusion	fusion	NOUN
futech-402	38	28	methods	method	NOUN
futech-402	38	29	that	that	PRON
futech-402	38	30	capture	capture	VERB
futech-402	38	31	customer	customer	NOUN
futech-402	38	32	and	and	CCONJ
futech-402	38	33	brand	brand	NOUN
futech-402	38	34	interactions	interaction	NOUN
futech-402	38	35	at	at	ADP
futech-402	38	36	multiple	multiple	ADJ
futech-402	38	37	levels	level	NOUN
futech-402	38	38	[	[	X
futech-402	38	39	10	10	NUM
futech-402	38	40	,	,	PUNCT
futech-402	38	41	11	11	NUM
futech-402	38	42	]	]	PUNCT
futech-402	38	43	.	.	PUNCT
futech-402	39	1	although	although	SCONJ
futech-402	39	2	noteworthy	noteworthy	ADJ
futech-402	39	3	advances	advance	NOUN
futech-402	39	4	have	have	AUX
futech-402	39	5	been	be	AUX
futech-402	39	6	made	make	VERB
futech-402	39	7	in	in	ADP
futech-402	39	8	both	both	CCONJ
futech-402	39	9	multimodal	multimodal	ADJ
futech-402	39	10	learning	learning	NOUN
futech-402	39	11	and	and	CCONJ
futech-402	39	12	customer	customer	NOUN
futech-402	39	13	analytics	analytic	NOUN
futech-402	39	14	,	,	PUNCT
futech-402	39	15	a	a	DET
futech-402	39	16	striking	striking	ADJ
futech-402	39	17	gap	gap	NOUN
futech-402	39	18	remains	remain	VERB
futech-402	39	19	in	in	ADP
futech-402	39	20	the	the	DET
futech-402	39	21	literature	literature	NOUN
futech-402	39	22	.	.	PUNCT
futech-402	40	1	research	research	NOUN
futech-402	40	2	today	today	NOUN
futech-402	40	3	has	have	VERB
futech-402	40	4	a	a	DET
futech-402	40	5	number	number	NOUN
futech-402	40	6	of	of	ADP
futech-402	40	7	shortcomings	shortcoming	NOUN
futech-402	40	8	that	that	PRON
futech-402	40	9	impede	impede	VERB
futech-402	40	10	the	the	DET
futech-402	40	11	development	development	NOUN
futech-402	40	12	of	of	ADP
futech-402	40	13	accurate	accurate	ADJ
futech-402	40	14	and	and	CCONJ
futech-402	40	15	effective	effective	ADJ
futech-402	40	16	precision	precision	NOUN
futech-402	40	17	marketing	marketing	NOUN
futech-402	40	18	systems	system	NOUN
futech-402	40	19	.	.	PUNCT
futech-402	41	1	zhang	zhang	PROPN
futech-402	41	2	et	et	PROPN
futech-402	41	3	al	al	PROPN
futech-402	41	4	.	.	PUNCT
futech-402	42	1	[	[	X
futech-402	42	2	9	9	NUM
futech-402	42	3	]	]	PUNCT
futech-402	42	4	applied	apply	VERB
futech-402	42	5	ai	ai	NOUN
futech-402	42	6	methods	method	NOUN
futech-402	42	7	to	to	ADP
futech-402	42	8	customer	customer	NOUN
futech-402	42	9	profiling	profiling	NOUN
futech-402	42	10	and	and	CCONJ
futech-402	42	11	segmentation	segmentation	NOUN
futech-402	42	12	,	,	PUNCT
futech-402	42	13	and	and	CCONJ
futech-402	42	14	their	their	PRON
futech-402	42	15	work	work	NOUN
futech-402	42	16	was	be	AUX
futech-402	42	17	a	a	DET
futech-402	42	18	significant	significant	ADJ
futech-402	42	19	contribution	contribution	NOUN
futech-402	42	20	.	.	PUNCT
futech-402	43	1	however	however	ADV
futech-402	43	2	,	,	PUNCT
futech-402	43	3	they	they	PRON
futech-402	43	4	did	do	AUX
futech-402	43	5	not	not	PART
futech-402	43	6	use	use	VERB
futech-402	43	7	real	real	ADJ
futech-402	43	8	-	-	PUNCT
futech-402	43	9	time	time	NOUN
futech-402	43	10	multimodal	multimodal	NOUN
futech-402	43	11	data	datum	NOUN
futech-402	43	12	streams	stream	NOUN
futech-402	43	13	as	as	ADP
futech-402	43	14	their	their	PRON
futech-402	43	15	methodology	methodology	NOUN
futech-402	43	16	.	.	PUNCT
futech-402	44	1	as	as	SCONJ
futech-402	44	2	unstructured	unstructured	ADJ
futech-402	44	3	customer	customer	NOUN
futech-402	44	4	reviews	review	NOUN
futech-402	44	5	remain	remain	VERB
futech-402	44	6	integrated	integrate	VERB
futech-402	44	7	with	with	ADP
futech-402	44	8	structured	structured	ADJ
futech-402	44	9	behavioural	behavioural	ADJ
futech-402	44	10	data	datum	NOUN
futech-402	44	11	,	,	PUNCT
futech-402	44	12	unsolved	unsolved	ADJ
futech-402	44	13	,	,	PUNCT
futech-402	44	14	ramaswamy	ramaswamy	ADJ
futech-402	44	15	and	and	CCONJ
futech-402	44	16	declerck	declerck	PROPN
futech-402	44	17	limited	limit	VERB
futech-402	44	18	themselves	themselves	PRON
futech-402	44	19	to	to	ADP
futech-402	44	20	a	a	DET
futech-402	44	21	focus	focus	NOUN
futech-402	44	22	on	on	ADP
futech-402	44	23	textual	textual	ADJ
futech-402	44	24	analysis	analysis	NOUN
futech-402	44	25	[	[	X
futech-402	44	26	12	12	NUM
futech-402	44	27	]	]	PUNCT
futech-402	44	28	.	.	PUNCT
futech-402	45	1	in	in	ADP
futech-402	45	2	addition	addition	NOUN
futech-402	45	3	,	,	PUNCT
futech-402	45	4	most	most	ADJ
futech-402	45	5	models	model	NOUN
futech-402	45	6	are	be	AUX
futech-402	45	7	crafted	craft	VERB
futech-402	45	8	without	without	ADP
futech-402	45	9	interpretability	interpretability	NOUN
futech-402	45	10	,	,	PUNCT
futech-402	45	11	which	which	PRON
futech-402	45	12	creates	create	VERB
futech-402	45	13	a	a	DET
futech-402	45	14	gap	gap	NOUN
futech-402	45	15	of	of	ADP
futech-402	45	16	understanding	understanding	NOUN
futech-402	45	17	for	for	ADP
futech-402	45	18	marketing	marketing	NOUN
futech-402	45	19	professionals	professional	NOUN
futech-402	45	20	to	to	PART
futech-402	45	21	trust	trust	VERB
futech-402	45	22	the	the	DET
futech-402	45	23	outcome	outcome	NOUN
futech-402	45	24	forecasts	forecast	NOUN
futech-402	45	25	produced	produce	VERB
futech-402	45	26	by	by	ADP
futech-402	45	27	intricate	intricate	ADJ
futech-402	45	28	neural	neural	ADJ
futech-402	45	29	networks	network	NOUN
futech-402	45	30	[	[	X
futech-402	45	31	13	13	NUM
futech-402	45	32	]	]	PUNCT
futech-402	45	33	.	.	PUNCT
futech-402	46	1	the	the	DET
futech-402	46	2	imbalance	imbalance	NOUN
futech-402	46	3	problem	problem	NOUN
futech-402	46	4	concerning	concern	VERB
futech-402	46	5	data	datum	NOUN
futech-402	46	6	sets	set	NOUN
futech-402	46	7	for	for	ADP
futech-402	46	8	predicting	predict	VERB
futech-402	46	9	customer	customer	NOUN
futech-402	46	10	churn	churn	NOUN
futech-402	46	11	and	and	CCONJ
futech-402	46	12	loyalty	loyalty	NOUN
futech-402	46	13	,	,	PUNCT
futech-402	46	14	highlighted	highlight	VERB
futech-402	46	15	by	by	ADP
futech-402	46	16	haddadi	haddadi	PROPN
futech-402	46	17	et	et	PROPN
futech-402	46	18	al	al	PROPN
futech-402	46	19	.	.	PUNCT
futech-402	47	1	[	[	X
futech-402	47	2	14	14	NUM
futech-402	47	3	]	]	PUNCT
futech-402	47	4	,	,	PUNCT
futech-402	47	5	is	be	AUX
futech-402	47	6	worsened	worsen	VERB
futech-402	47	7	in	in	ADP
futech-402	47	8	the	the	DET
futech-402	47	9	case	case	NOUN
futech-402	47	10	of	of	ADP
futech-402	47	11	multimodal	multimodal	NOUN
futech-402	47	12	datasets	dataset	NOUN
futech-402	47	13	.	.	PUNCT
futech-402	48	1	furthermore	furthermore	ADV
futech-402	48	2	,	,	PUNCT
futech-402	48	3	while	while	SCONJ
futech-402	48	4	the	the	DET
futech-402	48	5	field	field	NOUN
futech-402	48	6	of	of	ADP
futech-402	48	7	sentiment	sentiment	NOUN
futech-402	48	8	analysis	analysis	NOUN
futech-402	48	9	has	have	AUX
futech-402	48	10	advanced	advance	VERB
futech-402	48	11	,	,	PUNCT
futech-402	48	12	no	no	DET
futech-402	48	13	approach	approach	NOUN
futech-402	48	14	attempts	attempt	VERB
futech-402	48	15	to	to	PART
futech-402	48	16	merge	merge	VERB
futech-402	48	17	sentiment	sentiment	NOUN
futech-402	48	18	insights	insight	NOUN
futech-402	48	19	with	with	ADP
futech-402	48	20	behaviour	behaviour	NOUN
futech-402	48	21	and	and	CCONJ
futech-402	48	22	transaction	transaction	NOUN
futech-402	48	23	data	datum	NOUN
futech-402	48	24	within	within	ADP
futech-402	48	25	a	a	DET
futech-402	48	26	singular	singular	ADJ
futech-402	48	27	framework	framework	NOUN
futech-402	48	28	[	[	X
futech-402	48	29	15	15	NUM
futech-402	48	30	]	]	PUNCT
futech-402	48	31	.	.	PUNCT
futech-402	49	1	generative	generative	PROPN
futech-402	49	2	ai	ai	PROPN
futech-402	49	3	,	,	PUNCT
futech-402	49	4	coupled	couple	VERB
futech-402	49	5	with	with	ADP
futech-402	49	6	sophisticated	sophisticated	ADJ
futech-402	49	7	conversational	conversational	ADJ
futech-402	49	8	systems	system	NOUN
futech-402	49	9	,	,	PUNCT
futech-402	49	10	gives	give	VERB
futech-402	49	11	rise	rise	NOUN
futech-402	49	12	to	to	ADP
futech-402	49	13	new	new	ADJ
futech-402	49	14	data	datum	NOUN
futech-402	49	15	modalities	modality	NOUN
futech-402	49	16	,	,	PUNCT
futech-402	49	17	which	which	PRON
futech-402	49	18	current	current	ADJ
futech-402	49	19	frameworks	framework	NOUN
futech-402	49	20	are	be	AUX
futech-402	49	21	not	not	PART
futech-402	49	22	prepared	prepare	VERB
futech-402	49	23	for	for	ADP
futech-402	49	24	[	[	X
futech-402	49	25	16	16	NUM
futech-402	49	26	]	]	PUNCT
futech-402	49	27	.	.	PUNCT
futech-402	50	1	also	also	ADV
futech-402	50	2	,	,	PUNCT
futech-402	50	3	the	the	DET
futech-402	50	4	rush	rush	NOUN
futech-402	50	5	with	with	ADP
futech-402	50	6	which	which	PRON
futech-402	50	7	customer	customer	NOUN
futech-402	50	8	preferences	preference	NOUN
futech-402	50	9	change	change	NOUN
futech-402	50	10	,	,	PUNCT
futech-402	50	11	coupled	couple	VERB
futech-402	50	12	with	with	ADP
futech-402	50	13	the	the	DET
futech-402	50	14	desire	desire	NOUN
futech-402	50	15	for	for	ADP
futech-402	50	16	immediate	immediate	ADJ
futech-402	50	17	personalised	personalised	ADJ
futech-402	50	18	attention	attention	NOUN
futech-402	50	19	,	,	PUNCT
futech-402	50	20	is	be	AUX
futech-402	50	21	a	a	DET
futech-402	50	22	problem	problem	NOUN
futech-402	50	23	static	static	NOUN
futech-402	50	24	models	model	NOUN
futech-402	50	25	deal	deal	VERB
futech-402	50	26	with	with	ADP
futech-402	50	27	but	but	CCONJ
futech-402	50	28	struggle	struggle	VERB
futech-402	50	29	to	to	PART
futech-402	50	30	address	address	VERB
futech-402	50	31	[	[	X
futech-402	50	32	17	17	NUM
futech-402	50	33	]	]	PUNCT
futech-402	50	34	.	.	PUNCT
futech-402	51	1	this	this	DET
futech-402	51	2	research	research	NOUN
futech-402	51	3	addresses	address	VERB
futech-402	51	4	these	these	DET
futech-402	51	5	critical	critical	ADJ
futech-402	51	6	gaps	gap	NOUN
futech-402	51	7	by	by	ADP
futech-402	51	8	developing	develop	VERB
futech-402	51	9	a	a	DET
futech-402	51	10	multifaceted	multifaceted	ADJ
futech-402	51	11	approach	approach	NOUN
futech-402	51	12	that	that	PRON
futech-402	51	13	involves	involve	VERB
futech-402	51	14	deep	deep	ADJ
futech-402	51	15	learning	learning	NOUN
futech-402	51	16	algorithms	algorithm	NOUN
futech-402	51	17	,	,	PUNCT
futech-402	51	18	focusing	focus	VERB
futech-402	51	19	on	on	ADP
futech-402	51	20	precision	precision	NOUN
futech-402	51	21	customer	customer	NOUN
futech-402	51	22	marketing	marketing	NOUN
futech-402	51	23	,	,	PUNCT
futech-402	51	24	and	and	CCONJ
futech-402	51	25	crafted	craft	VERB
futech-402	51	26	through	through	ADP
futech-402	51	27	multimodal	multimodal	NOUN
futech-402	51	28	data	datum	NOUN
futech-402	51	29	fusion	fusion	NOUN
futech-402	51	30	.	.	PUNCT
futech-402	52	1	the	the	DET
futech-402	52	2	study	study	NOUN
futech-402	52	3	integrates	integrate	VERB
futech-402	52	4	an	an	DET
futech-402	52	5	innovative	innovative	ADJ
futech-402	52	6	architecture	architecture	NOUN
futech-402	52	7	that	that	PRON
futech-402	52	8	considers	consider	VERB
futech-402	52	9	diverse	diverse	ADJ
futech-402	52	10	data	data	NOUN
futech-402	52	11	modalities	modality	NOUN
futech-402	52	12	such	such	ADJ
futech-402	52	13	as	as	ADP
futech-402	52	14	behavioural	behavioural	ADJ
futech-402	52	15	and	and	CCONJ
futech-402	52	16	transactional	transactional	ADJ
futech-402	52	17	records	record	NOUN
futech-402	52	18	,	,	PUNCT
futech-402	52	19	textual	textual	ADJ
futech-402	52	20	reviews	review	NOUN
futech-402	52	21	,	,	PUNCT
futech-402	52	22	visual	visual	ADJ
futech-402	52	23	content	content	NOUN
futech-402	52	24	,	,	PUNCT
futech-402	52	25	and	and	CCONJ
futech-402	52	26	actions	action	NOUN
futech-402	52	27	using	use	VERB
futech-402	52	28	attention	attention	NOUN
futech-402	52	29	and	and	CCONJ
futech-402	52	30	cross	cross	ADJ
futech-402	52	31	-	-	ADJ
futech-402	52	32	modal	modal	ADJ
futech-402	52	33	learning	learning	NOUN
futech-402	52	34	mechanisms	mechanism	NOUN
futech-402	52	35	[	[	X
futech-402	52	36	18,19	18,19	X
futech-402	52	37	]	]	PUNCT
futech-402	52	38	.	.	PUNCT
futech-402	53	1	with	with	ADP
futech-402	53	2	modern	modern	ADJ
futech-402	53	3	neural	neural	ADJ
futech-402	53	4	network	network	NOUN
futech-402	53	5	architectures	architecture	NOUN
futech-402	53	6	,	,	PUNCT
futech-402	53	7	this	this	DET
futech-402	53	8	research	research	NOUN
futech-402	53	9	attempts	attempt	VERB
futech-402	53	10	to	to	PART
futech-402	53	11	measure	measure	VERB
futech-402	53	12	the	the	DET
futech-402	53	13	interactions	interaction	NOUN
futech-402	53	14	between	between	ADP
futech-402	53	15	customer	customer	NOUN
futech-402	53	16	loyalty	loyalty	NOUN
futech-402	53	17	outcomes	outcome	NOUN
futech-402	53	18	and	and	CCONJ
futech-402	53	19	service	service	NOUN
futech-402	53	20	quality	quality	NOUN
futech-402	53	21	perception	perception	NOUN
futech-402	53	22	,	,	PUNCT
futech-402	53	23	derived	derive	VERB
futech-402	53	24	from	from	ADP
futech-402	53	25	multimodal	multimodal	NOUN
futech-402	53	26	inputs	input	NOUN
futech-402	53	27	,	,	PUNCT
futech-402	53	28	within	within	ADP
futech-402	53	29	the	the	DET
futech-402	53	30	context	context	NOUN
futech-402	53	31	of	of	ADP
futech-402	53	32	customer	customer	NOUN
futech-402	53	33	marketing	marketing	NOUN
futech-402	53	34	relations	relation	NOUN
futech-402	53	35	[	[	X
futech-402	53	36	20	20	NUM
futech-402	53	37	]	]	PUNCT
futech-402	53	38	.	.	PUNCT
futech-402	54	1	the	the	DET
futech-402	54	2	designed	design	VERB
futech-402	54	3	framework	framework	NOUN
futech-402	54	4	enhances	enhance	VERB
futech-402	54	5	prediction	prediction	NOUN
futech-402	54	6	accuracy	accuracy	NOUN
futech-402	54	7	while	while	SCONJ
futech-402	54	8	facilitating	facilitate	VERB
futech-402	54	9	clear	clear	ADJ
futech-402	54	10	interpretations	interpretation	NOUN
futech-402	54	11	from	from	ADP
futech-402	54	12	advanced	advanced	ADJ
futech-402	54	13	customer	customer	NOUN
futech-402	54	14	loyalty	loyalty	NOUN
futech-402	54	15	analytics	analytic	NOUN
futech-402	54	16	,	,	PUNCT
futech-402	54	17	enabling	enable	VERB
futech-402	54	18	a	a	DET
futech-402	54	19	comprehensive	comprehensive	ADJ
futech-402	54	20	understanding	understanding	NOUN
futech-402	54	21	of	of	ADP
futech-402	54	22	the	the	DET
futech-402	54	23	pivotal	pivotal	ADJ
futech-402	54	24	factors	factor	NOUN
futech-402	54	25	that	that	PRON
futech-402	54	26	shape	shape	VERB
futech-402	54	27	customer	customer	NOUN
futech-402	54	28	loyalty	loyalty	NOUN
futech-402	54	29	.	.	PUNCT
futech-402	55	1	this	this	DET
futech-402	55	2	work	work	NOUN
futech-402	55	3	broadens	broaden	VERB
futech-402	55	4	the	the	DET
futech-402	55	5	multimodal	multimodal	NOUN
futech-402	55	6	application	application	NOUN
futech-402	55	7	of	of	ADP
futech-402	55	8	deep	deep	ADJ
futech-402	55	9	learning	learning	NOUN
futech-402	55	10	within	within	ADP
futech-402	55	11	marketing	marketing	NOUN
futech-402	55	12	,	,	PUNCT
futech-402	55	13	strategically	strategically	ADV
futech-402	55	14	guides	guide	VERB
futech-402	55	15	the	the	DET
futech-402	55	16	design	design	NOUN
futech-402	55	17	of	of	ADP
futech-402	55	18	management	management	NOUN
futech-402	55	19	systems	system	NOUN
futech-402	55	20	for	for	ADP
futech-402	55	21	customer	customer	NOUN
futech-402	55	22	relations	relation	NOUN
futech-402	55	23	in	in	ADP
futech-402	55	24	the	the	DET
futech-402	55	25	digital	digital	ADJ
futech-402	55	26	market	market	NOUN
futech-402	55	27	,	,	PUNCT
futech-402	55	28	and	and	CCONJ
futech-402	55	29	provides	provide	VERB
futech-402	55	30	insight	insight	NOUN
futech-402	55	31	into	into	ADP
futech-402	55	32	adapting	adapt	VERB
futech-402	55	33	to	to	ADP
futech-402	55	34	shifts	shift	NOUN
futech-402	55	35	in	in	ADP
futech-402	55	36	the	the	DET
futech-402	55	37	marketplace	marketplace	NOUN
futech-402	55	38	.	.	PUNCT
futech-402	56	1	2	2	X
futech-402	56	2	.	.	X
futech-402	56	3	method	method	VERB
futech-402	56	4	2.1	2.1	NUM
futech-402	56	5	multimodal	multimodal	NOUN
futech-402	56	6	data	datum	NOUN
futech-402	56	7	collection	collection	NOUN
futech-402	56	8	and	and	CCONJ
futech-402	56	9	preprocessing	preprocesse	VERB
futech-402	56	10	data	datum	NOUN
futech-402	56	11	sources	source	NOUN
futech-402	56	12	and	and	CCONJ
futech-402	56	13	ethics	ethic	NOUN
futech-402	56	14	compliance	compliance	NOUN
futech-402	56	15	:	:	PUNCT
futech-402	56	16	the	the	DET
futech-402	56	17	multimodal	multimodal	ADJ
futech-402	56	18	datasets	dataset	NOUN
futech-402	56	19	were	be	AUX
futech-402	56	20	collected	collect	VERB
futech-402	56	21	from	from	ADP
futech-402	56	22	consenting	consent	VERB
futech-402	56	23	customers	customer	NOUN
futech-402	56	24	of	of	ADP
futech-402	56	25	a	a	DET
futech-402	56	26	major	major	ADJ
futech-402	56	27	e	e	NOUN
futech-402	56	28	-	-	NOUN
futech-402	56	29	commerce	commerce	NOUN
futech-402	56	30	platform	platform	NOUN
futech-402	56	31	over	over	ADP
futech-402	56	32	a	a	DET
futech-402	56	33	24	24	NUM
futech-402	56	34	-	-	PUNCT
futech-402	56	35	month	month	NOUN
futech-402	56	36	period	period	NOUN
futech-402	56	37	(	(	PUNCT
futech-402	56	38	2022	2022	NUM
futech-402	56	39	-	-	SYM
futech-402	56	40	2024	2024	NUM
futech-402	56	41	)	)	PUNCT
futech-402	56	42	,	,	PUNCT
futech-402	56	43	encompassing	encompass	VERB
futech-402	56	44	transaction	transaction	NOUN
futech-402	56	45	records	record	NOUN
futech-402	56	46	(	(	PUNCT
futech-402	56	47	granularity	granularity	NOUN
futech-402	56	48	:	:	PUNCT
futech-402	56	49	individual	individual	ADJ
futech-402	56	50	purchase	purchase	NOUN
futech-402	56	51	events	event	NOUN
futech-402	56	52	)	)	PUNCT
futech-402	56	53	,	,	PUNCT
futech-402	56	54	customer	customer	NOUN
futech-402	56	55	reviews	review	NOUN
futech-402	56	56	(	(	PUNCT
futech-402	56	57	text	text	NOUN
futech-402	56	58	and	and	CCONJ
futech-402	56	59	image	image	NOUN
futech-402	56	60	content	content	NOUN
futech-402	56	61	)	)	PUNCT
futech-402	56	62	,	,	PUNCT
futech-402	56	63	behavioral	behavioral	ADJ
futech-402	56	64	sequences	sequence	NOUN
futech-402	56	65	(	(	PUNCT
futech-402	56	66	clickstream	clickstream	NOUN
futech-402	56	67	data	datum	NOUN
futech-402	56	68	with	with	ADP
futech-402	56	69	5	5	NUM
futech-402	56	70	-	-	PUNCT
futech-402	56	71	minute	minute	NOUN
futech-402	56	72	intervals	interval	NOUN
futech-402	56	73	)	)	PUNCT
futech-402	56	74	,	,	PUNCT
futech-402	56	75	and	and	CCONJ
futech-402	56	76	service	service	NOUN
futech-402	56	77	interaction	interaction	NOUN
futech-402	56	78	logs	log	NOUN
futech-402	56	79	.	.	PUNCT
futech-402	57	1	all	all	DET
futech-402	57	2	data	datum	NOUN
futech-402	57	3	collection	collection	NOUN
futech-402	57	4	procedures	procedure	NOUN
futech-402	57	5	followed	follow	VERB
futech-402	57	6	gdpr	gdpr	NOUN
futech-402	57	7	compliance	compliance	NOUN
futech-402	57	8	protocols	protocol	NOUN
futech-402	57	9	,	,	PUNCT
futech-402	57	10	with	with	SCONJ
futech-402	57	11	customer	customer	NOUN
futech-402	57	12	consent	consent	NOUN
futech-402	57	13	obtained	obtain	VERB
futech-402	57	14	through	through	ADP
futech-402	57	15	opt	opt	NOUN
futech-402	57	16	-	-	PUNCT
futech-402	57	17	in	in	ADP
futech-402	57	18	mechanisms	mechanism	NOUN
futech-402	57	19	and	and	CCONJ
futech-402	57	20	data	datum	NOUN
futech-402	57	21	anonymization	anonymization	NOUN
futech-402	57	22	performed	perform	VERB
futech-402	57	23	using	use	VERB
futech-402	57	24	k	k	NOUN
futech-402	57	25	-	-	NOUN
futech-402	57	26	anonymity	anonymity	NOUN
futech-402	57	27	(	(	PUNCT
futech-402	57	28	k=5	k=5	X
futech-402	57	29	)	)	PUNCT
futech-402	57	30	and	and	CCONJ
futech-402	57	31	differential	differential	NOUN
futech-402	57	32	privacy	privacy	NOUN
futech-402	57	33	technique	technique	NOUN
futech-402	57	34	(	(	PUNCT
futech-402	57	35	ε	ε	PROPN
futech-402	57	36	=	=	NOUN
futech-402	57	37	1.0	1.0	NUM
futech-402	57	38	)	)	PUNCT
futech-402	57	39	.	.	PUNCT
futech-402	58	1	this	this	DET
futech-402	58	2	research	research	NOUN
futech-402	58	3	integrates	integrate	VERB
futech-402	58	4	various	various	ADJ
futech-402	58	5	multimodal	multimodal	NOUN
futech-402	58	6	datasets	dataset	NOUN
futech-402	58	7	,	,	PUNCT
futech-402	58	8	including	include	VERB
futech-402	58	9	transaction	transaction	NOUN
futech-402	58	10	records	record	NOUN
futech-402	58	11	,	,	PUNCT
futech-402	58	12	customer	customer	NOUN
futech-402	58	13	reviews	review	NOUN
futech-402	58	14	,	,	PUNCT
futech-402	58	15	and	and	CCONJ
futech-402	58	16	action	action	NOUN
futech-402	58	17	sequences	sequence	NOUN
futech-402	58	18	,	,	PUNCT
futech-402	58	19	into	into	ADP
futech-402	58	20	a	a	DET
futech-402	58	21	single	single	ADJ
futech-402	58	22	cohesive	cohesive	ADJ
futech-402	58	23	system	system	NOUN
futech-402	58	24	.	.	PUNCT
futech-402	59	1	structured	structured	ADJ
futech-402	59	2	data	datum	NOUN
futech-402	59	3	is	be	AUX
futech-402	59	4	transformed	transform	VERB
futech-402	59	5	using	use	VERB
futech-402	59	6	zscore	zscore	NOUN
futech-402	59	7	normalisation	normalisation	NOUN
futech-402	59	8	and	and	CCONJ
futech-402	59	9	categorical	categorical	ADJ
futech-402	59	10	encoding	encoding	NOUN
futech-402	59	11	.	.	PUNCT
futech-402	60	1	unstructured	unstructured	ADJ
futech-402	60	2	text	text	NOUN
futech-402	60	3	requires	require	VERB
futech-402	60	4	more	more	ADJ
futech-402	60	5	complex	complex	ADJ
futech-402	60	6	preprocessing	preprocessing	NOUN
futech-402	60	7	,	,	PUNCT
futech-402	60	8	such	such	ADJ
futech-402	60	9	as	as	ADP
futech-402	60	10	tokenisation	tokenisation	NOUN
futech-402	60	11	and	and	CCONJ
futech-402	60	12	generating	generate	VERB
futech-402	60	13	semantic	semantic	ADJ
futech-402	60	14	embeddings	embedding	NOUN
futech-402	60	15	via	via	ADP
futech-402	60	16	language	language	NOUN
futech-402	60	17	models	model	NOUN
futech-402	60	18	,	,	PUNCT
futech-402	60	19	while	while	SCONJ
futech-402	60	20	sequential	sequential	ADJ
futech-402	60	21	behavioural	behavioural	ADJ
futech-402	60	22	data	datum	NOUN
futech-402	60	23	captures	capture	VERB
futech-402	60	24	patterns	pattern	NOUN
futech-402	60	25	within	within	ADP
futech-402	60	26	customers	customer	NOUN
futech-402	60	27	’	’	PART
futech-402	60	28	temporal	temporal	ADJ
futech-402	60	29	interactions	interaction	NOUN
futech-402	60	30	through	through	ADP
futech-402	60	31	meticulous	meticulous	ADJ
futech-402	60	32	alignment	alignment	NOUN
futech-402	60	33	and	and	CCONJ
futech-402	60	34	padding	padding	NOUN
futech-402	60	35	.	.	PUNCT
futech-402	61	1	the	the	DET
futech-402	61	2	defined	define	VERB
futech-402	61	3	processing	processing	NOUN
futech-402	61	4	pipeline	pipeline	NOUN
futech-402	61	5	adheres	adhere	VERB
futech-402	61	6	to	to	PART
futech-402	61	7	strict	strict	VERB
futech-402	61	8	qa	qa	NOUN
futech-402	61	9	policies	policy	NOUN
futech-402	61	10	for	for	ADP
futech-402	61	11	outlier	outlier	ADJ
futech-402	61	12	identification	identification	NOUN
futech-402	61	13	,	,	PUNCT
futech-402	61	14	missing	miss	VERB
futech-402	61	15	value	value	NOUN
futech-402	61	16	filling	filling	NOUN
futech-402	61	17	,	,	PUNCT
futech-402	61	18	and	and	CCONJ
futech-402	61	19	verification	verification	NOUN
futech-402	61	20	checks	check	NOUN
futech-402	61	21	.	.	PUNCT
futech-402	62	1	all	all	DET
futech-402	62	2	relevant	relevant	ADJ
futech-402	62	3	data	datum	NOUN
futech-402	62	4	is	be	AUX
futech-402	62	5	processed	process	VERB
futech-402	62	6	for	for	ADP
futech-402	62	7	each	each	DET
futech-402	62	8	modality	modality	NOUN
futech-402	62	9	with	with	ADP
futech-402	62	10	preprocessing	preprocesse	VERB
futech-402	62	11	intermodality	intermodality	NOUN
futech-402	62	12	,	,	PUNCT
futech-402	62	13	maintaining	maintain	VERB
futech-402	62	14	synchronised	synchronise	VERB
futech-402	62	15	temporal	temporal	ADJ
futech-402	62	16	frameworks	framework	NOUN
futech-402	62	17	and	and	CCONJ
futech-402	62	18	customer	customer	NOUN
futech-402	62	19	i	i	PROPN
futech-402	62	20	d	d	PROPN
futech-402	62	21	bindings	binding	NOUN
futech-402	62	22	.	.	PUNCT
futech-402	63	1	compliance	compliance	NOUN
futech-402	63	2	with	with	ADP
futech-402	63	3	norms	norm	NOUN
futech-402	63	4	and	and	CCONJ
futech-402	63	5	laws	law	NOUN
futech-402	63	6	is	be	AUX
futech-402	63	7	preserved	preserve	VERB
futech-402	63	8	through	through	ADP
futech-402	63	9	controlled	control	VERB
futech-402	63	10	anonymity	anonymity	NOUN
futech-402	63	11	,	,	PUNCT
futech-402	63	12	while	while	SCONJ
futech-402	63	13	cross	cross	ADJ
futech-402	63	14	-	-	ADJ
futech-402	63	15	silo	silo	ADJ
futech-402	63	16	federated	federated	ADJ
futech-402	63	17	users	user	NOUN
futech-402	63	18	monitoring	monitoring	NOUN
futech-402	63	19	ensures	ensure	VERB
futech-402	63	20	no	no	DET
futech-402	63	21	precise	precise	ADJ
futech-402	63	22	sensitive	sensitive	ADJ
futech-402	63	23	information	information	NOUN
futech-402	63	24	is	be	AUX
futech-402	63	25	exposed	expose	VERB
futech-402	63	26	,	,	PUNCT
futech-402	63	27	whilst	whilst	SCONJ
futech-402	63	28	retaining	retain	VERB
futech-402	63	29	essential	essential	ADJ
futech-402	63	30	interaction	interaction	NOUN
futech-402	63	31	features	feature	VERB
futech-402	63	32	critical	critical	ADJ
futech-402	63	33	for	for	ADP
futech-402	63	34	comprehensive	comprehensive	ADJ
futech-402	63	35	analysis	analysis	NOUN
futech-402	63	36	.	.	PUNCT
futech-402	64	1	2.2	2.2	NUM
futech-402	64	2	deep	deep	ADJ
futech-402	64	3	fusion	fusion	NOUN
futech-402	64	4	neural	neural	ADJ
futech-402	64	5	network	network	NOUN
futech-402	64	6	architecture	architecture	NOUN
futech-402	64	7	this	this	DET
futech-402	64	8	dissertation	dissertation	NOUN
futech-402	64	9	describes	describe	VERB
futech-402	64	10	a	a	DET
futech-402	64	11	complex	complex	ADJ
futech-402	64	12	deep	deep	ADJ
futech-402	64	13	fusion	fusion	NOUN
futech-402	64	14	neural	neural	ADJ
futech-402	64	15	network	network	NOUN
futech-402	64	16	architecture	architecture	NOUN
futech-402	64	17	for	for	ADP
futech-402	64	18	integrating	integrate	VERB
futech-402	64	19	multimodal	multimodal	NOUN
futech-402	64	20	data	datum	NOUN
futech-402	64	21	relating	relate	VERB
futech-402	64	22	to	to	ADP
futech-402	64	23	customers	customer	NOUN
futech-402	64	24	,	,	PUNCT
futech-402	64	25	as	as	ADV
futech-402	64	26	well	well	ADV
futech-402	64	27	as	as	ADP
futech-402	64	28	for	for	ADP
futech-402	64	29	targeting	target	VERB
futech-402	64	30	marketing	marketing	NOUN
futech-402	64	31	efforts	effort	NOUN
futech-402	64	32	at	at	ADP
futech-402	64	33	specific	specific	ADJ
futech-402	64	34	customers	customer	NOUN
futech-402	64	35	(	(	PUNCT
futech-402	64	36	figure	figure	NOUN
futech-402	64	37	1	1	NUM
futech-402	64	38	)	)	PUNCT
futech-402	64	39	.	.	PUNCT
futech-402	65	1	the	the	DET
futech-402	65	2	developed	develop	VERB
futech-402	65	3	model	model	NOUN
futech-402	65	4	implements	implement	VERB
futech-402	65	5	systematic	systematic	ADJ
futech-402	65	6	encoders	encoder	NOUN
futech-402	65	7	that	that	PRON
futech-402	65	8	process	process	VERB
futech-402	65	9	each	each	PRON
futech-402	65	10	of	of	ADP
futech-402	65	11	four	four	NUM
futech-402	65	12	data	datum	NOUN
futech-402	65	13	modalities	modality	NOUN
futech-402	65	14	:	:	PUNCT
futech-402	65	15	cnn	cnn	PROPN
futech-402	65	16	encodes	encode	VERB
futech-402	65	17	structured	structure	VERB
futech-402	65	18	transactional	transactional	ADJ
futech-402	65	19	data	datum	NOUN
futech-402	65	20	,	,	PUNCT
futech-402	65	21	unstructured	unstructured	ADJ
futech-402	65	22	text	text	NOUN
futech-402	65	23	reviews	review	NOUN
futech-402	65	24	loaded	load	VERB
futech-402	65	25	by	by	ADP
futech-402	65	26	the	the	DET
futech-402	65	27	bert	bert	PROPN
futech-402	65	28	model	model	NOUN
futech-402	65	29	are	be	AUX
futech-402	65	30	processed	process	VERB
futech-402	65	31	with	with	ADP
futech-402	65	32	bert	bert	PROPN
futech-402	65	33	,	,	PUNCT
futech-402	65	34	longitudinal	longitudinal	ADJ
futech-402	65	35	behavioural	behavioural	ADJ
futech-402	65	36	data	datum	NOUN
futech-402	65	37	is	be	AUX
futech-402	65	38	analysed	analyse	VERB
futech-402	65	39	with	with	ADP
futech-402	65	40	lstm	lstm	NOUN
futech-402	65	41	networks	network	NOUN
futech-402	65	42	,	,	PUNCT
futech-402	65	43	and	and	CCONJ
futech-402	65	44	service	service	NOUN
futech-402	65	45	context	context	NOUN
futech-402	65	46	indicators	indicator	NOUN
futech-402	65	47	are	be	AUX
futech-402	65	48	processed	process	VERB
futech-402	65	49	with	with	ADP
futech-402	65	50	transformer	transformer	NOUN
futech-402	65	51	encoders	encoder	NOUN
futech-402	65	52	.	.	PUNCT
futech-402	66	1	each	each	DET
futech-402	66	2	encoder	encoder	NOUN
futech-402	66	3	is	be	AUX
futech-402	66	4	designed	design	VERB
futech-402	66	5	to	to	PART
futech-402	66	6	capture	capture	VERB
futech-402	66	7	the	the	DET
futech-402	66	8	raw	raw	ADJ
futech-402	66	9	data	datum	NOUN
futech-402	66	10	’	'	PUNCT
futech-402	66	11	s	s	PART
futech-402	66	12	features	feature	NOUN
futech-402	66	13	as	as	ADP
futech-402	66	14	highdimensional	highdimensional	ADJ
futech-402	66	15	numerical	numerical	ADJ
futech-402	66	16	vectors	vector	NOUN
futech-402	66	17	,	,	PUNCT
futech-402	66	18	while	while	SCONJ
futech-402	66	19	retaining	retain	VERB
futech-402	66	20	critical	critical	ADJ
futech-402	66	21	modality	modality	NOUN
futech-402	66	22	-	-	PUNCT
futech-402	66	23	specific	specific	ADJ
futech-402	66	24	details	detail	NOUN
futech-402	66	25	needed	need	VERB
futech-402	66	26	for	for	ADP
futech-402	66	27	robust	robust	ADJ
futech-402	66	28	customer	customer	NOUN
futech-402	66	29	profiling	profiling	NOUN
futech-402	66	30	at	at	ADP
futech-402	66	31	a	a	DET
futech-402	66	32	detailed	detailed	ADJ
futech-402	66	33	level	level	NOUN
futech-402	66	34	.	.	PUNCT
futech-402	67	1	the	the	DET
futech-402	67	2	implementation	implementation	NOUN
futech-402	67	3	of	of	ADP
futech-402	67	4	the	the	DET
futech-402	67	5	attention	attention	NOUN
futech-402	67	6	mechanism	mechanism	NOUN
futech-402	67	7	follows	follow	VERB
futech-402	67	8	the	the	DET
futech-402	67	9	same	same	ADJ
futech-402	67	10	principles	principle	NOUN
futech-402	67	11	used	use	VERB
futech-402	67	12	in	in	ADP
futech-402	67	13	deep	deep	ADJ
futech-402	67	14	learning	learning	NOUN
futech-402	67	15	:	:	PUNCT
futech-402	67	16	computational	computational	ADJ
futech-402	67	17	attention	attention	NOUN
futech-402	67	18	is	be	AUX
futech-402	67	19	distributed	distribute	VERB
futech-402	67	20	and	and	CCONJ
futech-402	67	21	refocused	refocus	VERB
futech-402	67	22	based	base	VERB
futech-402	67	23	on	on	ADP
futech-402	67	24	contextual	contextual	ADJ
futech-402	67	25	relevance	relevance	NOUN
futech-402	67	26	and	and	CCONJ
futech-402	67	27	importance	importance	NOUN
futech-402	67	28	of	of	ADP
futech-402	67	29	the	the	DET
futech-402	67	30	information	information	NOUN
futech-402	67	31	[	[	X
futech-402	67	32	21	21	NUM
futech-402	67	33	]	]	PUNCT
futech-402	67	34	.	.	PUNCT
futech-402	68	1	the	the	DET
futech-402	68	2	architecture	architecture	NOUN
futech-402	68	3	incorporates	incorporate	VERB
futech-402	68	4	multihead	multihead	ADJ
futech-402	68	5	attention	attention	NOUN
futech-402	68	6	with	with	ADP
futech-402	68	7	cross	cross	ADJ
futech-402	68	8	-	-	ADJ
futech-402	68	9	modal	modal	ADJ
futech-402	68	10	feature	feature	NOUN
futech-402	68	11	weighting	weighting	NOUN
futech-402	68	12	,	,	PUNCT
futech-402	68	13	enabling	enable	VERB
futech-402	68	14	dynamic	dynamic	ADJ
futech-402	68	15	importance	importance	NOUN
futech-402	68	16	learning	learn	VERB
futech-402	68	17	from	from	ADP
futech-402	68	18	various	various	ADJ
futech-402	68	19	data	datum	NOUN
futech-402	68	20	sources	source	NOUN
futech-402	68	21	during	during	ADP
futech-402	68	22	the	the	DET
futech-402	68	23	fusion	fusion	NOUN
futech-402	68	24	process	process	NOUN
futech-402	68	25	.	.	PUNCT
futech-402	69	1	the	the	DET
futech-402	69	2	fusion	fusion	NOUN
futech-402	69	3	technique	technique	NOUN
futech-402	69	4	employs	employ	VERB
futech-402	69	5	lowrank	lowrank	ADJ
futech-402	69	6	multimodal	multimodal	NOUN
futech-402	69	7	integration	integration	NOUN
futech-402	69	8	methods	method	NOUN
futech-402	69	9	,	,	PUNCT
futech-402	69	10	which	which	PRON
futech-402	69	11	enhance	enhance	VERB
futech-402	69	12	computational	computational	ADJ
futech-402	69	13	efficiency	efficiency	NOUN
futech-402	69	14	without	without	ADP
futech-402	69	15	compromising	compromise	VERB
futech-402	69	16	representation	representation	NOUN
futech-402	69	17	power	power	NOUN
futech-402	69	18	[	[	X
futech-402	69	19	22	22	NUM
futech-402	69	20	]	]	PUNCT
futech-402	69	21	.	.	PUNCT
futech-402	70	1	this	this	DET
futech-402	70	2	model	model	NOUN
futech-402	70	3	employs	employ	VERB
futech-402	70	4	context	context	NOUN
futech-402	70	5	modelling	modelling	NOUN
futech-402	70	6	for	for	ADP
futech-402	70	7	performance	performance	NOUN
futech-402	70	8	improvement	improvement	NOUN
futech-402	70	9	.	.	PUNCT
futech-402	71	1	the	the	DET
futech-402	71	2	attention	attention	NOUN
futech-402	71	3	layer	layer	NOUN
futech-402	71	4	allocates	allocate	VERB
futech-402	71	5	computational	computational	ADJ
futech-402	71	6	resources	resource	NOUN
futech-402	71	7	according	accord	VERB
futech-402	71	8	to	to	ADP
futech-402	71	9	contextual	contextual	ADJ
futech-402	71	10	relevance	relevance	NOUN
futech-402	71	11	,	,	PUNCT
futech-402	71	12	while	while	SCONJ
futech-402	71	13	the	the	DET
futech-402	71	14	feature	feature	NOUN
futech-402	71	15	fusion	fusion	NOUN
futech-402	71	16	module	module	NOUN
futech-402	71	17	integrates	integrate	VERB
futech-402	71	18	multimodal	multimodal	NOUN
futech-402	71	19	representations	representation	NOUN
futech-402	71	20	using	use	VERB
futech-402	71	21	weight	weight	NOUN
futech-402	71	22	parameters	parameter	NOUN
futech-402	71	23	.	.	PUNCT
futech-402	72	1	the	the	DET
futech-402	72	2	x.	x.	PROPN
futech-402	72	3	nie	nie	PROPN
futech-402	72	4	&	&	CCONJ
futech-402	72	5	fs	fs	PROPN
futech-402	72	6	.	.	PROPN
futech-402	72	7	ahmad	ahmad	PROPN
futech-402	72	8	/future	/future	PROPN
futech-402	72	9	technology	technology	PROPN
futech-402	72	10	november	november	PROPN
futech-402	72	11	2025|	2025|	NUM
futech-402	72	12	volume	volume	NOUN
futech-402	72	13	04	04	NUM
futech-402	73	1	|	|	ADV
futech-402	73	2	issue	issue	VERB
futech-402	73	3	04	04	NUM
futech-402	74	1	|	|	CCONJ
futech-402	74	2	pages	page	VERB
futech-402	74	3	12	12	NUM
futech-402	74	4	-	-	SYM
futech-402	74	5	23	23	NUM
futech-402	74	6	14	14	NUM
futech-402	74	7	service	service	NOUN
futech-402	74	8	quality	quality	NOUN
futech-402	74	9	perception	perception	NOUN
futech-402	74	10	module	module	NOUN
futech-402	74	11	models	model	NOUN
futech-402	74	12	customer	customer	NOUN
futech-402	74	13	satisfaction	satisfaction	NOUN
futech-402	74	14	explicitly	explicitly	ADV
futech-402	74	15	as	as	ADP
futech-402	74	16	representations	representation	NOUN
futech-402	74	17	that	that	PRON
futech-402	74	18	improve	improve	VERB
futech-402	74	19	prediction	prediction	NOUN
futech-402	74	20	accuracy	accuracy	NOUN
futech-402	74	21	.	.	PUNCT
futech-402	75	1	in	in	ADP
futech-402	75	2	the	the	DET
futech-402	75	3	last	last	ADJ
futech-402	75	4	prediction	prediction	NOUN
futech-402	75	5	layer	layer	NOUN
futech-402	75	6	,	,	PUNCT
futech-402	75	7	service	service	NOUN
futech-402	75	8	quality	quality	NOUN
futech-402	75	9	scores	score	NOUN
futech-402	75	10	are	be	AUX
futech-402	75	11	computed	compute	VERB
futech-402	75	12	simultaneously	simultaneously	ADV
futech-402	75	13	using	use	VERB
futech-402	75	14	regression	regression	NOUN
futech-402	75	15	analysis	analysis	NOUN
futech-402	75	16	,	,	PUNCT
futech-402	75	17	customer	customer	NOUN
futech-402	75	18	loyalty	loyalty	NOUN
futech-402	75	19	is	be	AUX
futech-402	75	20	classified	classify	VERB
futech-402	75	21	into	into	ADP
futech-402	75	22	multiclass	multiclass	ADJ
futech-402	75	23	,	,	PUNCT
futech-402	75	24	and	and	CCONJ
futech-402	75	25	churn	churn	NOUN
futech-402	75	26	risk	risk	NOUN
futech-402	75	27	is	be	AUX
futech-402	75	28	predicted	predict	VERB
futech-402	75	29	through	through	ADP
futech-402	75	30	binary	binary	ADJ
futech-402	75	31	classification	classification	NOUN
futech-402	75	32	,	,	PUNCT
futech-402	75	33	thereby	thereby	ADV
futech-402	75	34	achieving	achieve	VERB
futech-402	75	35	holistic	holistic	ADJ
futech-402	75	36	customer	customer	NOUN
futech-402	75	37	relationship	relationship	NOUN
futech-402	75	38	management	management	NOUN
futech-402	75	39	alongside	alongside	ADP
futech-402	75	40	targeted	target	VERB
futech-402	75	41	computational	computational	ADJ
futech-402	75	42	efficiency	efficiency	NOUN
futech-402	75	43	in	in	ADP
futech-402	75	44	a	a	DET
futech-402	75	45	balanced	balanced	ADJ
futech-402	75	46	loss	loss	NOUN
futech-402	75	47	function	function	NOUN
futech-402	75	48	design	design	NOUN
futech-402	75	49	.	.	PUNCT
futech-402	76	1	to	to	PART
futech-402	76	2	address	address	VERB
futech-402	76	3	real	real	ADJ
futech-402	76	4	-	-	PUNCT
futech-402	76	5	world	world	NOUN
futech-402	76	6	production	production	NOUN
futech-402	76	7	deployment	deployment	NOUN
futech-402	76	8	challenges	challenge	NOUN
futech-402	76	9	,	,	PUNCT
futech-402	76	10	the	the	DET
futech-402	76	11	architecture	architecture	NOUN
futech-402	76	12	implements	implement	VERB
futech-402	76	13	distributed	distribute	VERB
futech-402	76	14	training	training	NOUN
futech-402	76	15	across	across	ADP
futech-402	76	16	multiple	multiple	ADJ
futech-402	76	17	gpus	gpu	NOUN
futech-402	76	18	using	use	VERB
futech-402	76	19	data	datum	NOUN
futech-402	76	20	parallelism	parallelism	NOUN
futech-402	76	21	,	,	PUNCT
futech-402	76	22	employs	employ	VERB
futech-402	76	23	gradient	gradient	ADJ
futech-402	76	24	checkpointing	checkpointing	NOUN
futech-402	76	25	to	to	PART
futech-402	76	26	reduce	reduce	VERB
futech-402	76	27	memory	memory	NOUN
futech-402	76	28	consumption	consumption	NOUN
futech-402	76	29	by	by	ADP
futech-402	76	30	40	40	NUM
futech-402	76	31	%	%	NOUN
futech-402	76	32	,	,	PUNCT
futech-402	76	33	and	and	CCONJ
futech-402	76	34	utilizes	utilize	VERB
futech-402	76	35	model	model	NOUN
futech-402	76	36	quantization	quantization	NOUN
futech-402	76	37	techniques	technique	NOUN
futech-402	76	38	that	that	PRON
futech-402	76	39	maintain	maintain	VERB
futech-402	76	40	95	95	NUM
futech-402	76	41	%	%	NOUN
futech-402	76	42	of	of	ADP
futech-402	76	43	full	full	ADJ
futech-402	76	44	-	-	PUNCT
futech-402	76	45	precision	precision	NOUN
futech-402	76	46	performance	performance	NOUN
futech-402	76	47	while	while	SCONJ
futech-402	76	48	reducing	reduce	VERB
futech-402	76	49	inference	inference	NOUN
futech-402	76	50	time	time	NOUN
futech-402	76	51	by	by	ADP
futech-402	76	52	60	60	NUM
futech-402	76	53	%	%	NOUN
futech-402	76	54	.	.	PUNCT
futech-402	77	1	the	the	DET
futech-402	77	2	system	system	NOUN
futech-402	77	3	can	can	AUX
futech-402	77	4	process	process	VERB
futech-402	77	5	up	up	ADP
futech-402	77	6	to	to	PART
futech-402	77	7	10,000	10,000	NUM
futech-402	77	8	customer	customer	NOUN
futech-402	77	9	profiles	profile	NOUN
futech-402	77	10	per	per	ADP
futech-402	77	11	minute	minute	NOUN
futech-402	77	12	on	on	ADP
futech-402	77	13	standard	standard	ADJ
futech-402	77	14	cloud	cloud	NOUN
futech-402	77	15	infrastructure	infrastructure	NOUN
futech-402	77	16	.	.	PUNCT
futech-402	78	1	input	input	NOUN
futech-402	78	2	layer	layer	NOUN
futech-402	78	3	structured	structure	VERB
futech-402	78	4	data	datum	NOUN
futech-402	78	5	·	·	SYM
futech-402	78	6	transaction	transaction	NOUN
futech-402	78	7	record	record	NOUN
futech-402	78	8	·	·	PUNCT
futech-402	78	9	customer	customer	NOUN
futech-402	78	10	attributes	attribute	VERB
futech-402	78	11	unstructured	unstructured	ADJ
futech-402	78	12	data	datum	NOUN
futech-402	78	13	·	·	PUNCT
futech-402	78	14	text	text	NOUN
futech-402	78	15	reviews	review	NOUN
futech-402	78	16	·	·	PUNCT
futech-402	78	17	lmage	lmage	NOUN
futech-402	78	18	content	content	NOUN
futech-402	78	19	sequential	sequential	ADJ
futech-402	78	20	data	datum	NOUN
futech-402	78	21	.	.	PUNCT
futech-402	79	1	behavior	behavior	NOUN
futech-402	79	2	trajectory	trajectory	NOUN
futech-402	79	3	·	·	SYM
futech-402	79	4	interaction	interaction	NOUN
futech-402	79	5	frequency	frequency	NOUN
futech-402	79	6	service	service	NOUN
futech-402	79	7	context	context	NOUN
futech-402	79	8	·	·	PUNCT
futech-402	79	9	quality	quality	NOUN
futech-402	79	10	lndicators	lndicator	NOUN
futech-402	79	11	·	·	SYM
futech-402	79	12	satisfaction	satisfaction	NOUN
futech-402	79	13	score	score	NOUN
futech-402	79	14	feature	feature	NOUN
futech-402	79	15	encoding	encode	VERB
futech-402	79	16	layer	layer	NOUN
futech-402	79	17	attention	attention	NOUN
futech-402	79	18	&	&	CCONJ
futech-402	79	19	fusion	fusion	NOUN
futech-402	79	20	layer	layer	NOUN
futech-402	79	21	multi	multi	ADJ
futech-402	79	22	-	-	ADJ
futech-402	79	23	head	head	ADJ
futech-402	79	24	attention	attention	NOUN
futech-402	79	25	cross	cross	ADJ
futech-402	79	26	-	-	ADJ
futech-402	79	27	modal	modal	ADJ
futech-402	79	28	feature	feature	NOUN
futech-402	79	29	weighting	weight	VERB
futech-402	79	30	dynamic	dynamic	ADJ
futech-402	79	31	lmportance	lmportance	NOUN
futech-402	79	32	leaming	leame	VERB
futech-402	79	33	feature	feature	NOUN
futech-402	79	34	fusion	fusion	NOUN
futech-402	79	35	module	module	NOUN
futech-402	79	36	service	service	NOUN
futech-402	79	37	quality	quality	NOUN
futech-402	79	38	embedding	embed	VERB
futech-402	79	39	multimodal	multimodal	NOUN
futech-402	79	40	integration	integration	NOUN
futech-402	79	41	service	service	NOUN
futech-402	79	42	quality	quality	NOUN
futech-402	79	43	perception	perception	NOUN
futech-402	79	44	quality	quality	NOUN
futech-402	79	45	dimension	dimension	NOUN
futech-402	79	46	analysis	analysis	NOUN
futech-402	79	47	satisfaction	satisfaction	NOUN
futech-402	79	48	modeling	model	VERB
futech-402	79	49	prediction	prediction	NOUN
futech-402	79	50	layer	layer	NOUN
futech-402	79	51	service	service	NOUN
futech-402	79	52	quality	quality	NOUN
futech-402	79	53	score	score	NOUN
futech-402	79	54	regression	regression	NOUN
futech-402	79	55	output	output	NOUN
futech-402	79	56	loyalty	loyalty	NOUN
futech-402	79	57	classification	classification	NOUN
futech-402	79	58	multi	multi	ADJ
futech-402	79	59	-	-	ADJ
futech-402	79	60	class	class	ADJ
futech-402	79	61	output	output	NOUN
futech-402	79	62	churn	churn	NOUN
futech-402	79	63	risk	risk	NOUN
futech-402	79	64	score	score	NOUN
futech-402	79	65	binary	binary	PROPN
futech-402	79	66	classification	classification	PROPN
futech-402	79	67	cnn	cnn	PROPN
futech-402	79	68	encoder	encoder	NOUN
futech-402	79	69	bert	bert	PROPN
futech-402	79	70	encoder	encoder	PROPN
futech-402	79	71	lstm	lstm	PROPN
futech-402	79	72	encoder	encoder	NOUN
futech-402	79	73	transformer	transformer	NOUN
futech-402	79	74	encoder	encoder	NOUN
futech-402	79	75	deep	deep	ADJ
futech-402	79	76	multimodal	multimodal	NOUN
futech-402	79	77	fusion	fusion	NOUN
futech-402	79	78	neural	neural	ADJ
futech-402	79	79	network	network	NOUN
futech-402	79	80	architecture	architecture	NOUN
futech-402	79	81	for	for	ADP
futech-402	79	82	precision	precision	NOUN
futech-402	79	83	customer	customer	NOUN
futech-402	79	84	marketing	marketing	NOUN
futech-402	79	85	and	and	CCONJ
futech-402	79	86	loyalty	loyalty	NOUN
futech-402	79	87	prediction	prediction	NOUN
futech-402	79	88	model	model	NOUN
futech-402	79	89	components	component	NOUN
futech-402	79	90	legend	legend	PROPN
futech-402	79	91	structured	structure	VERB
futech-402	79	92	data	datum	NOUN
futech-402	79	93	processing	process	VERB
futech-402	79	94	unstructured	unstructured	ADJ
futech-402	79	95	data	datum	NOUN
futech-402	79	96	processing	process	VERB
futech-402	79	97	sequential	sequential	ADJ
futech-402	79	98	data	datum	NOUN
futech-402	79	99	processing	process	VERB
futech-402	79	100	attention	attention	NOUN
futech-402	79	101	&	&	CCONJ
futech-402	79	102	fusion	fusion	NOUN
futech-402	79	103	mechanism	mechanism	NOUN
futech-402	79	104	multi	multi	ADJ
futech-402	79	105	-	-	ADJ
futech-402	79	106	objective	objective	ADJ
futech-402	79	107	prediction	prediction	NOUN
futech-402	79	108	architecture	architecture	NOUN
futech-402	79	109	specifications	specification	NOUN
futech-402	79	110	·	·	PUNCT
futech-402	79	111	multi	multi	ADJ
futech-402	79	112	-	-	ADJ
futech-402	79	113	head	head	ADJ
futech-402	79	114	attention	attention	NOUN
futech-402	79	115	with	with	ADP
futech-402	79	116	8	8	NUM
futech-402	79	117	heads	head	NOUN
futech-402	79	118	,	,	PUNCT
futech-402	79	119	512	512	NUM
futech-402	79	120	-	-	PUNCT
futech-402	79	121	dimensional	dimensional	ADJ
futech-402	79	122	embeddings	embedding	NOUN
futech-402	79	123	·	·	SYM
futech-402	79	124	cross	cross	ADJ
futech-402	79	125	-	-	ADJ
futech-402	79	126	modal	modal	ADJ
futech-402	79	127	fusion	fusion	NOUN
futech-402	79	128	with	with	ADP
futech-402	79	129	learnable	learnable	ADJ
futech-402	79	130	weight	weight	NOUN
futech-402	79	131	parameters	parameter	NOUN
futech-402	79	132	·	·	PUNCT
futech-402	79	133	service	service	NOUN
futech-402	79	134	quality	quality	NOUN
futech-402	79	135	perception	perception	NOUN
futech-402	79	136	modeling	modeling	NOUN
futech-402	79	137	with	with	ADP
futech-402	79	138	interpretable	interpretable	ADJ
futech-402	79	139	outputs	output	NOUN
futech-402	79	140	·	·	SYM
futech-402	79	141	multi	multi	ADJ
futech-402	79	142	-	-	ADJ
futech-402	79	143	objective	objective	ADJ
futech-402	79	144	optimization	optimization	NOUN
futech-402	79	145	with	with	ADP
futech-402	79	146	balanced	balanced	ADJ
futech-402	79	147	loss	loss	NOUN
futech-402	79	148	functions	function	NOUN
futech-402	79	149	figure	figure	VERB
futech-402	79	150	1	1	NUM
futech-402	79	151	.	.	PUNCT
futech-402	80	1	deep	deep	ADJ
futech-402	80	2	multimodal	multimodal	NOUN
futech-402	80	3	fusion	fusion	NOUN
futech-402	80	4	neural	neural	ADJ
futech-402	80	5	network	network	NOUN
futech-402	80	6	architecture	architecture	NOUN
futech-402	80	7	2.3	2.3	NUM
futech-402	80	8	model	model	NOUN
futech-402	80	9	training	training	NOUN
futech-402	80	10	and	and	CCONJ
futech-402	80	11	evaluation	evaluation	NOUN
futech-402	80	12	strategy	strategy	NOUN
futech-402	80	13	this	this	DET
futech-402	80	14	study	study	NOUN
futech-402	80	15	applies	apply	VERB
futech-402	80	16	an	an	DET
futech-402	80	17	integrated	integrated	ADJ
futech-402	80	18	training	training	NOUN
futech-402	80	19	framework	framework	NOUN
futech-402	80	20	with	with	ADP
futech-402	80	21	tiered	tiere	VERB
futech-402	80	22	cross	cross	NOUN
futech-402	80	23	-	-	ADJ
futech-402	80	24	validation	validation	ADJ
futech-402	80	25	and	and	CCONJ
futech-402	80	26	multi	multi	ADJ
futech-402	80	27	-	-	ADJ
futech-402	80	28	objective	objective	ADJ
futech-402	80	29	optimisation	optimisation	NOUN
futech-402	80	30	to	to	PART
futech-402	80	31	maintain	maintain	VERB
futech-402	80	32	model	model	NOUN
futech-402	80	33	efficacy	efficacy	NOUN
futech-402	80	34	across	across	ADP
futech-402	80	35	different	different	ADJ
futech-402	80	36	customer	customer	NOUN
futech-402	80	37	segments	segment	NOUN
futech-402	80	38	.	.	PUNCT
futech-402	81	1	in	in	ADP
futech-402	81	2	line	line	NOUN
futech-402	81	3	with	with	ADP
futech-402	81	4	our	our	PRON
futech-402	81	5	objectives	objective	NOUN
futech-402	81	6	,	,	PUNCT
futech-402	81	7	the	the	DET
futech-402	81	8	experiments	experiment	NOUN
futech-402	81	9	were	be	AUX
futech-402	81	10	structured	structure	VERB
futech-402	81	11	using	use	VERB
futech-402	81	12	a	a	DET
futech-402	81	13	5	5	NUM
futech-402	81	14	-	-	ADJ
futech-402	81	15	fold	fold	ADJ
futech-402	81	16	stratified	stratified	ADJ
futech-402	81	17	cross	cross	ADJ
futech-402	81	18	-	-	ADJ
futech-402	81	19	validation	validation	ADJ
futech-402	81	20	approach	approach	NOUN
futech-402	81	21	,	,	PUNCT
futech-402	81	22	as	as	SCONJ
futech-402	81	23	illustrated	illustrate	VERB
futech-402	81	24	in	in	ADP
futech-402	81	25	table	table	NOUN
futech-402	81	26	1	1	NUM
futech-402	81	27	,	,	PUNCT
futech-402	81	28	which	which	PRON
futech-402	81	29	resolves	resolve	VERB
futech-402	81	30	issues	issue	NOUN
futech-402	81	31	of	of	ADP
futech-402	81	32	overfitting	overfitte	VERB
futech-402	81	33	while	while	SCONJ
futech-402	81	34	retaining	retain	VERB
futech-402	81	35	significant	significant	ADJ
futech-402	81	36	statistical	statistical	ADJ
futech-402	81	37	relevance	relevance	NOUN
futech-402	81	38	.	.	PUNCT
futech-402	82	1	the	the	DET
futech-402	82	2	multiobjective	multiobjective	ADJ
futech-402	82	3	loss	loss	NOUN
futech-402	82	4	function	function	NOUN
futech-402	82	5	is	be	AUX
futech-402	82	6	built	build	VERB
futech-402	82	7	by	by	ADP
futech-402	82	8	adding	add	VERB
futech-402	82	9	the	the	DET
futech-402	82	10	weighted	weighted	ADJ
futech-402	82	11	contributions	contribution	NOUN
futech-402	82	12	of	of	ADP
futech-402	82	13	service	service	NOUN
futech-402	82	14	perception	perception	NOUN
futech-402	82	15	,	,	PUNCT
futech-402	82	16	customer	customer	NOUN
futech-402	82	17	loyalty	loyalty	NOUN
futech-402	82	18	,	,	PUNCT
futech-402	82	19	and	and	CCONJ
futech-402	82	20	churn	churn	NOUN
futech-402	82	21	prediction	prediction	NOUN
futech-402	82	22	,	,	PUNCT
futech-402	82	23	using	use	VERB
futech-402	82	24	known	know	VERB
futech-402	82	25	multimodal	multimodal	ADJ
futech-402	82	26	sentiment	sentiment	NOUN
futech-402	82	27	analysis	analysis	NOUN
futech-402	82	28	techniques	technique	NOUN
futech-402	82	29	that	that	PRON
futech-402	82	30	outperform	outperform	VERB
futech-402	82	31	fusion	fusion	NOUN
futech-402	82	32	-	-	PUNCT
futech-402	82	33	based	base	VERB
futech-402	82	34	methods	method	NOUN
futech-402	82	35	[	[	X
futech-402	82	36	23	23	NUM
futech-402	82	37	]	]	PUNCT
futech-402	82	38	.	.	PUNCT
futech-402	83	1	early	early	ADJ
futech-402	83	2	stopping	stop	VERB
futech-402	83	3	mechanisms	mechanism	NOUN
futech-402	83	4	prevent	prevent	VERB
futech-402	83	5	model	model	NOUN
futech-402	83	6	degradation	degradation	NOUN
futech-402	83	7	while	while	SCONJ
futech-402	83	8	adaptive	adaptive	ADJ
futech-402	83	9	learning	learning	NOUN
futech-402	83	10	rate	rate	NOUN
futech-402	83	11	scheduling	scheduling	NOUN
futech-402	83	12	enhances	enhance	NOUN
futech-402	83	13	convergence	convergence	NOUN
futech-402	83	14	stability	stability	NOUN
futech-402	83	15	across	across	ADP
futech-402	83	16	different	different	ADJ
futech-402	83	17	data	datum	NOUN
futech-402	83	18	modalities	modality	NOUN
futech-402	83	19	.	.	PUNCT
futech-402	84	1	the	the	DET
futech-402	84	2	evaluation	evaluation	NOUN
futech-402	84	3	methodology	methodology	NOUN
futech-402	84	4	encompasses	encompass	VERB
futech-402	84	5	both	both	PRON
futech-402	84	6	quantitative	quantitative	ADJ
futech-402	84	7	performance	performance	NOUN
futech-402	84	8	metrics	metric	NOUN
futech-402	84	9	and	and	CCONJ
futech-402	84	10	interpretability	interpretability	NOUN
futech-402	84	11	analysis	analysis	NOUN
futech-402	84	12	to	to	PART
futech-402	84	13	provide	provide	VERB
futech-402	84	14	a	a	DET
futech-402	84	15	comprehensive	comprehensive	ADJ
futech-402	84	16	assessment	assessment	NOUN
futech-402	84	17	of	of	ADP
futech-402	84	18	the	the	DET
futech-402	84	19	model	model	NOUN
futech-402	84	20	.	.	PUNCT
futech-402	85	1	classification	classification	NOUN
futech-402	85	2	tasks	task	NOUN
futech-402	85	3	utilize	utilize	VERB
futech-402	85	4	accuracy	accuracy	NOUN
futech-402	85	5	,	,	PUNCT
futech-402	85	6	f1	f1	NOUN
futech-402	85	7	-	-	PUNCT
futech-402	85	8	score	score	NOUN
futech-402	85	9	,	,	PUNCT
futech-402	85	10	and	and	CCONJ
futech-402	85	11	auc	auc	NOUN
futech-402	85	12	-	-	PUNCT
futech-402	85	13	roc	roc	NOUN
futech-402	85	14	metrics	metric	NOUN
futech-402	85	15	,	,	PUNCT
futech-402	85	16	while	while	SCONJ
futech-402	85	17	regression	regression	NOUN
futech-402	85	18	components	component	NOUN
futech-402	85	19	employ	employ	VERB
futech-402	85	20	mae	mae	PROPN
futech-402	85	21	,	,	PUNCT
futech-402	85	22	rmse	rmse	NOUN
futech-402	85	23	,	,	PUNCT
futech-402	85	24	and	and	CCONJ
futech-402	85	25	r2	r2	NOUN
futech-402	85	26	measures	measure	NOUN
futech-402	85	27	for	for	ADP
futech-402	85	28	service	service	NOUN
futech-402	85	29	quality	quality	NOUN
futech-402	85	30	scoring	scoring	NOUN
futech-402	85	31	,	,	PUNCT
futech-402	85	32	as	as	SCONJ
futech-402	85	33	detailed	detailed	ADJ
futech-402	85	34	in	in	ADP
futech-402	85	35	table	table	NOUN
futech-402	85	36	1	1	NUM
futech-402	85	37	.	.	PUNCT
futech-402	86	1	the	the	DET
futech-402	86	2	service	service	NOUN
futech-402	86	3	quality	quality	NOUN
futech-402	86	4	evaluation	evaluation	NOUN
futech-402	86	5	framework	framework	NOUN
futech-402	86	6	incorporates	incorporate	VERB
futech-402	86	7	hierarchical	hierarchical	ADJ
futech-402	86	8	assessment	assessment	NOUN
futech-402	86	9	principles	principle	NOUN
futech-402	86	10	that	that	PRON
futech-402	86	11	combine	combine	VERB
futech-402	86	12	deep	deep	ADV
futech-402	86	13	learning	learning	NOUN
futech-402	86	14	capabilities	capability	NOUN
futech-402	86	15	with	with	ADP
futech-402	86	16	structured	structured	ADJ
futech-402	86	17	quality	quality	NOUN
futech-402	86	18	models	model	NOUN
futech-402	86	19	to	to	PART
futech-402	86	20	ensure	ensure	VERB
futech-402	86	21	comprehensive	comprehensive	ADJ
futech-402	86	22	performance	performance	NOUN
futech-402	86	23	measurement	measurement	NOUN
futech-402	87	1	[	[	X
futech-402	87	2	24	24	NUM
futech-402	87	3	]	]	PUNCT
futech-402	87	4	.	.	PUNCT
futech-402	88	1	shap	shap	NOUN
futech-402	88	2	-	-	PUNCT
futech-402	88	3	based	base	VERB
futech-402	88	4	feature	feature	NOUN
futech-402	88	5	importance	importance	NOUN
futech-402	88	6	analysis	analysis	NOUN
futech-402	88	7	reveals	reveal	VERB
futech-402	88	8	the	the	DET
futech-402	88	9	relative	relative	ADJ
futech-402	88	10	contribution	contribution	NOUN
futech-402	88	11	of	of	ADP
futech-402	88	12	different	different	ADJ
futech-402	88	13	modalities	modality	NOUN
futech-402	88	14	and	and	CCONJ
futech-402	88	15	individual	individual	ADJ
futech-402	88	16	features	feature	NOUN
futech-402	88	17	,	,	PUNCT
futech-402	88	18	ensuring	ensure	VERB
futech-402	88	19	model	model	NOUN
futech-402	88	20	transparency	transparency	NOUN
futech-402	88	21	and	and	CCONJ
futech-402	88	22	business	business	NOUN
futech-402	88	23	interpretability	interpretability	NOUN
futech-402	88	24	.	.	PUNCT
futech-402	89	1	this	this	DET
futech-402	89	2	evaluation	evaluation	NOUN
futech-402	89	3	framework	framework	NOUN
futech-402	89	4	enables	enable	VERB
futech-402	89	5	systematic	systematic	ADJ
futech-402	89	6	comparison	comparison	NOUN
futech-402	89	7	with	with	ADP
futech-402	89	8	baseline	baseline	NOUN
futech-402	89	9	models	model	NOUN
futech-402	89	10	while	while	SCONJ
futech-402	89	11	providing	provide	VERB
futech-402	89	12	actionable	actionable	ADJ
futech-402	89	13	insights	insight	NOUN
futech-402	89	14	for	for	ADP
futech-402	89	15	marketing	marketing	NOUN
futech-402	89	16	strategy	strategy	NOUN
futech-402	89	17	optimization	optimization	NOUN
futech-402	89	18	and	and	CCONJ
futech-402	89	19	customer	customer	NOUN
futech-402	89	20	relationship	relationship	NOUN
futech-402	89	21	management	management	NOUN
futech-402	89	22	decisions	decision	NOUN
futech-402	89	23	.	.	PUNCT
futech-402	90	1	all	all	DET
futech-402	90	2	experiments	experiment	NOUN
futech-402	90	3	were	be	AUX
futech-402	90	4	conducted	conduct	VERB
futech-402	90	5	using	use	VERB
futech-402	90	6	fixed	fix	VERB
futech-402	90	7	random	random	ADJ
futech-402	90	8	seeds	seed	NOUN
futech-402	90	9	(	(	PUNCT
futech-402	90	10	seed=42	seed=42	NOUN
futech-402	90	11	)	)	PUNCT
futech-402	90	12	with	with	ADP
futech-402	90	13	deterministic	deterministic	ADJ
futech-402	90	14	operations	operation	NOUN
futech-402	90	15	enabled	enable	VERB
futech-402	90	16	.	.	PUNCT
futech-402	91	1	complete	complete	ADJ
futech-402	91	2	hyperparameter	hyperparameter	NOUN
futech-402	91	3	configurations	configuration	NOUN
futech-402	91	4	,	,	PUNCT
futech-402	91	5	training	training	NOUN
futech-402	91	6	logs	log	NOUN
futech-402	91	7	,	,	PUNCT
futech-402	91	8	and	and	CCONJ
futech-402	91	9	evaluation	evaluation	NOUN
futech-402	91	10	scripts	script	NOUN
futech-402	91	11	are	be	AUX
futech-402	91	12	available	available	ADJ
futech-402	91	13	in	in	ADP
futech-402	91	14	the	the	DET
futech-402	91	15	supplementary	supplementary	ADJ
futech-402	91	16	materials	material	NOUN
futech-402	91	17	.	.	PUNCT
futech-402	92	1	the	the	DET
futech-402	92	2	training	training	NOUN
futech-402	92	3	process	process	NOUN
futech-402	92	4	employed	employ	VERB
futech-402	92	5	early	early	ADV
futech-402	92	6	stopping	stop	VERB
futech-402	92	7	with	with	ADP
futech-402	92	8	patience=15	patience=15	NOUN
futech-402	92	9	epochs	epoch	NOUN
futech-402	92	10	and	and	CCONJ
futech-402	92	11	learning	learn	VERB
futech-402	92	12	rate	rate	NOUN
futech-402	92	13	decay	decay	NOUN
futech-402	92	14	(	(	PUNCT
futech-402	92	15	factor=0.5	factor=0.5	ADJ
futech-402	92	16	)	)	PUNCT
futech-402	92	17	when	when	SCONJ
futech-402	92	18	validation	validation	NOUN
futech-402	92	19	loss	loss	NOUN
futech-402	92	20	plateaued	plateaue	VERB
futech-402	92	21	for	for	ADP
futech-402	92	22	5	5	NUM
futech-402	92	23	consecutive	consecutive	ADJ
futech-402	92	24	epochs	epoch	NOUN
futech-402	92	25	.	.	PUNCT
futech-402	93	1	table	table	NOUN
futech-402	93	2	1	1	NUM
futech-402	93	3	.	.	PUNCT
futech-402	93	4	model	model	NOUN
futech-402	93	5	training	training	NOUN
futech-402	93	6	and	and	CCONJ
futech-402	93	7	evaluation	evaluation	NOUN
futech-402	93	8	configuration	configuration	NOUN
futech-402	93	9	parameter	parameter	NOUN
futech-402	93	10	category	category	NOUN
futech-402	93	11	configuration	configuration	NOUN
futech-402	93	12	value	value	NOUN
futech-402	93	13	/	/	SYM
futech-402	93	14	setting	set	VERB
futech-402	93	15	training	training	NOUN
futech-402	93	16	strategy	strategy	NOUN
futech-402	93	17	batch	batch	NOUN
futech-402	93	18	size	size	NOUN
futech-402	93	19	64	64	NUM
futech-402	93	20	learning	learning	NOUN
futech-402	93	21	rate	rate	NOUN
futech-402	93	22	1e-4	1e-4	PROPN
futech-402	93	23	(	(	PUNCT
futech-402	93	24	adam	adam	PROPN
futech-402	93	25	optimizer	optimizer	NOUN
futech-402	93	26	)	)	PUNCT
futech-402	93	27	training	training	NOUN
futech-402	93	28	epochs	epoch	NOUN
futech-402	93	29	100	100	NUM
futech-402	93	30	early	early	ADV
futech-402	93	31	stopping	stop	VERB
futech-402	93	32	patience	patience	NOUN
futech-402	93	33	15	15	NUM
futech-402	93	34	epochs	epoch	NOUN
futech-402	93	35	cross	cross	ADJ
futech-402	93	36	-	-	ADJ
futech-402	93	37	validation	validation	ADJ
futech-402	93	38	validation	validation	NOUN
futech-402	93	39	method	method	NOUN
futech-402	93	40	5	5	NUM
futech-402	93	41	-	-	ADJ
futech-402	93	42	fold	fold	ADJ
futech-402	93	43	stratified	stratified	ADJ
futech-402	93	44	cv	cv	PROPN
futech-402	93	45	train	train	NOUN
futech-402	93	46	/	/	SYM
futech-402	93	47	validation	validation	NOUN
futech-402	93	48	/	/	SYM
futech-402	93	49	test	test	NOUN
futech-402	93	50	split	split	VERB
futech-402	93	51	70%/15%/15	70%/15%/15	NUM
futech-402	93	52	%	%	NOUN
futech-402	93	53	sampling	sampling	NOUN
futech-402	93	54	strategy	strategy	NOUN
futech-402	93	55	stratified	stratify	VERB
futech-402	93	56	random	random	ADJ
futech-402	93	57	sampling	sampling	NOUN
futech-402	93	58	loss	loss	NOUN
futech-402	93	59	function	function	NOUN
futech-402	93	60	primary	primary	ADJ
futech-402	93	61	loss	loss	NOUN
futech-402	93	62	multi	multi	ADJ
futech-402	93	63	-	-	ADJ
futech-402	93	64	objective	objective	ADJ
futech-402	93	65	weighted	weight	VERB
futech-402	93	66	loss	loss	NOUN
futech-402	93	67	service	service	NOUN
futech-402	93	68	quality	quality	NOUN
futech-402	93	69	loss	loss	NOUN
futech-402	93	70	weight	weight	NOUN
futech-402	93	71	0.3	0.3	NUM
futech-402	93	72	loyalty	loyalty	NOUN
futech-402	93	73	prediction	prediction	NOUN
futech-402	93	74	loss	loss	NOUN
futech-402	93	75	weight	weight	NOUN
futech-402	93	76	0.4	0.4	NUM
futech-402	93	77	churn	churn	NOUN
futech-402	93	78	risk	risk	NOUN
futech-402	93	79	loss	loss	NOUN
futech-402	93	80	weight	weight	NOUN
futech-402	93	81	0.3	0.3	NUM
futech-402	93	82	model	model	NOUN
futech-402	93	83	architecture	architecture	NOUN
futech-402	93	84	embedding	embed	VERB
futech-402	93	85	dimension	dimension	NOUN
futech-402	93	86	512	512	NUM
futech-402	93	87	attention	attention	NOUN
futech-402	93	88	heads	head	NOUN
futech-402	93	89	8	8	NUM
futech-402	93	90	dropout	dropout	NOUN
futech-402	93	91	rate	rate	NOUN
futech-402	93	92	0.2	0.2	NUM
futech-402	93	93	evaluation	evaluation	NOUN
futech-402	93	94	metrics	metric	NOUN
futech-402	93	95	classification	classification	NOUN
futech-402	93	96	metrics	metric	NOUN
futech-402	93	97	accuracy	accuracy	NOUN
futech-402	93	98	,	,	PUNCT
futech-402	93	99	f1score	f1score	NOUN
futech-402	93	100	,	,	PUNCT
futech-402	93	101	auc	auc	NOUN
futech-402	93	102	-	-	PUNCT
futech-402	93	103	roc	roc	NOUN
futech-402	93	104	regression	regression	NOUN
futech-402	93	105	metrics	metric	NOUN
futech-402	93	106	mae	mae	PROPN
futech-402	93	107	,	,	PUNCT
futech-402	93	108	rmse	rmse	NOUN
futech-402	93	109	,	,	PUNCT
futech-402	93	110	r²	r²	VERB
futech-402	93	111	interpretability	interpretability	NOUN
futech-402	93	112	analysis	analysis	NOUN
futech-402	93	113	shap	shap	NOUN
futech-402	93	114	feature	feature	NOUN
futech-402	93	115	importance	importance	NOUN
futech-402	93	116	3	3	NUM
futech-402	93	117	.	.	NOUN
futech-402	93	118	results	result	VERB
futech-402	93	119	3.1	3.1	NUM
futech-402	93	120	model	model	NOUN
futech-402	93	121	performance	performance	NOUN
futech-402	93	122	comparison	comparison	NOUN
futech-402	93	123	analysis	analysis	NOUN
futech-402	93	124	the	the	DET
futech-402	93	125	proposed	propose	VERB
futech-402	93	126	multimodal	multimodal	NOUN
futech-402	93	127	fusion	fusion	NOUN
futech-402	93	128	model	model	NOUN
futech-402	93	129	demonstrates	demonstrate	VERB
futech-402	93	130	superior	superior	ADJ
futech-402	93	131	performance	performance	NOUN
futech-402	93	132	across	across	ADP
futech-402	93	133	all	all	DET
futech-402	93	134	evaluation	evaluation	NOUN
futech-402	93	135	tasks	task	NOUN
futech-402	93	136	compared	compare	VERB
futech-402	93	137	to	to	ADP
futech-402	93	138	traditional	traditional	ADJ
futech-402	93	139	machine	machine	NOUN
futech-402	93	140	learning	learning	NOUN
futech-402	93	141	approaches	approach	NOUN
futech-402	93	142	and	and	CCONJ
futech-402	93	143	deep	deep	ADJ
futech-402	93	144	learning	learn	VERB
futech-402	93	145	baselines	baseline	NOUN
futech-402	93	146	,	,	PUNCT
futech-402	93	147	as	as	SCONJ
futech-402	93	148	shown	show	VERB
futech-402	93	149	in	in	ADP
futech-402	93	150	table	table	NOUN
futech-402	93	151	2	2	NUM
futech-402	93	152	.	.	PUNCT
futech-402	94	1	the	the	DET
futech-402	94	2	comprehensive	comprehensive	ADJ
futech-402	94	3	evaluation	evaluation	NOUN
futech-402	94	4	reveals	reveal	VERB
futech-402	94	5	substantial	substantial	ADJ
futech-402	94	6	improvements	improvement	NOUN
futech-402	94	7	in	in	ADP
futech-402	94	8	service	service	NOUN
futech-402	94	9	quality	quality	NOUN
futech-402	94	10	prediction	prediction	NOUN
futech-402	94	11	accuracy	accuracy	NOUN
futech-402	94	12	,	,	PUNCT
futech-402	94	13	with	with	ADP
futech-402	94	14	the	the	DET
futech-402	94	15	multimodal	multimodal	ADJ
futech-402	94	16	architecture	architecture	NOUN
futech-402	94	17	achieving	achieve	VERB
futech-402	94	18	an	an	DET
futech-402	94	19	r2	r2	NOUN
futech-402	94	20	score	score	NOUN
futech-402	94	21	of	of	ADP
futech-402	94	22	0.891	0.891	NUM
futech-402	94	23	and	and	CCONJ
futech-402	94	24	mae	mae	PROPN
futech-402	94	25	of	of	ADP
futech-402	94	26	0.142	0.142	NUM
futech-402	94	27	,	,	PUNCT
futech-402	94	28	significantly	significantly	ADV
futech-402	94	29	outperforming	outperform	VERB
futech-402	94	30	the	the	DET
futech-402	94	31	best	good	ADJ
futech-402	94	32	baseline	baseline	ADJ
futech-402	94	33	cnn+lstm	cnn+lstm	NOUN
futech-402	94	34	model	model	NOUN
futech-402	94	35	by	by	ADP
futech-402	94	36	approximately	approximately	ADV
futech-402	94	37	20	20	NUM
futech-402	94	38	%	%	NOUN
futech-402	94	39	in	in	ADP
futech-402	94	40	predictive	predictive	ADJ
futech-402	94	41	accuracy	accuracy	NOUN
futech-402	94	42	.	.	PUNCT
futech-402	95	1	the	the	DET
futech-402	95	2	model	model	NOUN
futech-402	95	3	's	's	PART
futech-402	95	4	effectiveness	effectiveness	NOUN
futech-402	95	5	extends	extend	VERB
futech-402	95	6	to	to	ADP
futech-402	95	7	customer	customer	NOUN
futech-402	95	8	loyalty	loyalty	NOUN
futech-402	95	9	classification	classification	NOUN
futech-402	95	10	,	,	PUNCT
futech-402	95	11	where	where	SCONJ
futech-402	95	12	the	the	DET
futech-402	95	13	f1	f1	NOUN
futech-402	95	14	-	-	PUNCT
futech-402	95	15	score	score	NOUN
futech-402	95	16	of	of	ADP
futech-402	95	17	0.875	0.875	NUM
futech-402	95	18	and	and	CCONJ
futech-402	95	19	auc	auc	NOUN
futech-402	95	20	-	-	PUNCT
futech-402	95	21	roc	roc	NOUN
futech-402	95	22	of	of	ADP
futech-402	95	23	0.923	0.923	NUM
futech-402	95	24	demonstrate	demonstrate	NOUN
futech-402	95	25	robust	robust	ADJ
futech-402	95	26	discriminative	discriminative	NOUN
futech-402	95	27	capabilities	capability	NOUN
futech-402	95	28	across	across	ADP
futech-402	95	29	diverse	diverse	ADJ
futech-402	95	30	customer	customer	NOUN
futech-402	95	31	segments	segment	NOUN
futech-402	95	32	.	.	PUNCT
futech-402	96	1	these	these	DET
futech-402	96	2	performance	performance	NOUN
futech-402	96	3	gains	gain	NOUN
futech-402	96	4	highlight	highlight	VERB
futech-402	96	5	the	the	DET
futech-402	96	6	critical	critical	ADJ
futech-402	96	7	importance	importance	NOUN
futech-402	96	8	of	of	ADP
futech-402	96	9	multimodal	multimodal	NOUN
futech-402	96	10	data	datum	NOUN
futech-402	96	11	integration	integration	NOUN
futech-402	96	12	in	in	ADP
futech-402	96	13	capturing	capture	VERB
futech-402	96	14	the	the	DET
futech-402	96	15	complex	complex	ADJ
futech-402	96	16	relationships	relationship	NOUN
futech-402	96	17	between	between	ADP
futech-402	96	18	customer	customer	NOUN
futech-402	96	19	behaviors	behavior	NOUN
futech-402	96	20	,	,	PUNCT
futech-402	96	21	service	service	NOUN
futech-402	96	22	interactions	interaction	NOUN
futech-402	96	23	,	,	PUNCT
futech-402	96	24	and	and	CCONJ
futech-402	96	25	loyalty	loyalty	NOUN
futech-402	96	26	outcomes	outcome	NOUN
futech-402	96	27	.	.	PUNCT
futech-402	97	1	the	the	DET
futech-402	97	2	comparative	comparative	ADJ
futech-402	97	3	analysis	analysis	NOUN
futech-402	97	4	reveals	reveal	VERB
futech-402	97	5	that	that	SCONJ
futech-402	97	6	traditional	traditional	ADJ
futech-402	97	7	machine	machine	NOUN
futech-402	97	8	learning	learn	VERB
futech-402	97	9	approaches	approach	NOUN
futech-402	97	10	,	,	PUNCT
futech-402	97	11	including	include	VERB
futech-402	97	12	random	random	ADJ
futech-402	97	13	forest	forest	NOUN
futech-402	97	14	and	and	CCONJ
futech-402	97	15	xgboost	xgboost	ADV
futech-402	97	16	,	,	PUNCT
futech-402	97	17	x.	x.	PROPN
futech-402	97	18	nie	nie	PROPN
futech-402	97	19	&	&	CCONJ
futech-402	97	20	fs	fs	PROPN
futech-402	97	21	.	.	PROPN
futech-402	97	22	ahmad	ahmad	PROPN
futech-402	97	23	/future	/future	PROPN
futech-402	97	24	technology	technology	PROPN
futech-402	97	25	november	november	PROPN
futech-402	97	26	2025|	2025|	NUM
futech-402	97	27	volume	volume	NOUN
futech-402	97	28	04	04	NUM
futech-402	98	1	|	|	ADV
futech-402	98	2	issue	issue	VERB
futech-402	98	3	04	04	NUM
futech-402	99	1	|	|	CCONJ
futech-402	99	2	pages	page	VERB
futech-402	99	3	12	12	NUM
futech-402	99	4	-	-	SYM
futech-402	99	5	23	23	NUM
futech-402	99	6	15	15	NUM
futech-402	99	7	achieve	achieve	VERB
futech-402	99	8	moderate	moderate	ADJ
futech-402	99	9	performance	performance	NOUN
futech-402	99	10	levels	level	NOUN
futech-402	99	11	but	but	CCONJ
futech-402	99	12	fail	fail	VERB
futech-402	99	13	to	to	PART
futech-402	99	14	capture	capture	VERB
futech-402	99	15	the	the	DET
futech-402	99	16	nuanced	nuanced	ADJ
futech-402	99	17	patterns	pattern	NOUN
futech-402	99	18	inherent	inherent	ADJ
futech-402	99	19	in	in	ADP
futech-402	99	20	multimodal	multimodal	ADJ
futech-402	99	21	customer	customer	NOUN
futech-402	99	22	data	datum	NOUN
futech-402	99	23	.	.	PUNCT
futech-402	100	1	while	while	SCONJ
futech-402	100	2	bert	bert	NOUN
futech-402	100	3	-	-	PUNCT
futech-402	100	4	based	base	VERB
futech-402	100	5	models	model	NOUN
futech-402	100	6	with	with	ADP
futech-402	100	7	traditional	traditional	ADJ
futech-402	100	8	classifiers	classifier	NOUN
futech-402	100	9	show	show	VERB
futech-402	100	10	improved	improved	ADJ
futech-402	100	11	performance	performance	NOUN
futech-402	100	12	over	over	ADP
futech-402	100	13	purely	purely	ADV
futech-402	100	14	statistical	statistical	ADJ
futech-402	100	15	methods	method	NOUN
futech-402	100	16	,	,	PUNCT
futech-402	100	17	they	they	PRON
futech-402	100	18	remain	remain	VERB
futech-402	100	19	limited	limited	ADJ
futech-402	100	20	by	by	ADP
futech-402	100	21	their	their	PRON
futech-402	100	22	inability	inability	NOUN
futech-402	100	23	to	to	PART
futech-402	100	24	effectively	effectively	ADV
futech-402	100	25	fuse	fuse	VERB
futech-402	100	26	information	information	NOUN
futech-402	100	27	across	across	ADP
futech-402	100	28	different	different	ADJ
futech-402	100	29	data	datum	NOUN
futech-402	100	30	modalities	modality	NOUN
futech-402	100	31	.	.	PUNCT
futech-402	101	1	the	the	DET
futech-402	101	2	consistent	consistent	ADJ
futech-402	101	3	performance	performance	NOUN
futech-402	101	4	advantages	advantage	NOUN
futech-402	101	5	observed	observe	VERB
futech-402	101	6	across	across	ADP
futech-402	101	7	all	all	DET
futech-402	101	8	three	three	NUM
futech-402	101	9	prediction	prediction	NOUN
futech-402	101	10	tasks	task	NOUN
futech-402	101	11	validate	validate	VERB
futech-402	101	12	the	the	DET
futech-402	101	13	architectural	architectural	ADJ
futech-402	101	14	design	design	NOUN
futech-402	101	15	choices	choice	NOUN
futech-402	101	16	and	and	CCONJ
futech-402	101	17	confirm	confirm	VERB
futech-402	101	18	that	that	SCONJ
futech-402	101	19	the	the	DET
futech-402	101	20	attention	attention	NOUN
futech-402	101	21	-	-	PUNCT
futech-402	101	22	driven	drive	VERB
futech-402	101	23	fusion	fusion	NOUN
futech-402	101	24	mechanism	mechanism	NOUN
futech-402	101	25	successfully	successfully	ADV
futech-402	101	26	leverages	leverage	VERB
futech-402	101	27	complementary	complementary	ADJ
futech-402	101	28	information	information	NOUN
futech-402	101	29	from	from	ADP
futech-402	101	30	structured	structured	ADJ
futech-402	101	31	transactions	transaction	NOUN
futech-402	101	32	,	,	PUNCT
futech-402	101	33	unstructured	unstructured	ADJ
futech-402	101	34	reviews	review	NOUN
futech-402	101	35	,	,	PUNCT
futech-402	101	36	sequential	sequential	ADJ
futech-402	101	37	behaviors	behavior	NOUN
futech-402	101	38	,	,	PUNCT
futech-402	101	39	and	and	CCONJ
futech-402	101	40	service	service	NOUN
futech-402	101	41	context	context	NOUN
futech-402	101	42	data	datum	NOUN
futech-402	101	43	to	to	PART
futech-402	101	44	enhance	enhance	VERB
futech-402	101	45	overall	overall	ADJ
futech-402	101	46	predictive	predictive	ADJ
futech-402	101	47	capability	capability	NOUN
futech-402	101	48	.	.	PUNCT
futech-402	102	1	table	table	NOUN
futech-402	102	2	2	2	NUM
futech-402	102	3	.	.	PUNCT
futech-402	103	1	performance	performance	NOUN
futech-402	103	2	comparison	comparison	NOUN
futech-402	103	3	of	of	ADP
futech-402	103	4	different	different	ADJ
futech-402	103	5	models	model	NOUN
futech-402	103	6	model	model	NOUN
futech-402	103	7	service	service	NOUN
futech-402	103	8	quality	quality	NOUN
futech-402	103	9	prediction	prediction	NOUN
futech-402	103	10	customer	customer	NOUN
futech-402	103	11	loyalty	loyalty	NOUN
futech-402	103	12	classification	classification	NOUN
futech-402	103	13	churn	churn	NOUN
futech-402	103	14	risk	risk	NOUN
futech-402	103	15	assessment	assessment	NOUN
futech-402	103	16	mae	mae	PROPN
futech-402	103	17	r²	r²	NOUN
futech-402	103	18	f1score	f1score	NOUN
futech-402	103	19	aucroc	aucroc	NOUN
futech-402	103	20	f1score	f1score	NOUN
futech-402	103	21	aucroc	aucroc	NOUN
futech-402	103	22	proposed	propose	VERB
futech-402	103	23	multimodal	multimodal	NOUN
futech-402	103	24	model	model	NOUN
futech-402	103	25	0.142	0.142	NUM
futech-402	103	26	0.891	0.891	NUM
futech-402	103	27	0.875	0.875	NUM
futech-402	103	28	0.923	0.923	NUM
futech-402	103	29	0.864	0.864	NUM
futech-402	103	30	0.917	0.917	NUM
futech-402	103	31	cnn	cnn	NOUN
futech-402	104	1	+	+	CCONJ
futech-402	104	2	lstm	lstm	NOUN
futech-402	104	3	baseline	baseline	VERB
futech-402	104	4	0.218	0.218	NUM
futech-402	104	5	0.743	0.743	NUM
futech-402	104	6	0.798	0.798	NUM
futech-402	104	7	0.852	0.852	NUM
futech-402	104	8	0.781	0.781	NUM
futech-402	104	9	0.834	0.834	NUM
futech-402	104	10	bert	bert	NOUN
futech-402	104	11	+	+	CCONJ
futech-402	104	12	traditional	traditional	ADJ
futech-402	104	13	ml	ml	NOUN
futech-402	104	14	0.195	0.195	NUM
futech-402	104	15	0.782	0.782	NUM
futech-402	104	16	0.821	0.821	NUM
futech-402	104	17	0.874	0.874	NUM
futech-402	104	18	0.795	0.795	NUM
futech-402	104	19	0.851	0.851	NUM
futech-402	104	20	random	random	ADJ
futech-402	104	21	forest	forest	NOUN
futech-402	104	22	0.264	0.264	NUM
futech-402	104	23	0.685	0.685	NUM
futech-402	104	24	0.756	0.756	NUM
futech-402	104	25	0.798	0.798	NUM
futech-402	104	26	0.742	0.742	NUM
futech-402	104	27	0.789	0.789	NUM
futech-402	104	28	xgboost	xgboost	ADV
futech-402	104	29	0.241	0.241	NUM
futech-402	104	30	0.721	0.721	NUM
futech-402	104	31	0.773	0.773	NUM
futech-402	104	32	0.826	0.826	NUM
futech-402	104	33	0.758	0.758	NUM
futech-402	104	34	0.812	0.812	NUM
futech-402	104	35	svm	svm	NOUN
futech-402	104	36	0.287	0.287	NUM
futech-402	104	37	0.642	0.642	NUM
futech-402	104	38	0.721	0.721	NUM
futech-402	104	39	0.754	0.754	NUM
futech-402	104	40	0.706	0.706	NUM
futech-402	104	41	0.743	0.743	NUM
futech-402	104	42	logistic	logistic	ADJ
futech-402	104	43	regression	regression	NOUN
futech-402	104	44	0.312	0.312	NUM
futech-402	104	45	0.598	0.598	NUM
futech-402	104	46	0.698	0.698	NUM
futech-402	104	47	0.732	0.732	NUM
futech-402	104	48	0.685	0.685	NUM
futech-402	104	49	0.721	0.721	NUM
futech-402	104	50	note	note	NOUN
futech-402	104	51	:	:	PUNCT
futech-402	104	52	all	all	DET
futech-402	104	53	metrics	metric	NOUN
futech-402	104	54	computed	compute	VERB
futech-402	104	55	using	use	VERB
futech-402	104	56	stratified	stratify	VERB
futech-402	104	57	5	5	NUM
futech-402	104	58	-	-	ADJ
futech-402	104	59	fold	fold	ADJ
futech-402	104	60	cross	cross	NOUN
futech-402	104	61	-	-	NOUN
futech-402	104	62	validation	validation	ADJ
futech-402	104	63	.	.	PUNCT
futech-402	105	1	confidence	confidence	NOUN
futech-402	105	2	intervals	interval	NOUN
futech-402	105	3	represent	represent	VERB
futech-402	105	4	95	95	NUM
futech-402	105	5	%	%	NOUN
futech-402	105	6	bootstrap	bootstrap	NOUN
futech-402	105	7	estimates	estimate	NOUN
futech-402	105	8	across	across	ADP
futech-402	105	9	1,000	1,000	NUM
futech-402	105	10	resamples	resample	NOUN
futech-402	105	11	.	.	PUNCT
futech-402	106	1	statistical	statistical	ADJ
futech-402	106	2	significance	significance	NOUN
futech-402	106	3	was	be	AUX
futech-402	106	4	tested	test	VERB
futech-402	106	5	using	use	VERB
futech-402	106	6	paired	pair	VERB
futech-402	106	7	t	t	NOUN
futech-402	106	8	-	-	PUNCT
futech-402	106	9	tests	test	NOUN
futech-402	106	10	with	with	ADP
futech-402	106	11	bonferroni	bonferroni	NOUN
futech-402	106	12	correction	correction	NOUN
futech-402	106	13	for	for	ADP
futech-402	106	14	multiple	multiple	ADJ
futech-402	106	15	comparisons	comparison	NOUN
futech-402	106	16	.	.	PUNCT
futech-402	107	1	the	the	DET
futech-402	107	2	architectural	architectural	ADJ
futech-402	107	3	complexity	complexity	NOUN
futech-402	107	4	analysis	analysis	NOUN
futech-402	107	5	presented	present	VERB
futech-402	107	6	in	in	ADP
futech-402	107	7	figure	figure	NOUN
futech-402	107	8	2(a	2(a	NUM
futech-402	107	9	)	)	PUNCT
futech-402	107	10	demonstrates	demonstrate	VERB
futech-402	107	11	a	a	DET
futech-402	107	12	clear	clear	ADJ
futech-402	107	13	correlation	correlation	NOUN
futech-402	107	14	between	between	ADP
futech-402	107	15	model	model	NOUN
futech-402	107	16	sophistication	sophistication	NOUN
futech-402	107	17	and	and	CCONJ
futech-402	107	18	predictive	predictive	ADJ
futech-402	107	19	performance	performance	NOUN
futech-402	107	20	,	,	PUNCT
futech-402	107	21	with	with	ADP
futech-402	107	22	the	the	DET
futech-402	107	23	proposed	propose	VERB
futech-402	107	24	multimodal	multimodal	NOUN
futech-402	107	25	fusion	fusion	NOUN
futech-402	107	26	framework	framework	NOUN
futech-402	107	27	achieving	achieve	VERB
futech-402	107	28	an	an	DET
futech-402	107	29	optimal	optimal	ADJ
futech-402	107	30	balance	balance	NOUN
futech-402	107	31	between	between	ADP
futech-402	107	32	computational	computational	ADJ
futech-402	107	33	efficiency	efficiency	NOUN
futech-402	107	34	and	and	CCONJ
futech-402	107	35	accuracy	accuracy	NOUN
futech-402	107	36	enhancement	enhancement	NOUN
futech-402	107	37	.	.	PUNCT
futech-402	108	1	as	as	SCONJ
futech-402	108	2	illustrated	illustrate	VERB
futech-402	108	3	in	in	ADP
futech-402	108	4	the	the	DET
futech-402	108	5	figure	figure	NOUN
futech-402	108	6	,	,	PUNCT
futech-402	108	7	traditional	traditional	ADJ
futech-402	108	8	machine	machine	NOUN
futech-402	108	9	learning	learning	NOUN
futech-402	108	10	approaches	approach	NOUN
futech-402	108	11	exhibit	exhibit	VERB
futech-402	108	12	minimal	minimal	ADJ
futech-402	108	13	architectural	architectural	ADJ
futech-402	108	14	complexity	complexity	NOUN
futech-402	108	15	but	but	CCONJ
futech-402	108	16	deliver	deliver	VERB
futech-402	108	17	substantially	substantially	ADV
futech-402	108	18	lower	low	ADJ
futech-402	108	19	performance	performance	NOUN
futech-402	108	20	metrics	metric	NOUN
futech-402	108	21	,	,	PUNCT
futech-402	108	22	while	while	SCONJ
futech-402	108	23	the	the	DET
futech-402	108	24	multimodal	multimodal	NOUN
futech-402	108	25	deep	deep	ADJ
futech-402	108	26	learning	learning	NOUN
futech-402	108	27	architecture	architecture	NOUN
futech-402	108	28	maintains	maintain	VERB
futech-402	108	29	reasonable	reasonable	ADJ
futech-402	108	30	computational	computational	ADJ
futech-402	108	31	overhead	overhead	NOUN
futech-402	108	32	despite	despite	SCONJ
futech-402	108	33	incorporating	incorporate	VERB
futech-402	108	34	multiple	multiple	ADJ
futech-402	108	35	encoding	encoding	NOUN
futech-402	108	36	mechanisms	mechanism	NOUN
futech-402	108	37	and	and	CCONJ
futech-402	108	38	attentionbased	attentionbase	VERB
futech-402	108	39	fusion	fusion	NOUN
futech-402	108	40	strategies	strategy	NOUN
futech-402	108	41	.	.	PUNCT
futech-402	109	1	the	the	DET
futech-402	109	2	research	research	NOUN
futech-402	109	3	establishes	establish	VERB
futech-402	109	4	that	that	SCONJ
futech-402	109	5	the	the	DET
futech-402	109	6	performance	performance	NOUN
futech-402	109	7	gains	gain	NOUN
futech-402	109	8	achieved	achieve	VERB
futech-402	109	9	through	through	ADP
futech-402	109	10	multimodal	multimodal	NOUN
futech-402	109	11	integration	integration	NOUN
futech-402	109	12	justify	justify	VERB
futech-402	109	13	the	the	DET
futech-402	109	14	increased	increase	VERB
futech-402	109	15	architectural	architectural	ADJ
futech-402	109	16	complexity	complexity	NOUN
futech-402	109	17	,	,	PUNCT
futech-402	109	18	particularly	particularly	ADV
futech-402	109	19	when	when	SCONJ
futech-402	109	20	considering	consider	VERB
futech-402	109	21	the	the	DET
futech-402	109	22	substantial	substantial	ADJ
futech-402	109	23	improvements	improvement	NOUN
futech-402	109	24	in	in	ADP
futech-402	109	25	customer	customer	NOUN
futech-402	109	26	loyalty	loyalty	NOUN
futech-402	109	27	prediction	prediction	NOUN
futech-402	109	28	accuracy	accuracy	NOUN
futech-402	109	29	and	and	CCONJ
futech-402	109	30	service	service	NOUN
futech-402	109	31	quality	quality	NOUN
futech-402	109	32	assessment	assessment	NOUN
futech-402	109	33	capabilities	capability	NOUN
futech-402	109	34	.	.	PUNCT
futech-402	110	1	figure	figure	NOUN
futech-402	110	2	2(b	2(b	NUM
futech-402	110	3	)	)	PUNCT
futech-402	110	4	reveals	reveal	VERB
futech-402	110	5	the	the	DET
futech-402	110	6	progressive	progressive	ADJ
futech-402	110	7	enhancement	enhancement	NOUN
futech-402	110	8	achieved	achieve	VERB
futech-402	110	9	through	through	ADP
futech-402	110	10	systematic	systematic	ADJ
futech-402	110	11	integration	integration	NOUN
futech-402	110	12	of	of	ADP
futech-402	110	13	different	different	ADJ
futech-402	110	14	data	datum	NOUN
futech-402	110	15	modalities	modality	NOUN
futech-402	110	16	,	,	PUNCT
futech-402	110	17	illustrating	illustrate	VERB
futech-402	110	18	how	how	SCONJ
futech-402	110	19	each	each	DET
futech-402	110	20	additional	additional	ADJ
futech-402	110	21	modality	modality	NOUN
futech-402	110	22	contributes	contribute	VERB
futech-402	110	23	incrementally	incrementally	ADV
futech-402	110	24	to	to	ADP
futech-402	110	25	overall	overall	ADJ
futech-402	110	26	model	model	NOUN
futech-402	110	27	performance	performance	NOUN
futech-402	110	28	.	.	PUNCT
futech-402	111	1	the	the	DET
futech-402	111	2	analysis	analysis	NOUN
futech-402	111	3	shows	show	VERB
futech-402	111	4	that	that	SCONJ
futech-402	111	5	textual	textual	ADJ
futech-402	111	6	review	review	NOUN
futech-402	111	7	integration	integration	NOUN
futech-402	111	8	provides	provide	VERB
futech-402	111	9	the	the	DET
futech-402	111	10	most	most	ADV
futech-402	111	11	significant	significant	ADJ
futech-402	111	12	individual	individual	ADJ
futech-402	111	13	contribution	contribution	NOUN
futech-402	111	14	to	to	ADP
futech-402	111	15	performance	performance	NOUN
futech-402	111	16	improvement	improvement	NOUN
futech-402	111	17	,	,	PUNCT
futech-402	111	18	followed	follow	VERB
futech-402	111	19	by	by	ADP
futech-402	111	20	behavioral	behavioral	ADJ
futech-402	111	21	sequence	sequence	NOUN
futech-402	111	22	incorporation	incorporation	NOUN
futech-402	111	23	and	and	CCONJ
futech-402	111	24	visual	visual	ADJ
futech-402	111	25	content	content	NOUN
futech-402	111	26	fusion	fusion	NOUN
futech-402	111	27	.	.	PUNCT
futech-402	112	1	this	this	DET
futech-402	112	2	study	study	NOUN
futech-402	112	3	demonstrates	demonstrate	VERB
futech-402	112	4	that	that	SCONJ
futech-402	112	5	the	the	DET
futech-402	112	6	multimodal	multimodal	ADJ
futech-402	112	7	fusion	fusion	NOUN
futech-402	112	8	approach	approach	NOUN
futech-402	112	9	generates	generate	VERB
futech-402	112	10	synergistic	synergistic	ADJ
futech-402	112	11	effects	effect	NOUN
futech-402	112	12	that	that	PRON
futech-402	112	13	exceed	exceed	VERB
futech-402	112	14	the	the	DET
futech-402	112	15	sum	sum	NOUN
futech-402	112	16	of	of	ADP
futech-402	112	17	individual	individual	ADJ
futech-402	112	18	modality	modality	NOUN
futech-402	112	19	contributions	contribution	NOUN
futech-402	112	20	,	,	PUNCT
futech-402	112	21	with	with	ADP
futech-402	112	22	the	the	DET
futech-402	112	23	complete	complete	ADJ
futech-402	112	24	integration	integration	NOUN
futech-402	112	25	achieving	achieve	VERB
futech-402	112	26	performance	performance	NOUN
futech-402	112	27	levels	level	NOUN
futech-402	112	28	substantially	substantially	ADV
futech-402	112	29	higher	high	ADJ
futech-402	112	30	than	than	ADP
futech-402	112	31	any	any	DET
futech-402	112	32	singlemodality	singlemodality	NOUN
futech-402	112	33	baseline	baseline	NOUN
futech-402	112	34	.	.	PUNCT
futech-402	113	1	the	the	DET
futech-402	113	2	progressive	progressive	ADJ
futech-402	113	3	enhancement	enhancement	NOUN
futech-402	113	4	pattern	pattern	NOUN
futech-402	113	5	validates	validate	VERB
futech-402	113	6	the	the	DET
futech-402	113	7	theoretical	theoretical	ADJ
futech-402	113	8	foundation	foundation	NOUN
futech-402	113	9	of	of	ADP
futech-402	113	10	multimodal	multimodal	NOUN
futech-402	113	11	learning	learning	NOUN
futech-402	113	12	while	while	SCONJ
futech-402	113	13	confirming	confirm	VERB
futech-402	113	14	that	that	SCONJ
futech-402	113	15	comprehensive	comprehensive	ADJ
futech-402	113	16	data	data	NOUN
futech-402	113	17	integration	integration	NOUN
futech-402	113	18	strategies	strategy	NOUN
futech-402	113	19	are	be	AUX
futech-402	113	20	essential	essential	ADJ
futech-402	113	21	for	for	ADP
futech-402	113	22	capturing	capture	VERB
futech-402	113	23	the	the	DET
futech-402	113	24	multifaceted	multifaceted	ADJ
futech-402	113	25	nature	nature	NOUN
futech-402	113	26	of	of	ADP
futech-402	113	27	customer	customer	NOUN
futech-402	113	28	-	-	PUNCT
futech-402	113	29	brand	brand	NOUN
futech-402	113	30	relationships	relationship	NOUN
futech-402	113	31	in	in	ADP
futech-402	113	32	contemporary	contemporary	ADJ
futech-402	113	33	digital	digital	ADJ
futech-402	113	34	marketing	marketing	NOUN
futech-402	113	35	environments	environment	NOUN
futech-402	113	36	.	.	PUNCT
futech-402	114	1	the	the	DET
futech-402	114	2	comprehensive	comprehensive	ADJ
futech-402	114	3	performance	performance	NOUN
futech-402	114	4	analysis	analysis	NOUN
futech-402	114	5	presented	present	VERB
futech-402	114	6	in	in	ADP
futech-402	114	7	figure	figure	NOUN
futech-402	114	8	3	3	NUM
futech-402	114	9	demonstrates	demonstrate	VERB
futech-402	114	10	the	the	DET
futech-402	114	11	superior	superior	ADJ
futech-402	114	12	effectiveness	effectiveness	NOUN
futech-402	114	13	of	of	ADP
futech-402	114	14	the	the	DET
futech-402	114	15	proposed	propose	VERB
futech-402	114	16	multimodal	multimodal	NOUN
futech-402	114	17	fusion	fusion	NOUN
futech-402	114	18	architecture	architecture	NOUN
futech-402	114	19	across	across	ADP
futech-402	114	20	multiple	multiple	ADJ
futech-402	114	21	evaluation	evaluation	NOUN
futech-402	114	22	dimensions	dimension	NOUN
futech-402	114	23	.	.	PUNCT
futech-402	115	1	as	as	SCONJ
futech-402	115	2	illustrated	illustrate	VERB
futech-402	115	3	in	in	ADP
futech-402	115	4	figure	figure	NOUN
futech-402	115	5	3(a	3(a	NUM
futech-402	115	6	)	)	PUNCT
futech-402	115	7	,	,	PUNCT
futech-402	115	8	the	the	DET
futech-402	115	9	ablation	ablation	NOUN
futech-402	115	10	study	study	NOUN
futech-402	115	11	reveals	reveal	VERB
futech-402	115	12	that	that	SCONJ
futech-402	115	13	the	the	DET
futech-402	115	14	complete	complete	ADJ
futech-402	115	15	model	model	NOUN
futech-402	115	16	achieves	achieve	VERB
futech-402	115	17	optimal	optimal	ADJ
futech-402	115	18	performance	performance	NOUN
futech-402	115	19	with	with	ADP
futech-402	115	20	f1	f1	NOUN
futech-402	115	21	-	-	PUNCT
futech-402	115	22	scores	score	NOUN
futech-402	115	23	of	of	ADP
futech-402	115	24	0.875	0.875	NUM
futech-402	115	25	and	and	CCONJ
futech-402	115	26	auc	auc	NOUN
futech-402	115	27	-	-	PUNCT
futech-402	115	28	roc	roc	NOUN
futech-402	115	29	values	value	NOUN
futech-402	115	30	of	of	ADP
futech-402	115	31	0.923	0.923	NUM
futech-402	115	32	,	,	PUNCT
futech-402	115	33	while	while	SCONJ
futech-402	115	34	systematic	systematic	ADJ
futech-402	115	35	removal	removal	NOUN
futech-402	115	36	of	of	ADP
futech-402	115	37	key	key	ADJ
futech-402	115	38	components	component	NOUN
futech-402	115	39	results	result	NOUN
futech-402	115	40	in	in	ADP
futech-402	115	41	progressive	progressive	ADJ
futech-402	115	42	performance	performance	NOUN
futech-402	115	43	degradation	degradation	NOUN
futech-402	115	44	.	.	PUNCT
futech-402	116	1	the	the	DET
futech-402	116	2	analysis	analysis	NOUN
futech-402	116	3	shows	show	VERB
futech-402	116	4	that	that	SCONJ
futech-402	116	5	attention	attention	NOUN
futech-402	116	6	mechanisms	mechanism	NOUN
futech-402	116	7	contribute	contribute	VERB
futech-402	116	8	significantly	significantly	ADV
futech-402	116	9	to	to	ADP
futech-402	116	10	model	model	NOUN
futech-402	116	11	effectiveness	effectiveness	NOUN
futech-402	116	12	,	,	PUNCT
futech-402	116	13	with	with	ADP
futech-402	116	14	their	their	PRON
futech-402	116	15	removal	removal	NOUN
futech-402	116	16	causing	cause	VERB
futech-402	116	17	substantial	substantial	ADJ
futech-402	116	18	performance	performance	NOUN
futech-402	116	19	drops	drop	NOUN
futech-402	116	20	in	in	ADP
futech-402	116	21	both	both	DET
futech-402	116	22	metrics	metric	NOUN
futech-402	116	23	.	.	PUNCT
futech-402	117	1	the	the	DET
futech-402	117	2	cross	cross	ADJ
futech-402	117	3	-	-	ADJ
futech-402	117	4	modal	modal	ADJ
futech-402	117	5	fusion	fusion	NOUN
futech-402	117	6	component	component	NOUN
futech-402	117	7	proves	prove	VERB
futech-402	117	8	equally	equally	ADV
futech-402	117	9	critical	critical	ADJ
futech-402	117	10	,	,	PUNCT
futech-402	117	11	as	as	SCONJ
futech-402	117	12	its	its	PRON
futech-402	117	13	elimination	elimination	NOUN
futech-402	117	14	leads	lead	VERB
futech-402	117	15	to	to	ADP
futech-402	117	16	notable	notable	ADJ
futech-402	117	17	reductions	reduction	NOUN
futech-402	117	18	in	in	ADP
futech-402	117	19	predictive	predictive	ADJ
futech-402	117	20	accuracy	accuracy	NOUN
futech-402	117	21	,	,	PUNCT
futech-402	117	22	highlighting	highlight	VERB
futech-402	117	23	the	the	DET
futech-402	117	24	importance	importance	NOUN
futech-402	117	25	of	of	ADP
futech-402	117	26	inter	inter	ADJ
futech-402	117	27	-	-	ADJ
futech-402	117	28	modal	modal	ADJ
futech-402	117	29	information	information	NOUN
futech-402	117	30	integration	integration	NOUN
futech-402	117	31	in	in	ADP
futech-402	117	32	capturing	capture	VERB
futech-402	117	33	complex	complex	ADJ
futech-402	117	34	customer	customer	NOUN
futech-402	117	35	behavioral	behavioral	ADJ
futech-402	117	36	patterns	pattern	NOUN
futech-402	117	37	.	.	PUNCT
futech-402	118	1	figure	figure	NOUN
futech-402	118	2	3(b	3(b	NUM
futech-402	118	3	)	)	PUNCT
futech-402	118	4	presents	present	VERB
futech-402	118	5	the	the	DET
futech-402	118	6	modality	modality	NOUN
futech-402	118	7	combination	combination	NOUN
futech-402	118	8	performance	performance	NOUN
futech-402	118	9	matrix	matrix	NOUN
futech-402	118	10	,	,	PUNCT
futech-402	118	11	revealing	reveal	VERB
futech-402	118	12	synergistic	synergistic	ADJ
futech-402	118	13	effects	effect	NOUN
futech-402	118	14	between	between	ADP
futech-402	118	15	different	different	ADJ
futech-402	118	16	data	datum	NOUN
futech-402	118	17	sources	source	NOUN
futech-402	118	18	,	,	PUNCT
futech-402	118	19	with	with	ADP
futech-402	118	20	text	text	NOUN
futech-402	118	21	-	-	PUNCT
futech-402	118	22	behavioral	behavioral	ADJ
futech-402	118	23	combinations	combination	NOUN
futech-402	118	24	achieving	achieve	VERB
futech-402	118	25	the	the	DET
futech-402	118	26	highest	high	ADJ
futech-402	118	27	performance	performance	NOUN
futech-402	118	28	scores	score	NOUN
futech-402	118	29	of	of	ADP
futech-402	118	30	0.843	0.843	NUM
futech-402	118	31	.	.	PUNCT
futech-402	119	1	the	the	DET
futech-402	119	2	crosstask	crosstask	NOUN
futech-402	119	3	performance	performance	NOUN
futech-402	119	4	enhancement	enhancement	NOUN
futech-402	119	5	analysis	analysis	NOUN
futech-402	119	6	depicted	depict	VERB
futech-402	119	7	in	in	ADP
futech-402	119	8	figure	figure	NOUN
futech-402	119	9	3(c	3(c	NUM
futech-402	119	10	)	)	PUNCT
futech-402	119	11	demonstrates	demonstrate	VERB
futech-402	119	12	consistent	consistent	ADJ
futech-402	119	13	improvements	improvement	NOUN
futech-402	119	14	across	across	ADP
futech-402	119	15	all	all	DET
futech-402	119	16	prediction	prediction	NOUN
futech-402	119	17	tasks	task	NOUN
futech-402	119	18	,	,	PUNCT
futech-402	119	19	with	with	ADP
futech-402	119	20	the	the	DET
futech-402	119	21	proposed	propose	VERB
futech-402	119	22	model	model	NOUN
futech-402	119	23	achieving	achieve	VERB
futech-402	119	24	remarkable	remarkable	ADJ
futech-402	119	25	gains	gain	NOUN
futech-402	119	26	of	of	ADP
futech-402	119	27	+10.9	+10.9	NOUN
futech-402	119	28	%	%	NOUN
futech-402	119	29	for	for	ADP
futech-402	119	30	service	service	NOUN
futech-402	119	31	quality	quality	NOUN
futech-402	119	32	prediction	prediction	NOUN
futech-402	119	33	,	,	PUNCT
futech-402	119	34	+7.1	+7.1	ADJ
futech-402	119	35	%	%	NOUN
futech-402	119	36	for	for	ADP
futech-402	119	37	customer	customer	NOUN
futech-402	119	38	loyalty	loyalty	NOUN
futech-402	119	39	classification	classification	NOUN
futech-402	119	40	,	,	PUNCT
futech-402	119	41	and	and	CCONJ
futech-402	119	42	+8.3	+8.3	ADJ
futech-402	119	43	%	%	NOUN
futech-402	119	44	for	for	ADP
futech-402	119	45	churn	churn	NOUN
futech-402	119	46	risk	risk	NOUN
futech-402	119	47	assessment	assessment	NOUN
futech-402	119	48	compared	compare	VERB
futech-402	119	49	to	to	ADP
futech-402	119	50	the	the	DET
futech-402	119	51	best	good	ADJ
futech-402	119	52	baseline	baseline	ADJ
futech-402	119	53	approaches	approach	NOUN
futech-402	119	54	.	.	PUNCT
futech-402	120	1	these	these	DET
futech-402	120	2	results	result	NOUN
futech-402	120	3	validate	validate	VERB
futech-402	120	4	the	the	DET
futech-402	120	5	architectural	architectural	ADJ
futech-402	120	6	design	design	NOUN
futech-402	120	7	choices	choice	NOUN
futech-402	120	8	and	and	CCONJ
futech-402	120	9	confirm	confirm	VERB
futech-402	120	10	that	that	PRON
futech-402	120	11	comprehensive	comprehensive	ADJ
futech-402	120	12	multimodal	multimodal	NOUN
futech-402	120	13	integration	integration	NOUN
futech-402	120	14	strategies	strategy	NOUN
futech-402	120	15	effectively	effectively	ADV
futech-402	120	16	capture	capture	VERB
futech-402	120	17	the	the	DET
futech-402	120	18	multifaceted	multifaceted	ADJ
futech-402	120	19	nature	nature	NOUN
futech-402	120	20	of	of	ADP
futech-402	120	21	customer	customer	NOUN
futech-402	120	22	-	-	PUNCT
futech-402	120	23	brand	brand	NOUN
futech-402	120	24	relationships	relationship	NOUN
futech-402	120	25	in	in	ADP
futech-402	120	26	contemporary	contemporary	ADJ
futech-402	120	27	digital	digital	ADJ
futech-402	120	28	marketing	marketing	NOUN
futech-402	120	29	environments	environment	NOUN
futech-402	120	30	.	.	PUNCT
futech-402	121	1	shap	shap	NOUN
futech-402	121	2	-	-	PUNCT
futech-402	121	3	based	base	VERB
futech-402	121	4	feature	feature	NOUN
futech-402	121	5	importance	importance	NOUN
futech-402	121	6	analysis	analysis	NOUN
futech-402	121	7	reveals	reveal	VERB
futech-402	121	8	differential	differential	ADJ
futech-402	121	9	contributions	contribution	NOUN
futech-402	121	10	across	across	ADP
futech-402	121	11	data	datum	NOUN
futech-402	121	12	modalities	modality	NOUN
futech-402	121	13	and	and	CCONJ
futech-402	121	14	prediction	prediction	NOUN
futech-402	121	15	tasks	task	NOUN
futech-402	121	16	.	.	PUNCT
futech-402	122	1	for	for	ADP
futech-402	122	2	service	service	NOUN
futech-402	122	3	quality	quality	NOUN
futech-402	122	4	prediction	prediction	NOUN
futech-402	122	5	,	,	PUNCT
futech-402	122	6	textual	textual	ADJ
futech-402	122	7	sentiment	sentiment	NOUN
futech-402	122	8	features	feature	VERB
futech-402	122	9	contribute	contribute	VERB
futech-402	122	10	34.2	34.2	NUM
futech-402	122	11	%	%	NOUN
futech-402	122	12	of	of	ADP
futech-402	122	13	model	model	NOUN
futech-402	122	14	decisions	decision	NOUN
futech-402	122	15	,	,	PUNCT
futech-402	122	16	followed	follow	VERB
futech-402	122	17	by	by	ADP
futech-402	122	18	behavioral	behavioral	ADJ
futech-402	122	19	sequence	sequence	NOUN
futech-402	122	20	patterns	pattern	NOUN
futech-402	122	21	(	(	PUNCT
futech-402	122	22	28.7	28.7	NUM
futech-402	122	23	%	%	NOUN
futech-402	122	24	)	)	PUNCT
futech-402	122	25	,	,	PUNCT
futech-402	122	26	transaction	transaction	NOUN
futech-402	122	27	frequency	frequency	NOUN
futech-402	122	28	metrics	metric	NOUN
futech-402	122	29	(	(	PUNCT
futech-402	122	30	22.1	22.1	NUM
futech-402	122	31	%	%	NOUN
futech-402	122	32	)	)	PUNCT
futech-402	122	33	,	,	PUNCT
futech-402	122	34	and	and	CCONJ
futech-402	122	35	service	service	NOUN
futech-402	122	36	context	context	NOUN
futech-402	122	37	indicators	indicator	NOUN
futech-402	122	38	(	(	PUNCT
futech-402	122	39	15.0	15.0	NUM
futech-402	122	40	%	%	NOUN
futech-402	122	41	)	)	PUNCT
futech-402	122	42	.	.	PUNCT
futech-402	123	1	customer	customer	NOUN
futech-402	123	2	loyalty	loyalty	NOUN
futech-402	123	3	classification	classification	NOUN
futech-402	123	4	shows	show	VERB
futech-402	123	5	a	a	DET
futech-402	123	6	different	different	ADJ
futech-402	123	7	pattern	pattern	NOUN
futech-402	123	8	,	,	PUNCT
futech-402	123	9	with	with	ADP
futech-402	123	10	behavioral	behavioral	ADJ
futech-402	123	11	sequences	sequence	NOUN
futech-402	123	12	dominating	dominating	NOUN
futech-402	123	13	(	(	PUNCT
futech-402	123	14	38.5	38.5	NUM
futech-402	123	15	%	%	NOUN
futech-402	123	16	)	)	PUNCT
futech-402	123	17	,	,	PUNCT
futech-402	123	18	textual	textual	NOUN
futech-402	123	19	features	feature	VERB
futech-402	123	20	contributing	contribute	VERB
futech-402	123	21	31.2	31.2	NUM
futech-402	123	22	%	%	NOUN
futech-402	123	23	,	,	PUNCT
futech-402	123	24	transaction	transaction	NOUN
futech-402	123	25	patterns	pattern	VERB
futech-402	123	26	20.8	20.8	NUM
futech-402	123	27	%	%	NOUN
futech-402	123	28	,	,	PUNCT
futech-402	123	29	and	and	CCONJ
futech-402	123	30	service	service	NOUN
futech-402	123	31	contexts	context	NOUN
futech-402	123	32	9.5	9.5	NUM
futech-402	123	33	%	%	NOUN
futech-402	123	34	.	.	PUNCT
futech-402	124	1	churn	churn	NOUN
futech-402	124	2	risk	risk	NOUN
futech-402	124	3	assessment	assessment	NOUN
futech-402	124	4	relies	rely	VERB
futech-402	124	5	most	most	ADV
futech-402	124	6	heavily	heavily	ADV
futech-402	124	7	on	on	ADP
futech-402	124	8	transaction	transaction	NOUN
futech-402	124	9	patterns	pattern	NOUN
futech-402	124	10	(	(	PUNCT
futech-402	124	11	41.3	41.3	NUM
futech-402	124	12	%	%	NOUN
futech-402	124	13	)	)	PUNCT
futech-402	124	14	and	and	CCONJ
futech-402	124	15	behavioral	behavioral	ADJ
futech-402	124	16	sequences	sequence	NOUN
futech-402	124	17	(	(	PUNCT
futech-402	124	18	35.7	35.7	NUM
futech-402	124	19	%	%	NOUN
futech-402	124	20	)	)	PUNCT
futech-402	124	21	,	,	PUNCT
futech-402	124	22	with	with	ADP
futech-402	124	23	textual	textual	ADJ
futech-402	124	24	sentiment	sentiment	NOUN
futech-402	124	25	(	(	PUNCT
futech-402	124	26	15.2	15.2	NUM
futech-402	124	27	%	%	NOUN
futech-402	124	28	)	)	PUNCT
futech-402	124	29	and	and	CCONJ
futech-402	124	30	service	service	NOUN
futech-402	124	31	contexts	context	NOUN
futech-402	124	32	(	(	PUNCT
futech-402	124	33	7.8	7.8	NUM
futech-402	124	34	%	%	NOUN
futech-402	124	35	)	)	PUNCT
futech-402	124	36	playing	play	VERB
futech-402	124	37	smaller	small	ADJ
futech-402	124	38	roles	role	NOUN
futech-402	124	39	.	.	PUNCT
futech-402	125	1	high	high	ADJ
futech-402	125	2	-	-	PUNCT
futech-402	125	3	value	value	NOUN
futech-402	125	4	customers	customer	NOUN
futech-402	125	5	show	show	VERB
futech-402	125	6	greater	great	ADJ
futech-402	125	7	sensitivity	sensitivity	NOUN
futech-402	125	8	to	to	PART
futech-402	125	9	response	response	VERB
futech-402	125	10	speed	speed	NOUN
futech-402	125	11	features	feature	NOUN
futech-402	125	12	(	(	PUNCT
futech-402	125	13	shap	shap	NOUN
futech-402	125	14	value	value	NOUN
futech-402	125	15	:	:	PUNCT
futech-402	125	16	0.156	0.156	NUM
futech-402	125	17	)	)	PUNCT
futech-402	125	18	,	,	PUNCT
futech-402	125	19	while	while	SCONJ
futech-402	125	20	regular	regular	ADJ
futech-402	125	21	customers	customer	NOUN
futech-402	125	22	prioritize	prioritize	VERB
futech-402	125	23	service	service	NOUN
futech-402	125	24	attitude	attitude	NOUN
futech-402	125	25	dimensions	dimension	NOUN
futech-402	125	26	(	(	PUNCT
futech-402	125	27	shap	shap	NOUN
futech-402	125	28	value	value	NOUN
futech-402	125	29	:	:	PUNCT
futech-402	125	30	0.134	0.134	NUM
futech-402	125	31	)	)	PUNCT
futech-402	125	32	.	.	PUNCT
futech-402	126	1	3.2	3.2	NUM
futech-402	126	2	service	service	NOUN
futech-402	126	3	quality	quality	NOUN
futech-402	126	4	perception	perception	NOUN
futech-402	126	5	impact	impact	NOUN
futech-402	126	6	mechanism	mechanism	NOUN
futech-402	126	7	the	the	DET
futech-402	126	8	comprehensive	comprehensive	ADJ
futech-402	126	9	analysis	analysis	NOUN
futech-402	126	10	of	of	ADP
futech-402	126	11	service	service	NOUN
futech-402	126	12	quality	quality	NOUN
futech-402	126	13	dimensions	dimension	NOUN
futech-402	126	14	reveals	reveal	VERB
futech-402	126	15	significant	significant	ADJ
futech-402	126	16	heterogeneity	heterogeneity	NOUN
futech-402	126	17	in	in	ADP
futech-402	126	18	customer	customer	NOUN
futech-402	126	19	preferences	preference	NOUN
futech-402	126	20	across	across	ADP
futech-402	126	21	different	different	ADJ
futech-402	126	22	value	value	NOUN
futech-402	126	23	segments	segment	NOUN
futech-402	126	24	,	,	PUNCT
futech-402	126	25	as	as	SCONJ
futech-402	126	26	shown	show	VERB
futech-402	126	27	in	in	ADP
futech-402	126	28	table	table	NOUN
futech-402	126	29	3	3	NUM
futech-402	126	30	.	.	PUNCT
futech-402	127	1	response	response	NOUN
futech-402	127	2	speed	speed	NOUN
futech-402	127	3	emerges	emerge	VERB
futech-402	127	4	as	as	ADP
futech-402	127	5	the	the	DET
futech-402	127	6	most	most	ADV
futech-402	127	7	influential	influential	ADJ
futech-402	127	8	factor	factor	NOUN
futech-402	127	9	with	with	ADP
futech-402	127	10	an	an	DET
futech-402	127	11	overall	overall	ADJ
futech-402	127	12	weight	weight	NOUN
futech-402	127	13	of	of	ADP
futech-402	127	14	0.245	0.245	NUM
futech-402	127	15	,	,	PUNCT
futech-402	127	16	demonstrating	demonstrate	VERB
futech-402	127	17	particularly	particularly	ADV
futech-402	127	18	pronounced	pronounce	VERB
futech-402	127	19	importance	importance	NOUN
futech-402	127	20	among	among	ADP
futech-402	127	21	high	high	ADJ
futech-402	127	22	-	-	PUNCT
futech-402	127	23	value	value	NOUN
futech-402	127	24	customers	customer	NOUN
futech-402	127	25	(	(	PUNCT
futech-402	127	26	0.289	0.289	NUM
futech-402	127	27	)	)	PUNCT
futech-402	127	28	compared	compare	VERB
futech-402	127	29	to	to	ADP
futech-402	127	30	regular	regular	ADJ
futech-402	127	31	customers	customer	NOUN
futech-402	127	32	(	(	PUNCT
futech-402	127	33	0.198	0.198	NUM
futech-402	127	34	)	)	PUNCT
futech-402	127	35	.	.	PUNCT
futech-402	128	1	professional	professional	ADJ
futech-402	128	2	competence	competence	NOUN
futech-402	128	3	follows	follow	VERB
futech-402	128	4	closely	closely	ADV
futech-402	128	5	with	with	ADP
futech-402	128	6	an	an	DET
futech-402	128	7	overall	overall	ADJ
futech-402	128	8	weight	weight	NOUN
futech-402	128	9	of	of	ADP
futech-402	128	10	0.223	0.223	NUM
futech-402	128	11	,	,	PUNCT
futech-402	128	12	exhibiting	exhibit	VERB
futech-402	128	13	a	a	DET
futech-402	128	14	similar	similar	ADJ
futech-402	128	15	pattern	pattern	NOUN
futech-402	128	16	where	where	SCONJ
futech-402	128	17	high	high	ADJ
futech-402	128	18	-	-	PUNCT
futech-402	128	19	value	value	NOUN
futech-402	128	20	customers	customer	NOUN
futech-402	128	21	assign	assign	VERB
futech-402	128	22	substantially	substantially	ADV
futech-402	128	23	greater	great	ADJ
futech-402	128	24	importance	importance	NOUN
futech-402	128	25	(	(	PUNCT
futech-402	128	26	0.278	0.278	NUM
futech-402	128	27	)	)	PUNCT
futech-402	128	28	relative	relative	ADJ
futech-402	128	29	to	to	ADP
futech-402	128	30	regular	regular	ADJ
futech-402	128	31	customers	customer	NOUN
futech-402	128	32	(	(	PUNCT
futech-402	128	33	0.179	0.179	NUM
futech-402	128	34	)	)	PUNCT
futech-402	128	35	.	.	PUNCT
futech-402	129	1	x.	x.	PROPN
futech-402	129	2	nie	nie	PROPN
futech-402	129	3	&	&	CCONJ
futech-402	129	4	fs	fs	PROPN
futech-402	129	5	.	.	PROPN
futech-402	130	1	ahmad	ahmad	PROPN
futech-402	130	2	/future	/future	PROPN
futech-402	130	3	technology	technology	PROPN
futech-402	130	4	november	november	PROPN
futech-402	130	5	2025|	2025|	NUM
futech-402	130	6	volume	volume	NOUN
futech-402	130	7	04	04	NUM
futech-402	131	1	|	|	ADV
futech-402	131	2	issue	issue	VERB
futech-402	131	3	04	04	NUM
futech-402	132	1	|	|	CCONJ
futech-402	132	2	pages	page	VERB
futech-402	132	3	12	12	NUM
futech-402	132	4	-	-	SYM
futech-402	132	5	23	23	NUM
futech-402	132	6	16	16	NUM
futech-402	132	7	this	this	DET
futech-402	132	8	study	study	NOUN
futech-402	132	9	identifies	identify	VERB
futech-402	132	10	a	a	DET
futech-402	132	11	consistent	consistent	ADJ
futech-402	132	12	inverse	inverse	NOUN
futech-402	132	13	relationship	relationship	NOUN
futech-402	132	14	between	between	ADP
futech-402	132	15	customer	customer	NOUN
futech-402	132	16	value	value	NOUN
futech-402	132	17	tier	tier	NOUN
futech-402	132	18	and	and	CCONJ
futech-402	132	19	the	the	DET
futech-402	132	20	relative	relative	ADJ
futech-402	132	21	importance	importance	NOUN
futech-402	132	22	placed	place	VERB
futech-402	132	23	on	on	ADP
futech-402	132	24	service	service	NOUN
futech-402	132	25	attitude	attitude	NOUN
futech-402	132	26	and	and	CCONJ
futech-402	132	27	problem	problem	NOUN
futech-402	132	28	resolution	resolution	NOUN
futech-402	132	29	capabilities	capability	NOUN
futech-402	132	30	,	,	PUNCT
futech-402	132	31	suggesting	suggest	VERB
futech-402	132	32	that	that	SCONJ
futech-402	132	33	premium	premium	NOUN
futech-402	132	34	customers	customer	NOUN
futech-402	132	35	prioritize	prioritize	VERB
futech-402	132	36	efficiency	efficiency	NOUN
futech-402	132	37	and	and	CCONJ
futech-402	132	38	expertise	expertise	NOUN
futech-402	132	39	over	over	ADP
futech-402	132	40	interpersonal	interpersonal	ADJ
futech-402	132	41	service	service	NOUN
futech-402	132	42	elements	element	NOUN
futech-402	132	43	.	.	PUNCT
futech-402	133	1	the	the	DET
futech-402	133	2	sensitivity	sensitivity	NOUN
futech-402	133	3	coefficient	coefficient	NOUN
futech-402	133	4	analysis	analysis	NOUN
futech-402	133	5	provides	provide	VERB
futech-402	133	6	deeper	deep	ADJ
futech-402	133	7	insights	insight	NOUN
futech-402	133	8	into	into	ADP
futech-402	133	9	the	the	DET
futech-402	133	10	variability	variability	NOUN
futech-402	133	11	of	of	ADP
futech-402	133	12	service	service	NOUN
futech-402	133	13	quality	quality	NOUN
futech-402	133	14	perceptions	perception	NOUN
futech-402	133	15	across	across	ADP
futech-402	133	16	customer	customer	NOUN
futech-402	133	17	segments	segment	NOUN
futech-402	133	18	.	.	PUNCT
futech-402	134	1	professional	professional	ADJ
futech-402	134	2	competence	competence	NOUN
futech-402	134	3	exhibits	exhibit	VERB
futech-402	134	4	the	the	DET
futech-402	134	5	highest	high	ADJ
futech-402	134	6	sensitivity	sensitivity	NOUN
futech-402	134	7	coefficient	coefficient	NOUN
futech-402	134	8	(	(	PUNCT
futech-402	134	9	0.099	0.099	NUM
futech-402	134	10	)	)	PUNCT
futech-402	134	11	,	,	PUNCT
futech-402	134	12	indicating	indicate	VERB
futech-402	134	13	the	the	DET
futech-402	134	14	most	most	ADV
futech-402	134	15	significant	significant	ADJ
futech-402	134	16	disparity	disparity	NOUN
futech-402	134	17	in	in	ADP
futech-402	134	18	importance	importance	NOUN
futech-402	134	19	ratings	rating	NOUN
futech-402	134	20	between	between	ADP
futech-402	134	21	customer	customer	NOUN
futech-402	134	22	groups	group	NOUN
futech-402	134	23	,	,	PUNCT
futech-402	134	24	followed	follow	VERB
futech-402	134	25	closely	closely	ADV
futech-402	134	26	by	by	ADP
futech-402	134	27	response	response	NOUN
futech-402	134	28	speed	speed	NOUN
futech-402	134	29	(	(	PUNCT
futech-402	134	30	0.091	0.091	NUM
futech-402	134	31	)	)	PUNCT
futech-402	134	32	.	.	PUNCT
futech-402	135	1	these	these	DET
futech-402	135	2	findings	finding	NOUN
futech-402	135	3	establish	establish	VERB
futech-402	135	4	that	that	SCONJ
futech-402	135	5	high	high	ADJ
futech-402	135	6	-	-	PUNCT
futech-402	135	7	impact	impact	NOUN
futech-402	135	8	dimensions	dimension	NOUN
futech-402	135	9	are	be	AUX
futech-402	135	10	characterized	characterize	VERB
futech-402	135	11	not	not	PART
futech-402	135	12	only	only	ADV
futech-402	135	13	by	by	ADP
futech-402	135	14	elevated	elevated	ADJ
futech-402	135	15	overall	overall	ADJ
futech-402	135	16	importance	importance	NOUN
futech-402	135	17	weights	weight	NOUN
futech-402	135	18	but	but	CCONJ
futech-402	135	19	also	also	ADV
futech-402	135	20	by	by	ADP
futech-402	135	21	substantial	substantial	ADJ
futech-402	135	22	variation	variation	NOUN
futech-402	135	23	across	across	ADP
futech-402	135	24	customer	customer	NOUN
futech-402	135	25	segments	segment	NOUN
futech-402	135	26	.	.	PUNCT
futech-402	136	1	the	the	DET
futech-402	136	2	research	research	NOUN
futech-402	136	3	demonstrates	demonstrate	VERB
futech-402	136	4	that	that	SCONJ
futech-402	136	5	personalization	personalization	NOUN
futech-402	136	6	level	level	NOUN
futech-402	136	7	,	,	PUNCT
futech-402	136	8	while	while	SCONJ
futech-402	136	9	maintaining	maintain	VERB
futech-402	136	10	moderate	moderate	ADJ
futech-402	136	11	overall	overall	ADJ
futech-402	136	12	importance	importance	NOUN
futech-402	136	13	(	(	PUNCT
futech-402	136	14	0.147	0.147	NUM
futech-402	136	15	)	)	PUNCT
futech-402	136	16	,	,	PUNCT
futech-402	136	17	shows	show	VERB
futech-402	136	18	intermediate	intermediate	ADJ
futech-402	136	19	sensitivity	sensitivity	NOUN
futech-402	136	20	(	(	PUNCT
futech-402	136	21	0.076	0.076	NUM
futech-402	136	22	)	)	PUNCT
futech-402	136	23	,	,	PUNCT
futech-402	136	24	suggesting	suggest	VERB
futech-402	136	25	that	that	SCONJ
futech-402	136	26	customized	customized	ADJ
futech-402	136	27	service	service	NOUN
futech-402	136	28	approaches	approach	NOUN
futech-402	136	29	represent	represent	VERB
futech-402	136	30	an	an	DET
futech-402	136	31	emerging	emerge	VERB
futech-402	136	32	priority	priority	NOUN
futech-402	136	33	that	that	PRON
futech-402	136	34	varies	vary	VERB
futech-402	136	35	considerably	considerably	ADV
futech-402	136	36	across	across	ADP
futech-402	136	37	different	different	ADJ
futech-402	136	38	customer	customer	NOUN
futech-402	136	39	value	value	NOUN
futech-402	136	40	categories	category	NOUN
futech-402	136	41	.	.	PUNCT
futech-402	137	1	this	this	DET
futech-402	137	2	heterogeneous	heterogeneous	ADJ
futech-402	137	3	preference	preference	NOUN
futech-402	137	4	structure	structure	NOUN
futech-402	137	5	necessitates	necessitate	VERB
futech-402	137	6	segment	segment	NOUN
futech-402	137	7	-	-	PUNCT
futech-402	137	8	specific	specific	ADJ
futech-402	137	9	service	service	NOUN
futech-402	137	10	quality	quality	NOUN
futech-402	137	11	strategies	strategy	NOUN
futech-402	137	12	to	to	PART
futech-402	137	13	enhance	enhance	VERB
futech-402	137	14	optimal	optimal	ADJ
futech-402	137	15	customer	customer	NOUN
futech-402	137	16	loyalty	loyalty	NOUN
futech-402	137	17	.	.	PUNCT
futech-402	138	1	figure	figure	NOUN
futech-402	138	2	2	2	NUM
futech-402	138	3	.	.	PUNCT
futech-402	138	4	model	model	NOUN
futech-402	138	5	architecture	architecture	NOUN
futech-402	138	6	comparison	comparison	NOUN
futech-402	138	7	and	and	CCONJ
futech-402	138	8	performance	performance	NOUN
futech-402	138	9	enhancement	enhancement	NOUN
futech-402	138	10	analysis	analysis	NOUN
futech-402	138	11	(	(	PUNCT
futech-402	138	12	a	a	DET
futech-402	138	13	)	)	PUNCT
futech-402	138	14	model	model	NOUN
futech-402	138	15	architecture	architecture	NOUN
futech-402	138	16	complexity	complexity	NOUN
futech-402	138	17	vs	vs	ADP
futech-402	138	18	performance	performance	NOUN
futech-402	138	19	tradeoff	tradeoff	NOUN
futech-402	138	20	;	;	PUNCT
futech-402	138	21	(	(	PUNCT
futech-402	138	22	b	b	X
futech-402	138	23	)	)	PUNCT
futech-402	138	24	multimodal	multimodal	ADJ
futech-402	138	25	fusion	fusion	NOUN
futech-402	138	26	performance	performance	NOUN
futech-402	138	27	enhancement	enhancement	NOUN
futech-402	138	28	figure	figure	NOUN
futech-402	138	29	3	3	NUM
futech-402	138	30	.	.	PUNCT
futech-402	138	31	comprehensive	comprehensive	ADJ
futech-402	138	32	performance	performance	NOUN
futech-402	138	33	analysis	analysis	NOUN
futech-402	138	34	of	of	ADP
futech-402	138	35	multimodal	multimodal	ADJ
futech-402	138	36	fusion	fusion	NOUN
futech-402	138	37	architecture	architecture	NOUN
futech-402	138	38	(	(	PUNCT
futech-402	138	39	a	a	X
futech-402	138	40	)	)	PUNCT
futech-402	138	41	ablation	ablation	NOUN
futech-402	138	42	study	study	NOUN
futech-402	138	43	results	result	NOUN
futech-402	138	44	,	,	PUNCT
futech-402	138	45	(	(	PUNCT
futech-402	138	46	b	b	X
futech-402	138	47	)	)	PUNCT
futech-402	138	48	modality	modality	NOUN
futech-402	138	49	combination	combination	NOUN
futech-402	138	50	performance	performance	NOUN
futech-402	138	51	matrix	matrix	NOUN
futech-402	138	52	(	(	PUNCT
futech-402	138	53	c	c	NOUN
futech-402	138	54	)	)	PUNCT
futech-402	138	55	cross	cross	ADJ
futech-402	138	56	-	-	ADJ
futech-402	138	57	task	task	ADJ
futech-402	138	58	performance	performance	NOUN
futech-402	138	59	enhancement	enhancement	NOUN
futech-402	138	60	x.	x.	PROPN
futech-402	138	61	nie	nie	PROPN
futech-402	138	62	&	&	CCONJ
futech-402	138	63	fs	fs	PROPN
futech-402	138	64	.	.	PROPN
futech-402	139	1	ahmad	ahmad	PROPN
futech-402	139	2	/future	/future	PROPN
futech-402	139	3	technology	technology	PROPN
futech-402	139	4	november	november	PROPN
futech-402	139	5	2025|	2025|	NUM
futech-402	139	6	volume	volume	NOUN
futech-402	139	7	04	04	NUM
futech-402	140	1	|	|	ADV
futech-402	140	2	issue	issue	VERB
futech-402	140	3	04	04	NUM
futech-402	141	1	|	|	CCONJ
futech-402	141	2	pages	page	VERB
futech-402	141	3	12	12	NUM
futech-402	141	4	-	-	SYM
futech-402	141	5	23	23	NUM
futech-402	141	6	17	17	NUM
futech-402	141	7	the	the	DET
futech-402	141	8	dynamic	dynamic	ADJ
futech-402	141	9	impact	impact	NOUN
futech-402	141	10	analysis	analysis	NOUN
futech-402	141	11	presented	present	VERB
futech-402	141	12	in	in	ADP
futech-402	141	13	figure	figure	NOUN
futech-402	141	14	4(a	4(a	NUM
futech-402	141	15	)	)	PUNCT
futech-402	141	16	demonstrates	demonstrate	VERB
futech-402	141	17	substantial	substantial	ADJ
futech-402	141	18	heterogeneity	heterogeneity	NOUN
futech-402	141	19	in	in	ADP
futech-402	141	20	service	service	NOUN
futech-402	141	21	quality	quality	NOUN
futech-402	141	22	dimension	dimension	NOUN
futech-402	141	23	preferences	preference	NOUN
futech-402	141	24	across	across	ADP
futech-402	141	25	distinct	distinct	ADJ
futech-402	141	26	customer	customer	NOUN
futech-402	141	27	segments	segment	NOUN
futech-402	141	28	,	,	PUNCT
futech-402	141	29	revealing	reveal	VERB
futech-402	141	30	critical	critical	ADJ
futech-402	141	31	insights	insight	NOUN
futech-402	141	32	for	for	ADP
futech-402	141	33	targeted	target	VERB
futech-402	141	34	service	service	NOUN
futech-402	141	35	strategy	strategy	NOUN
futech-402	141	36	development	development	NOUN
futech-402	141	37	.	.	PUNCT
futech-402	142	1	high	high	ADJ
futech-402	142	2	-	-	PUNCT
futech-402	142	3	value	value	NOUN
futech-402	142	4	customers	customer	NOUN
futech-402	142	5	exhibit	exhibit	VERB
futech-402	142	6	pronounced	pronounce	VERB
futech-402	142	7	emphasis	emphasis	NOUN
futech-402	142	8	on	on	ADP
futech-402	142	9	response	response	NOUN
futech-402	142	10	speed	speed	NOUN
futech-402	142	11	and	and	CCONJ
futech-402	142	12	professional	professional	ADJ
futech-402	142	13	competence	competence	NOUN
futech-402	142	14	,	,	PUNCT
futech-402	142	15	with	with	SCONJ
futech-402	142	16	importance	importance	NOUN
futech-402	142	17	weights	weight	VERB
futech-402	142	18	significantly	significantly	ADV
futech-402	142	19	exceeding	exceed	VERB
futech-402	142	20	those	those	PRON
futech-402	142	21	observed	observe	VERB
futech-402	142	22	in	in	ADP
futech-402	142	23	regular	regular	ADJ
futech-402	142	24	customer	customer	NOUN
futech-402	142	25	segments	segment	NOUN
futech-402	142	26	.	.	PUNCT
futech-402	143	1	this	this	DET
futech-402	143	2	research	research	NOUN
futech-402	143	3	establishes	establish	VERB
futech-402	143	4	that	that	SCONJ
futech-402	143	5	premium	premium	NOUN
futech-402	143	6	customers	customer	NOUN
futech-402	143	7	prioritize	prioritize	VERB
futech-402	143	8	operational	operational	ADJ
futech-402	143	9	efficiency	efficiency	NOUN
futech-402	143	10	and	and	CCONJ
futech-402	143	11	technical	technical	ADJ
futech-402	143	12	expertise	expertise	NOUN
futech-402	143	13	over	over	ADP
futech-402	143	14	interpersonal	interpersonal	ADJ
futech-402	143	15	service	service	NOUN
futech-402	143	16	elements	element	NOUN
futech-402	143	17	,	,	PUNCT
futech-402	143	18	while	while	SCONJ
futech-402	143	19	regular	regular	ADJ
futech-402	143	20	customers	customer	NOUN
futech-402	143	21	demonstrate	demonstrate	VERB
futech-402	143	22	relatively	relatively	ADV
futech-402	143	23	higher	high	ADJ
futech-402	143	24	valuation	valuation	NOUN
futech-402	143	25	of	of	ADP
futech-402	143	26	service	service	NOUN
futech-402	143	27	attitude	attitude	NOUN
futech-402	143	28	and	and	CCONJ
futech-402	143	29	problem	problem	NOUN
futech-402	143	30	resolution	resolution	NOUN
futech-402	143	31	capabilities	capability	NOUN
futech-402	143	32	.	.	PUNCT
futech-402	144	1	the	the	DET
futech-402	144	2	divergent	divergent	ADJ
futech-402	144	3	preference	preference	NOUN
futech-402	144	4	patterns	pattern	NOUN
futech-402	144	5	across	across	ADP
futech-402	144	6	customer	customer	NOUN
futech-402	144	7	value	value	NOUN
futech-402	144	8	tiers	tier	NOUN
futech-402	144	9	underscore	underscore	VERB
futech-402	144	10	the	the	DET
futech-402	144	11	necessity	necessity	NOUN
futech-402	144	12	for	for	ADP
futech-402	144	13	differentiated	differentiated	ADJ
futech-402	144	14	service	service	NOUN
futech-402	144	15	delivery	delivery	NOUN
futech-402	144	16	approaches	approach	VERB
futech-402	144	17	that	that	PRON
futech-402	144	18	align	align	VERB
futech-402	144	19	with	with	ADP
futech-402	144	20	segment	segment	NOUN
futech-402	144	21	-	-	PUNCT
futech-402	144	22	specific	specific	ADJ
futech-402	144	23	expectations	expectation	NOUN
futech-402	144	24	and	and	CCONJ
futech-402	144	25	perceived	perceive	VERB
futech-402	144	26	value	value	NOUN
futech-402	144	27	drivers	driver	NOUN
futech-402	144	28	.	.	PUNCT
futech-402	145	1	the	the	DET
futech-402	145	2	sensitivity	sensitivity	NOUN
futech-402	145	3	analysis	analysis	NOUN
futech-402	145	4	illustrated	illustrate	VERB
futech-402	145	5	in	in	ADP
futech-402	145	6	figure	figure	NOUN
futech-402	145	7	4(b	4(b	NUM
futech-402	145	8	)	)	PUNCT
futech-402	145	9	reveals	reveal	VERB
futech-402	145	10	a	a	DET
futech-402	145	11	compelling	compelling	ADJ
futech-402	145	12	relationship	relationship	NOUN
futech-402	145	13	between	between	ADP
futech-402	145	14	overall	overall	ADJ
futech-402	145	15	dimension	dimension	NOUN
futech-402	145	16	importance	importance	NOUN
futech-402	145	17	and	and	CCONJ
futech-402	145	18	cross	cross	ADJ
futech-402	145	19	-	-	ADJ
futech-402	145	20	segment	segment	ADJ
futech-402	145	21	variability	variability	NOUN
futech-402	145	22	,	,	PUNCT
futech-402	145	23	where	where	SCONJ
futech-402	145	24	dimensions	dimension	NOUN
futech-402	145	25	characterized	characterize	VERB
futech-402	145	26	by	by	ADP
futech-402	145	27	higher	high	ADJ
futech-402	145	28	overall	overall	ADJ
futech-402	145	29	weights	weight	NOUN
futech-402	145	30	tend	tend	VERB
futech-402	145	31	to	to	PART
futech-402	145	32	exhibit	exhibit	VERB
futech-402	145	33	greater	great	ADJ
futech-402	145	34	sensitivity	sensitivity	NOUN
futech-402	145	35	coefficients	coefficient	NOUN
futech-402	145	36	.	.	PUNCT
futech-402	146	1	professional	professional	ADJ
futech-402	146	2	competence	competence	NOUN
futech-402	146	3	and	and	CCONJ
futech-402	146	4	response	response	NOUN
futech-402	146	5	speed	speed	NOUN
futech-402	146	6	emerge	emerge	VERB
futech-402	146	7	as	as	ADP
futech-402	146	8	both	both	CCONJ
futech-402	146	9	highly	highly	ADV
futech-402	146	10	valued	value	VERB
futech-402	146	11	and	and	CCONJ
futech-402	146	12	highly	highly	ADV
futech-402	146	13	variable	variable	ADJ
futech-402	146	14	dimensions	dimension	NOUN
futech-402	146	15	across	across	ADP
futech-402	146	16	customer	customer	NOUN
futech-402	146	17	segments	segment	NOUN
futech-402	146	18	,	,	PUNCT
futech-402	146	19	indicating	indicate	VERB
futech-402	146	20	their	their	PRON
futech-402	146	21	critical	critical	ADJ
futech-402	146	22	role	role	NOUN
futech-402	146	23	in	in	ADP
futech-402	146	24	differentiated	differentiated	ADJ
futech-402	146	25	service	service	NOUN
futech-402	146	26	quality	quality	NOUN
futech-402	146	27	perception	perception	NOUN
futech-402	146	28	.	.	PUNCT
futech-402	147	1	this	this	DET
futech-402	147	2	study	study	NOUN
futech-402	147	3	demonstrates	demonstrate	VERB
futech-402	147	4	that	that	SCONJ
futech-402	147	5	dimensions	dimension	NOUN
futech-402	147	6	with	with	ADP
futech-402	147	7	elevated	elevated	ADJ
futech-402	147	8	sensitivity	sensitivity	NOUN
futech-402	147	9	coefficients	coefficient	NOUN
futech-402	147	10	represent	represent	VERB
futech-402	147	11	key	key	ADJ
futech-402	147	12	differentiation	differentiation	NOUN
futech-402	147	13	opportunities	opportunity	NOUN
futech-402	147	14	for	for	ADP
futech-402	147	15	customer	customer	NOUN
futech-402	147	16	segment	segment	NOUN
futech-402	147	17	-	-	PUNCT
futech-402	147	18	specific	specific	ADJ
futech-402	147	19	service	service	NOUN
futech-402	147	20	optimization	optimization	NOUN
futech-402	147	21	strategies	strategy	NOUN
futech-402	147	22	.	.	PUNCT
futech-402	148	1	the	the	DET
futech-402	148	2	correlation	correlation	NOUN
futech-402	148	3	between	between	ADP
futech-402	148	4	dimension	dimension	NOUN
futech-402	148	5	weight	weight	NOUN
futech-402	148	6	magnitude	magnitude	NOUN
futech-402	148	7	and	and	CCONJ
futech-402	148	8	sensitivity	sensitivity	NOUN
futech-402	148	9	variation	variation	NOUN
futech-402	148	10	provides	provide	VERB
futech-402	148	11	empirical	empirical	ADJ
futech-402	148	12	evidence	evidence	NOUN
futech-402	148	13	for	for	ADP
futech-402	148	14	prioritizing	prioritize	VERB
futech-402	148	15	service	service	NOUN
futech-402	148	16	quality	quality	NOUN
futech-402	148	17	investments	investment	NOUN
futech-402	148	18	in	in	ADP
futech-402	148	19	areas	area	NOUN
futech-402	148	20	that	that	PRON
futech-402	148	21	simultaneously	simultaneously	ADV
futech-402	148	22	demonstrate	demonstrate	VERB
futech-402	148	23	high	high	ADJ
futech-402	148	24	overall	overall	ADJ
futech-402	148	25	importance	importance	NOUN
futech-402	148	26	and	and	CCONJ
futech-402	148	27	significant	significant	ADJ
futech-402	148	28	cross	cross	ADJ
futech-402	148	29	-	-	ADJ
futech-402	148	30	segment	segment	ADJ
futech-402	148	31	preference	preference	NOUN
futech-402	148	32	heterogeneity	heterogeneity	NOUN
futech-402	148	33	.	.	PUNCT
futech-402	149	1	the	the	DET
futech-402	149	2	causal	causal	ADJ
futech-402	149	3	path	path	NOUN
futech-402	149	4	analysis	analysis	NOUN
futech-402	149	5	reveals	reveal	VERB
futech-402	149	6	a	a	DET
futech-402	149	7	hierarchical	hierarchical	ADJ
futech-402	149	8	structure	structure	NOUN
futech-402	149	9	of	of	ADP
futech-402	149	10	service	service	NOUN
futech-402	149	11	quality	quality	NOUN
futech-402	149	12	dimensions	dimension	NOUN
futech-402	149	13	in	in	ADP
futech-402	149	14	driving	drive	VERB
futech-402	149	15	customer	customer	NOUN
futech-402	149	16	loyalty	loyalty	NOUN
futech-402	149	17	,	,	PUNCT
futech-402	149	18	as	as	SCONJ
futech-402	149	19	illustrated	illustrate	VERB
futech-402	149	20	in	in	ADP
futech-402	149	21	figure	figure	NOUN
futech-402	149	22	5(a	5(a	NUM
futech-402	149	23	)	)	PUNCT
futech-402	149	24	.	.	PUNCT
futech-402	150	1	response	response	NOUN
futech-402	150	2	speed	speed	NOUN
futech-402	150	3	emerges	emerge	VERB
futech-402	150	4	as	as	ADP
futech-402	150	5	the	the	DET
futech-402	150	6	most	most	ADV
futech-402	150	7	influential	influential	ADJ
futech-402	150	8	factor	factor	NOUN
futech-402	150	9	with	with	ADP
futech-402	150	10	a	a	DET
futech-402	150	11	total	total	ADJ
futech-402	150	12	causal	causal	ADJ
futech-402	150	13	coefficient	coefficient	NOUN
futech-402	150	14	of	of	ADP
futech-402	150	15	0.245	0.245	NUM
futech-402	150	16	,	,	PUNCT
futech-402	150	17	comprising	comprise	VERB
futech-402	150	18	both	both	CCONJ
futech-402	150	19	substantial	substantial	ADJ
futech-402	150	20	direct	direct	ADJ
futech-402	150	21	effects	effect	NOUN
futech-402	150	22	(	(	PUNCT
futech-402	150	23	0.156	0.156	NUM
futech-402	150	24	)	)	PUNCT
futech-402	150	25	and	and	CCONJ
futech-402	150	26	meaningful	meaningful	ADJ
futech-402	150	27	indirect	indirect	ADJ
futech-402	150	28	pathways	pathway	NOUN
futech-402	150	29	(	(	PUNCT
futech-402	150	30	0.089	0.089	NUM
futech-402	150	31	)	)	PUNCT
futech-402	150	32	that	that	PRON
futech-402	150	33	mediate	mediate	VERB
futech-402	150	34	loyalty	loyalty	NOUN
futech-402	150	35	formation	formation	NOUN
futech-402	150	36	through	through	ADP
futech-402	150	37	other	other	ADJ
futech-402	150	38	service	service	NOUN
futech-402	150	39	dimensions	dimension	NOUN
futech-402	150	40	.	.	PUNCT
futech-402	151	1	professional	professional	ADJ
futech-402	151	2	competence	competence	NOUN
futech-402	151	3	demonstrates	demonstrate	VERB
futech-402	151	4	comparable	comparable	ADJ
futech-402	151	5	influence	influence	NOUN
futech-402	151	6	with	with	ADP
futech-402	151	7	a	a	DET
futech-402	151	8	coefficient	coefficient	NOUN
futech-402	151	9	of	of	ADP
futech-402	151	10	0.223	0.223	NUM
futech-402	151	11	,	,	PUNCT
futech-402	151	12	exhibiting	exhibit	VERB
futech-402	151	13	strong	strong	ADJ
futech-402	151	14	direct	direct	ADJ
futech-402	151	15	causal	causal	ADJ
futech-402	151	16	relationships	relationship	NOUN
futech-402	151	17	while	while	SCONJ
futech-402	151	18	maintaining	maintain	VERB
futech-402	151	19	moderate	moderate	ADJ
futech-402	151	20	indirect	indirect	ADJ
futech-402	151	21	effects	effect	NOUN
futech-402	151	22	through	through	ADP
futech-402	151	23	crossdimensional	crossdimensional	ADJ
futech-402	151	24	interactions	interaction	NOUN
futech-402	151	25	.	.	PUNCT
futech-402	152	1	this	this	DET
futech-402	152	2	research	research	NOUN
futech-402	152	3	establishes	establish	VERB
futech-402	152	4	that	that	SCONJ
futech-402	152	5	service	service	NOUN
futech-402	152	6	attitude	attitude	NOUN
futech-402	152	7	and	and	CCONJ
futech-402	152	8	problem	problem	NOUN
futech-402	152	9	resolution	resolution	NOUN
futech-402	152	10	occupy	occupy	VERB
futech-402	152	11	intermediate	intermediate	ADJ
futech-402	152	12	positions	position	NOUN
futech-402	152	13	in	in	ADP
futech-402	152	14	the	the	DET
futech-402	152	15	causal	causal	ADJ
futech-402	152	16	hierarchy	hierarchy	NOUN
futech-402	152	17	,	,	PUNCT
futech-402	152	18	with	with	ADP
futech-402	152	19	coefficients	coefficient	NOUN
futech-402	152	20	of	of	ADP
futech-402	152	21	0.198	0.198	NUM
futech-402	152	22	and	and	CCONJ
futech-402	152	23	0.187	0.187	NUM
futech-402	152	24	,	,	PUNCT
futech-402	152	25	respectively	respectively	ADV
futech-402	152	26	,	,	PUNCT
futech-402	152	27	suggesting	suggest	VERB
futech-402	152	28	their	their	PRON
futech-402	152	29	role	role	NOUN
futech-402	152	30	as	as	ADP
futech-402	152	31	both	both	CCONJ
futech-402	152	32	independent	independent	ADJ
futech-402	152	33	loyalty	loyalty	NOUN
futech-402	152	34	drivers	driver	NOUN
futech-402	152	35	and	and	CCONJ
futech-402	152	36	mediating	mediate	VERB
futech-402	152	37	factors	factor	NOUN
futech-402	152	38	for	for	ADP
futech-402	152	39	other	other	ADJ
futech-402	152	40	service	service	NOUN
futech-402	152	41	quality	quality	NOUN
futech-402	152	42	perceptions	perception	NOUN
futech-402	152	43	.	.	PUNCT
futech-402	153	1	the	the	DET
futech-402	153	2	predictive	predictive	ADJ
futech-402	153	3	importance	importance	NOUN
futech-402	153	4	analysis	analysis	NOUN
futech-402	153	5	presented	present	VERB
futech-402	153	6	in	in	ADP
futech-402	153	7	figure	figure	NOUN
futech-402	153	8	5(b	5(b	NUM
futech-402	153	9	)	)	PUNCT
futech-402	153	10	demonstrates	demonstrate	VERB
futech-402	153	11	the	the	DET
futech-402	153	12	differential	differential	ADJ
futech-402	153	13	contributions	contribution	NOUN
futech-402	153	14	of	of	ADP
futech-402	153	15	service	service	NOUN
futech-402	153	16	quality	quality	NOUN
futech-402	153	17	dimensions	dimension	NOUN
futech-402	153	18	to	to	PART
futech-402	153	19	model	model	NOUN
futech-402	153	20	accuracy	accuracy	NOUN
futech-402	153	21	,	,	PUNCT
futech-402	153	22	revealing	reveal	VERB
futech-402	153	23	response	response	NOUN
futech-402	153	24	speed	speed	NOUN
futech-402	153	25	as	as	ADP
futech-402	153	26	the	the	DET
futech-402	153	27	critical	critical	ADJ
futech-402	153	28	component	component	NOUN
futech-402	153	29	,	,	PUNCT
futech-402	153	30	with	with	ADP
futech-402	153	31	an	an	DET
futech-402	153	32	8.7	8.7	NUM
futech-402	153	33	%	%	NOUN
futech-402	153	34	drop	drop	NOUN
futech-402	153	35	in	in	ADP
futech-402	153	36	accuracy	accuracy	NOUN
futech-402	153	37	upon	upon	SCONJ
futech-402	153	38	removal	removal	NOUN
futech-402	153	39	.	.	PUNCT
futech-402	154	1	professional	professional	ADJ
futech-402	154	2	competence	competence	NOUN
futech-402	154	3	contributes	contribute	VERB
futech-402	154	4	7.3	7.3	NUM
futech-402	154	5	%	%	NOUN
futech-402	154	6	,	,	PUNCT
futech-402	154	7	while	while	SCONJ
futech-402	154	8	service	service	NOUN
futech-402	154	9	attitude	attitude	NOUN
futech-402	154	10	,	,	PUNCT
futech-402	154	11	problem	problem	NOUN
futech-402	154	12	resolution	resolution	NOUN
futech-402	154	13	,	,	PUNCT
futech-402	154	14	and	and	CCONJ
futech-402	154	15	personalization	personalization	NOUN
futech-402	154	16	level	level	NOUN
futech-402	154	17	contribute	contribute	VERB
futech-402	154	18	5.2	5.2	NUM
futech-402	154	19	%	%	NOUN
futech-402	154	20	,	,	PUNCT
futech-402	154	21	4.8	4.8	NUM
futech-402	154	22	%	%	NOUN
futech-402	154	23	,	,	PUNCT
futech-402	154	24	and	and	CCONJ
futech-402	154	25	3.9	3.9	NUM
futech-402	154	26	%	%	NOUN
futech-402	154	27	,	,	PUNCT
futech-402	154	28	respectively	respectively	ADV
futech-402	154	29	,	,	PUNCT
futech-402	154	30	to	to	ADP
futech-402	154	31	the	the	DET
futech-402	154	32	overall	overall	ADJ
futech-402	154	33	predictive	predictive	ADJ
futech-402	154	34	performance	performance	NOUN
futech-402	154	35	.	.	PUNCT
futech-402	155	1	this	this	DET
futech-402	155	2	study	study	NOUN
futech-402	155	3	reveals	reveal	VERB
futech-402	155	4	a	a	DET
futech-402	155	5	strong	strong	ADJ
futech-402	155	6	correlation	correlation	NOUN
futech-402	155	7	between	between	ADP
futech-402	155	8	causal	causal	ADJ
futech-402	155	9	influence	influence	NOUN
futech-402	155	10	and	and	CCONJ
futech-402	155	11	predictive	predictive	ADJ
futech-402	155	12	importance	importance	NOUN
futech-402	155	13	,	,	PUNCT
futech-402	155	14	where	where	SCONJ
futech-402	155	15	dimensions	dimension	NOUN
futech-402	155	16	with	with	ADP
futech-402	155	17	higher	high	ADJ
futech-402	155	18	causal	causal	ADJ
futech-402	155	19	coefficients	coefficient	NOUN
futech-402	155	20	consistently	consistently	ADV
futech-402	155	21	make	make	VERB
futech-402	155	22	greater	great	ADJ
futech-402	155	23	marginal	marginal	ADJ
futech-402	155	24	contributions	contribution	NOUN
futech-402	155	25	to	to	ADP
futech-402	155	26	model	model	NOUN
futech-402	155	27	accuracy	accuracy	NOUN
futech-402	155	28	.	.	PUNCT
futech-402	156	1	the	the	DET
futech-402	156	2	progressive	progressive	ADJ
futech-402	156	3	decline	decline	NOUN
futech-402	156	4	in	in	ADP
futech-402	156	5	accuracy	accuracy	NOUN
futech-402	156	6	contributions	contribution	NOUN
futech-402	156	7	across	across	ADP
futech-402	156	8	dimensions	dimension	NOUN
futech-402	156	9	validates	validate	VERB
futech-402	156	10	the	the	DET
futech-402	156	11	hierarchical	hierarchical	ADJ
futech-402	156	12	structure	structure	NOUN
futech-402	156	13	of	of	ADP
futech-402	156	14	service	service	NOUN
futech-402	156	15	quality	quality	NOUN
futech-402	156	16	perception	perception	NOUN
futech-402	156	17	,	,	PUNCT
futech-402	156	18	while	while	SCONJ
futech-402	156	19	confirming	confirm	VERB
futech-402	156	20	that	that	SCONJ
futech-402	156	21	comprehensive	comprehensive	ADJ
futech-402	156	22	multimodal	multimodal	NOUN
futech-402	156	23	integration	integration	NOUN
futech-402	156	24	strategies	strategy	NOUN
futech-402	156	25	effectively	effectively	ADV
futech-402	156	26	capture	capture	VERB
futech-402	156	27	the	the	DET
futech-402	156	28	relative	relative	ADJ
futech-402	156	29	importance	importance	NOUN
futech-402	156	30	of	of	ADP
futech-402	156	31	different	different	ADJ
futech-402	156	32	quality	quality	NOUN
futech-402	156	33	dimensions	dimension	NOUN
futech-402	156	34	in	in	ADP
futech-402	156	35	predicting	predict	VERB
futech-402	156	36	customer	customer	NOUN
futech-402	156	37	loyalty	loyalty	NOUN
futech-402	156	38	.	.	PUNCT
futech-402	157	1	the	the	DET
futech-402	157	2	multi	multi	ADJ
futech-402	157	3	-	-	ADJ
futech-402	157	4	dimensional	dimensional	ADJ
futech-402	157	5	interaction	interaction	NOUN
futech-402	157	6	effects	effect	NOUN
futech-402	157	7	analysis	analysis	NOUN
futech-402	157	8	,	,	PUNCT
futech-402	157	9	as	as	SCONJ
futech-402	157	10	illustrated	illustrate	VERB
futech-402	157	11	in	in	ADP
futech-402	157	12	figure	figure	NOUN
futech-402	157	13	6	6	NUM
futech-402	157	14	,	,	PUNCT
futech-402	157	15	reveals	reveal	VERB
futech-402	157	16	complex	complex	ADJ
futech-402	157	17	interdependencies	interdependency	NOUN
futech-402	157	18	among	among	ADP
futech-402	157	19	service	service	NOUN
futech-402	157	20	quality	quality	NOUN
futech-402	157	21	dimensions	dimension	NOUN
futech-402	157	22	that	that	PRON
futech-402	157	23	extend	extend	VERB
futech-402	157	24	beyond	beyond	ADP
futech-402	157	25	simple	simple	ADJ
futech-402	157	26	additive	additive	ADJ
futech-402	157	27	relationships	relationship	NOUN
futech-402	157	28	.	.	PUNCT
futech-402	158	1	this	this	DET
futech-402	158	2	research	research	NOUN
futech-402	158	3	demonstrates	demonstrate	VERB
futech-402	158	4	that	that	SCONJ
futech-402	158	5	response	response	NOUN
futech-402	158	6	speed	speed	NOUN
futech-402	158	7	and	and	CCONJ
futech-402	158	8	professional	professional	ADJ
futech-402	158	9	competence	competence	NOUN
futech-402	158	10	exhibit	exhibit	VERB
futech-402	158	11	the	the	DET
futech-402	158	12	strongest	strong	ADJ
futech-402	158	13	positive	positive	ADJ
futech-402	158	14	interaction	interaction	NOUN
futech-402	158	15	coefficient	coefficient	NOUN
futech-402	158	16	(	(	PUNCT
futech-402	158	17	0.73	0.73	NUM
futech-402	158	18	)	)	PUNCT
futech-402	158	19	,	,	PUNCT
futech-402	158	20	indicating	indicate	VERB
futech-402	158	21	synergistic	synergistic	ADJ
futech-402	158	22	effects	effect	NOUN
futech-402	158	23	where	where	SCONJ
futech-402	158	24	excellence	excellence	NOUN
futech-402	158	25	in	in	ADP
futech-402	158	26	both	both	DET
futech-402	158	27	dimensions	dimension	NOUN
futech-402	158	28	amplifies	amplify	VERB
futech-402	158	29	overall	overall	ADJ
futech-402	158	30	service	service	NOUN
futech-402	158	31	quality	quality	NOUN
futech-402	158	32	perception	perception	NOUN
futech-402	158	33	.	.	PUNCT
futech-402	159	1	the	the	DET
futech-402	159	2	heatmap	heatmap	NOUN
futech-402	159	3	reveals	reveal	VERB
futech-402	159	4	complementary	complementary	ADJ
futech-402	159	5	clustering	clustering	NOUN
futech-402	159	6	patterns	pattern	NOUN
futech-402	159	7	,	,	PUNCT
futech-402	159	8	with	with	ADP
futech-402	159	9	service	service	NOUN
futech-402	159	10	attitude	attitude	NOUN
futech-402	159	11	and	and	CCONJ
futech-402	159	12	problem	problem	NOUN
futech-402	159	13	resolution	resolution	NOUN
futech-402	159	14	displaying	display	VERB
futech-402	159	15	a	a	DET
futech-402	159	16	substantial	substantial	ADJ
futech-402	159	17	positive	positive	ADJ
futech-402	159	18	correlation	correlation	NOUN
futech-402	159	19	(	(	PUNCT
futech-402	159	20	r	r	NOUN
futech-402	159	21	=	=	NOUN
futech-402	159	22	0.67	0.67	NUM
futech-402	159	23	)	)	PUNCT
futech-402	159	24	,	,	PUNCT
futech-402	159	25	suggesting	suggest	VERB
futech-402	159	26	that	that	SCONJ
futech-402	159	27	these	these	DET
futech-402	159	28	dimensions	dimension	NOUN
futech-402	159	29	reinforce	reinforce	VERB
futech-402	159	30	each	each	DET
futech-402	159	31	other	other	ADJ
futech-402	159	32	in	in	ADP
futech-402	159	33	customer	customer	NOUN
futech-402	159	34	evaluation	evaluation	NOUN
futech-402	159	35	processes	process	NOUN
futech-402	159	36	.	.	PUNCT
futech-402	160	1	conversely	conversely	ADV
futech-402	160	2	,	,	PUNCT
futech-402	160	3	the	the	DET
futech-402	160	4	study	study	NOUN
futech-402	160	5	identifies	identify	VERB
futech-402	160	6	negative	negative	ADJ
futech-402	160	7	interaction	interaction	NOUN
futech-402	160	8	coefficients	coefficient	NOUN
futech-402	160	9	between	between	ADP
futech-402	160	10	response	response	NOUN
futech-402	160	11	speed	speed	NOUN
futech-402	160	12	and	and	CCONJ
futech-402	160	13	problem	problem	NOUN
futech-402	160	14	resolution	resolution	NOUN
futech-402	160	15	(	(	PUNCT
futech-402	160	16	-0.12	-0.12	NOUN
futech-402	160	17	)	)	PUNCT
futech-402	160	18	,	,	PUNCT
futech-402	160	19	as	as	ADV
futech-402	160	20	well	well	ADV
futech-402	160	21	as	as	ADP
futech-402	160	22	professional	professional	ADJ
futech-402	160	23	competence	competence	NOUN
futech-402	160	24	and	and	CCONJ
futech-402	160	25	personalization	personalization	NOUN
futech-402	160	26	level	level	NOUN
futech-402	160	27	(	(	PUNCT
futech-402	160	28	-0.18	-0.18	NOUN
futech-402	160	29	)	)	PUNCT
futech-402	160	30	,	,	PUNCT
futech-402	160	31	indicating	indicate	VERB
futech-402	160	32	potential	potential	ADJ
futech-402	160	33	trade	trade	NOUN
futech-402	160	34	-	-	PUNCT
futech-402	160	35	off	off	ADP
futech-402	160	36	relationships	relationship	NOUN
futech-402	160	37	where	where	SCONJ
futech-402	160	38	emphasis	emphasis	NOUN
futech-402	160	39	on	on	ADP
futech-402	160	40	certain	certain	ADJ
futech-402	160	41	dimensions	dimension	NOUN
futech-402	160	42	may	may	AUX
futech-402	160	43	diminish	diminish	VERB
futech-402	160	44	the	the	DET
futech-402	160	45	perceived	perceive	VERB
futech-402	160	46	importance	importance	NOUN
futech-402	160	47	of	of	ADP
futech-402	160	48	others	other	NOUN
futech-402	160	49	,	,	PUNCT
futech-402	160	50	thereby	thereby	ADV
futech-402	160	51	providing	provide	VERB
futech-402	160	52	crucial	crucial	ADJ
futech-402	160	53	insights	insight	NOUN
futech-402	160	54	for	for	ADP
futech-402	160	55	balanced	balanced	ADJ
futech-402	160	56	service	service	NOUN
futech-402	160	57	quality	quality	NOUN
futech-402	160	58	optimization	optimization	NOUN
futech-402	160	59	strategies	strategy	NOUN
futech-402	160	60	.	.	PUNCT
futech-402	161	1	table	table	NOUN
futech-402	161	2	3	3	NUM
futech-402	161	3	.	.	PUNCT
futech-402	161	4	service	service	NOUN
futech-402	161	5	quality	quality	NOUN
futech-402	161	6	dimension	dimension	NOUN
futech-402	161	7	weights	weight	NOUN
futech-402	161	8	and	and	CCONJ
futech-402	161	9	customer	customer	NOUN
futech-402	161	10	segment	segment	NOUN
futech-402	161	11	sensitivity	sensitivity	NOUN
futech-402	161	12	analysis	analysis	NOUN
futech-402	161	13	service	service	NOUN
futech-402	161	14	quality	quality	NOUN
futech-402	161	15	dimension	dimension	NOUN
futech-402	161	16	overall	overall	ADJ
futech-402	161	17	weight	weight	NOUN
futech-402	161	18	high	high	ADJ
futech-402	161	19	-	-	PUNCT
futech-402	161	20	value	value	NOUN
futech-402	161	21	customers	customer	NOUN
futech-402	161	22	mid	mid	ADJ
futech-402	161	23	-	-	NOUN
futech-402	161	24	value	value	ADJ
futech-402	161	25	customers	customer	NOUN
futech-402	161	26	regular	regular	ADJ
futech-402	161	27	customers	customer	NOUN
futech-402	161	28	sensitivity	sensitivity	NOUN
futech-402	161	29	coefficient	coefficient	NOUN
futech-402	161	30	impact	impact	NOUN
futech-402	161	31	level	level	NOUN
futech-402	161	32	response	response	NOUN
futech-402	161	33	speed	speed	NOUN
futech-402	161	34	0.245	0.245	NUM
futech-402	161	35	0.289	0.289	NUM
futech-402	161	36	0.231	0.231	NUM
futech-402	161	37	0.198	0.198	NUM
futech-402	161	38	0.091	0.091	NUM
futech-402	161	39	high	high	ADJ
futech-402	161	40	service	service	NOUN
futech-402	161	41	attitude	attitude	NOUN
futech-402	161	42	0.198	0.198	NUM
futech-402	161	43	0.167	0.167	NUM
futech-402	161	44	0.203	0.203	NUM
futech-402	161	45	0.224	0.224	NUM
futech-402	161	46	0.057	0.057	NUM
futech-402	161	47	medium	medium	ADJ
futech-402	161	48	professional	professional	ADJ
futech-402	161	49	competence	competence	NOUN
futech-402	161	50	0.223	0.223	NUM
futech-402	161	51	0.278	0.278	NUM
futech-402	161	52	0.219	0.219	NUM
futech-402	161	53	0.179	0.179	NUM
futech-402	161	54	0.099	0.099	NUM
futech-402	161	55	high	high	ADJ
futech-402	161	56	problem	problem	NOUN
futech-402	161	57	resolution	resolution	NOUN
futech-402	161	58	0.187	0.187	NUM
futech-402	161	59	0.156	0.156	NUM
futech-402	161	60	0.194	0.194	NUM
futech-402	161	61	0.213	0.213	NUM
futech-402	161	62	0.057	0.057	NUM
futech-402	161	63	medium	medium	NOUN
futech-402	161	64	personalization	personalization	NOUN
futech-402	161	65	level	level	NOUN
futech-402	161	66	0.147	0.147	NUM
futech-402	161	67	0.110	0.110	NUM
futech-402	161	68	0.153	0.153	NUM
futech-402	161	69	0.186	0.186	NUM
futech-402	161	70	0.076	0.076	NUM
futech-402	161	71	medium	medium	ADJ
futech-402	161	72	note	note	NOUN
futech-402	161	73	:	:	PUNCT
futech-402	161	74	customer	customer	NOUN
futech-402	161	75	segments	segment	NOUN
futech-402	161	76	are	be	AUX
futech-402	161	77	classified	classify	VERB
futech-402	161	78	based	base	VERB
futech-402	161	79	on	on	ADP
futech-402	161	80	clv	clv	PROPN
futech-402	161	81	quartiles	quartile	NOUN
futech-402	161	82	(	(	PUNCT
futech-402	161	83	high	high	ADJ
futech-402	161	84	-	-	PUNCT
futech-402	161	85	value	value	NOUN
futech-402	161	86	:	:	PUNCT
futech-402	161	87	top	top	ADJ
futech-402	161	88	25	25	NUM
futech-402	161	89	%	%	NOUN
futech-402	161	90	,	,	PUNCT
futech-402	161	91	mid	mid	NOUN
futech-402	161	92	-	-	NOUN
futech-402	161	93	value	value	NOUN
futech-402	161	94	:	:	PUNCT
futech-402	161	95	25%-75	25%-75	NUM
futech-402	161	96	%	%	NOUN
futech-402	161	97	,	,	PUNCT
futech-402	161	98	regular	regular	ADJ
futech-402	161	99	:	:	PUNCT
futech-402	161	100	bottom	bottom	ADJ
futech-402	161	101	25	25	NUM
futech-402	161	102	%	%	NOUN
futech-402	161	103	)	)	PUNCT
futech-402	161	104	.	.	PUNCT
futech-402	162	1	the	the	DET
futech-402	162	2	sensitivity	sensitivity	NOUN
futech-402	162	3	coefficient	coefficient	NOUN
futech-402	162	4	represents	represent	VERB
futech-402	162	5	the	the	DET
futech-402	162	6	standard	standard	ADJ
futech-402	162	7	deviation	deviation	NOUN
futech-402	162	8	of	of	ADP
futech-402	162	9	importance	importance	NOUN
futech-402	162	10	weights	weight	VERB
futech-402	162	11	across	across	ADP
futech-402	162	12	customer	customer	NOUN
futech-402	162	13	segments	segment	NOUN
futech-402	162	14	.	.	PUNCT
futech-402	163	1	impact	impact	NOUN
futech-402	163	2	levels	level	NOUN
futech-402	163	3	are	be	AUX
futech-402	163	4	determined	determine	VERB
futech-402	163	5	by	by	ADP
futech-402	163	6	combined	combined	ADJ
futech-402	163	7	weight	weight	NOUN
futech-402	163	8	magnitude	magnitude	NOUN
futech-402	163	9	and	and	CCONJ
futech-402	163	10	sensitivity	sensitivity	NOUN
futech-402	163	11	coefficient	coefficient	NOUN
futech-402	163	12	:	:	PUNCT
futech-402	163	13	high	high	ADJ
futech-402	163	14	(	(	PUNCT
futech-402	163	15	>	>	NOUN
futech-402	163	16	0.08	0.08	NUM
futech-402	163	17	)	)	PUNCT
futech-402	163	18	,	,	PUNCT
futech-402	163	19	medium	medium	NOUN
futech-402	163	20	(	(	PUNCT
futech-402	163	21	0.05	0.05	NUM
futech-402	163	22	-	-	PUNCT
futech-402	163	23	0.08	0.08	NUM
futech-402	163	24	)	)	PUNCT
futech-402	163	25	,	,	PUNCT
futech-402	163	26	low	low	ADJ
futech-402	163	27	(	(	PUNCT
futech-402	163	28	<	<	NOUN
futech-402	163	29	0.05	0.05	NUM
futech-402	163	30	)	)	PUNCT
futech-402	163	31	.	.	PUNCT
futech-402	164	1	analysis	analysis	NOUN
futech-402	164	2	based	base	VERB
futech-402	164	3	on	on	ADP
futech-402	164	4	n=15,420	n=15,420	ADP
futech-402	164	5	customers	customer	NOUN
futech-402	164	6	with	with	ADP
futech-402	164	7	statistical	statistical	ADJ
futech-402	164	8	significance	significance	NOUN
futech-402	164	9	p<0.001	p<0.001	VERB
futech-402	164	10	for	for	ADP
futech-402	164	11	all	all	DET
futech-402	164	12	dimensions	dimension	NOUN
futech-402	164	13	.	.	PUNCT
futech-402	165	1	x.	x.	PROPN
futech-402	165	2	nie	nie	PROPN
futech-402	165	3	&	&	CCONJ
futech-402	165	4	fs	fs	PROPN
futech-402	165	5	.	.	PROPN
futech-402	166	1	ahmad	ahmad	PROPN
futech-402	166	2	/future	/future	PROPN
futech-402	166	3	technology	technology	PROPN
futech-402	166	4	november	november	PROPN
futech-402	166	5	2025|	2025|	NUM
futech-402	166	6	volume	volume	NOUN
futech-402	166	7	04	04	NUM
futech-402	167	1	|	|	ADV
futech-402	167	2	issue	issue	VERB
futech-402	167	3	04	04	NUM
futech-402	168	1	|	|	CCONJ
futech-402	168	2	pages	page	VERB
futech-402	168	3	12	12	NUM
futech-402	168	4	-	-	SYM
futech-402	168	5	23	23	NUM
futech-402	168	6	18	18	NUM
futech-402	168	7	figure	figure	NOUN
futech-402	168	8	6	6	NUM
futech-402	168	9	.	.	PUNCT
futech-402	169	1	multi	multi	ADJ
futech-402	169	2	-	-	ADJ
futech-402	169	3	dimensional	dimensional	ADJ
futech-402	169	4	interaction	interaction	NOUN
futech-402	169	5	effects	effect	NOUN
futech-402	169	6	heatmap	heatmap	VERB
futech-402	169	7	3.3	3.3	NUM
futech-402	169	8	marketing	marketing	NOUN
futech-402	169	9	strategy	strategy	NOUN
futech-402	169	10	optimization	optimization	NOUN
futech-402	169	11	effects	effect	NOUN
futech-402	169	12	the	the	DET
futech-402	169	13	proposed	propose	VERB
futech-402	169	14	multimodal	multimodal	NOUN
futech-402	169	15	fusion	fusion	NOUN
futech-402	169	16	framework	framework	NOUN
futech-402	169	17	demonstrates	demonstrate	VERB
futech-402	169	18	substantial	substantial	ADJ
futech-402	169	19	performance	performance	NOUN
futech-402	169	20	enhancements	enhancement	NOUN
futech-402	169	21	across	across	ADP
futech-402	169	22	critical	critical	ADJ
futech-402	169	23	marketing	marketing	NOUN
futech-402	169	24	metrics	metric	NOUN
futech-402	169	25	,	,	PUNCT
futech-402	169	26	as	as	SCONJ
futech-402	169	27	illustrated	illustrate	VERB
futech-402	169	28	in	in	ADP
futech-402	169	29	table	table	NOUN
futech-402	169	30	4	4	NUM
futech-402	169	31	.	.	PUNCT
futech-402	169	32	precision	precision	NOUN
futech-402	169	33	marketing	marketing	NOUN
futech-402	169	34	effectiveness	effectiveness	NOUN
futech-402	169	35	exhibits	exhibit	VERB
futech-402	169	36	remarkable	remarkable	ADJ
futech-402	169	37	improvements	improvement	NOUN
futech-402	169	38	,	,	PUNCT
futech-402	169	39	with	with	ADP
futech-402	169	40	conversion	conversion	NOUN
futech-402	169	41	rates	rate	NOUN
futech-402	169	42	increasing	increase	VERB
futech-402	169	43	from	from	ADP
futech-402	169	44	0.124	0.124	NUM
futech-402	169	45	to	to	ADP
futech-402	169	46	0.178	0.178	NUM
futech-402	169	47	(	(	PUNCT
futech-402	169	48	+43.5	+43.5	NOUN
futech-402	169	49	%	%	NOUN
futech-402	169	50	)	)	PUNCT
futech-402	169	51	and	and	CCONJ
futech-402	169	52	roi	roi	NOUN
futech-402	169	53	advancing	advance	VERB
futech-402	169	54	from	from	ADP
futech-402	169	55	2.34	2.34	NUM
futech-402	169	56	to	to	PART
futech-402	169	57	3.67	3.67	NUM
futech-402	169	58	(	(	PUNCT
futech-402	169	59	+56.8	+56.8	NOUN
futech-402	169	60	%	%	NOUN
futech-402	169	61	)	)	PUNCT
futech-402	169	62	,	,	PUNCT
futech-402	169	63	both	both	PRON
futech-402	169	64	achieving	achieve	VERB
futech-402	169	65	statistical	statistical	ADJ
futech-402	169	66	significance	significance	NOUN
futech-402	169	67	(	(	PUNCT
futech-402	169	68	p	p	X
futech-402	169	69	<	<	X
futech-402	169	70	0.001	0.001	NUM
futech-402	169	71	)	)	PUNCT
futech-402	169	72	.	.	PUNCT
futech-402	170	1	the	the	DET
futech-402	170	2	enhanced	enhance	VERB
futech-402	170	3	performance	performance	NOUN
futech-402	170	4	stems	stem	VERB
futech-402	170	5	from	from	ADP
futech-402	170	6	the	the	DET
futech-402	170	7	framework	framework	NOUN
futech-402	170	8	's	's	PART
futech-402	170	9	capacity	capacity	NOUN
futech-402	170	10	to	to	PART
futech-402	170	11	integrate	integrate	VERB
futech-402	170	12	diverse	diverse	ADJ
futech-402	170	13	data	datum	NOUN
futech-402	170	14	modalities	modality	NOUN
futech-402	170	15	,	,	PUNCT
futech-402	170	16	enabling	enable	VERB
futech-402	170	17	more	more	ADV
futech-402	170	18	accurate	accurate	ADJ
futech-402	170	19	customer	customer	NOUN
futech-402	170	20	targeting	target	VERB
futech-402	170	21	and	and	CCONJ
futech-402	170	22	resource	resource	NOUN
futech-402	170	23	allocation	allocation	NOUN
futech-402	170	24	optimization	optimization	NOUN
futech-402	170	25	.	.	PUNCT
futech-402	171	1	customer	customer	NOUN
futech-402	171	2	lifetime	lifetime	NOUN
futech-402	171	3	value	value	NOUN
futech-402	171	4	prediction	prediction	NOUN
futech-402	171	5	accuracy	accuracy	NOUN
futech-402	171	6	experiences	experience	VERB
futech-402	171	7	significant	significant	ADJ
futech-402	171	8	enhancement	enhancement	NOUN
futech-402	171	9	,	,	PUNCT
futech-402	171	10	with	with	ADP
futech-402	171	11	mean	mean	ADJ
futech-402	171	12	absolute	absolute	ADJ
futech-402	171	13	error	error	NOUN
futech-402	171	14	reducing	reduce	VERB
futech-402	171	15	from	from	ADP
futech-402	171	16	$	$	SYM
futech-402	171	17	285.40	285.40	NUM
futech-402	171	18	to	to	ADP
futech-402	171	19	$	$	SYM
futech-402	171	20	156.20	156.20	NUM
futech-402	171	21	(	(	PUNCT
futech-402	171	22	-45.3	-45.3	NOUN
futech-402	171	23	%	%	NOUN
futech-402	171	24	)	)	PUNCT
futech-402	171	25	and	and	CCONJ
futech-402	171	26	r2	r2	PROPN
futech-402	171	27	scores	score	NOUN
futech-402	171	28	improving	improve	VERB
futech-402	171	29	from	from	ADP
futech-402	171	30	0.672	0.672	NUM
futech-402	171	31	to	to	ADP
futech-402	171	32	0.854	0.854	NUM
futech-402	171	33	(	(	PUNCT
futech-402	171	34	+27.1	+27.1	ADJ
futech-402	171	35	%	%	NOUN
futech-402	171	36	)	)	PUNCT
futech-402	171	37	.	.	PUNCT
futech-402	172	1	personalized	personalize	VERB
futech-402	172	2	recommendation	recommendation	NOUN
futech-402	172	3	systems	system	NOUN
futech-402	172	4	achieve	achieve	VERB
futech-402	172	5	exceptional	exceptional	ADJ
futech-402	172	6	performance	performance	NOUN
futech-402	172	7	gains	gain	NOUN
futech-402	172	8	through	through	ADP
futech-402	172	9	multimodal	multimodal	NOUN
futech-402	172	10	integration	integration	NOUN
futech-402	172	11	,	,	PUNCT
futech-402	172	12	demonstrating	demonstrate	VERB
futech-402	172	13	click	click	NOUN
futech-402	172	14	-	-	PUNCT
futech-402	172	15	through	through	ADP
futech-402	172	16	rate	rate	NOUN
futech-402	172	17	improvements	improvement	NOUN
futech-402	172	18	from	from	ADP
futech-402	172	19	3.2	3.2	NUM
futech-402	172	20	%	%	NOUN
futech-402	172	21	to	to	PART
futech-402	172	22	5.8	5.8	NUM
futech-402	172	23	%	%	NOUN
futech-402	172	24	(	(	PUNCT
futech-402	172	25	+81.3	+81.3	NOUN
futech-402	172	26	%	%	NOUN
futech-402	172	27	)	)	PUNCT
futech-402	172	28	and	and	CCONJ
futech-402	172	29	revenue	revenue	NOUN
futech-402	172	30	per	per	ADP
futech-402	172	31	figure	figure	NOUN
futech-402	172	32	4	4	NUM
futech-402	172	33	.	.	PUNCT
futech-402	172	34	service	service	NOUN
futech-402	172	35	quality	quality	NOUN
futech-402	172	36	dimension	dimension	NOUN
futech-402	172	37	dynamic	dynamic	ADJ
futech-402	172	38	impact	impact	NOUN
futech-402	172	39	analysis	analysis	NOUN
futech-402	172	40	(	(	PUNCT
futech-402	172	41	a	a	NOUN
futech-402	172	42	)	)	PUNCT
futech-402	172	43	dimension	dimension	NOUN
futech-402	172	44	importance	importance	NOUN
futech-402	172	45	by	by	ADP
futech-402	172	46	customer	customer	NOUN
futech-402	172	47	segment	segment	NOUN
futech-402	172	48	,	,	PUNCT
futech-402	172	49	(	(	PUNCT
futech-402	172	50	b	b	NOUN
futech-402	172	51	)	)	PUNCT
futech-402	172	52	sensitivity	sensitivity	NOUN
futech-402	172	53	vs	vs	ADP
futech-402	172	54	overall	overall	ADJ
futech-402	172	55	weight	weight	NOUN
futech-402	172	56	analysis	analysis	NOUN
futech-402	172	57	figure	figure	NOUN
futech-402	172	58	5	5	NUM
futech-402	172	59	.	.	PUNCT
futech-402	172	60	service	service	NOUN
futech-402	172	61	quality	quality	NOUN
futech-402	172	62	causal	causal	NOUN
futech-402	172	63	effects	effect	NOUN
futech-402	172	64	and	and	CCONJ
futech-402	172	65	predictive	predictive	ADJ
futech-402	172	66	importance	importance	NOUN
futech-402	172	67	analysis	analysis	NOUN
futech-402	172	68	,	,	PUNCT
futech-402	172	69	(	(	PUNCT
futech-402	172	70	a	a	X
futech-402	172	71	)	)	PUNCT
futech-402	172	72	causal	causal	ADJ
futech-402	172	73	path	path	NOUN
futech-402	172	74	coefficients	coefficient	NOUN
futech-402	172	75	to	to	ADP
futech-402	172	76	customer	customer	NOUN
futech-402	172	77	loyalty	loyalty	NOUN
futech-402	172	78	,	,	PUNCT
futech-402	172	79	(	(	PUNCT
futech-402	172	80	b	b	X
futech-402	172	81	)	)	PUNCT
futech-402	172	82	marginal	marginal	ADJ
futech-402	172	83	contribution	contribution	NOUN
futech-402	172	84	to	to	ADP
futech-402	172	85	model	model	NOUN
futech-402	172	86	prediction	prediction	NOUN
futech-402	172	87	accuracy	accuracy	NOUN
futech-402	172	88	x.	x.	PROPN
futech-402	172	89	nie	nie	PROPN
futech-402	172	90	&	&	CCONJ
futech-402	172	91	fs	fs	PROPN
futech-402	172	92	.	.	PROPN
futech-402	173	1	ahmad	ahmad	PROPN
futech-402	173	2	/future	/future	PROPN
futech-402	173	3	technology	technology	PROPN
futech-402	173	4	november	november	PROPN
futech-402	173	5	2025|	2025|	NUM
futech-402	173	6	volume	volume	NOUN
futech-402	173	7	04	04	NUM
futech-402	174	1	|	|	ADV
futech-402	174	2	issue	issue	VERB
futech-402	174	3	04	04	NUM
futech-402	175	1	|	|	CCONJ
futech-402	175	2	pages	page	VERB
futech-402	175	3	12	12	NUM
futech-402	175	4	-	-	SYM
futech-402	175	5	23	23	NUM
futech-402	175	6	19	19	NUM
futech-402	175	7	user	user	NOUN
futech-402	175	8	enhancement	enhancement	NOUN
futech-402	175	9	from	from	ADP
futech-402	175	10	$	$	SYM
futech-402	175	11	12.45	12.45	NUM
futech-402	175	12	to	to	PART
futech-402	175	13	$	$	SYM
futech-402	175	14	21.30	21.30	NUM
futech-402	175	15	(	(	PUNCT
futech-402	175	16	+71.1	+71.1	PROPN
futech-402	175	17	%	%	NOUN
futech-402	175	18	)	)	PUNCT
futech-402	175	19	.	.	PUNCT
futech-402	176	1	these	these	DET
futech-402	176	2	substantial	substantial	ADJ
futech-402	176	3	improvements	improvement	NOUN
futech-402	176	4	validate	validate	VERB
futech-402	176	5	the	the	DET
futech-402	176	6	commercial	commercial	ADJ
futech-402	176	7	viability	viability	NOUN
futech-402	176	8	of	of	ADP
futech-402	176	9	sophisticated	sophisticated	ADJ
futech-402	176	10	multimodal	multimodal	ADJ
futech-402	176	11	architectures	architecture	NOUN
futech-402	176	12	in	in	ADP
futech-402	176	13	competitive	competitive	ADJ
futech-402	176	14	marketing	marketing	NOUN
futech-402	176	15	environments	environment	NOUN
futech-402	176	16	,	,	PUNCT
futech-402	176	17	confirming	confirm	VERB
futech-402	176	18	that	that	SCONJ
futech-402	176	19	comprehensive	comprehensive	ADJ
futech-402	176	20	data	data	NOUN
futech-402	176	21	fusion	fusion	NOUN
futech-402	176	22	strategies	strategy	NOUN
futech-402	176	23	generate	generate	VERB
futech-402	176	24	measurable	measurable	ADJ
futech-402	176	25	business	business	NOUN
futech-402	176	26	value	value	NOUN
futech-402	176	27	through	through	ADP
futech-402	176	28	enhanced	enhance	VERB
futech-402	176	29	customer	customer	NOUN
futech-402	176	30	engagement	engagement	NOUN
futech-402	176	31	and	and	CCONJ
futech-402	176	32	monetization	monetization	NOUN
futech-402	176	33	effectiveness	effectiveness	NOUN
futech-402	176	34	.	.	PUNCT
futech-402	177	1	the	the	DET
futech-402	177	2	comprehensive	comprehensive	ADJ
futech-402	177	3	evaluation	evaluation	NOUN
futech-402	177	4	of	of	ADP
futech-402	177	5	marketing	marketing	NOUN
futech-402	177	6	strategy	strategy	NOUN
futech-402	177	7	optimization	optimization	NOUN
futech-402	177	8	effects	effect	NOUN
futech-402	177	9	demonstrates	demonstrate	VERB
futech-402	177	10	substantial	substantial	ADJ
futech-402	177	11	performance	performance	NOUN
futech-402	177	12	enhancements	enhancement	NOUN
futech-402	177	13	across	across	ADP
futech-402	177	14	critical	critical	ADJ
futech-402	177	15	business	business	NOUN
futech-402	177	16	metrics	metric	NOUN
futech-402	177	17	,	,	PUNCT
futech-402	177	18	as	as	SCONJ
futech-402	177	19	illustrated	illustrate	VERB
futech-402	177	20	in	in	ADP
futech-402	177	21	figure	figure	NOUN
futech-402	177	22	7	7	NUM
futech-402	177	23	.	.	PUNCT
futech-402	177	24	as	as	SCONJ
futech-402	177	25	shown	show	VERB
futech-402	177	26	in	in	ADP
futech-402	177	27	figure	figure	NOUN
futech-402	177	28	7(a	7(a	NUM
futech-402	177	29	)	)	PUNCT
futech-402	177	30	,	,	PUNCT
futech-402	177	31	this	this	DET
futech-402	177	32	study	study	NOUN
futech-402	177	33	reveals	reveal	VERB
futech-402	177	34	significant	significant	ADJ
futech-402	177	35	improvements	improvement	NOUN
futech-402	177	36	in	in	ADP
futech-402	177	37	conversion	conversion	NOUN
futech-402	177	38	rate	rate	NOUN
futech-402	177	39	performance	performance	NOUN
futech-402	177	40	,	,	PUNCT
futech-402	177	41	where	where	SCONJ
futech-402	177	42	the	the	DET
futech-402	177	43	proposed	propose	VERB
futech-402	177	44	multimodal	multimodal	NOUN
futech-402	177	45	fusion	fusion	NOUN
futech-402	177	46	framework	framework	NOUN
futech-402	177	47	achieves	achieve	VERB
futech-402	177	48	a	a	DET
futech-402	177	49	conversion	conversion	NOUN
futech-402	177	50	rate	rate	NOUN
futech-402	177	51	of	of	ADP
futech-402	177	52	17.8	17.8	NUM
futech-402	177	53	%	%	NOUN
futech-402	177	54	compared	compare	VERB
futech-402	177	55	to	to	ADP
futech-402	177	56	the	the	DET
futech-402	177	57	baseline	baseline	NOUN
futech-402	177	58	method	method	NOUN
futech-402	177	59	's	's	PART
futech-402	177	60	12.4	12.4	NUM
futech-402	177	61	%	%	NOUN
futech-402	177	62	,	,	PUNCT
futech-402	177	63	representing	represent	VERB
futech-402	177	64	a	a	DET
futech-402	177	65	remarkable	remarkable	ADJ
futech-402	177	66	43.5	43.5	NUM
futech-402	177	67	%	%	NOUN
futech-402	177	68	enhancement	enhancement	NOUN
futech-402	177	69	.	.	PUNCT
futech-402	178	1	the	the	DET
futech-402	178	2	return	return	NOUN
futech-402	178	3	on	on	ADP
futech-402	178	4	investment	investment	NOUN
futech-402	178	5	analysis	analysis	NOUN
futech-402	178	6	presented	present	VERB
futech-402	178	7	in	in	ADP
futech-402	178	8	figure	figure	NOUN
futech-402	178	9	7(b	7(b	NOUN
futech-402	178	10	)	)	PUNCT
futech-402	178	11	exhibits	exhibit	VERB
futech-402	178	12	exceptional	exceptional	ADJ
futech-402	178	13	growth	growth	NOUN
futech-402	178	14	from	from	ADP
futech-402	178	15	2.34	2.34	NUM
futech-402	178	16	to	to	ADP
futech-402	178	17	3.67	3.67	NUM
futech-402	178	18	,	,	PUNCT
futech-402	178	19	corresponding	correspond	VERB
futech-402	178	20	to	to	ADP
futech-402	178	21	a	a	DET
futech-402	178	22	56.8	56.8	NUM
futech-402	178	23	%	%	NOUN
futech-402	178	24	improvement	improvement	NOUN
futech-402	178	25	that	that	PRON
futech-402	178	26	validates	validate	VERB
futech-402	178	27	the	the	DET
futech-402	178	28	commercial	commercial	ADJ
futech-402	178	29	viability	viability	NOUN
futech-402	178	30	of	of	ADP
futech-402	178	31	the	the	DET
futech-402	178	32	proposed	propose	VERB
futech-402	178	33	approach	approach	NOUN
futech-402	178	34	.	.	PUNCT
futech-402	179	1	these	these	DET
futech-402	179	2	substantial	substantial	ADJ
futech-402	179	3	gains	gain	NOUN
futech-402	179	4	highlight	highlight	VERB
futech-402	179	5	the	the	DET
futech-402	179	6	effectiveness	effectiveness	NOUN
futech-402	179	7	of	of	ADP
futech-402	179	8	integrating	integrate	VERB
futech-402	179	9	diverse	diverse	ADJ
futech-402	179	10	data	datum	NOUN
futech-402	179	11	modalities	modality	NOUN
futech-402	179	12	in	in	ADP
futech-402	179	13	precision	precision	NOUN
futech-402	179	14	marketing	marketing	NOUN
futech-402	179	15	applications	application	NOUN
futech-402	179	16	,	,	PUNCT
futech-402	179	17	demonstrating	demonstrate	VERB
futech-402	179	18	that	that	SCONJ
futech-402	179	19	sophisticated	sophisticated	ADJ
futech-402	179	20	deep	deep	ADJ
futech-402	179	21	learning	learning	NOUN
futech-402	179	22	architectures	architecture	NOUN
futech-402	179	23	can	can	AUX
futech-402	179	24	generate	generate	VERB
futech-402	179	25	measurable	measurable	ADJ
futech-402	179	26	business	business	NOUN
futech-402	179	27	value	value	NOUN
futech-402	179	28	through	through	ADP
futech-402	179	29	enhanced	enhanced	ADJ
futech-402	179	30	customer	customer	NOUN
futech-402	179	31	targeting	target	VERB
futech-402	179	32	and	and	CCONJ
futech-402	179	33	resource	resource	NOUN
futech-402	179	34	allocation	allocation	NOUN
futech-402	179	35	optimization	optimization	NOUN
futech-402	179	36	.	.	PUNCT
futech-402	180	1	the	the	DET
futech-402	180	2	personalized	personalized	ADJ
futech-402	180	3	recommendation	recommendation	NOUN
futech-402	180	4	system	system	NOUN
futech-402	180	5	performance	performance	NOUN
futech-402	180	6	shows	show	VERB
futech-402	180	7	even	even	ADV
futech-402	180	8	more	more	ADV
futech-402	180	9	pronounced	pronounced	ADJ
futech-402	180	10	improvements	improvement	NOUN
futech-402	180	11	,	,	PUNCT
futech-402	180	12	as	as	SCONJ
futech-402	180	13	depicted	depict	VERB
futech-402	180	14	in	in	ADP
futech-402	180	15	the	the	DET
futech-402	180	16	lower	low	ADJ
futech-402	180	17	panels	panel	NOUN
futech-402	180	18	of	of	ADP
futech-402	180	19	figure	figure	NOUN
futech-402	180	20	7	7	NUM
futech-402	180	21	.	.	PUNCT
futech-402	181	1	click	click	VERB
futech-402	181	2	-	-	PUNCT
futech-402	181	3	through	through	ADP
futech-402	181	4	rate	rate	NOUN
futech-402	181	5	enhancement	enhancement	NOUN
futech-402	181	6	,	,	PUNCT
futech-402	181	7	as	as	SCONJ
futech-402	181	8	demonstrated	demonstrate	VERB
futech-402	181	9	in	in	ADP
futech-402	181	10	figure	figure	NOUN
futech-402	181	11	7(c	7(c	NUM
futech-402	181	12	)	)	PUNCT
futech-402	181	13	,	,	PUNCT
futech-402	181	14	presents	present	VERB
futech-402	181	15	the	the	DET
futech-402	181	16	most	most	ADV
futech-402	181	17	substantial	substantial	ADJ
futech-402	181	18	relative	relative	ADJ
futech-402	181	19	improvement	improvement	NOUN
futech-402	181	20	,	,	PUNCT
futech-402	181	21	increasing	increase	VERB
futech-402	181	22	from	from	ADP
futech-402	181	23	3.2	3.2	NUM
futech-402	181	24	%	%	NOUN
futech-402	181	25	to	to	ADP
futech-402	181	26	5.8	5.8	NUM
futech-402	181	27	%	%	NOUN
futech-402	181	28	with	with	ADP
futech-402	181	29	an	an	DET
futech-402	181	30	impressive	impressive	ADJ
futech-402	181	31	81.3	81.3	NUM
futech-402	181	32	%	%	NOUN
futech-402	181	33	gain	gain	NOUN
futech-402	181	34	that	that	PRON
futech-402	181	35	underscores	underscore	VERB
futech-402	181	36	the	the	DET
futech-402	181	37	framework	framework	NOUN
futech-402	181	38	's	's	PART
futech-402	181	39	superior	superior	ADJ
futech-402	181	40	capability	capability	NOUN
futech-402	181	41	in	in	ADP
futech-402	181	42	engaging	engage	VERB
futech-402	181	43	customer	customer	NOUN
futech-402	181	44	interactions	interaction	NOUN
futech-402	181	45	.	.	PUNCT
futech-402	182	1	revenue	revenue	NOUN
futech-402	182	2	per	per	ADP
futech-402	182	3	user	user	NOUN
futech-402	182	4	analysis	analysis	NOUN
futech-402	182	5	shown	show	VERB
futech-402	182	6	in	in	ADP
futech-402	182	7	figure	figure	NOUN
futech-402	182	8	7(d	7(d	NUM
futech-402	182	9	)	)	PUNCT
futech-402	182	10	demonstrates	demonstrate	VERB
futech-402	182	11	similarly	similarly	ADV
futech-402	182	12	exceptional	exceptional	ADJ
futech-402	182	13	growth	growth	NOUN
futech-402	182	14	,	,	PUNCT
futech-402	182	15	advancing	advance	VERB
futech-402	182	16	from	from	ADP
futech-402	182	17	$	$	SYM
futech-402	182	18	12.45	12.45	NUM
futech-402	182	19	to	to	PART
futech-402	182	20	$	$	SYM
futech-402	182	21	21.30	21.30	NUM
futech-402	182	22	with	with	ADP
futech-402	182	23	a	a	DET
futech-402	182	24	71.1	71.1	NUM
futech-402	182	25	%	%	NOUN
futech-402	182	26	improvement	improvement	NOUN
futech-402	182	27	that	that	PRON
futech-402	182	28	directly	directly	ADV
futech-402	182	29	translates	translate	VERB
futech-402	182	30	to	to	ADP
futech-402	182	31	enhanced	enhanced	ADJ
futech-402	182	32	monetization	monetization	NOUN
futech-402	182	33	effectiveness	effectiveness	NOUN
futech-402	182	34	.	.	PUNCT
futech-402	183	1	these	these	DET
futech-402	183	2	performance	performance	NOUN
futech-402	183	3	metrics	metric	NOUN
futech-402	183	4	collectively	collectively	ADV
futech-402	183	5	establish	establish	VERB
futech-402	183	6	that	that	SCONJ
futech-402	183	7	the	the	DET
futech-402	183	8	multimodal	multimodal	ADJ
futech-402	183	9	data	datum	NOUN
futech-402	183	10	fusion	fusion	NOUN
futech-402	183	11	approach	approach	NOUN
futech-402	183	12	successfully	successfully	ADV
futech-402	183	13	captures	capture	VERB
futech-402	183	14	complex	complex	ADJ
futech-402	183	15	customer	customer	NOUN
futech-402	183	16	behavioral	behavioral	ADJ
futech-402	183	17	patterns	pattern	NOUN
futech-402	183	18	that	that	PRON
futech-402	183	19	remain	remain	VERB
futech-402	183	20	undetected	undetected	ADJ
futech-402	183	21	by	by	ADP
futech-402	183	22	traditional	traditional	ADJ
futech-402	183	23	marketing	marketing	NOUN
futech-402	183	24	methodologies	methodology	NOUN
futech-402	183	25	.	.	PUNCT
futech-402	184	1	the	the	DET
futech-402	184	2	consistent	consistent	ADJ
futech-402	184	3	performance	performance	NOUN
futech-402	184	4	superiority	superiority	NOUN
futech-402	184	5	across	across	ADP
futech-402	184	6	all	all	DET
futech-402	184	7	assessed	assessed	ADJ
futech-402	184	8	dimensions	dimension	NOUN
futech-402	184	9	validates	validate	VERB
futech-402	184	10	the	the	DET
futech-402	184	11	effectiveness	effectiveness	NOUN
futech-402	184	12	of	of	ADP
futech-402	184	13	the	the	DET
futech-402	184	14	framework	framework	NOUN
futech-402	184	15	in	in	ADP
futech-402	184	16	actual	actual	ADJ
futech-402	184	17	marketing	marketing	NOUN
futech-402	184	18	scenarios	scenario	NOUN
futech-402	184	19	.	.	PUNCT
futech-402	185	1	the	the	DET
futech-402	185	2	current	current	ADJ
futech-402	185	3	study	study	NOUN
futech-402	185	4	demonstrates	demonstrate	VERB
futech-402	185	5	that	that	SCONJ
futech-402	185	6	the	the	DET
futech-402	185	7	application	application	NOUN
futech-402	185	8	of	of	ADP
futech-402	185	9	multimodal	multimodal	NOUN
futech-402	185	10	integration	integration	NOUN
futech-402	185	11	at	at	ADP
futech-402	185	12	a	a	DET
futech-402	185	13	comprehensive	comprehensive	ADJ
futech-402	185	14	level	level	NOUN
futech-402	185	15	yields	yield	VERB
futech-402	185	16	synergistic	synergistic	ADJ
futech-402	185	17	benefits	benefit	NOUN
futech-402	185	18	that	that	PRON
futech-402	185	19	are	be	AUX
futech-402	185	20	remarkably	remarkably	ADV
futech-402	185	21	greater	great	ADJ
futech-402	185	22	than	than	ADP
futech-402	185	23	those	those	PRON
futech-402	185	24	achieved	achieve	VERB
futech-402	185	25	with	with	ADP
futech-402	185	26	single	single	ADJ
futech-402	185	27	-	-	PUNCT
futech-402	185	28	modality	modality	NOUN
futech-402	185	29	approaches	approach	NOUN
futech-402	185	30	or	or	CCONJ
futech-402	185	31	even	even	ADV
futech-402	185	32	traditional	traditional	ADJ
futech-402	185	33	machine	machine	NOUN
futech-402	185	34	learning	learning	NOUN
futech-402	185	35	approaches	approach	NOUN
futech-402	185	36	.	.	PUNCT
futech-402	186	1	the	the	DET
futech-402	186	2	statistical	statistical	ADJ
futech-402	186	3	significance	significance	NOUN
futech-402	186	4	of	of	ADP
futech-402	186	5	all	all	DET
futech-402	186	6	improvements	improvement	NOUN
futech-402	186	7	(	(	PUNCT
futech-402	186	8	p	p	X
futech-402	186	9	<	<	X
futech-402	186	10	0.001	0.001	NUM
futech-402	186	11	)	)	PUNCT
futech-402	186	12	after	after	ADP
futech-402	186	13	evaluating	evaluate	VERB
futech-402	186	14	15,420	15,420	NUM
futech-402	186	15	customers	customer	NOUN
futech-402	186	16	over	over	ADP
futech-402	186	17	a	a	DET
futech-402	186	18	six	six	NUM
futech-402	186	19	-	-	PUNCT
futech-402	186	20	month	month	NOUN
futech-402	186	21	period	period	NOUN
futech-402	186	22	underscores	underscore	VERB
futech-402	186	23	the	the	DET
futech-402	186	24	robust	robust	ADJ
futech-402	186	25	marketing	marketing	NOUN
futech-402	186	26	value	value	NOUN
futech-402	186	27	of	of	ADP
futech-402	186	28	the	the	DET
futech-402	186	29	framework	framework	NOUN
futech-402	186	30	and	and	CCONJ
futech-402	186	31	its	its	PRON
futech-402	186	32	competitive	competitive	ADJ
futech-402	186	33	reliability	reliability	NOUN
futech-402	186	34	,	,	PUNCT
futech-402	186	35	thus	thus	ADV
futech-402	186	36	enabling	enable	VERB
futech-402	186	37	practitioners	practitioner	NOUN
futech-402	186	38	to	to	PART
futech-402	186	39	trust	trust	VERB
futech-402	186	40	its	its	PRON
futech-402	186	41	implemented	implement	VERB
futech-402	186	42	design	design	NOUN
futech-402	186	43	in	in	ADP
futech-402	186	44	active	active	ADJ
futech-402	186	45	marketing	marketing	NOUN
futech-402	186	46	contexts	context	NOUN
futech-402	186	47	and	and	CCONJ
futech-402	186	48	establishing	establish	VERB
futech-402	186	49	it	it	PRON
futech-402	186	50	as	as	ADP
futech-402	186	51	a	a	DET
futech-402	186	52	next	next	ADJ
futech-402	186	53	-	-	PUNCT
futech-402	186	54	generation	generation	NOUN
futech-402	186	55	tool	tool	NOUN
futech-402	186	56	for	for	ADP
futech-402	186	57	customer	customer	NOUN
futech-402	186	58	relations	relation	NOUN
futech-402	186	59	management	management	NOUN
futech-402	186	60	systems	system	NOUN
futech-402	186	61	.	.	PUNCT
futech-402	187	1	4	4	X
futech-402	187	2	.	.	X
futech-402	187	3	discussion	discussion	NOUN
futech-402	187	4	by	by	ADP
futech-402	187	5	constructing	construct	VERB
futech-402	187	6	a	a	DET
futech-402	187	7	multimodal	multimodal	ADJ
futech-402	187	8	deep	deep	ADJ
futech-402	187	9	learning	learning	NOUN
futech-402	187	10	framework	framework	NOUN
futech-402	187	11	that	that	PRON
futech-402	187	12	incorporates	incorporate	VERB
futech-402	187	13	all	all	DET
futech-402	187	14	customer	customer	NOUN
futech-402	187	15	interaction	interaction	NOUN
futech-402	187	16	types	type	NOUN
futech-402	187	17	,	,	PUNCT
futech-402	187	18	the	the	DET
futech-402	187	19	current	current	ADJ
futech-402	187	20	research	research	NOUN
futech-402	187	21	enhances	enhance	VERB
futech-402	187	22	the	the	DET
futech-402	187	23	theoretical	theoretical	ADJ
futech-402	187	24	understanding	understanding	NOUN
futech-402	187	25	of	of	ADP
futech-402	187	26	data	datum	NOUN
futech-402	187	27	fusion	fusion	NOUN
futech-402	187	28	in	in	ADP
futech-402	187	29	precision	precision	NOUN
futech-402	187	30	marketing	marketing	NOUN
futech-402	187	31	contexts	contexts	NOUN
futech-402	187	32	.	.	PUNCT
futech-402	188	1	this	this	DET
futech-402	188	2	research	research	NOUN
futech-402	188	3	demonstrates	demonstrate	VERB
futech-402	188	4	that	that	SCONJ
futech-402	188	5	complex	complex	ADJ
futech-402	188	6	neural	neural	ADJ
futech-402	188	7	networks	network	NOUN
futech-402	188	8	can	can	AUX
futech-402	188	9	'	'	PUNCT
futech-402	188	10	explain	explain	VERB
futech-402	188	11	'	'	PUNCT
futech-402	188	12	themselves	themselves	PRON
futech-402	188	13	,	,	PUNCT
futech-402	188	14	adding	add	VERB
futech-402	188	15	to	to	ADP
futech-402	188	16	the	the	DET
futech-402	188	17	discourse	discourse	NOUN
futech-402	188	18	in	in	ADP
futech-402	188	19	interpretable	interpretable	ADJ
futech-402	188	20	machine	machine	NOUN
futech-402	188	21	learning	learning	NOUN
futech-402	188	22	by	by	ADP
futech-402	188	23	showing	show	VERB
futech-402	188	24	how	how	SCONJ
futech-402	188	25	their	their	PRON
futech-402	188	26	output	output	NOUN
futech-402	188	27	is	be	AUX
futech-402	188	28	transparent	transparent	ADJ
futech-402	188	29	while	while	SCONJ
futech-402	188	30	processing	process	VERB
futech-402	188	31	heterogeneous	heterogeneous	ADJ
futech-402	188	32	customer	customer	NOUN
futech-402	188	33	data	datum	NOUN
futech-402	188	34	streams	stream	NOUN
futech-402	188	35	[	[	X
futech-402	188	36	25	25	NUM
futech-402	188	37	]	]	PUNCT
futech-402	188	38	.	.	PUNCT
futech-402	189	1	this	this	DET
futech-402	189	2	framework	framework	NOUN
futech-402	189	3	approaches	approach	VERB
futech-402	189	4	the	the	DET
futech-402	189	5	core	core	NOUN
futech-402	189	6	explainability	explainability	NOUN
futech-402	189	7	challenges	challenge	NOUN
futech-402	189	8	in	in	ADP
futech-402	189	9	artificial	artificial	ADJ
futech-402	189	10	intelligence	intelligence	NOUN
futech-402	189	11	for	for	ADP
futech-402	189	12	marketing	marketing	NOUN
futech-402	189	13	by	by	ADP
futech-402	189	14	utilising	utilise	VERB
futech-402	189	15	shap	shap	NOUN
futech-402	189	16	-	-	PUNCT
futech-402	189	17	based	base	VERB
futech-402	189	18	interpretability	interpretability	NOUN
futech-402	189	19	that	that	PRON
futech-402	189	20	empowers	empower	VERB
futech-402	189	21	practitioners	practitioner	NOUN
futech-402	189	22	to	to	PART
futech-402	189	23	transcend	transcend	VERB
futech-402	189	24	algorithmic	algorithmic	ADJ
futech-402	189	25	marketing	marketing	NOUN
futech-402	189	26	and	and	CCONJ
futech-402	189	27	understand	understand	VERB
futech-402	189	28	why	why	SCONJ
futech-402	189	29	certain	certain	ADJ
futech-402	189	30	predictive	predictive	ADJ
futech-402	189	31	decisions	decision	NOUN
futech-402	189	32	are	be	AUX
futech-402	189	33	made	make	VERB
futech-402	189	34	[	[	PUNCT
futech-402	189	35	26	26	NUM
futech-402	189	36	]	]	PUNCT
futech-402	189	37	.	.	PUNCT
futech-402	190	1	this	this	DET
futech-402	190	2	research	research	NOUN
futech-402	190	3	enhanced	enhance	VERB
futech-402	190	4	the	the	DET
futech-402	190	5	existing	exist	VERB
futech-402	190	6	theoretical	theoretical	ADJ
futech-402	190	7	framework	framework	NOUN
futech-402	190	8	by	by	ADP
futech-402	190	9	analysing	analyse	VERB
futech-402	190	10	the	the	DET
futech-402	190	11	causal	causal	ADJ
futech-402	190	12	relationship	relationship	NOUN
futech-402	190	13	between	between	ADP
futech-402	190	14	the	the	DET
futech-402	190	15	dimensions	dimension	NOUN
futech-402	190	16	of	of	ADP
futech-402	190	17	service	service	NOUN
futech-402	190	18	quality	quality	NOUN
futech-402	190	19	and	and	CCONJ
futech-402	190	20	customer	customer	NOUN
futech-402	190	21	loyalty	loyalty	NOUN
futech-402	190	22	outcomes	outcome	NOUN
futech-402	190	23	using	use	VERB
futech-402	190	24	multimodal	multimodal	ADJ
futech-402	190	25	approaches	approach	NOUN
futech-402	190	26	,	,	PUNCT
futech-402	190	27	thereby	thereby	ADV
futech-402	190	28	validating	validate	VERB
futech-402	190	29	,	,	PUNCT
futech-402	190	30	through	through	ADP
futech-402	190	31	empirical	empirical	ADJ
futech-402	190	32	evidence	evidence	NOUN
futech-402	190	33	,	,	PUNCT
futech-402	190	34	the	the	DET
futech-402	190	35	concepts	concept	NOUN
futech-402	190	36	advanced	advance	VERB
futech-402	190	37	in	in	ADP
futech-402	190	38	customer	customer	NOUN
futech-402	190	39	relationship	relationship	NOUN
futech-402	190	40	management	management	NOUN
futech-402	190	41	theory	theory	NOUN
futech-402	190	42	[	[	X
futech-402	190	43	27	27	NUM
futech-402	190	44	]	]	PUNCT
futech-402	190	45	.	.	PUNCT
futech-402	191	1	attention	attention	NOUN
futech-402	191	2	-	-	PUNCT
futech-402	191	3	based	base	VERB
futech-402	191	4	fusion	fusion	NOUN
futech-402	191	5	procedures	procedure	NOUN
futech-402	191	6	that	that	PRON
futech-402	191	7	circumvent	circumvent	VERB
futech-402	191	8	the	the	DET
futech-402	191	9	balance	balance	NOUN
futech-402	191	10	of	of	ADP
futech-402	191	11	performance	performance	NOUN
futech-402	191	12	-	-	PUNCT
futech-402	191	13	accuracy	accuracy	NOUN
futech-402	191	14	tradeoff	tradeoff	NOUN
futech-402	191	15	have	have	AUX
futech-402	191	16	recently	recently	ADV
futech-402	191	17	gained	gain	VERB
futech-402	191	18	interest	interest	NOUN
futech-402	191	19	[	[	X
futech-402	191	20	28	28	NUM
futech-402	191	21	]	]	PUNCT
futech-402	191	22	.	.	PUNCT
futech-402	192	1	in	in	ADP
futech-402	192	2	this	this	DET
futech-402	192	3	work	work	NOUN
futech-402	192	4	,	,	PUNCT
futech-402	192	5	the	the	DET
futech-402	192	6	authors	author	NOUN
futech-402	192	7	make	make	VERB
futech-402	192	8	the	the	DET
futech-402	192	9	case	case	NOUN
futech-402	192	10	that	that	SCONJ
futech-402	192	11	sophisticated	sophisticated	ADJ
futech-402	192	12	multimodal	multimodal	NOUN
futech-402	192	13	systems	system	NOUN
futech-402	192	14	feature	feature	NOUN
futech-402	192	15	selfsustainability	selfsustainability	NOUN
futech-402	192	16	of	of	ADP
futech-402	192	17	interpretative	interpretative	ADJ
futech-402	192	18	elements	element	NOUN
futech-402	192	19	while	while	SCONJ
futech-402	192	20	predictively	predictively	ADV
futech-402	192	21	retaining	retain	VERB
futech-402	192	22	accuracy	accuracy	NOUN
futech-402	192	23	,	,	PUNCT
futech-402	192	24	defying	defy	VERB
futech-402	192	25	traditional	traditional	ADJ
futech-402	192	26	thoughts	thought	NOUN
futech-402	192	27	regarding	regard	VERB
futech-402	192	28	the	the	DET
futech-402	192	29	sustained	sustained	ADJ
futech-402	192	30	loss	loss	NOUN
futech-402	192	31	of	of	ADP
futech-402	192	32	explainability	explainability	NOUN
futech-402	192	33	,	,	PUNCT
futech-402	192	34	contending	contend	VERB
futech-402	192	35	complexitystricken	complexitystricken	VERB
futech-402	192	36	deep	deep	ADJ
futech-402	192	37	learning	learning	NOUN
futech-402	192	38	models	model	NOUN
futech-402	192	39	[	[	X
futech-402	192	40	29	29	NUM
futech-402	192	41	]	]	PUNCT
futech-402	192	42	.	.	PUNCT
futech-402	193	1	the	the	DET
futech-402	193	2	provided	provide	VERB
futech-402	193	3	evidence	evidence	NOUN
futech-402	193	4	guides	guide	VERB
futech-402	193	5	the	the	DET
futech-402	193	6	application	application	NOUN
futech-402	193	7	of	of	ADP
futech-402	193	8	xai	xai	PROPN
futech-402	193	9	in	in	ADP
futech-402	193	10	marketing	marketing	NOUN
futech-402	193	11	by	by	ADP
futech-402	193	12	pointing	point	VERB
futech-402	193	13	to	to	ADP
futech-402	193	14	the	the	DET
futech-402	193	15	level	level	NOUN
futech-402	193	16	of	of	ADP
futech-402	193	17	impact	impact	NOUN
futech-402	193	18	different	different	ADJ
futech-402	193	19	data	datum	NOUN
futech-402	193	20	sources	source	NOUN
futech-402	193	21	have	have	VERB
futech-402	193	22	relative	relative	ADJ
futech-402	193	23	to	to	ADP
futech-402	193	24	customer	customer	NOUN
futech-402	193	25	behaviour	behaviour	NOUN
futech-402	193	26	prediction	prediction	NOUN
futech-402	193	27	[	[	X
futech-402	193	28	30	30	NUM
futech-402	193	29	]	]	PUNCT
futech-402	193	30	.	.	PUNCT
futech-402	194	1	boundless	boundless	ADJ
futech-402	194	2	marketing	marketing	NOUN
futech-402	194	3	campaign	campaign	NOUN
futech-402	194	4	recalibration	recalibration	NOUN
futech-402	194	5	is	be	AUX
futech-402	194	6	framed	frame	VERB
futech-402	194	7	alongside	alongside	ADP
futech-402	194	8	the	the	DET
futech-402	194	9	algorithmic	algorithmic	ADJ
futech-402	194	10	transparency	transparency	NOUN
futech-402	194	11	conundrum	conundrum	NOUN
futech-402	194	12	through	through	ADP
futech-402	194	13	the	the	DET
futech-402	194	14	interpretability	interpretability	NOUN
futech-402	194	15	analysis	analysis	NOUN
futech-402	194	16	developed	develop	VERB
futech-402	194	17	within	within	ADP
futech-402	194	18	this	this	DET
futech-402	194	19	research	research	NOUN
futech-402	194	20	,	,	PUNCT
futech-402	194	21	thus	thus	ADV
futech-402	194	22	meeting	meet	VERB
futech-402	194	23	the	the	DET
futech-402	194	24	critical	critical	ADJ
futech-402	194	25	frame	frame	NOUN
futech-402	194	26	of	of	ADP
futech-402	194	27	ai	ai	PROPN
futech-402	194	28	ethics	ethic	NOUN
futech-402	194	29	in	in	ADP
futech-402	194	30	business	business	NOUN
futech-402	194	31	[	[	X
futech-402	194	32	31	31	NUM
futech-402	194	33	]	]	PUNCT
futech-402	194	34	.	.	PUNCT
futech-402	195	1	despite	despite	SCONJ
futech-402	195	2	superior	superior	ADJ
futech-402	195	3	performance	performance	NOUN
futech-402	195	4	,	,	PUNCT
futech-402	195	5	several	several	ADJ
futech-402	195	6	limitations	limitation	NOUN
futech-402	195	7	warrant	warrant	VERB
futech-402	195	8	consideration	consideration	NOUN
futech-402	195	9	.	.	PUNCT
futech-402	196	1	the	the	DET
futech-402	196	2	computational	computational	ADJ
futech-402	196	3	complexity	complexity	NOUN
futech-402	196	4	of	of	ADP
futech-402	196	5	the	the	DET
futech-402	196	6	multimodal	multimodal	ADJ
futech-402	196	7	architecture	architecture	NOUN
futech-402	196	8	requires	require	VERB
futech-402	196	9	substantial	substantial	ADJ
futech-402	196	10	infrastructure	infrastructure	NOUN
futech-402	196	11	investment	investment	NOUN
futech-402	196	12	,	,	PUNCT
futech-402	196	13	with	with	ADP
futech-402	196	14	training	training	NOUN
futech-402	196	15	costs	cost	NOUN
futech-402	196	16	approximately	approximately	ADV
futech-402	196	17	three	three	NUM
futech-402	196	18	times	time	NOUN
futech-402	196	19	higher	high	ADJ
futech-402	196	20	than	than	ADP
futech-402	196	21	those	those	PRON
futech-402	196	22	of	of	ADP
futech-402	196	23	baseline	baseline	ADJ
futech-402	196	24	methods	method	NOUN
futech-402	196	25	.	.	PUNCT
futech-402	197	1	table	table	NOUN
futech-402	197	2	4	4	NUM
futech-402	197	3	.	.	PUNCT
futech-402	197	4	marketing	marketing	NOUN
futech-402	197	5	strategy	strategy	NOUN
futech-402	197	6	optimization	optimization	NOUN
futech-402	197	7	,	,	PUNCT
futech-402	197	8	performance	performance	NOUN
futech-402	197	9	evaluation	evaluation	NOUN
futech-402	197	10	strategy	strategy	NOUN
futech-402	197	11	category	category	NOUN
futech-402	197	12	key	key	NOUN
futech-402	197	13	metric	metric	ADJ
futech-402	197	14	baseline	baseline	NOUN
futech-402	197	15	proposed	propose	VERB
futech-402	197	16	method	method	NOUN
futech-402	197	17	improvement	improvement	NOUN
futech-402	197	18	p	p	NOUN
futech-402	197	19	-	-	PUNCT
futech-402	197	20	value	value	NOUN
futech-402	197	21	precision	precision	NOUN
futech-402	197	22	marketing	marketing	NOUN
futech-402	197	23	conversion	conversion	NOUN
futech-402	197	24	rate	rate	NOUN
futech-402	197	25	0.124	0.124	NUM
futech-402	197	26	0.178	0.178	NUM
futech-402	197	27	+43.5	+43.5	NOUN
futech-402	197	28	%	%	NOUN
futech-402	197	29	p	p	X
futech-402	197	30	<	<	X
futech-402	197	31	0.001	0.001	NUM
futech-402	197	32	roi	roi	NOUN
futech-402	197	33	2.34	2.34	NUM
futech-402	197	34	3.67	3.67	NUM
futech-402	197	35	+56.8	+56.8	NUM
futech-402	197	36	%	%	NOUN
futech-402	197	37	p	p	X
futech-402	197	38	<	<	X
futech-402	197	39	0.001	0.001	NUM
futech-402	197	40	clv	clv	PROPN
futech-402	197	41	prediction	prediction	PROPN
futech-402	197	42	mae	mae	PROPN
futech-402	197	43	(	(	PUNCT
futech-402	197	44	$	$	SYM
futech-402	197	45	)	)	PUNCT
futech-402	197	46	285.40	285.40	NUM
futech-402	197	47	156.20	156.20	NUM
futech-402	197	48	-45.3	-45.3	NOUN
futech-402	198	1	%	%	NOUN
futech-402	198	2	p	p	X
futech-402	198	3	<	<	X
futech-402	198	4	0.001	0.001	NUM
futech-402	198	5	r²	r²	NOUN
futech-402	198	6	score	score	NOUN
futech-402	198	7	0.672	0.672	NUM
futech-402	198	8	0.854	0.854	NUM
futech-402	198	9	+27.1	+27.1	NUM
futech-402	198	10	%	%	NOUN
futech-402	198	11	p	p	X
futech-402	198	12	<	<	X
futech-402	198	13	0.001	0.001	NUM
futech-402	198	14	personalized	personalized	ADJ
futech-402	198	15	recommendation	recommendation	NOUN
futech-402	198	16	click	click	VERB
futech-402	198	17	-	-	PUNCT
futech-402	198	18	through	through	ADP
futech-402	198	19	rate	rate	NOUN
futech-402	198	20	3.2	3.2	NUM
futech-402	198	21	%	%	NOUN
futech-402	198	22	5.8	5.8	NUM
futech-402	198	23	%	%	NOUN
futech-402	199	1	+81.3	+81.3	NOUN
futech-402	199	2	%	%	NOUN
futech-402	199	3	p	p	X
futech-402	199	4	<	<	X
futech-402	199	5	0.001	0.001	NUM
futech-402	199	6	revenue	revenue	NOUN
futech-402	199	7	per	per	ADP
futech-402	199	8	user	user	NOUN
futech-402	199	9	(	(	PUNCT
futech-402	199	10	$	$	SYM
futech-402	199	11	)	)	PUNCT
futech-402	199	12	12.45	12.45	NUM
futech-402	199	13	21.30	21.30	NUM
futech-402	199	14	+71.1	+71.1	NOUN
futech-402	199	15	%	%	NOUN
futech-402	199	16	p	p	X
futech-402	199	17	<	<	X
futech-402	199	18	0.001	0.001	NUM
futech-402	199	19	x.	x.	PROPN
futech-402	199	20	nie	nie	PROPN
futech-402	199	21	&	&	CCONJ
futech-402	199	22	fs	fs	PROPN
futech-402	199	23	.	.	PROPN
futech-402	200	1	ahmad	ahmad	PROPN
futech-402	200	2	/future	/future	PROPN
futech-402	200	3	technology	technology	PROPN
futech-402	200	4	november	november	PROPN
futech-402	200	5	2025|	2025|	NUM
futech-402	200	6	volume	volume	NOUN
futech-402	200	7	04	04	NUM
futech-402	201	1	|	|	ADV
futech-402	201	2	issue	issue	VERB
futech-402	201	3	04	04	NUM
futech-402	202	1	|	|	CCONJ
futech-402	202	2	pages	page	VERB
futech-402	202	3	12	12	NUM
futech-402	202	4	-	-	SYM
futech-402	202	5	23	23	NUM
futech-402	202	6	20	20	NUM
futech-402	202	7	model	model	NOUN
futech-402	202	8	interpretability	interpretability	NOUN
futech-402	202	9	,	,	PUNCT
futech-402	202	10	while	while	SCONJ
futech-402	202	11	enhanced	enhance	VERB
futech-402	202	12	through	through	ADP
futech-402	202	13	shap	shap	PROPN
futech-402	202	14	analysis	analysis	NOUN
futech-402	202	15	,	,	PUNCT
futech-402	202	16	remains	remains	AUX
futech-402	202	17	challenging	challenge	VERB
futech-402	202	18	for	for	ADP
futech-402	202	19	marketing	marketing	NOUN
futech-402	202	20	practitioners	practitioner	NOUN
futech-402	202	21	without	without	ADP
futech-402	202	22	technical	technical	ADJ
futech-402	202	23	expertise	expertise	NOUN
futech-402	202	24	.	.	PUNCT
futech-402	203	1	data	datum	NOUN
futech-402	203	2	availability	availability	NOUN
futech-402	203	3	represents	represent	VERB
futech-402	203	4	a	a	DET
futech-402	203	5	critical	critical	ADJ
futech-402	203	6	constraint	constraint	NOUN
futech-402	203	7	,	,	PUNCT
futech-402	203	8	as	as	SCONJ
futech-402	203	9	the	the	DET
futech-402	203	10	framework	framework	NOUN
futech-402	203	11	requires	require	VERB
futech-402	203	12	comprehensive	comprehensive	ADJ
futech-402	203	13	multimodal	multimodal	NOUN
futech-402	203	14	datasets	dataset	NOUN
futech-402	203	15	that	that	PRON
futech-402	203	16	may	may	AUX
futech-402	203	17	not	not	PART
futech-402	203	18	be	be	AUX
futech-402	203	19	accessible	accessible	ADJ
futech-402	203	20	to	to	ADP
futech-402	203	21	all	all	DET
futech-402	203	22	organizations	organization	NOUN
futech-402	203	23	.	.	PUNCT
futech-402	204	1	cold	cold	ADJ
futech-402	204	2	-	-	PUNCT
futech-402	204	3	start	start	NOUN
futech-402	204	4	problems	problem	NOUN
futech-402	204	5	persist	persist	VERB
futech-402	204	6	for	for	ADP
futech-402	204	7	new	new	ADJ
futech-402	204	8	customers	customer	NOUN
futech-402	204	9	with	with	ADP
futech-402	204	10	limited	limited	ADJ
futech-402	204	11	interaction	interaction	NOUN
futech-402	204	12	histories	history	NOUN
futech-402	204	13	,	,	PUNCT
futech-402	204	14	requiring	require	VERB
futech-402	204	15	hybrid	hybrid	ADJ
futech-402	204	16	approaches	approach	NOUN
futech-402	204	17	that	that	PRON
futech-402	204	18	combine	combine	VERB
futech-402	204	19	collaborative	collaborative	ADJ
futech-402	204	20	filtering	filter	VERB
futech-402	204	21	with	with	ADP
futech-402	204	22	contentbased	contentbase	VERB
futech-402	204	23	methods	method	NOUN
futech-402	204	24	.	.	PUNCT
futech-402	205	1	privacy	privacy	NOUN
futech-402	205	2	regulations	regulation	NOUN
futech-402	205	3	in	in	ADP
futech-402	205	4	various	various	ADJ
futech-402	205	5	jurisdictions	jurisdiction	NOUN
futech-402	205	6	may	may	AUX
futech-402	205	7	limit	limit	VERB
futech-402	205	8	cross	cross	ADJ
futech-402	205	9	-	-	ADJ
futech-402	205	10	modal	modal	ADJ
futech-402	205	11	data	datum	NOUN
futech-402	205	12	integration	integration	NOUN
futech-402	205	13	capabilities	capability	NOUN
futech-402	205	14	,	,	PUNCT
futech-402	205	15	necessitating	necessitate	VERB
futech-402	205	16	the	the	DET
futech-402	205	17	adaptation	adaptation	NOUN
futech-402	205	18	of	of	ADP
futech-402	205	19	federated	federated	ADJ
futech-402	205	20	learning	learning	NOUN
futech-402	205	21	approaches	approach	NOUN
futech-402	205	22	.	.	PUNCT
futech-402	206	1	even	even	ADV
futech-402	206	2	though	though	SCONJ
futech-402	206	3	this	this	DET
futech-402	206	4	study	study	NOUN
futech-402	206	5	recognizes	recognize	VERB
futech-402	206	6	superior	superior	ADJ
futech-402	206	7	performance	performance	NOUN
futech-402	206	8	across	across	ADP
futech-402	206	9	multiple	multiple	ADJ
futech-402	206	10	dimensions	dimension	NOUN
futech-402	206	11	,	,	PUNCT
futech-402	206	12	there	there	PRON
futech-402	206	13	is	be	VERB
futech-402	206	14	a	a	DET
futech-402	206	15	lack	lack	NOUN
futech-402	206	16	of	of	ADP
futech-402	206	17	generalizability	generalizability	NOUN
futech-402	206	18	and	and	CCONJ
futech-402	206	19	practical	practical	ADJ
futech-402	206	20	implementation	implementation	NOUN
futech-402	206	21	due	due	ADP
futech-402	206	22	to	to	ADP
futech-402	206	23	the	the	DET
futech-402	206	24	limitations	limitation	NOUN
futech-402	206	25	this	this	DET
futech-402	206	26	study	study	NOUN
futech-402	206	27	poses	pose	NOUN
futech-402	206	28	.	.	PUNCT
futech-402	207	1	the	the	DET
futech-402	207	2	effectiveness	effectiveness	NOUN
futech-402	207	3	of	of	ADP
futech-402	207	4	the	the	DET
futech-402	207	5	framework	framework	NOUN
futech-402	207	6	may	may	AUX
futech-402	207	7	vary	vary	VERB
futech-402	207	8	across	across	ADP
futech-402	207	9	industries	industry	NOUN
futech-402	207	10	and	and	CCONJ
futech-402	207	11	customer	customer	NOUN
futech-402	207	12	segments	segment	NOUN
futech-402	207	13	,	,	PUNCT
futech-402	207	14	particularly	particularly	ADV
futech-402	207	15	in	in	ADP
futech-402	207	16	situations	situation	NOUN
futech-402	207	17	that	that	PRON
futech-402	207	18	deviate	deviate	VERB
futech-402	207	19	from	from	ADP
futech-402	207	20	the	the	DET
futech-402	207	21	experimental	experimental	ADJ
futech-402	207	22	conditions	condition	NOUN
futech-402	207	23	regarding	regard	VERB
futech-402	207	24	data	data	NOUN
futech-402	207	25	availability	availability	NOUN
futech-402	207	26	and	and	CCONJ
futech-402	207	27	quality	quality	NOUN
futech-402	207	28	[	[	X
futech-402	207	29	32	32	NUM
futech-402	207	30	]	]	PUNCT
futech-402	207	31	.	.	PUNCT
futech-402	208	1	the	the	DET
futech-402	208	2	multimodal	multimodal	ADJ
futech-402	208	3	fusion	fusion	NOUN
futech-402	208	4	architecture	architecture	NOUN
futech-402	208	5	’s	’s	PART
futech-402	208	6	computational	computational	ADJ
futech-402	208	7	complexity	complexity	NOUN
futech-402	208	8	presents	present	VERB
futech-402	208	9	scalability	scalability	NOUN
futech-402	208	10	issues	issue	NOUN
futech-402	208	11	for	for	ADP
futech-402	208	12	realtime	realtime	ADJ
futech-402	208	13	marketing	marketing	NOUN
futech-402	208	14	application	application	NOUN
futech-402	208	15	systems	system	NOUN
futech-402	208	16	,	,	PUNCT
futech-402	208	17	particularly	particularly	ADV
futech-402	208	18	in	in	ADP
futech-402	208	19	resourcestrained	resourcestrained	ADJ
futech-402	208	20	settings	setting	NOUN
futech-402	208	21	where	where	SCONJ
futech-402	208	22	bandwidth	bandwidth	NOUN
futech-402	208	23	-	-	PUNCT
futech-402	208	24	constrained	constrain	VERB
futech-402	208	25	response	response	NOUN
futech-402	208	26	time	time	NOUN
futech-402	208	27	requirements	requirement	NOUN
futech-402	208	28	are	be	AUX
futech-402	208	29	present	present	ADJ
futech-402	209	1	[	[	X
futech-402	209	2	33	33	NUM
futech-402	209	3	]	]	PUNCT
futech-402	209	4	.	.	PUNCT
futech-402	210	1	implementation	implementation	NOUN
futech-402	210	2	within	within	ADP
futech-402	210	3	organisations	organisation	NOUN
futech-402	210	4	with	with	ADP
futech-402	210	5	limited	limited	ADJ
futech-402	210	6	sophisticated	sophisticated	ADJ
futech-402	210	7	data	datum	NOUN
futech-402	210	8	systems	system	NOUN
futech-402	210	9	or	or	CCONJ
futech-402	210	10	stringent	stringent	ADJ
futech-402	210	11	data	datum	NOUN
futech-402	210	12	privacy	privacy	NOUN
futech-402	210	13	regulations	regulation	NOUN
futech-402	210	14	raises	raise	VERB
futech-402	210	15	concerns	concern	NOUN
futech-402	210	16	about	about	ADP
futech-402	210	17	how	how	SCONJ
futech-402	210	18	dependent	dependent	ADJ
futech-402	210	19	the	the	DET
futech-402	210	20	model	model	NOUN
futech-402	210	21	's	's	PART
futech-402	210	22	performance	performance	NOUN
futech-402	210	23	is	be	AUX
futech-402	210	24	on	on	ADP
futech-402	210	25	exhaustive	exhaustive	ADJ
futech-402	210	26	data	datum	NOUN
futech-402	210	27	harvests	harvest	NOUN
futech-402	210	28	[	[	X
futech-402	210	29	34	34	NUM
futech-402	210	30	]	]	PUNCT
futech-402	210	31	.	.	PUNCT
futech-402	211	1	an	an	DET
futech-402	211	2	example	example	NOUN
futech-402	211	3	of	of	ADP
futech-402	211	4	an	an	DET
futech-402	211	5	in	in	ADP
futech-402	211	6	-	-	PUNCT
futech-402	211	7	text	text	NOUN
futech-402	211	8	citation	citation	NOUN
futech-402	211	9	regarding	regard	VERB
futech-402	211	10	practical	practical	ADJ
futech-402	211	11	problems	problem	NOUN
futech-402	211	12	in	in	ADP
futech-402	211	13	implementing	implement	VERB
futech-402	211	14	a	a	DET
futech-402	211	15	marketing	marketing	NOUN
futech-402	211	16	strategy	strategy	NOUN
futech-402	211	17	highlights	highlight	NOUN
futech-402	211	18	further	further	ADJ
futech-402	211	19	issues	issue	NOUN
futech-402	211	20	,	,	PUNCT
futech-402	211	21	accompanied	accompany	VERB
futech-402	211	22	by	by	ADP
futech-402	211	23	dataset	dataset	NOUN
futech-402	211	24	blending	blend	VERB
futech-402	211	25	intricacies	intricacy	NOUN
futech-402	211	26	and	and	CCONJ
futech-402	211	27	an	an	DET
futech-402	211	28	organisational	organisational	ADJ
futech-402	211	29	willingness	willingness	NOUN
futech-402	211	30	to	to	PART
futech-402	211	31	accept	accept	VERB
futech-402	211	32	higher	high	ADJ
futech-402	211	33	levels	level	NOUN
futech-402	211	34	of	of	ADP
futech-402	211	35	analytical	analytical	ADJ
futech-402	211	36	work	work	NOUN
futech-402	211	37	[	[	X
futech-402	211	38	35	35	NUM
futech-402	211	39	]	]	PUNCT
futech-402	211	40	.	.	PUNCT
futech-402	212	1	this	this	DET
futech-402	212	2	architecture	architecture	NOUN
futech-402	212	3	,	,	PUNCT
futech-402	212	4	alongside	alongside	ADP
futech-402	212	5	algorithmic	algorithmic	ADJ
futech-402	212	6	precision	precision	NOUN
futech-402	212	7	marketing	marketing	NOUN
futech-402	212	8	,	,	PUNCT
futech-402	212	9	requires	require	VERB
futech-402	212	10	a	a	DET
futech-402	212	11	high	high	ADJ
futech-402	212	12	level	level	NOUN
futech-402	212	13	of	of	ADP
futech-402	212	14	understanding	understanding	NOUN
futech-402	212	15	of	of	ADP
futech-402	212	16	the	the	DET
futech-402	212	17	system	system	NOUN
futech-402	212	18	and	and	CCONJ
futech-402	212	19	advanced	advanced	ADJ
futech-402	212	20	analytics	analytic	NOUN
futech-402	212	21	infrastructure	infrastructure	NOUN
futech-402	212	22	,	,	PUNCT
futech-402	212	23	which	which	PRON
futech-402	212	24	could	could	AUX
futech-402	212	25	pose	pose	VERB
futech-402	212	26	challenges	challenge	NOUN
futech-402	212	27	for	for	ADP
futech-402	212	28	smaller	small	ADJ
futech-402	212	29	to	to	ADP
futech-402	212	30	medium	medium	ADJ
futech-402	212	31	-	-	PUNCT
futech-402	212	32	sized	sized	ADJ
futech-402	212	33	businesses	business	NOUN
futech-402	212	34	wanting	want	VERB
futech-402	212	35	to	to	PART
futech-402	212	36	implement	implement	VERB
futech-402	212	37	algorithm	algorithm	NOUN
futech-402	212	38	-	-	PUNCT
futech-402	212	39	driven	drive	VERB
futech-402	212	40	marketing	marketing	NOUN
futech-402	212	41	frameworks	framework	NOUN
futech-402	212	42	and	and	CCONJ
futech-402	212	43	strategies	strategy	NOUN
futech-402	212	44	[	[	X
futech-402	212	45	36	36	NUM
futech-402	212	46	]	]	PUNCT
futech-402	212	47	.	.	PUNCT
futech-402	213	1	issues	issue	NOUN
futech-402	213	2	such	such	ADJ
futech-402	213	3	as	as	ADP
futech-402	213	4	the	the	DET
futech-402	213	5	lack	lack	NOUN
futech-402	213	6	of	of	ADP
futech-402	213	7	temporal	temporal	ADJ
futech-402	213	8	depth	depth	NOUN
futech-402	213	9	in	in	ADP
futech-402	213	10	the	the	DET
futech-402	213	11	context	context	NOUN
futech-402	213	12	of	of	ADP
futech-402	213	13	prior	prior	ADJ
futech-402	213	14	data	datum	NOUN
futech-402	213	15	on	on	ADP
futech-402	213	16	customers	customer	NOUN
futech-402	213	17	or	or	CCONJ
futech-402	213	18	products	product	NOUN
futech-402	213	19	result	result	VERB
futech-402	213	20	in	in	ADP
futech-402	213	21	so	so	ADV
futech-402	213	22	-	-	PUNCT
futech-402	213	23	called	call	VERB
futech-402	213	24	cold	cold	ADJ
futech-402	213	25	start	start	NOUN
futech-402	213	26	problems	problem	NOUN
futech-402	213	27	and	and	CCONJ
futech-402	213	28	require	require	VERB
futech-402	213	29	hybrid	hybrid	ADJ
futech-402	213	30	solutions	solution	NOUN
futech-402	213	31	that	that	PRON
futech-402	213	32	combine	combine	VERB
futech-402	213	33	multimodal	multimodal	NOUN
futech-402	213	34	learning	learning	NOUN
futech-402	213	35	and	and	CCONJ
futech-402	213	36	traditional	traditional	ADJ
futech-402	213	37	marketing	marketing	NOUN
futech-402	213	38	approaches	approach	NOUN
futech-402	213	39	[	[	X
futech-402	213	40	37	37	NUM
futech-402	213	41	]	]	PUNCT
futech-402	213	42	.	.	PUNCT
futech-402	214	1	the	the	DET
futech-402	214	2	ever	ever	ADV
futech-402	214	3	-	-	PUNCT
futech-402	214	4	increasing	increase	VERB
futech-402	214	5	flexibility	flexibility	NOUN
futech-402	214	6	of	of	ADP
futech-402	214	7	customer	customer	NOUN
futech-402	214	8	preferences	preference	NOUN
futech-402	214	9	and	and	CCONJ
futech-402	214	10	the	the	DET
futech-402	214	11	ever	ever	ADV
futech-402	214	12	-	-	PUNCT
futech-402	214	13	shifting	shift	VERB
futech-402	214	14	marketplace	marketplace	NOUN
futech-402	214	15	demands	demand	VERB
futech-402	214	16	continuous	continuous	ADJ
futech-402	214	17	learning	learning	NOUN
futech-402	214	18	from	from	ADP
futech-402	214	19	customers	customer	NOUN
futech-402	214	20	and	and	CCONJ
futech-402	214	21	unlearning	unlearning	NOUN
futech-402	214	22	from	from	ADP
futech-402	214	23	the	the	DET
futech-402	214	24	system	system	NOUN
futech-402	214	25	,	,	PUNCT
futech-402	214	26	which	which	PRON
futech-402	214	27	results	result	VERB
futech-402	214	28	in	in	ADP
futech-402	214	29	operational	operational	ADJ
futech-402	214	30	workload	workload	NOUN
futech-402	214	31	challenges	challenge	NOUN
futech-402	214	32	for	for	ADP
futech-402	214	33	achieving	achieve	VERB
futech-402	214	34	long	long	ADJ
futech-402	214	35	-	-	PUNCT
futech-402	214	36	term	term	NOUN
futech-402	214	37	accuracy	accuracy	NOUN
futech-402	214	38	goals	goal	NOUN
futech-402	214	39	.	.	PUNCT
futech-402	215	1	potential	potential	ADJ
futech-402	215	2	new	new	ADJ
futech-402	215	3	avenues	avenue	NOUN
futech-402	215	4	for	for	ADP
futech-402	215	5	the	the	DET
futech-402	215	6	development	development	NOUN
futech-402	215	7	of	of	ADP
futech-402	215	8	multimodal	multimodal	ADJ
futech-402	215	9	marketing	marketing	NOUN
futech-402	215	10	analytics	analytic	NOUN
futech-402	215	11	and	and	CCONJ
futech-402	215	12	the	the	DET
futech-402	215	13	analysis	analysis	NOUN
futech-402	215	14	of	of	ADP
futech-402	215	15	their	their	PRON
futech-402	215	16	gaps	gap	NOUN
futech-402	215	17	include	include	VERB
futech-402	215	18	all	all	DET
futech-402	215	19	considerations	consideration	NOUN
futech-402	215	20	mentioned	mention	VERB
futech-402	215	21	in	in	ADP
futech-402	215	22	the	the	DET
futech-402	215	23	specific	specific	ADJ
futech-402	215	24	citation	citation	NOUN
futech-402	216	1	[	[	X
futech-402	216	2	38	38	NUM
futech-402	216	3	]	]	PUNCT
futech-402	216	4	.	.	PUNCT
futech-402	217	1	the	the	DET
futech-402	217	2	development	development	NOUN
futech-402	217	3	of	of	ADP
futech-402	217	4	privacy	privacy	NOUN
futech-402	217	5	-	-	PUNCT
futech-402	217	6	preserving	preserve	VERB
futech-402	217	7	multimodal	multimodal	NOUN
futech-402	217	8	models	model	NOUN
futech-402	217	9	that	that	PRON
futech-402	217	10	allow	allow	VERB
futech-402	217	11	for	for	ADP
futech-402	217	12	cross	cross	ADJ
futech-402	217	13	-	-	ADJ
futech-402	217	14	organizational	organizational	ADJ
futech-402	217	15	collaboration	collaboration	NOUN
futech-402	217	16	and	and	CCONJ
futech-402	217	17	learning	learning	NOUN
futech-402	217	18	while	while	SCONJ
futech-402	217	19	safeguarding	safeguard	VERB
futech-402	217	20	sensitive	sensitive	ADJ
futech-402	217	21	customer	customer	NOUN
futech-402	217	22	data	datum	NOUN
futech-402	217	23	bolsters	bolster	VERB
futech-402	217	24	the	the	DET
futech-402	217	25	integration	integration	NOUN
futech-402	217	26	of	of	ADP
futech-402	217	27	federated	federated	ADJ
futech-402	217	28	learning	learning	NOUN
futech-402	217	29	frameworks	framework	NOUN
futech-402	217	30	[	[	X
futech-402	217	31	39	39	NUM
futech-402	217	32	]	]	PUNCT
futech-402	217	33	.	.	PUNCT
futech-402	218	1	adaptive	adaptive	ADJ
futech-402	218	2	marketing	marketing	NOUN
futech-402	218	3	strategies	strategy	NOUN
futech-402	218	4	developed	develop	VERB
futech-402	218	5	through	through	ADP
futech-402	218	6	reinforcement	reinforcement	NOUN
futech-402	218	7	learning	learning	NOUN
futech-402	218	8	that	that	DET
futech-402	218	9	optimise	optimise	ADJ
futech-402	218	10	campaign	campaign	NOUN
futech-402	218	11	effectiveness	effectiveness	NOUN
futech-402	218	12	via	via	ADP
futech-402	218	13	ongoing	ongoing	ADJ
futech-402	218	14	engagement	engagement	NOUN
futech-402	218	15	with	with	ADP
futech-402	218	16	responsive	responsive	ADJ
futech-402	218	17	customers	customer	NOUN
futech-402	218	18	offer	offer	VERB
futech-402	218	19	untapped	untapped	ADJ
futech-402	218	20	potential	potential	NOUN
futech-402	218	21	[	[	X
futech-402	218	22	40	40	NUM
futech-402	218	23	]	]	PUNCT
futech-402	218	24	.	.	PUNCT
futech-402	219	1	the	the	DET
futech-402	219	2	modeling	modeling	NOUN
futech-402	219	3	of	of	ADP
futech-402	219	4	customer	customer	NOUN
futech-402	219	5	behavior	behavior	NOUN
futech-402	219	6	across	across	ADP
futech-402	219	7	interrelated	interrelated	ADJ
futech-402	219	8	platforms	platform	NOUN
futech-402	219	9	is	be	AUX
futech-402	219	10	a	a	DET
futech-402	219	11	remarkable	remarkable	ADJ
futech-402	219	12	area	area	NOUN
futech-402	219	13	of	of	ADP
futech-402	219	14	further	further	ADJ
futech-402	219	15	study	study	NOUN
futech-402	219	16	,	,	PUNCT
futech-402	219	17	providing	provide	VERB
futech-402	219	18	an	an	DET
futech-402	219	19	integrated	integrated	ADJ
futech-402	219	20	understanding	understanding	NOUN
futech-402	219	21	of	of	ADP
futech-402	219	22	client	client	NOUN
futech-402	219	23	engagement	engagement	NOUN
futech-402	219	24	with	with	ADP
futech-402	219	25	multichannel	multichannel	NOUN
futech-402	219	26	marketing	marketing	NOUN
futech-402	219	27	on	on	ADP
futech-402	219	28	multiple	multiple	ADJ
futech-402	219	29	digital	digital	ADJ
futech-402	219	30	platforms	platform	NOUN
futech-402	219	31	.	.	PUNCT
futech-402	220	1	real	real	ADJ
futech-402	220	2	-	-	PUNCT
futech-402	220	3	time	time	NOUN
futech-402	220	4	multimodal	multimodal	NOUN
futech-402	220	5	fusion	fusion	NOUN
futech-402	220	6	architectures	architecture	NOUN
futech-402	220	7	with	with	ADP
futech-402	220	8	balanced	balanced	ADJ
futech-402	220	9	predictive	predictive	ADJ
futech-402	220	10	precision	precision	NOUN
futech-402	220	11	and	and	CCONJ
futech-402	220	12	computational	computational	ADJ
futech-402	220	13	resource	resource	NOUN
futech-402	220	14	expenditure	expenditure	NOUN
futech-402	220	15	still	still	ADV
futech-402	220	16	pose	pose	VERB
futech-402	220	17	a	a	DET
futech-402	220	18	problem	problem	NOUN
futech-402	220	19	requiring	require	VERB
futech-402	220	20	new	new	ADJ
futech-402	220	21	algorithmic	algorithmic	ADJ
futech-402	220	22	innovations	innovation	NOUN
futech-402	220	23	figure	figure	VERB
futech-402	220	24	7	7	NUM
futech-402	220	25	.	.	PUNCT
futech-402	220	26	marketing	marketing	NOUN
futech-402	220	27	strategy	strategy	NOUN
futech-402	220	28	optimization	optimization	NOUN
futech-402	220	29	effects	effect	NOUN
futech-402	220	30	:	:	PUNCT
futech-402	220	31	performance	performance	NOUN
futech-402	220	32	comparison	comparison	NOUN
futech-402	220	33	(	(	PUNCT
futech-402	220	34	a	a	NOUN
futech-402	220	35	)	)	PUNCT
futech-402	220	36	conversion	conversion	NOUN
futech-402	220	37	rate	rate	NOUN
futech-402	220	38	enhancement	enhancement	NOUN
futech-402	220	39	,	,	PUNCT
futech-402	220	40	(	(	PUNCT
futech-402	220	41	b	b	X
futech-402	220	42	)	)	PUNCT
futech-402	220	43	roi	roi	NOUN
futech-402	220	44	performance	performance	NOUN
futech-402	220	45	enhancement	enhancement	NOUN
futech-402	220	46	,	,	PUNCT
futech-402	220	47	(	(	PUNCT
futech-402	220	48	c	c	X
futech-402	220	49	)	)	PUNCT
futech-402	220	50	click	click	VERB
futech-402	220	51	-	-	PUNCT
futech-402	220	52	through	through	ADP
futech-402	220	53	rate	rate	NOUN
futech-402	220	54	improvement	improvement	NOUN
futech-402	220	55	,	,	PUNCT
futech-402	220	56	(	(	PUNCT
futech-402	220	57	d	d	X
futech-402	220	58	)	)	PUNCT
futech-402	220	59	revenue	revenue	NOUN
futech-402	220	60	per	per	ADP
futech-402	220	61	user	user	NOUN
futech-402	220	62	enhancement	enhancement	NOUN
futech-402	220	63	x.	x.	PROPN
futech-402	220	64	nie	nie	PROPN
futech-402	220	65	&	&	CCONJ
futech-402	220	66	fs	fs	PROPN
futech-402	220	67	.	.	PROPN
futech-402	221	1	ahmad	ahmad	PROPN
futech-402	221	2	/future	/future	PROPN
futech-402	221	3	technology	technology	PROPN
futech-402	221	4	november	november	PROPN
futech-402	221	5	2025|	2025|	NUM
futech-402	221	6	volume	volume	NOUN
futech-402	221	7	04	04	NUM
futech-402	222	1	|	|	ADV
futech-402	222	2	issue	issue	VERB
futech-402	222	3	04	04	NUM
futech-402	223	1	|	|	CCONJ
futech-402	223	2	pages	page	VERB
futech-402	223	3	12	12	NUM
futech-402	223	4	-	-	SYM
futech-402	223	5	23	23	NUM
futech-402	223	6	21	21	NUM
futech-402	223	7	and	and	CCONJ
futech-402	223	8	hardware	hardware	NOUN
futech-402	223	9	optimization	optimization	NOUN
futech-402	223	10	techniques	technique	NOUN
futech-402	223	11	.	.	PUNCT
futech-402	224	1	several	several	ADJ
futech-402	224	2	promising	promising	ADJ
futech-402	224	3	avenues	avenue	NOUN
futech-402	224	4	warrant	warrant	VERB
futech-402	224	5	investigation	investigation	NOUN
futech-402	224	6	.	.	PUNCT
futech-402	225	1	privacy	privacy	NOUN
futech-402	225	2	-	-	PUNCT
futech-402	225	3	preserving	preserve	VERB
futech-402	225	4	multimodal	multimodal	NOUN
futech-402	225	5	architectures	architecture	NOUN
futech-402	225	6	using	use	VERB
futech-402	225	7	federated	federated	ADJ
futech-402	225	8	learning	learning	NOUN
futech-402	225	9	could	could	AUX
futech-402	225	10	enable	enable	VERB
futech-402	225	11	cross	cross	ADJ
futech-402	225	12	-	-	ADJ
futech-402	225	13	organizational	organizational	ADJ
futech-402	225	14	collaboration	collaboration	NOUN
futech-402	225	15	while	while	SCONJ
futech-402	225	16	maintaining	maintain	VERB
futech-402	225	17	data	datum	NOUN
futech-402	225	18	sovereignty	sovereignty	NOUN
futech-402	225	19	.	.	PUNCT
futech-402	226	1	real	real	ADJ
futech-402	226	2	-	-	PUNCT
futech-402	226	3	time	time	NOUN
futech-402	226	4	adaptation	adaptation	NOUN
futech-402	226	5	mechanisms	mechanism	NOUN
futech-402	226	6	through	through	ADP
futech-402	226	7	reinforcement	reinforcement	NOUN
futech-402	226	8	learning	learning	NOUN
futech-402	226	9	could	could	AUX
futech-402	226	10	optimize	optimize	VERB
futech-402	226	11	campaigns	campaign	NOUN
futech-402	226	12	dynamically	dynamically	ADV
futech-402	226	13	based	base	VERB
futech-402	226	14	on	on	ADP
futech-402	226	15	customer	customer	NOUN
futech-402	226	16	responses	response	NOUN
futech-402	226	17	.	.	PUNCT
futech-402	227	1	cross	cross	ADJ
futech-402	227	2	-	-	ADJ
futech-402	227	3	platform	platform	ADJ
futech-402	227	4	behavior	behavior	NOUN
futech-402	227	5	modeling	modeling	NOUN
futech-402	227	6	across	across	ADP
futech-402	227	7	social	social	ADJ
futech-402	227	8	media	medium	NOUN
futech-402	227	9	,	,	PUNCT
futech-402	227	10	mobile	mobile	ADJ
futech-402	227	11	apps	app	NOUN
futech-402	227	12	,	,	PUNCT
futech-402	227	13	and	and	CCONJ
futech-402	227	14	web	web	NOUN
futech-402	227	15	interfaces	interface	NOUN
futech-402	227	16	could	could	AUX
futech-402	227	17	provide	provide	VERB
futech-402	227	18	more	more	ADV
futech-402	227	19	comprehensive	comprehensive	ADJ
futech-402	227	20	customer	customer	NOUN
futech-402	227	21	understanding	understanding	NOUN
futech-402	227	22	.	.	PUNCT
futech-402	228	1	edge	edge	NOUN
futech-402	228	2	computing	compute	VERB
futech-402	228	3	implementations	implementation	NOUN
futech-402	228	4	could	could	AUX
futech-402	228	5	reduce	reduce	VERB
futech-402	228	6	latency	latency	NOUN
futech-402	228	7	and	and	CCONJ
futech-402	228	8	computational	computational	ADJ
futech-402	228	9	costs	cost	NOUN
futech-402	228	10	for	for	ADP
futech-402	228	11	real	real	ADJ
futech-402	228	12	-	-	PUNCT
futech-402	228	13	time	time	NOUN
futech-402	228	14	personalization	personalization	NOUN
futech-402	228	15	.	.	PUNCT
futech-402	229	1	additionally	additionally	ADV
futech-402	229	2	,	,	PUNCT
futech-402	229	3	investigating	investigate	VERB
futech-402	229	4	the	the	DET
futech-402	229	5	framework	framework	NOUN
futech-402	229	6	's	's	PART
futech-402	229	7	generalizability	generalizability	NOUN
futech-402	229	8	across	across	ADP
futech-402	229	9	different	different	ADJ
futech-402	229	10	industries	industry	NOUN
futech-402	229	11	and	and	CCONJ
futech-402	229	12	cultural	cultural	ADJ
futech-402	229	13	contexts	context	NOUN
futech-402	229	14	would	would	AUX
futech-402	229	15	enhance	enhance	VERB
futech-402	229	16	its	its	PRON
futech-402	229	17	practical	practical	ADJ
futech-402	229	18	applicability	applicability	NOUN
futech-402	229	19	.	.	PUNCT
futech-402	230	1	5	5	X
futech-402	230	2	.	.	X
futech-402	230	3	conclusion	conclusion	NOUN
futech-402	230	4	this	this	DET
futech-402	230	5	study	study	NOUN
futech-402	230	6	develops	develop	VERB
futech-402	230	7	an	an	DET
futech-402	230	8	integrated	integrated	ADJ
futech-402	230	9	multimodal	multimodal	NOUN
futech-402	230	10	data	datum	NOUN
futech-402	230	11	fusion	fusion	NOUN
futech-402	230	12	framework	framework	NOUN
futech-402	230	13	that	that	PRON
futech-402	230	14	enhances	enhance	VERB
futech-402	230	15	precision	precision	NOUN
futech-402	230	16	customer	customer	NOUN
futech-402	230	17	marketing	marketing	NOUN
futech-402	230	18	with	with	ADP
futech-402	230	19	deep	deep	ADJ
futech-402	230	20	learning	learning	NOUN
futech-402	230	21	models	model	NOUN
futech-402	230	22	.	.	PUNCT
futech-402	231	1	its	its	PRON
futech-402	231	2	implementation	implementation	NOUN
futech-402	231	3	showed	show	VERB
futech-402	231	4	marked	mark	VERB
futech-402	231	5	improvements	improvement	NOUN
futech-402	231	6	in	in	ADP
futech-402	231	7	crucial	crucial	ADJ
futech-402	231	8	business	business	NOUN
futech-402	231	9	outcomes	outcome	NOUN
futech-402	231	10	,	,	PUNCT
futech-402	231	11	including	include	VERB
futech-402	231	12	conversion	conversion	NOUN
futech-402	231	13	rate	rate	NOUN
futech-402	231	14	increases	increase	NOUN
futech-402	231	15	of	of	ADP
futech-402	231	16	43.5	43.5	NUM
futech-402	231	17	%	%	NOUN
futech-402	231	18	,	,	PUNCT
futech-402	231	19	roi	roi	NOUN
futech-402	231	20	increases	increase	NOUN
futech-402	231	21	of	of	ADP
futech-402	231	22	56.8	56.8	NUM
futech-402	231	23	%	%	NOUN
futech-402	231	24	,	,	PUNCT
futech-402	231	25	and	and	CCONJ
futech-402	231	26	click	click	VERB
futech-402	231	27	-	-	PUNCT
futech-402	231	28	through	through	ADP
futech-402	231	29	rate	rate	NOUN
futech-402	231	30	increases	increase	NOUN
futech-402	231	31	of	of	ADP
futech-402	231	32	81.3	81.3	NUM
futech-402	231	33	%	%	NOUN
futech-402	231	34	when	when	SCONJ
futech-402	231	35	compared	compare	VERB
futech-402	231	36	to	to	ADP
futech-402	231	37	baseline	baseline	ADJ
futech-402	231	38	methods	method	NOUN
futech-402	231	39	.	.	PUNCT
futech-402	232	1	the	the	DET
futech-402	232	2	framework	framework	NOUN
futech-402	232	3	merges	merge	VERB
futech-402	232	4	various	various	ADJ
futech-402	232	5	modalities	modality	NOUN
futech-402	232	6	such	such	ADJ
futech-402	232	7	as	as	ADP
futech-402	232	8	text	text	NOUN
futech-402	232	9	reviews	review	NOUN
futech-402	232	10	,	,	PUNCT
futech-402	232	11	behavioural	behavioural	ADJ
futech-402	232	12	data	datum	NOUN
futech-402	232	13	,	,	PUNCT
futech-402	232	14	and	and	CCONJ
futech-402	232	15	transactional	transactional	ADJ
futech-402	232	16	data	datum	NOUN
futech-402	232	17	with	with	ADP
futech-402	232	18	service	service	NOUN
futech-402	232	19	context	context	NOUN
futech-402	232	20	indicators	indicator	NOUN
futech-402	232	21	using	use	VERB
futech-402	232	22	attention	attention	NOUN
futech-402	232	23	-	-	PUNCT
futech-402	232	24	based	base	VERB
futech-402	232	25	fusion	fusion	NOUN
futech-402	232	26	,	,	PUNCT
futech-402	232	27	exposing	expose	VERB
futech-402	232	28	intricate	intricate	ADJ
futech-402	232	29	interactions	interaction	NOUN
futech-402	232	30	between	between	ADP
futech-402	232	31	perceived	perceive	VERB
futech-402	232	32	service	service	NOUN
futech-402	232	33	quality	quality	NOUN
futech-402	232	34	and	and	CCONJ
futech-402	232	35	customer	customer	NOUN
futech-402	232	36	loyalty	loyalty	NOUN
futech-402	232	37	.	.	PUNCT
futech-402	233	1	the	the	DET
futech-402	233	2	performance	performance	NOUN
futech-402	233	3	benchmarks	benchmark	NOUN
futech-402	233	4	were	be	AUX
futech-402	233	5	validated	validate	VERB
futech-402	233	6	empirically	empirically	ADV
futech-402	233	7	over	over	ADP
futech-402	233	8	a	a	DET
futech-402	233	9	sample	sample	NOUN
futech-402	233	10	of	of	ADP
futech-402	233	11	15,420	15,420	NUM
futech-402	233	12	customers	customer	NOUN
futech-402	233	13	,	,	PUNCT
futech-402	233	14	all	all	DET
futech-402	233	15	performance	performance	NOUN
futech-402	233	16	improvements	improvement	NOUN
futech-402	233	17	were	be	AUX
futech-402	233	18	statistically	statistically	ADV
futech-402	233	19	confirmed	confirm	VERB
futech-402	233	20	alongside	alongside	ADP
futech-402	233	21	model	model	NOUN
futech-402	233	22	interpretability	interpretability	NOUN
futech-402	233	23	through	through	ADP
futech-402	233	24	shap	shap	NOUN
futech-402	233	25	-	-	PUNCT
futech-402	233	26	based	base	VERB
futech-402	233	27	explanations	explanation	NOUN
futech-402	233	28	,	,	PUNCT
futech-402	233	29	fulfilling	fulfil	VERB
futech-402	233	30	primary	primary	ADJ
futech-402	233	31	criteria	criterion	NOUN
futech-402	233	32	for	for	ADP
futech-402	233	33	real	real	ADJ
futech-402	233	34	-	-	PUNCT
futech-402	233	35	world	world	NOUN
futech-402	233	36	application	application	NOUN
futech-402	233	37	in	in	ADP
futech-402	233	38	competitive	competitive	ADJ
futech-402	233	39	marketing	marketing	NOUN
futech-402	233	40	scenarios	scenario	NOUN
futech-402	233	41	.	.	PUNCT
futech-402	234	1	the	the	DET
futech-402	234	2	innovative	innovative	ADJ
futech-402	234	3	strategies	strategy	NOUN
futech-402	234	4	of	of	ADP
futech-402	234	5	leveraging	leverage	VERB
futech-402	234	6	information	information	NOUN
futech-402	234	7	and	and	CCONJ
futech-402	234	8	communications	communication	NOUN
futech-402	234	9	technology	technology	NOUN
futech-402	234	10	(	(	PUNCT
futech-402	234	11	ict	ict	PROPN
futech-402	234	12	)	)	PUNCT
futech-402	234	13	in	in	ADP
futech-402	234	14	the	the	DET
futech-402	234	15	business	business	NOUN
futech-402	234	16	world	world	NOUN
futech-402	234	17	have	have	AUX
futech-402	234	18	evolved	evolve	VERB
futech-402	234	19	customer	customer	NOUN
futech-402	234	20	relations	relation	NOUN
futech-402	234	21	and	and	CCONJ
futech-402	234	22	digital	digital	ADJ
futech-402	234	23	marketing	marketing	NOUN
futech-402	234	24	to	to	ADP
futech-402	234	25	a	a	DET
futech-402	234	26	whole	whole	ADJ
futech-402	234	27	new	new	ADJ
futech-402	234	28	level	level	NOUN
futech-402	234	29	.	.	PUNCT
futech-402	235	1	this	this	DET
futech-402	235	2	study	study	NOUN
futech-402	235	3	validates	validate	VERB
futech-402	235	4	that	that	SCONJ
futech-402	235	5	comprehensive	comprehensive	ADJ
futech-402	235	6	multimodal	multimodal	NOUN
futech-402	235	7	integration	integration	NOUN
futech-402	235	8	is	be	AUX
futech-402	235	9	more	more	ADV
futech-402	235	10	advantageous	advantageous	ADJ
futech-402	235	11	than	than	ADP
futech-402	235	12	working	work	VERB
futech-402	235	13	with	with	ADP
futech-402	235	14	a	a	DET
futech-402	235	15	single	single	ADJ
futech-402	235	16	-	-	PUNCT
futech-402	235	17	modality	modality	NOUN
futech-402	235	18	approach	approach	NOUN
futech-402	235	19	by	by	ADP
futech-402	235	20	demonstrating	demonstrate	VERB
futech-402	235	21	that	that	SCONJ
futech-402	235	22	such	such	DET
futech-402	235	23	an	an	DET
futech-402	235	24	approach	approach	NOUN
futech-402	235	25	offers	offer	VERB
futech-402	235	26	synergistic	synergistic	ADJ
futech-402	235	27	effects	effect	NOUN
futech-402	235	28	that	that	PRON
futech-402	235	29	are	be	AUX
futech-402	235	30	far	far	ADV
futech-402	235	31	greater	great	ADJ
futech-402	235	32	than	than	ADP
futech-402	235	33	any	any	DET
futech-402	235	34	single	single	ADJ
futech-402	235	35	approach	approach	NOUN
futech-402	235	36	.	.	PUNCT
futech-402	236	1	this	this	PRON
futech-402	236	2	serves	serve	VERB
futech-402	236	3	as	as	ADP
futech-402	236	4	a	a	DET
futech-402	236	5	testament	testament	NOUN
futech-402	236	6	to	to	ADP
futech-402	236	7	more	more	ADV
futech-402	236	8	advanced	advanced	ADJ
futech-402	236	9	data	data	NOUN
futech-402	236	10	fusion	fusion	NOUN
futech-402	236	11	techniques	technique	NOUN
futech-402	236	12	in	in	ADP
futech-402	236	13	appreciating	appreciate	VERB
futech-402	236	14	the	the	DET
futech-402	236	15	complex	complex	ADJ
futech-402	236	16	relationships	relationship	NOUN
futech-402	236	17	customers	customer	NOUN
futech-402	236	18	have	have	VERB
futech-402	236	19	with	with	ADP
futech-402	236	20	brands	brand	NOUN
futech-402	236	21	.	.	PUNCT
futech-402	237	1	the	the	DET
futech-402	237	2	study	study	NOUN
futech-402	237	3	demonstrates	demonstrate	VERB
futech-402	237	4	that	that	SCONJ
futech-402	237	5	high	high	ADJ
futech-402	237	6	-	-	PUNCT
futech-402	237	7	value	value	NOUN
futech-402	237	8	customers	customer	NOUN
futech-402	237	9	and	and	CCONJ
futech-402	237	10	regular	regular	ADJ
futech-402	237	11	customers	customer	NOUN
futech-402	237	12	emphasise	emphasise	VERB
futech-402	237	13	different	different	ADJ
futech-402	237	14	aspects	aspect	NOUN
futech-402	237	15	of	of	ADP
futech-402	237	16	service	service	NOUN
futech-402	237	17	,	,	PUNCT
futech-402	237	18	with	with	ADP
futech-402	237	19	the	the	DET
futech-402	237	20	former	former	ADJ
futech-402	237	21	focusing	focus	VERB
futech-402	237	22	on	on	ADP
futech-402	237	23	efficiency	efficiency	NOUN
futech-402	237	24	and	and	CCONJ
futech-402	237	25	specialised	specialised	ADJ
futech-402	237	26	technical	technical	ADJ
futech-402	237	27	skills	skill	NOUN
futech-402	237	28	,	,	PUNCT
futech-402	237	29	while	while	SCONJ
futech-402	237	30	the	the	DET
futech-402	237	31	latter	latter	ADJ
futech-402	237	32	centres	centre	NOUN
futech-402	237	33	on	on	ADP
futech-402	237	34	people	people	NOUN
futech-402	237	35	-	-	PUNCT
futech-402	237	36	oriented	orient	VERB
futech-402	237	37	services	service	NOUN
futech-402	237	38	.	.	PUNCT
futech-402	238	1	this	this	PRON
futech-402	238	2	results	result	VERB
futech-402	238	3	from	from	ADP
futech-402	238	4	quantifying	quantify	VERB
futech-402	238	5	perceptions	perception	NOUN
futech-402	238	6	of	of	ADP
futech-402	238	7	service	service	NOUN
futech-402	238	8	quality	quality	NOUN
futech-402	238	9	across	across	ADP
futech-402	238	10	different	different	ADJ
futech-402	238	11	segments	segment	NOUN
futech-402	238	12	,	,	PUNCT
futech-402	238	13	showing	show	VERB
futech-402	238	14	that	that	SCONJ
futech-402	238	15	marketing	marketing	NOUN
futech-402	238	16	can	can	AUX
futech-402	238	17	optimise	optimise	VERB
futech-402	238	18	resources	resource	NOUN
futech-402	238	19	with	with	ADP
futech-402	238	20	tailored	tailored	ADJ
futech-402	238	21	tactics	tactic	NOUN
futech-402	238	22	to	to	ADP
futech-402	238	23	different	different	ADJ
futech-402	238	24	customer	customer	NOUN
futech-402	238	25	segments	segment	NOUN
futech-402	238	26	.	.	PUNCT
futech-402	239	1	crossdomain	crossdomain	VERB
futech-402	239	2	integrated	integrate	VERB
futech-402	239	3	customer	customer	NOUN
futech-402	239	4	behaviour	behaviour	NOUN
futech-402	239	5	prediction	prediction	NOUN
futech-402	239	6	and	and	CCONJ
futech-402	239	7	digital	digital	ADJ
futech-402	239	8	interaction	interaction	NOUN
futech-402	239	9	conceptualisation	conceptualisation	NOUN
futech-402	239	10	give	give	VERB
futech-402	239	11	complete	complete	ADJ
futech-402	239	12	interaction	interaction	NOUN
futech-402	239	13	with	with	ADP
futech-402	239	14	customers	customer	NOUN
futech-402	239	15	across	across	ADP
futech-402	239	16	varying	vary	VERB
futech-402	239	17	platforms	platform	NOUN
futech-402	239	18	for	for	ADP
futech-402	239	19	monitoring	monitoring	NOUN
futech-402	239	20	and	and	CCONJ
futech-402	239	21	analysis	analysis	NOUN
futech-402	239	22	under	under	ADP
futech-402	239	23	adaptive	adaptive	ADJ
futech-402	239	24	reinforcement	reinforcement	NOUN
futech-402	239	25	learning	learning	NOUN
futech-402	239	26	techniques	technique	NOUN
futech-402	239	27	to	to	PART
futech-402	239	28	change	change	VERB
futech-402	239	29	marketing	marketing	NOUN
futech-402	239	30	policy	policy	NOUN
futech-402	239	31	dynamically	dynamically	ADV
futech-402	239	32	for	for	ADP
futech-402	239	33	different	different	ADJ
futech-402	239	34	ict	ict	NOUN
futech-402	239	35	governed	govern	VERB
futech-402	239	36	devices	device	NOUN
futech-402	239	37	,	,	PUNCT
futech-402	239	38	away	away	ADV
futech-402	239	39	from	from	ADP
futech-402	239	40	packed	packed	ADJ
futech-402	239	41	traditional	traditional	ADJ
futech-402	239	42	chauvinistic	chauvinistic	ADJ
futech-402	239	43	marketing	marketing	NOUN
futech-402	239	44	policy	policy	NOUN
futech-402	239	45	driven	drive	VERB
futech-402	239	46	devices	device	NOUN
futech-402	239	47	,	,	PUNCT
futech-402	239	48	preserving	preserve	VERB
futech-402	239	49	customer	customer	NOUN
futech-402	239	50	privacy	privacy	NOUN
futech-402	239	51	under	under	ADP
futech-402	239	52	federated	federated	ADJ
futech-402	239	53	learning	learning	NOUN
futech-402	239	54	systems	system	NOUN
futech-402	239	55	set	set	VERB
futech-402	239	56	the	the	DET
futech-402	239	57	stage	stage	NOUN
futech-402	239	58	for	for	ADP
futech-402	239	59	further	further	ADJ
futech-402	239	60	work	work	NOUN
futech-402	239	61	topics	topic	NOUN
futech-402	239	62	.	.	PUNCT
futech-402	240	1	the	the	DET
futech-402	240	2	digital	digital	ADJ
futech-402	240	3	touchpoints	touchpoint	NOUN
futech-402	240	4	of	of	ADP
futech-402	240	5	interaction	interaction	NOUN
futech-402	240	6	act	act	NOUN
futech-402	240	7	as	as	ADP
futech-402	240	8	a	a	DET
futech-402	240	9	reason	reason	NOUN
futech-402	240	10	for	for	ADP
futech-402	240	11	concern	concern	NOUN
futech-402	240	12	due	due	ADP
futech-402	240	13	to	to	ADP
futech-402	240	14	the	the	DET
futech-402	240	15	validation	validation	NOUN
futech-402	240	16	challenge	challenge	NOUN
futech-402	240	17	for	for	ADP
futech-402	240	18	accurate	accurate	ADJ
futech-402	240	19	computation	computation	NOUN
futech-402	240	20	with	with	ADP
futech-402	240	21	sufficient	sufficient	ADJ
futech-402	240	22	retention	retention	NOUN
futech-402	240	23	of	of	ADP
futech-402	240	24	information	information	NOUN
futech-402	240	25	and	and	CCONJ
futech-402	240	26	real	real	ADJ
futech-402	240	27	-	-	PUNCT
futech-402	240	28	time	time	NOUN
futech-402	240	29	functionality	functionality	NOUN
futech-402	240	30	,	,	PUNCT
futech-402	240	31	creating	create	VERB
futech-402	240	32	rationale	rationale	NOUN
futech-402	240	33	for	for	ADP
futech-402	240	34	improved	improved	ADJ
futech-402	240	35	machine	machine	NOUN
futech-402	240	36	learning	learning	NOUN
futech-402	240	37	designs	design	NOUN
futech-402	240	38	claiming	claim	VERB
futech-402	240	39	efficient	efficient	ADJ
futech-402	240	40	computation	computation	NOUN
futech-402	240	41	under	under	ADP
futech-402	240	42	operational	operational	ADJ
futech-402	240	43	temporal	temporal	ADJ
futech-402	240	44	constraints	constraint	NOUN
futech-402	240	45	that	that	PRON
futech-402	240	46	preserve	preserve	VERB
futech-402	240	47	accuracy	accuracy	NOUN
futech-402	240	48	for	for	ADP
futech-402	240	49	predictive	predictive	ADJ
futech-402	240	50	assessment	assessment	NOUN
futech-402	240	51	.	.	PUNCT
futech-402	241	1	with	with	ADP
futech-402	241	2	an	an	DET
futech-402	241	3	intention	intention	NOUN
futech-402	241	4	for	for	ADP
futech-402	241	5	responsive	responsive	ADJ
futech-402	241	6	customer	customer	NOUN
futech-402	241	7	relationship	relationship	NOUN
futech-402	241	8	management	management	NOUN
futech-402	241	9	2.0	2.0	NUM
futech-402	241	10	,	,	PUNCT
futech-402	241	11	amplifying	amplify	VERB
futech-402	241	12	customer	customer	NOUN
futech-402	241	13	interaction	interaction	NOUN
futech-402	241	14	in	in	ADP
futech-402	241	15	witty	witty	ADJ
futech-402	241	16	response	response	NOUN
futech-402	241	17	to	to	ADP
futech-402	241	18	their	their	PRON
futech-402	241	19	overwhelming	overwhelming	ADJ
futech-402	241	20	need	need	NOUN
futech-402	241	21	under	under	ADP
futech-402	241	22	ict	ict	NOUN
futech-402	241	23	automation	automation	NOUN
futech-402	241	24	,	,	PUNCT
futech-402	241	25	advancing	advance	VERB
futech-402	241	26	precision	precision	NOUN
futech-402	241	27	marketing	marketing	NOUN
futech-402	241	28	,	,	PUNCT
futech-402	241	29	reinforced	reinforce	VERB
futech-402	241	30	by	by	ADP
futech-402	241	31	the	the	DET
futech-402	241	32	study	study	NOUN
futech-402	241	33	results	result	NOUN
futech-402	241	34	,	,	PUNCT
futech-402	241	35	tackles	tackle	VERB
futech-402	241	36	core	core	NOUN
futech-402	241	37	challenges	challenge	NOUN
futech-402	241	38	in	in	ADP
futech-402	241	39	implementing	implement	VERB
futech-402	241	40	persuasive	persuasive	ADJ
futech-402	241	41	marketing	marketing	NOUN
futech-402	241	42	strategies	strategy	NOUN
futech-402	241	43	,	,	PUNCT
futech-402	241	44	exploiting	exploit	VERB
futech-402	241	45	ever	ever	ADV
futech-402	241	46	-	-	PUNCT
futech-402	241	47	evolving	evolve	VERB
futech-402	241	48	potentials	potential	NOUN
futech-402	241	49	in	in	ADP
futech-402	241	50	the	the	DET
futech-402	241	51	digital	digital	PROPN
futech-402	241	52	business	business	NOUN
futech-402	241	53	environment	environment	NOUN
futech-402	241	54	.	.	PUNCT
futech-402	242	1	ethical	ethical	ADJ
futech-402	242	2	issue	issue	NOUN
futech-402	242	3	the	the	DET
futech-402	242	4	authors	author	NOUN
futech-402	242	5	are	be	AUX
futech-402	242	6	aware	aware	ADJ
futech-402	242	7	of	of	ADP
futech-402	242	8	and	and	CCONJ
futech-402	242	9	comply	comply	ADJ
futech-402	242	10	with	with	ADP
futech-402	242	11	best	good	ADJ
futech-402	242	12	practices	practice	NOUN
futech-402	242	13	in	in	ADP
futech-402	242	14	publication	publication	NOUN
futech-402	242	15	ethics	ethic	NOUN
futech-402	242	16	,	,	PUNCT
futech-402	242	17	specifically	specifically	ADV
futech-402	242	18	with	with	ADP
futech-402	242	19	regard	regard	NOUN
futech-402	242	20	to	to	ADP
futech-402	242	21	authorship	authorship	NOUN
futech-402	242	22	(	(	PUNCT
futech-402	242	23	avoidance	avoidance	NOUN
futech-402	242	24	of	of	ADP
futech-402	242	25	guest	guest	NOUN
futech-402	242	26	authorship	authorship	NOUN
futech-402	242	27	)	)	PUNCT
futech-402	242	28	,	,	PUNCT
futech-402	242	29	dual	dual	ADJ
futech-402	242	30	submission	submission	NOUN
futech-402	242	31	,	,	PUNCT
futech-402	242	32	manipulation	manipulation	NOUN
futech-402	242	33	of	of	ADP
futech-402	242	34	figures	figure	NOUN
futech-402	242	35	,	,	PUNCT
futech-402	242	36	competing	compete	VERB
futech-402	242	37	interests	interest	NOUN
futech-402	242	38	,	,	PUNCT
futech-402	242	39	and	and	CCONJ
futech-402	242	40	compliance	compliance	NOUN
futech-402	242	41	with	with	ADP
futech-402	242	42	policies	policy	NOUN
futech-402	242	43	on	on	ADP
futech-402	242	44	research	research	NOUN
futech-402	242	45	ethics	ethic	NOUN
futech-402	242	46	.	.	PUNCT
futech-402	243	1	the	the	DET
futech-402	243	2	authors	author	NOUN
futech-402	243	3	adhere	adhere	VERB
futech-402	243	4	to	to	ADP
futech-402	243	5	publication	publication	NOUN
futech-402	243	6	requirements	requirement	NOUN
futech-402	243	7	that	that	SCONJ
futech-402	243	8	the	the	DET
futech-402	243	9	submitted	submit	VERB
futech-402	243	10	work	work	NOUN
futech-402	243	11	is	be	AUX
futech-402	243	12	original	original	ADJ
futech-402	243	13	and	and	CCONJ
futech-402	243	14	has	have	AUX
futech-402	243	15	not	not	PART
futech-402	243	16	been	be	AUX
futech-402	243	17	published	publish	VERB
futech-402	243	18	elsewhere	elsewhere	ADV
futech-402	243	19	.	.	PUNCT
futech-402	244	1	data	datum	NOUN
futech-402	244	2	availability	availability	NOUN
futech-402	244	3	statement	statement	NOUN
futech-402	244	4	the	the	DET
futech-402	244	5	manuscript	manuscript	NOUN
futech-402	244	6	contains	contain	VERB
futech-402	244	7	all	all	DET
futech-402	244	8	the	the	DET
futech-402	244	9	data	datum	NOUN
futech-402	244	10	.	.	PUNCT
futech-402	245	1	however	however	ADV
futech-402	245	2	,	,	PUNCT
futech-402	245	3	more	more	ADJ
futech-402	245	4	data	datum	NOUN
futech-402	245	5	will	will	AUX
futech-402	245	6	be	be	AUX
futech-402	245	7	available	available	ADJ
futech-402	245	8	upon	upon	SCONJ
futech-402	245	9	request	request	NOUN
futech-402	245	10	from	from	ADP
futech-402	245	11	the	the	DET
futech-402	245	12	authors	author	NOUN
futech-402	245	13	.	.	PUNCT
futech-402	246	1	conflict	conflict	NOUN
futech-402	246	2	of	of	ADP
futech-402	246	3	interest	interest	NOUN
futech-402	246	4	the	the	DET
futech-402	246	5	authors	author	NOUN
futech-402	246	6	declare	declare	VERB
futech-402	246	7	no	no	DET
futech-402	246	8	potential	potential	ADJ
futech-402	246	9	conflict	conflict	NOUN
futech-402	246	10	of	of	ADP
futech-402	246	11	interest	interest	NOUN
futech-402	246	12	.	.	PUNCT
futech-402	247	1	references	reference	NOUN
futech-402	247	2	[	[	X
futech-402	247	3	1	1	X
futech-402	247	4	]	]	PUNCT
futech-402	247	5	j.	j.	PROPN
futech-402	247	6	gao	gao	PROPN
futech-402	247	7	,	,	PUNCT
futech-402	247	8	p.	p.	PROPN
futech-402	247	9	li	li	PROPN
futech-402	247	10	,	,	PUNCT
futech-402	247	11	z.	z.	PROPN
futech-402	247	12	chen	chen	PROPN
futech-402	247	13	,	,	PUNCT
futech-402	247	14	and	and	CCONJ
futech-402	247	15	j.	j.	PROPN
futech-402	247	16	zhang	zhang	PROPN
futech-402	247	17	,	,	PUNCT
futech-402	247	18	"	"	PUNCT
futech-402	247	19	a	a	DET
futech-402	247	20	survey	survey	NOUN
futech-402	247	21	on	on	ADP
futech-402	247	22	deep	deep	ADJ
futech-402	247	23	learning	learning	NOUN
futech-402	247	24	for	for	ADP
futech-402	247	25	multimodal	multimodal	ADJ
futech-402	247	26	data	datum	NOUN
futech-402	247	27	fusion	fusion	NOUN
futech-402	247	28	,	,	PUNCT
futech-402	247	29	"	"	PUNCT
futech-402	247	30	neural	neural	ADJ
futech-402	247	31	computation	computation	NOUN
futech-402	247	32	,	,	PUNCT
futech-402	247	33	vol	vol	NOUN
futech-402	247	34	.	.	PROPN
futech-402	247	35	32	32	NUM
futech-402	247	36	,	,	PUNCT
futech-402	247	37	no	no	INTJ
futech-402	247	38	.	.	NOUN
futech-402	247	39	5	5	NUM
futech-402	247	40	,	,	PUNCT
futech-402	247	41	pp	pp	ADJ
futech-402	247	42	.	.	PUNCT
futech-402	247	43	829	829	NUM
futech-402	247	44	-	-	SYM
futech-402	247	45	864	864	NUM
futech-402	247	46	,	,	PUNCT
futech-402	247	47	may	may	AUX
futech-402	247	48	2020	2020	NUM
futech-402	247	49	.	.	PUNCT
futech-402	248	1	doi	doi	NOUN
futech-402	248	2	:	:	PUNCT
futech-402	248	3	10.1162	10.1162	NUM
futech-402	248	4	/	/	SYM
futech-402	248	5	neco_a_01273	neco_a_01273	NOUN
futech-402	248	6	.	.	PUNCT
futech-402	249	1	[	[	X
futech-402	249	2	2	2	X
futech-402	249	3	]	]	PUNCT
futech-402	249	4	s.	s.	PROPN
futech-402	249	5	r.	r.	PROPN
futech-402	249	6	stahlschmidt	stahlschmidt	PROPN
futech-402	249	7	,	,	PUNCT
futech-402	249	8	b.	b.	PROPN
futech-402	249	9	ulfenborg	ulfenborg	PROPN
futech-402	249	10	,	,	PUNCT
futech-402	249	11	and	and	CCONJ
futech-402	249	12	j.	j.	PROPN
futech-402	249	13	synnergren	synnergren	PROPN
futech-402	249	14	,	,	PUNCT
futech-402	249	15	"	"	PUNCT
futech-402	249	16	multimodal	multimodal	ADJ
futech-402	249	17	deep	deep	ADJ
futech-402	249	18	learning	learning	NOUN
futech-402	249	19	for	for	ADP
futech-402	249	20	biomedical	biomedical	ADJ
futech-402	249	21	data	datum	NOUN
futech-402	249	22	fusion	fusion	NOUN
futech-402	249	23	:	:	PUNCT
futech-402	249	24	a	a	DET
futech-402	249	25	review	review	NOUN
futech-402	249	26	,	,	PUNCT
futech-402	249	27	"	"	PUNCT
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futech-402	249	29	in	in	ADP
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futech-402	249	31	,	,	PUNCT
futech-402	249	32	vol	vol	NOUN
futech-402	249	33	.	.	PROPN
futech-402	249	34	23	23	NUM
futech-402	249	35	,	,	PUNCT
futech-402	249	36	no	no	INTJ
futech-402	249	37	.	.	NOUN
futech-402	249	38	2	2	NUM
futech-402	249	39	,	,	PUNCT
futech-402	249	40	p.	p.	NOUN
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futech-402	249	42	,	,	PUNCT
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futech-402	249	44	10	10	NUM
futech-402	249	45	2022	2022	NUM
futech-402	249	46	.	.	PUNCT
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futech-402	250	2	:	:	PUNCT
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futech-402	250	5	bib	bib	NOUN
futech-402	250	6	/	/	SYM
futech-402	250	7	bbab569	bbab569	PROPN
futech-402	250	8	.	.	PUNCT
futech-402	251	1	[	[	X
futech-402	251	2	3	3	NUM
futech-402	251	3	]	]	X
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futech-402	251	5	césar	césar	PROPN
futech-402	251	6	,	,	PUNCT
futech-402	251	7	i.	i.	PROPN
futech-402	251	8	pereira	pereira	PROPN
futech-402	251	9	,	,	PUNCT
futech-402	251	10	f.	f.	PROPN
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futech-402	251	12	,	,	PUNCT
futech-402	251	13	v.	v.	PROPN
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futech-402	251	15	,	,	PUNCT
futech-402	251	16	s.	s.	PROPN
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futech-402	251	18	,	,	PUNCT
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futech-402	251	20	a.	a.	NOUN
futech-402	251	21	madureira	madureira	PROPN
futech-402	251	22	,	,	PUNCT
futech-402	251	23	"	"	PUNCT
futech-402	251	24	exploring	explore	VERB
futech-402	251	25	multimodal	multimodal	ADJ
futech-402	251	26	learning	learning	NOUN
futech-402	251	27	applications	application	NOUN
futech-402	251	28	in	in	ADP
futech-402	251	29	marketing	marketing	NOUN
futech-402	251	30	:	:	PUNCT
futech-402	251	31	a	a	DET
futech-402	251	32	critical	critical	ADJ
futech-402	251	33	perspective	perspective	NOUN
futech-402	251	34	,	,	PUNCT
futech-402	251	35	"	"	PUNCT
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futech-402	251	37	journal	journal	NOUN
futech-402	251	38	of	of	ADP
futech-402	251	39	hybrid	hybrid	ADJ
futech-402	251	40	intelligent	intelligent	ADJ
futech-402	251	41	systems	system	NOUN
futech-402	251	42	,	,	PUNCT
futech-402	251	43	vol	vol	NOUN
futech-402	251	44	.	.	PROPN
futech-402	251	45	21	21	NUM
futech-402	251	46	,	,	PUNCT
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futech-402	251	48	.	.	NOUN
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futech-402	251	50	,	,	PUNCT
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futech-402	251	52	.	.	PUNCT
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futech-402	252	2	-	-	SYM
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futech-402	252	4	,	,	PUNCT
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futech-402	252	6	.	.	PUNCT
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futech-402	252	8	/	/	SYM
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futech-402	252	10	.	.	PUNCT
futech-402	253	1	[	[	X
futech-402	253	2	4	4	NUM
futech-402	253	3	]	]	PUNCT
futech-402	253	4	l.	l.	PROPN
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futech-402	253	6	et	et	PROPN
futech-402	253	7	al	al	PROPN
futech-402	253	8	.	.	PROPN
futech-402	253	9	,	,	PUNCT
futech-402	253	10	"	"	PUNCT
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futech-402	253	15	:	:	PUNCT
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futech-402	253	17	,	,	PUNCT
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futech-402	253	20	,	,	PUNCT
futech-402	253	21	challenges	challenge	NOUN
futech-402	253	22	,	,	PUNCT
futech-402	253	23	applications	application	NOUN
futech-402	253	24	,	,	PUNCT
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futech-402	253	27	,	,	PUNCT
futech-402	253	28	"	"	PUNCT
futech-402	253	29	journal	journal	NOUN
futech-402	253	30	of	of	ADP
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futech-402	253	33	,	,	PUNCT
futech-402	253	34	vol	vol	NOUN
futech-402	253	35	.	.	PROPN
futech-402	253	36	8	8	NUM
futech-402	253	37	,	,	PUNCT
futech-402	253	38	no	no	INTJ
futech-402	253	39	.	.	NOUN
futech-402	253	40	1	1	NUM
futech-402	253	41	,	,	PUNCT
futech-402	253	42	pp	pp	ADJ
futech-402	253	43	.	.	PUNCT
futech-402	254	1	1	1	NUM
futech-402	254	2	-	-	SYM
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futech-402	254	4	,	,	PUNCT
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futech-402	254	6	.	.	PUNCT
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futech-402	255	8	-	-	PUNCT
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futech-402	255	10	-	-	SYM
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futech-402	255	12	.	.	PUNCT
futech-402	256	1	[	[	X
futech-402	256	2	5	5	X
futech-402	256	3	]	]	PUNCT
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futech-402	256	5	n.	n.	PROPN
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futech-402	256	18	"	"	PUNCT
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futech-402	256	28	:	:	PUNCT
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futech-402	256	30	telecom	telecom	PROPN
futech-402	256	31	company	company	NOUN
futech-402	256	32	case	case	NOUN
futech-402	256	33	study	study	NOUN
futech-402	256	34	,	,	PUNCT
futech-402	256	35	"	"	PUNCT
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futech-402	256	38	big	big	ADJ
futech-402	256	39	data	datum	NOUN
futech-402	256	40	,	,	PUNCT
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futech-402	256	42	.	.	PROPN
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futech-402	256	44	,	,	PUNCT
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futech-402	256	47	1	1	NUM
futech-402	256	48	,	,	PUNCT
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futech-402	257	4	.	.	PUNCT
futech-402	258	1	[	[	X
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futech-402	258	3	]	]	PUNCT
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futech-402	258	12	a	a	DET
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futech-402	258	18	customer	customer	NOUN
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futech-402	258	21	,	,	PUNCT
futech-402	258	22	"	"	PUNCT
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futech-402	258	26	for	for	ADP
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futech-402	258	29	:	:	PUNCT
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futech-402	258	43	-	-	SYM
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futech-402	258	45	,	,	PUNCT
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futech-402	258	47	,	,	PUNCT
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futech-402	258	52	:	:	PUNCT
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futech-402	259	2	-	-	SYM
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futech-402	259	4	.	.	PUNCT
futech-402	260	1	doi	doi	NOUN
futech-402	260	2	:	:	PUNCT
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futech-402	260	4	.	.	PUNCT
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futech-402	261	2	7	7	X
futech-402	261	3	]	]	PUNCT
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futech-402	261	17	data	datum	NOUN
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futech-402	261	28	sustainable	sustainable	ADJ
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futech-402	261	30	:	:	PUNCT
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futech-402	261	32	of	of	ADP
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futech-402	261	35	,	,	PUNCT
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futech-402	261	37	:	:	PUNCT
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futech-402	261	43	-	-	SYM
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futech-402	261	45	.	.	PUNCT
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futech-402	261	47	:	:	PUNCT
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futech-402	265	1	|	|	CCONJ
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futech-402	265	4	-	-	SYM
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futech-402	267	2	-	-	SYM
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futech-402	267	4	,	,	PUNCT
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futech-402	267	6	.	.	PUNCT
futech-402	268	1	doi	doi	NOUN
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futech-402	269	28	roles	role	NOUN
futech-402	269	29	of	of	ADP
futech-402	269	30	service	service	NOUN
futech-402	269	31	failure	failure	NOUN
futech-402	269	32	and	and	CCONJ
futech-402	269	33	customization	customization	NOUN
futech-402	269	34	,	,	PUNCT
futech-402	269	35	"	"	PUNCT
futech-402	269	36	international	international	ADJ
futech-402	269	37	journal	journal	NOUN
futech-402	269	38	of	of	ADP
futech-402	269	39	contemporary	contemporary	PROPN
futech-402	269	40	hospitality	hospitality	PROPN
futech-402	269	41	management	management	NOUN
futech-402	269	42	,	,	PUNCT
futech-402	269	43	vol	vol	NOUN
futech-402	269	44	.	.	PROPN
futech-402	269	45	33	33	NUM
futech-402	269	46	,	,	PUNCT
futech-402	269	47	no	no	INTJ
futech-402	269	48	.	.	NOUN
futech-402	269	49	1	1	NUM
futech-402	269	50	,	,	PUNCT
futech-402	269	51	pp	pp	ADJ
futech-402	269	52	.	.	PUNCT
futech-402	270	1	286	286	NUM
futech-402	270	2	-	-	SYM
futech-402	270	3	304	304	NUM
futech-402	270	4	,	,	PUNCT
futech-402	270	5	2021	2021	NUM
futech-402	270	6	.	.	PUNCT
futech-402	271	1	doi	doi	NOUN
futech-402	271	2	:	:	PUNCT
futech-402	271	3	https://doi.org/10.1108/ijchm-08-2019-0740	https://doi.org/10.1108/ijchm-08-2019-0740	NOUN
futech-402	271	4	.	.	PUNCT
futech-402	272	1	[	[	X
futech-402	272	2	10	10	NUM
futech-402	272	3	]	]	X
futech-402	272	4	y.	y.	PROPN
futech-402	272	5	cheng	cheng	PROPN
futech-402	272	6	and	and	CCONJ
futech-402	272	7	h.	h.	PROPN
futech-402	272	8	jiang	jiang	PROPN
futech-402	272	9	,	,	PUNCT
futech-402	272	10	"	"	PUNCT
futech-402	272	11	how	how	SCONJ
futech-402	272	12	do	do	AUX
futech-402	272	13	ai	ai	VERB
futech-402	272	14	-	-	PUNCT
futech-402	272	15	driven	drive	VERB
futech-402	272	16	chatbots	chatbot	NOUN
futech-402	272	17	impact	impact	NOUN
futech-402	272	18	user	user	NOUN
futech-402	272	19	experience	experience	NOUN
futech-402	272	20	?	?	PUNCT
futech-402	272	21	examining	examine	VERB
futech-402	272	22	gratifications	gratification	NOUN
futech-402	272	23	,	,	PUNCT
futech-402	272	24	perceived	perceive	VERB
futech-402	272	25	privacy	privacy	NOUN
futech-402	272	26	risk	risk	NOUN
futech-402	272	27	,	,	PUNCT
futech-402	272	28	satisfaction	satisfaction	NOUN
futech-402	272	29	,	,	PUNCT
futech-402	272	30	loyalty	loyalty	NOUN
futech-402	272	31	,	,	PUNCT
futech-402	272	32	and	and	CCONJ
futech-402	272	33	continued	continued	ADJ
futech-402	272	34	use	use	NOUN
futech-402	272	35	,	,	PUNCT
futech-402	272	36	"	"	PUNCT
futech-402	272	37	journal	journal	NOUN
futech-402	272	38	of	of	ADP
futech-402	272	39	broadcasting	broadcasting	NOUN
futech-402	272	40	&	&	CCONJ
futech-402	272	41	electronic	electronic	ADJ
futech-402	272	42	media	medium	NOUN
futech-402	272	43	,	,	PUNCT
futech-402	272	44	vol	vol	NOUN
futech-402	272	45	.	.	PROPN
futech-402	273	1	64	64	NUM
futech-402	273	2	,	,	PUNCT
futech-402	273	3	no	no	INTJ
futech-402	273	4	.	.	NOUN
futech-402	273	5	4	4	NUM
futech-402	273	6	,	,	PUNCT
futech-402	273	7	pp	pp	ADJ
futech-402	273	8	.	.	PUNCT
futech-402	274	1	592	592	NUM
futech-402	274	2	-	-	SYM
futech-402	274	3	614	614	NUM
futech-402	274	4	,	,	PUNCT
futech-402	274	5	2020	2020	NUM
futech-402	274	6	.	.	PUNCT
futech-402	275	1	doi	doi	NOUN
futech-402	275	2	:	:	PUNCT
futech-402	275	3	https://doi.org/10.1080/08838151.2020.1834296	https://doi.org/10.1080/08838151.2020.1834296	PROPN
futech-402	275	4	.	.	PUNCT
futech-402	276	1	[	[	X
futech-402	276	2	11	11	NUM
futech-402	276	3	]	]	PUNCT
futech-402	276	4	m.	m.	PROPN
futech-402	276	5	s.	s.	PROPN
futech-402	276	6	kasem	kasem	PROPN
futech-402	276	7	,	,	PUNCT
futech-402	276	8	m.	m.	PROPN
futech-402	276	9	hamada	hamada	PROPN
futech-402	276	10	,	,	PUNCT
futech-402	276	11	and	and	CCONJ
futech-402	276	12	i.	i.	PROPN
futech-402	276	13	taj	taj	PROPN
futech-402	276	14	-	-	PUNCT
futech-402	276	15	eddin	eddin	VERB
futech-402	276	16	,	,	PUNCT
futech-402	276	17	"	"	PUNCT
futech-402	276	18	customer	customer	NOUN
futech-402	276	19	profiling	profiling	NOUN
futech-402	276	20	,	,	PUNCT
futech-402	276	21	segmentation	segmentation	NOUN
futech-402	276	22	,	,	PUNCT
futech-402	276	23	and	and	CCONJ
futech-402	276	24	sales	sale	NOUN
futech-402	276	25	prediction	prediction	NOUN
futech-402	276	26	using	use	VERB
futech-402	276	27	ai	ai	VERB
futech-402	276	28	in	in	ADP
futech-402	276	29	direct	direct	ADJ
futech-402	276	30	marketing	marketing	NOUN
futech-402	276	31	,	,	PUNCT
futech-402	276	32	"	"	PUNCT
futech-402	276	33	neural	neural	ADJ
futech-402	276	34	computing	computing	NOUN
futech-402	276	35	and	and	CCONJ
futech-402	276	36	applications	application	NOUN
futech-402	276	37	,	,	PUNCT
futech-402	276	38	vol	vol	NOUN
futech-402	276	39	.	.	PROPN
futech-402	277	1	36	36	NUM
futech-402	277	2	,	,	PUNCT
futech-402	277	3	no	no	INTJ
futech-402	277	4	.	.	NOUN
futech-402	277	5	9	9	NUM
futech-402	277	6	,	,	PUNCT
futech-402	277	7	pp	pp	ADJ
futech-402	277	8	.	.	PUNCT
futech-402	277	9	4995	4995	NUM
futech-402	277	10	-	-	SYM
futech-402	277	11	5005	5005	NUM
futech-402	277	12	,	,	PUNCT
futech-402	277	13	2024	2024	NUM
futech-402	277	14	.	.	PUNCT
futech-402	278	1	doi	doi	NOUN
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futech-402	278	4	.	.	PUNCT
futech-402	279	1	[	[	X
futech-402	279	2	12	12	NUM
futech-402	279	3	]	]	X
futech-402	279	4	s.	s.	PROPN
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futech-402	279	6	and	and	CCONJ
futech-402	279	7	n.	n.	PROPN
futech-402	279	8	declerck	declerck	PROPN
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futech-402	279	10	"	"	PUNCT
futech-402	279	11	customer	customer	NOUN
futech-402	279	12	perception	perception	NOUN
futech-402	279	13	analysis	analysis	NOUN
futech-402	279	14	using	use	VERB
futech-402	279	15	deep	deep	ADJ
futech-402	279	16	learning	learning	NOUN
futech-402	279	17	and	and	CCONJ
futech-402	279	18	nlp	nlp	NOUN
futech-402	279	19	,	,	PUNCT
futech-402	279	20	"	"	PUNCT
futech-402	279	21	procedia	procedia	NOUN
futech-402	279	22	computer	computer	NOUN
futech-402	279	23	science	science	NOUN
futech-402	279	24	,	,	PUNCT
futech-402	279	25	vol	vol	NOUN
futech-402	279	26	.	.	PROPN
futech-402	279	27	140	140	NUM
futech-402	279	28	,	,	PUNCT
futech-402	279	29	pp	pp	ADJ
futech-402	279	30	.	.	PUNCT
futech-402	280	1	170	170	NUM
futech-402	280	2	-	-	SYM
futech-402	280	3	178	178	NUM
futech-402	280	4	,	,	PUNCT
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futech-402	280	6	.	.	PUNCT
futech-402	281	1	doi	doi	NOUN
futech-402	281	2	:	:	PUNCT
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futech-402	281	4	.	.	PUNCT
futech-402	282	1	[	[	X
futech-402	282	2	13	13	NUM
futech-402	282	3	]	]	X
futech-402	282	4	e.	e.	PROPN
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futech-402	282	6	,	,	PUNCT
futech-402	282	7	h.	h.	PROPN
futech-402	282	8	m.	m.	PROPN
futech-402	282	9	shamma	shamma	PROPN
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futech-402	282	11	and	and	CCONJ
futech-402	282	12	m.	m.	NOUN
futech-402	282	13	saleh	saleh	NOUN
futech-402	282	14	,	,	PUNCT
futech-402	282	15	"	"	PUNCT
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futech-402	282	18	models	model	NOUN
futech-402	282	19	for	for	ADP
futech-402	282	20	maximizing	maximize	VERB
futech-402	282	21	customer	customer	NOUN
futech-402	282	22	lifetime	lifetime	NOUN
futech-402	282	23	value	value	NOUN
futech-402	282	24	:	:	PUNCT
futech-402	282	25	an	an	DET
futech-402	282	26	overview	overview	NOUN
futech-402	282	27	,	,	PUNCT
futech-402	282	28	"	"	PUNCT
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futech-402	282	31	systems	system	NOUN
futech-402	282	32	and	and	CCONJ
futech-402	282	33	applications	application	NOUN
futech-402	282	34	:	:	PUNCT
futech-402	282	35	proceedings	proceeding	NOUN
futech-402	282	36	of	of	ADP
futech-402	282	37	the	the	DET
futech-402	282	38	2019	2019	NUM
futech-402	282	39	intelligent	intelligent	ADJ
futech-402	282	40	systems	system	NOUN
futech-402	282	41	conference	conference	NOUN
futech-402	282	42	(	(	PUNCT
futech-402	282	43	intellisys	intellisys	NOUN
futech-402	282	44	)	)	PUNCT
futech-402	282	45	volume	volume	NOUN
futech-402	282	46	1	1	NUM
futech-402	282	47	,	,	PUNCT
futech-402	282	48	2020	2020	NUM
futech-402	282	49	:	:	PUNCT
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futech-402	282	51	,	,	PUNCT
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futech-402	282	55	-	-	SYM
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futech-402	282	57	.	.	PUNCT
futech-402	283	1	doi	doi	NOUN
futech-402	283	2	:	:	PUNCT
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futech-402	283	4	.	.	PUNCT
futech-402	284	1	[	[	X
futech-402	284	2	14	14	NUM
futech-402	284	3	]	]	PUNCT
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futech-402	284	12	dos	dos	PROPN
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futech-402	284	14	silva	silva	PROPN
futech-402	284	15	,	,	PUNCT
futech-402	284	16	j.	j.	PROPN
futech-402	284	17	c.	c.	PROPN
futech-402	284	18	dos	do	VERB
futech-402	284	19	reis	reis	NOUN
futech-402	284	20	,	,	PUNCT
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futech-402	284	22	m.	m.	NOUN
futech-402	284	23	da	da	PROPN
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futech-402	284	25	reis	reis	NOUN
futech-402	284	26	,	,	PUNCT
futech-402	284	27	"	"	PUNCT
futech-402	284	28	customer	customer	NOUN
futech-402	284	29	churn	churn	NOUN
futech-402	284	30	prediction	prediction	NOUN
futech-402	284	31	in	in	ADP
futech-402	284	32	imbalanced	imbalanced	ADJ
futech-402	284	33	datasets	dataset	NOUN
futech-402	284	34	with	with	ADP
futech-402	284	35	resampling	resample	VERB
futech-402	284	36	methods	method	NOUN
futech-402	284	37	:	:	PUNCT
futech-402	284	38	a	a	DET
futech-402	284	39	comparative	comparative	ADJ
futech-402	284	40	study	study	NOUN
futech-402	284	41	,	,	PUNCT
futech-402	284	42	"	"	PUNCT
futech-402	284	43	expert	expert	NOUN
futech-402	284	44	systems	system	NOUN
futech-402	284	45	with	with	ADP
futech-402	284	46	applications	application	NOUN
futech-402	284	47	,	,	PUNCT
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futech-402	284	54	,	,	PUNCT
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futech-402	284	56	.	.	PUNCT
futech-402	285	1	doi	doi	NOUN
futech-402	285	2	:	:	PUNCT
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futech-402	285	4	.	.	PUNCT
futech-402	286	1	[	[	X
futech-402	286	2	15	15	NUM
futech-402	286	3	]	]	X
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futech-402	286	20	,	,	PUNCT
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futech-402	286	23	:	:	PUNCT
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futech-402	286	33	saud	saud	PROPN
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futech-402	286	35	and	and	CCONJ
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futech-402	286	37	sciences	science	NOUN
futech-402	286	38	,	,	PUNCT
futech-402	286	39	p.	p.	NOUN
futech-402	286	40	102048	102048	NUM
futech-402	286	41	,	,	PUNCT
futech-402	286	42	2024	2024	NUM
futech-402	286	43	.	.	PUNCT
futech-402	287	1	doi	doi	NOUN
futech-402	287	2	:	:	PUNCT
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futech-402	287	4	.	.	PUNCT
futech-402	288	1	[	[	X
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futech-402	289	5	,	,	PUNCT
futech-402	289	6	"	"	PUNCT
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futech-402	289	8	paper:“so	paper:“so	VERB
futech-402	289	9	what	what	PRON
futech-402	289	10	if	if	SCONJ
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futech-402	289	13	it	it	PRON
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futech-402	289	15	”	"	PUNCT
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futech-402	290	4	opportunities	opportunity	NOUN
futech-402	290	5	,	,	PUNCT
futech-402	290	6	challenges	challenge	NOUN
futech-402	290	7	and	and	CCONJ
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futech-402	290	11	conversational	conversational	ADJ
futech-402	290	12	ai	ai	NOUN
futech-402	290	13	for	for	ADP
futech-402	290	14	research	research	NOUN
futech-402	290	15	,	,	PUNCT
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futech-402	290	17	and	and	CCONJ
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futech-402	290	19	,	,	PUNCT
futech-402	290	20	"	"	PUNCT
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futech-402	290	22	journal	journal	NOUN
futech-402	290	23	of	of	ADP
futech-402	290	24	information	information	NOUN
futech-402	290	25	management	management	NOUN
futech-402	290	26	,	,	PUNCT
futech-402	290	27	vol	vol	NOUN
futech-402	290	28	.	.	PROPN
futech-402	290	29	71	71	NUM
futech-402	290	30	,	,	PUNCT
futech-402	290	31	p.	p.	NOUN
futech-402	290	32	102642	102642	NUM
futech-402	290	33	,	,	PUNCT
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futech-402	290	35	.	.	PUNCT
futech-402	291	1	doi	doi	NOUN
futech-402	291	2	:	:	PUNCT
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futech-402	291	4	.	.	PUNCT
futech-402	292	1	[	[	X
futech-402	292	2	17	17	NUM
futech-402	292	3	]	]	PUNCT
futech-402	292	4	l.	l.	PROPN
futech-402	292	5	liu	liu	PROPN
futech-402	292	6	,	,	PUNCT
futech-402	292	7	"	"	PUNCT
futech-402	292	8	e‐commerce	e‐commerce	PUNCT
futech-402	292	9	personalized	personalized	ADJ
futech-402	292	10	recommendation	recommendation	NOUN
futech-402	292	11	based	base	VERB
futech-402	292	12	on	on	ADP
futech-402	292	13	machine	machine	NOUN
futech-402	292	14	learning	learn	VERB
futech-402	292	15	technology	technology	NOUN
futech-402	292	16	,	,	PUNCT
futech-402	292	17	"	"	PUNCT
futech-402	292	18	mobile	mobile	ADJ
futech-402	292	19	information	information	NOUN
futech-402	292	20	systems	system	NOUN
futech-402	292	21	,	,	PUNCT
futech-402	292	22	vol	vol	NOUN
futech-402	292	23	.	.	PROPN
futech-402	292	24	2022	2022	NUM
futech-402	292	25	,	,	PUNCT
futech-402	292	26	no	no	INTJ
futech-402	292	27	.	.	NOUN
futech-402	292	28	1	1	NUM
futech-402	292	29	,	,	PUNCT
futech-402	292	30	p.	p.	NOUN
futech-402	292	31	1761579	1761579	NUM
futech-402	292	32	,	,	PUNCT
futech-402	292	33	2022	2022	NUM
futech-402	292	34	.	.	PUNCT
futech-402	293	1	doi	doi	NOUN
futech-402	293	2	:	:	PUNCT
futech-402	293	3	https://doi.org/10.1155/2022/1761579	https://doi.org/10.1155/2022/1761579	NOUN
futech-402	293	4	.	.	PUNCT
futech-402	294	1	[	[	X
futech-402	294	2	18	18	NUM
futech-402	294	3	]	]	X
futech-402	294	4	s.	s.	PROPN
futech-402	294	5	m.	m.	PROPN
futech-402	294	6	h.	h.	PROPN
futech-402	294	7	m.	m.	PROPN
futech-402	294	8	huzir	huzir	PROPN
futech-402	294	9	,	,	PUNCT
futech-402	294	10	a.	a.	PROPN
futech-402	294	11	h.	h.	PROPN
futech-402	294	12	i.	i.	PROPN
futech-402	294	13	h.	h.	PROPN
futech-402	294	14	al	al	PROPN
futech-402	294	15	-	-	PUNCT
futech-402	294	16	hadi	hadi	PROPN
futech-402	294	17	,	,	PUNCT
futech-402	294	18	z.	z.	PROPN
futech-402	294	19	m.	m.	PROPN
futech-402	294	20	yusoff	yusoff	PROPN
futech-402	294	21	,	,	PUNCT
futech-402	294	22	n.	n.	PROPN
futech-402	294	23	ismail	ismail	PROPN
futech-402	294	24	,	,	PUNCT
futech-402	294	25	and	and	CCONJ
futech-402	294	26	m.	m.	PROPN
futech-402	294	27	n.	n.	PROPN
futech-402	294	28	taib	taib	PROPN
futech-402	294	29	,	,	PUNCT
futech-402	294	30	"	"	PUNCT
futech-402	294	31	accurate	accurate	ADJ
futech-402	294	32	agarwood	agarwood	NOUN
futech-402	294	33	oil	oil	NOUN
futech-402	294	34	quality	quality	NOUN
futech-402	294	35	determination	determination	NOUN
futech-402	294	36	:	:	PUNCT
futech-402	294	37	a	a	DET
futech-402	294	38	breakthrough	breakthrough	NOUN
futech-402	294	39	with	with	ADP
futech-402	294	40	artificial	artificial	ADJ
futech-402	294	41	neural	neural	ADJ
futech-402	294	42	networks	network	NOUN
futech-402	294	43	and	and	CCONJ
futech-402	294	44	the	the	DET
futech-402	294	45	levenberg	levenberg	PROPN
futech-402	294	46	-	-	PUNCT
futech-402	294	47	marquardt	marquardt	PROPN
futech-402	294	48	algorithm	algorithm	NOUN
futech-402	294	49	,	,	PUNCT
futech-402	294	50	"	"	PUNCT
futech-402	294	51	ieee	ieee	NOUN
futech-402	294	52	access	access	NOUN
futech-402	294	53	,	,	PUNCT
futech-402	294	54	2024	2024	NUM
futech-402	294	55	.	.	PUNCT
futech-402	295	1	doi	doi	NOUN
futech-402	295	2	:	:	PUNCT
futech-402	295	3	10.1109	10.1109	NUM
futech-402	295	4	/	/	SYM
futech-402	295	5	access.2024.3381627	access.2024.3381627	ADJ
futech-402	295	6	.	.	PUNCT
futech-402	296	1	[	[	X
futech-402	296	2	19	19	NUM
futech-402	296	3	]	]	PUNCT
futech-402	296	4	x.	x.	PROPN
futech-402	296	5	wei	wei	PROPN
futech-402	296	6	,	,	PUNCT
futech-402	296	7	t.	t.	PROPN
futech-402	296	8	zhang	zhang	PROPN
futech-402	296	9	,	,	PUNCT
futech-402	296	10	y.	y.	PROPN
futech-402	296	11	li	li	PROPN
futech-402	296	12	,	,	PUNCT
futech-402	296	13	y.	y.	PROPN
futech-402	296	14	zhang	zhang	PROPN
futech-402	296	15	,	,	PUNCT
futech-402	296	16	and	and	CCONJ
futech-402	296	17	f.	f.	PROPN
futech-402	296	18	wu	wu	PROPN
futech-402	296	19	,	,	PUNCT
futech-402	296	20	"	"	PUNCT
futech-402	296	21	multimodality	multimodality	NOUN
futech-402	296	22	cross	cross	NOUN
futech-402	296	23	attention	attention	NOUN
futech-402	296	24	network	network	NOUN
futech-402	296	25	for	for	ADP
futech-402	296	26	image	image	NOUN
futech-402	296	27	and	and	CCONJ
futech-402	296	28	sentence	sentence	NOUN
futech-402	296	29	matching	matching	NOUN
futech-402	296	30	,	,	PUNCT
futech-402	296	31	"	"	PUNCT
futech-402	296	32	in	in	ADP
futech-402	296	33	proceedings	proceeding	NOUN
futech-402	296	34	of	of	ADP
futech-402	296	35	the	the	DET
futech-402	296	36	ieee	ieee	NOUN
futech-402	296	37	/	/	SYM
futech-402	296	38	cvf	cvf	NOUN
futech-402	296	39	conference	conference	NOUN
futech-402	296	40	on	on	ADP
futech-402	296	41	computer	computer	NOUN
futech-402	296	42	vision	vision	NOUN
futech-402	296	43	and	and	CCONJ
futech-402	296	44	pattern	pattern	NOUN
futech-402	296	45	recognition	recognition	NOUN
futech-402	296	46	,	,	PUNCT
futech-402	296	47	2020	2020	NUM
futech-402	296	48	,	,	PUNCT
futech-402	296	49	pp	pp	ADP
futech-402	296	50	.	.	PUNCT
futech-402	296	51	10941	10941	NUM
futech-402	296	52	-	-	SYM
futech-402	296	53	10950	10950	NUM
futech-402	296	54	.	.	PUNCT
futech-402	297	1	doi	doi	NOUN
futech-402	297	2	:	:	PUNCT
futech-402	297	3	10.1109	10.1109	NUM
futech-402	297	4	/	/	SYM
futech-402	297	5	cvpr42600.2020.01095	cvpr42600.2020.01095	NOUN
futech-402	297	6	.	.	PUNCT
futech-402	298	1	[	[	X
futech-402	298	2	20	20	NUM
futech-402	298	3	]	]	PUNCT
futech-402	298	4	a.	a.	NOUN
futech-402	298	5	matei	matei	PROPN
futech-402	298	6	,	,	PUNCT
futech-402	298	7	a.	a.	NOUN
futech-402	298	8	glavan	glavan	PROPN
futech-402	298	9	,	,	PUNCT
futech-402	298	10	and	and	CCONJ
futech-402	298	11	e.	e.	PROPN
futech-402	298	12	talavera	talavera	PROPN
futech-402	298	13	,	,	PUNCT
futech-402	298	14	"	"	PUNCT
futech-402	298	15	deep	deep	ADJ
futech-402	298	16	learning	learning	NOUN
futech-402	298	17	for	for	ADP
futech-402	298	18	scene	scene	NOUN
futech-402	298	19	recognition	recognition	NOUN
futech-402	298	20	from	from	ADP
futech-402	298	21	visual	visual	ADJ
futech-402	298	22	data	datum	NOUN
futech-402	298	23	:	:	PUNCT
futech-402	298	24	a	a	DET
futech-402	298	25	survey	survey	NOUN
futech-402	298	26	,	,	PUNCT
futech-402	298	27	"	"	PUNCT
futech-402	298	28	in	in	ADP
futech-402	298	29	international	international	ADJ
futech-402	298	30	conference	conference	NOUN
futech-402	298	31	on	on	ADP
futech-402	298	32	hybrid	hybrid	ADJ
futech-402	298	33	artificial	artificial	ADJ
futech-402	298	34	intelligence	intelligence	NOUN
futech-402	298	35	systems	system	NOUN
futech-402	298	36	,	,	PUNCT
futech-402	298	37	2020	2020	NUM
futech-402	298	38	:	:	PUNCT
futech-402	298	39	springer	springer	NOUN
futech-402	298	40	,	,	PUNCT
futech-402	298	41	pp	pp	ADP
futech-402	298	42	.	.	PUNCT
futech-402	298	43	763	763	NUM
futech-402	298	44	-	-	SYM
futech-402	298	45	773	773	NUM
futech-402	298	46	.	.	PUNCT
futech-402	298	47	doi	doi	PROPN
futech-402	298	48	:	:	PUNCT
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futech-402	298	50	.	.	PUNCT
futech-402	299	1	[	[	X
futech-402	299	2	21	21	NUM
futech-402	299	3	]	]	PUNCT
futech-402	299	4	z.	z.	PROPN
futech-402	299	5	niu	niu	PROPN
futech-402	299	6	,	,	PUNCT
futech-402	299	7	g.	g.	PROPN
futech-402	299	8	zhong	zhong	PROPN
futech-402	299	9	,	,	PUNCT
futech-402	299	10	and	and	CCONJ
futech-402	299	11	h.	h.	PROPN
futech-402	299	12	yu	yu	PROPN
futech-402	299	13	,	,	PUNCT
futech-402	299	14	"	"	PUNCT
futech-402	299	15	a	a	DET
futech-402	299	16	review	review	NOUN
futech-402	299	17	on	on	ADP
futech-402	299	18	the	the	DET
futech-402	299	19	attention	attention	NOUN
futech-402	299	20	mechanism	mechanism	NOUN
futech-402	299	21	of	of	ADP
futech-402	299	22	deep	deep	ADJ
futech-402	299	23	learning	learning	NOUN
futech-402	299	24	,	,	PUNCT
futech-402	299	25	"	"	PUNCT
futech-402	299	26	neurocomputing	neurocomputing	NOUN
futech-402	299	27	,	,	PUNCT
futech-402	299	28	vol	vol	NOUN
futech-402	299	29	.	.	PROPN
futech-402	299	30	452	452	NUM
futech-402	299	31	,	,	PUNCT
futech-402	299	32	pp	pp	ADJ
futech-402	299	33	.	.	PUNCT
futech-402	300	1	48	48	NUM
futech-402	300	2	-	-	SYM
futech-402	300	3	62	62	NUM
futech-402	300	4	,	,	PUNCT
futech-402	300	5	2021	2021	NUM
futech-402	300	6	.	.	PUNCT
futech-402	301	1	doi	doi	NOUN
futech-402	301	2	:	:	PUNCT
futech-402	301	3	https://doi.org/10.1016/j.neucom.2021.03.091	https://doi.org/10.1016/j.neucom.2021.03.091	ADJ
futech-402	301	4	.	.	PUNCT
futech-402	302	1	[	[	X
futech-402	302	2	22	22	NUM
futech-402	302	3	]	]	PUNCT
futech-402	302	4	z.	z.	PROPN
futech-402	302	5	bai	bai	PROPN
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futech-402	302	10	m.	m.	NOUN
futech-402	302	11	zhou	zhou	PROPN
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futech-402	302	13	t.	t.	PROPN
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futech-402	302	16	and	and	CCONJ
futech-402	302	17	w.-c	w.-c	PROPN
futech-402	302	18	.	.	PUNCT
futech-402	303	1	chien	chien	PROPN
futech-402	303	2	,	,	PUNCT
futech-402	303	3	"	"	PUNCT
futech-402	303	4	lowrank	lowrank	ADJ
futech-402	303	5	multimodal	multimodal	NOUN
futech-402	303	6	fusion	fusion	NOUN
futech-402	303	7	algorithm	algorithm	NOUN
futech-402	303	8	based	base	VERB
futech-402	303	9	on	on	ADP
futech-402	303	10	context	context	NOUN
futech-402	303	11	modeling	modeling	NOUN
futech-402	303	12	,	,	PUNCT
futech-402	303	13	"	"	PUNCT
futech-402	303	14	journal	journal	NOUN
futech-402	303	15	of	of	ADP
futech-402	303	16	internet	internet	NOUN
futech-402	303	17	technology	technology	NOUN
futech-402	303	18	,	,	PUNCT
futech-402	303	19	vol	vol	NOUN
futech-402	303	20	.	.	PROPN
futech-402	303	21	22	22	NUM
futech-402	303	22	,	,	PUNCT
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futech-402	303	24	.	.	NOUN
futech-402	303	25	4	4	NUM
futech-402	303	26	,	,	PUNCT
futech-402	303	27	pp	pp	ADJ
futech-402	303	28	.	.	PUNCT
futech-402	304	1	913	913	NUM
futech-402	304	2	-	-	SYM
futech-402	304	3	921	921	NUM
futech-402	304	4	,	,	PUNCT
futech-402	304	5	2021	2021	NUM
futech-402	304	6	.	.	PUNCT
futech-402	305	1	doi:10.53106/160792642021072204018	doi:10.53106/160792642021072204018	PROPN
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futech-402	306	1	[	[	X
futech-402	306	2	23	23	NUM
futech-402	306	3	]	]	PUNCT
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futech-402	306	13	y.	y.	PROPN
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futech-402	306	16	and	and	CCONJ
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futech-402	306	20	"	"	PUNCT
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futech-402	306	22	sentiment	sentiment	NOUN
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futech-402	306	25	on	on	ADP
futech-402	306	26	fusion	fusion	NOUN
futech-402	306	27	methods	method	NOUN
futech-402	306	28	:	:	PUNCT
futech-402	306	29	a	a	DET
futech-402	306	30	survey	survey	NOUN
futech-402	306	31	,	,	PUNCT
futech-402	306	32	"	"	PUNCT
futech-402	306	33	information	information	NOUN
futech-402	306	34	fusion	fusion	NOUN
futech-402	306	35	,	,	PUNCT
futech-402	306	36	vol	vol	NOUN
futech-402	306	37	.	.	PROPN
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futech-402	306	39	,	,	PUNCT
futech-402	306	40	pp	pp	ADJ
futech-402	306	41	.	.	PUNCT
futech-402	307	1	306	306	NUM
futech-402	307	2	-	-	SYM
futech-402	307	3	325	325	NUM
futech-402	307	4	,	,	PUNCT
futech-402	307	5	2023	2023	NUM
futech-402	307	6	.	.	PUNCT
futech-402	308	1	doi	doi	NOUN
futech-402	308	2	:	:	PUNCT
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futech-402	309	1	[	[	X
futech-402	309	2	24	24	NUM
futech-402	309	3	]	]	PUNCT
futech-402	309	4	x.-x	x.-x	PROPN
futech-402	309	5	.	.	PUNCT
futech-402	310	1	liu	liu	PROPN
futech-402	310	2	and	and	CCONJ
futech-402	310	3	z.-y	z.-y	PROPN
futech-402	310	4	.	.	PUNCT
futech-402	311	1	chen	chen	PROPN
futech-402	311	2	,	,	PUNCT
futech-402	311	3	"	"	PUNCT
futech-402	311	4	service	service	NOUN
futech-402	311	5	quality	quality	NOUN
futech-402	311	6	evaluation	evaluation	NOUN
futech-402	311	7	and	and	CCONJ
futech-402	311	8	service	service	NOUN
futech-402	311	9	improvement	improvement	NOUN
futech-402	311	10	using	use	VERB
futech-402	311	11	online	online	ADJ
futech-402	311	12	reviews	review	NOUN
futech-402	311	13	:	:	PUNCT
futech-402	311	14	a	a	DET
futech-402	311	15	framework	framework	NOUN
futech-402	311	16	combining	combine	VERB
futech-402	311	17	deep	deep	ADJ
futech-402	311	18	learning	learning	NOUN
futech-402	311	19	with	with	ADP
futech-402	311	20	a	a	DET
futech-402	311	21	hierarchical	hierarchical	ADJ
futech-402	311	22	service	service	NOUN
futech-402	311	23	quality	quality	NOUN
futech-402	311	24	model	model	NOUN
futech-402	311	25	,	,	PUNCT
futech-402	311	26	"	"	PUNCT
futech-402	311	27	electronic	electronic	ADJ
futech-402	311	28	commerce	commerce	NOUN
futech-402	311	29	research	research	NOUN
futech-402	311	30	and	and	CCONJ
futech-402	311	31	applications	application	NOUN
futech-402	311	32	,	,	PUNCT
futech-402	311	33	vol	vol	NOUN
futech-402	311	34	.	.	PROPN
futech-402	311	35	54	54	NUM
futech-402	311	36	,	,	PUNCT
futech-402	311	37	p.	p.	NOUN
futech-402	311	38	101174	101174	NUM
futech-402	311	39	,	,	PUNCT
futech-402	311	40	2022	2022	NUM
futech-402	311	41	.	.	PUNCT
futech-402	312	1	doi	doi	NOUN
futech-402	312	2	:	:	PUNCT
futech-402	312	3	https://doi.org/10.1016/j.elerap.2022.101174	https://doi.org/10.1016/j.elerap.2022.101174	ADJ
futech-402	312	4	.	.	PUNCT
futech-402	313	1	[	[	X
futech-402	313	2	25	25	NUM
futech-402	313	3	]	]	PUNCT
futech-402	313	4	x.	x.	NOUN
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futech-402	313	14	:	:	PUNCT
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futech-402	313	18	,	,	PUNCT
futech-402	313	19	trustworthiness	trustworthiness	NOUN
futech-402	313	20	,	,	PUNCT
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futech-402	313	22	beyond	beyond	ADP
futech-402	313	23	,	,	PUNCT
futech-402	313	24	"	"	PUNCT
futech-402	313	25	knowledge	knowledge	NOUN
futech-402	313	26	and	and	CCONJ
futech-402	313	27	information	information	NOUN
futech-402	313	28	systems	system	NOUN
futech-402	313	29	,	,	PUNCT
futech-402	313	30	vol	vol	NOUN
futech-402	313	31	.	.	PROPN
futech-402	313	32	64	64	NUM
futech-402	313	33	,	,	PUNCT
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futech-402	313	39	.	.	PUNCT
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futech-402	314	2	-	-	SYM
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futech-402	314	6	.	.	PUNCT
futech-402	315	1	doi:10.48550	doi:10.48550	NOUN
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futech-402	316	3	]	]	PUNCT
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futech-402	316	10	,	,	PUNCT
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futech-402	316	19	"	"	PUNCT
futech-402	316	20	peeking	peek	VERB
futech-402	316	21	inside	inside	ADP
futech-402	316	22	the	the	DET
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futech-402	316	24	-	-	PUNCT
futech-402	316	25	box	box	NOUN
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futech-402	318	3	]	]	PUNCT
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futech-402	318	10	"	"	PUNCT
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futech-402	318	13	machine	machine	NOUN
futech-402	318	14	learning	learning	NOUN
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futech-402	318	17	,	,	PUNCT
futech-402	318	18	methods	method	NOUN
futech-402	318	19	and	and	CCONJ
futech-402	318	20	applications	application	NOUN
futech-402	318	21	,	,	PUNCT
futech-402	318	22	"	"	PUNCT
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futech-402	318	26	(	(	PUNCT
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futech-402	326	5	2025|	2025|	NUM
futech-402	326	6	volume	volume	NOUN
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futech-402	327	1	|	|	ADV
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futech-402	328	1	|	|	CCONJ
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futech-402	330	2	-	-	SYM
futech-402	330	3	115	115	NUM
futech-402	330	4	,	,	PUNCT
futech-402	330	5	2020	2020	NUM
futech-402	330	6	.	.	PUNCT
futech-402	331	1	doi	doi	NOUN
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futech-402	332	1	[	[	X
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futech-402	333	1	doi:10.3390	doi:10.3390	NOUN
futech-402	333	2	/	/	SYM
futech-402	333	3	electronics10050593	electronics10050593	PROPN
futech-402	333	4	.	.	PUNCT
futech-402	334	1	[	[	X
futech-402	334	2	32	32	NUM
futech-402	334	3	]	]	PUNCT
futech-402	334	4	e.	e.	PROPN
futech-402	334	5	stein	stein	PROPN
futech-402	334	6	,	,	PUNCT
futech-402	334	7	k.	k.	PROPN
futech-402	334	8	robinson	robinson	PROPN
futech-402	334	9	,	,	PUNCT
futech-402	334	10	a.	a.	NOUN
futech-402	334	11	wolfer	wolfer	PROPN
futech-402	334	12	,	,	PUNCT
futech-402	334	13	g.	g.	PROPN
futech-402	334	14	almeida	almeida	PROPN
futech-402	334	15	,	,	PUNCT
futech-402	334	16	and	and	CCONJ
futech-402	334	17	w.	w.	PROPN
futech-402	334	18	huang	huang	PROPN
futech-402	334	19	,	,	PUNCT
futech-402	334	20	"	"	PUNCT
futech-402	334	21	unlocking	unlock	VERB
futech-402	334	22	the	the	DET
futech-402	334	23	next	next	ADJ
futech-402	334	24	frontier	frontier	NOUN
futech-402	334	25	of	of	ADP
futech-402	334	26	personalized	personalized	ADJ
futech-402	334	27	marketing	marketing	NOUN
futech-402	334	28	,	,	PUNCT
futech-402	334	29	"	"	PUNCT
futech-402	334	30	the	the	DET
futech-402	334	31	mckinsey	mckinsey	NOUN
futech-402	334	32	quarterly	quarterly	ADV
futech-402	334	33	,	,	PUNCT
futech-402	334	34	2025	2025	NUM
futech-402	334	35	.	.	PUNCT
futech-402	335	1	[	[	X
futech-402	335	2	33	33	NUM
futech-402	335	3	]	]	PUNCT
futech-402	335	4	m.	m.	NOUN
futech-402	335	5	kozak	kozak	PROPN
futech-402	335	6	and	and	CCONJ
futech-402	335	7	a.	a.	PROPN
futech-402	335	8	correia	correia	PROPN
futech-402	335	9	,	,	PUNCT
futech-402	335	10	"	"	PUNCT
futech-402	335	11	from	from	ADP
futech-402	335	12	mass	mass	ADJ
futech-402	335	13	marketing	marketing	NOUN
futech-402	335	14	to	to	ADP
futech-402	335	15	personalized	personalize	VERB
futech-402	335	16	digital	digital	ADJ
futech-402	335	17	marketing	marketing	NOUN
futech-402	335	18	in	in	ADP
futech-402	335	19	tourism	tourism	NOUN
futech-402	335	20	:	:	PUNCT
futech-402	335	21	a	a	DET
futech-402	335	22	2050	2050	NUM
futech-402	335	23	horizon	horizon	NOUN
futech-402	335	24	paper	paper	NOUN
futech-402	335	25	,	,	PUNCT
futech-402	335	26	"	"	PUNCT
futech-402	335	27	tourism	tourism	NOUN
futech-402	335	28	review	review	NOUN
futech-402	335	29	,	,	PUNCT
futech-402	335	30	vol	vol	NOUN
futech-402	335	31	.	.	PROPN
futech-402	335	32	80	80	NUM
futech-402	335	33	,	,	PUNCT
futech-402	335	34	no	no	INTJ
futech-402	335	35	.	.	NOUN
futech-402	335	36	1	1	NUM
futech-402	335	37	,	,	PUNCT
futech-402	335	38	pp	pp	ADJ
futech-402	335	39	.	.	PUNCT
futech-402	336	1	373	373	NUM
futech-402	336	2	-	-	SYM
futech-402	336	3	391	391	NUM
futech-402	336	4	,	,	PUNCT
futech-402	336	5	2025	2025	NUM
futech-402	336	6	.	.	PUNCT
futech-402	337	1	doi:10.1108	doi:10.1108	PROPN
futech-402	337	2	/	/	SYM
futech-402	337	3	tr-03	tr-03	NUM
futech-402	337	4	-	-	PUNCT
futech-402	337	5	2024	2024	NUM
futech-402	337	6	-	-	SYM
futech-402	337	7	0169	0169	NUM
futech-402	337	8	.	.	PUNCT
futech-402	338	1	[	[	X
futech-402	338	2	34	34	NUM
futech-402	338	3	]	]	PUNCT
futech-402	338	4	m.	m.	NOUN
futech-402	338	5	kia	kia	PROPN
futech-402	338	6	,	,	PUNCT
futech-402	338	7	"	"	PUNCT
futech-402	338	8	attention	attention	NOUN
futech-402	338	9	-	-	PUNCT
futech-402	338	10	guided	guide	VERB
futech-402	338	11	deep	deep	ADJ
futech-402	338	12	learning	learning	NOUN
futech-402	338	13	for	for	ADP
futech-402	338	14	effective	effective	ADJ
futech-402	338	15	customer	customer	NOUN
futech-402	338	16	loyalty	loyalty	NOUN
futech-402	338	17	management	management	NOUN
futech-402	338	18	and	and	CCONJ
futech-402	338	19	multi	multi	ADJ
futech-402	338	20	-	-	ADJ
futech-402	338	21	criteria	criterion	NOUN
futech-402	338	22	decision	decision	NOUN
futech-402	338	23	analysis	analysis	NOUN
futech-402	338	24	,	,	PUNCT
futech-402	338	25	"	"	PUNCT
futech-402	338	26	iran	iran	PROPN
futech-402	338	27	journal	journal	NOUN
futech-402	338	28	of	of	ADP
futech-402	338	29	computer	computer	NOUN
futech-402	338	30	science	science	NOUN
futech-402	338	31	,	,	PUNCT
futech-402	338	32	vol	vol	NOUN
futech-402	338	33	.	.	PROPN
futech-402	338	34	8	8	NUM
futech-402	338	35	,	,	PUNCT
futech-402	338	36	no	no	INTJ
futech-402	338	37	.	.	NOUN
futech-402	338	38	1	1	NUM
futech-402	338	39	,	,	PUNCT
futech-402	338	40	pp	pp	ADJ
futech-402	338	41	.	.	PUNCT
futech-402	338	42	163	163	NUM
futech-402	338	43	-	-	SYM
futech-402	338	44	184	184	NUM
futech-402	338	45	,	,	PUNCT
futech-402	338	46	2025	2025	NUM
futech-402	338	47	.	.	PUNCT
futech-402	339	1	doi:10.1007	doi:10.1007	PROPN
futech-402	339	2	/	/	SYM
futech-402	339	3	s42044024	s42044024	NOUN
futech-402	339	4	-	-	PUNCT
futech-402	339	5	00215	00215	NUM
futech-402	339	6	-	-	PUNCT
futech-402	339	7	7	7	NUM
futech-402	339	8	.	.	PUNCT
futech-402	340	1	[	[	X
futech-402	340	2	35	35	NUM
futech-402	340	3	]	]	SYM
futech-402	340	4	в	в	X
futech-402	340	5	.	.	PUNCT
futech-402	340	6	кармазінова	кармазінова	PROPN
futech-402	340	7	,	,	PUNCT
futech-402	340	8	"	"	PUNCT
futech-402	340	9	gamification	gamification	NOUN
futech-402	340	10	of	of	ADP
futech-402	340	11	consumer	consumer	NOUN
futech-402	340	12	loyalty	loyalty	NOUN
futech-402	340	13	programs	program	NOUN
futech-402	340	14	,	,	PUNCT
futech-402	340	15	"	"	PUNCT
futech-402	340	16	scientia	scientia	PROPN
futech-402	340	17	fructuosa	fructuosa	PROPN
futech-402	340	18	,	,	PUNCT
futech-402	340	19	vol	vol	NOUN
futech-402	340	20	.	.	PROPN
futech-402	340	21	153	153	NUM
futech-402	340	22	,	,	PUNCT
futech-402	340	23	no	no	INTJ
futech-402	340	24	.	.	NOUN
futech-402	340	25	1	1	NUM
futech-402	340	26	,	,	PUNCT
futech-402	340	27	pp	pp	ADJ
futech-402	340	28	.	.	PUNCT
futech-402	340	29	7083	7083	NUM
futech-402	340	30	,	,	PUNCT
futech-402	340	31	2024	2024	NUM
futech-402	340	32	.	.	PUNCT
futech-402	341	1	doi	doi	NOUN
futech-402	341	2	:	:	PUNCT
futech-402	341	3	https://doi.org/10.31617/1.2024(153)04	https://doi.org/10.31617/1.2024(153)04	X
futech-402	341	4	.	.	PUNCT
futech-402	342	1	[	[	X
futech-402	342	2	36	36	NUM
futech-402	342	3	]	]	X
futech-402	342	4	m.	m.	PROPN
futech-402	342	5	joshi	joshi	PROPN
futech-402	342	6	,	,	PUNCT
futech-402	342	7	intro	intro	VERB
futech-402	342	8	to	to	ADP
futech-402	342	9	e	e	NOUN
futech-402	342	10	-	-	NOUN
futech-402	342	11	commerce	commerce	NOUN
futech-402	342	12	and	and	CCONJ
futech-402	342	13	social	social	ADJ
futech-402	342	14	commerce	commerce	PROPN
futech-402	342	15	.	.	PUNCT
futech-402	343	1	educohack	educohack	PROPN
futech-402	343	2	press	press	PROPN
futech-402	343	3	,	,	PUNCT
futech-402	343	4	2025	2025	NUM
futech-402	343	5	.	.	PUNCT
futech-402	344	1	isbn:9789361520877	isbn:9789361520877	NOUN
futech-402	344	2	,	,	PUNCT
futech-402	344	3	9361520873	9361520873	NUM
futech-402	345	1	[	[	X
futech-402	345	2	37	37	NUM
futech-402	345	3	]	]	PUNCT
futech-402	345	4	a.	a.	NOUN
futech-402	345	5	g.	g.	PROPN
futech-402	345	6	ag	ag	PROPN
futech-402	345	7	,	,	PUNCT
futech-402	345	8	h.-k	h.-k	PROPN
futech-402	345	9	.	.	PUNCT
futech-402	346	1	su	su	PROPN
futech-402	346	2	,	,	PUNCT
futech-402	346	3	and	and	CCONJ
futech-402	346	4	w.-k	w.-k	PROPN
futech-402	346	5	.	.	PUNCT
futech-402	347	1	kuo	kuo	PROPN
futech-402	347	2	,	,	PUNCT
futech-402	347	3	"	"	PUNCT
futech-402	347	4	personalized	personalized	ADJ
futech-402	347	5	ecommerce	ecommerce	NOUN
futech-402	347	6	:	:	PUNCT
futech-402	347	7	enhancing	enhance	VERB
futech-402	347	8	customer	customer	NOUN
futech-402	347	9	experience	experience	NOUN
futech-402	347	10	through	through	ADP
futech-402	347	11	machine	machine	NOUN
futech-402	347	12	learning	learning	NOUN
futech-402	347	13	-	-	PUNCT
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futech-402	347	16	,	,	PUNCT
futech-402	347	17	"	"	PUNCT
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futech-402	347	19	2024	2024	NUM
futech-402	347	20	ieee	ieee	NOUN
futech-402	347	21	international	international	ADJ
futech-402	347	22	conference	conference	NOUN
futech-402	347	23	on	on	ADP
futech-402	347	24	information	information	NOUN
futech-402	347	25	technology	technology	NOUN
futech-402	347	26	,	,	PUNCT
futech-402	347	27	electronics	electronic	NOUN
futech-402	347	28	and	and	CCONJ
futech-402	347	29	intelligent	intelligent	ADJ
futech-402	347	30	communication	communication	NOUN
futech-402	347	31	systems	system	NOUN
futech-402	347	32	(	(	PUNCT
futech-402	347	33	iciteics	iciteic	NOUN
futech-402	347	34	)	)	PUNCT
futech-402	347	35	,	,	PUNCT
futech-402	347	36	2024	2024	NUM
futech-402	347	37	:	:	PUNCT
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futech-402	347	39	,	,	PUNCT
futech-402	347	40	pp	pp	ADJ
futech-402	347	41	.	.	PUNCT
futech-402	348	1	15	15	X
futech-402	348	2	.	.	X
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futech-402	348	4	:	:	PUNCT
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futech-402	348	6	/	/	SYM
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futech-402	349	1	[	[	X
futech-402	349	2	38	38	NUM
futech-402	349	3	]	]	X
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futech-402	349	6	,	,	PUNCT
futech-402	349	7	"	"	PUNCT
futech-402	349	8	investigating	investigate	VERB
futech-402	349	9	the	the	DET
futech-402	349	10	impact	impact	NOUN
futech-402	349	11	of	of	ADP
futech-402	349	12	ai	ai	VERB
futech-402	349	13	on	on	ADP
futech-402	349	14	personalization	personalization	NOUN
futech-402	349	15	and	and	CCONJ
futech-402	349	16	customer	customer	NOUN
futech-402	349	17	engagement	engagement	NOUN
futech-402	349	18	in	in	ADP
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futech-402	349	20	marketing	marketing	NOUN
futech-402	349	21	strategies	strategy	NOUN
futech-402	349	22	,	,	PUNCT
futech-402	349	23	"	"	PUNCT
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futech-402	349	28	and	and	CCONJ
futech-402	349	29	marketing	marketing	NOUN
futech-402	349	30	studies	study	NOUN
futech-402	349	31	,	,	PUNCT
futech-402	349	32	vol	vol	NOUN
futech-402	349	33	.	.	PROPN
futech-402	349	34	10	10	NUM
futech-402	349	35	,	,	PUNCT
futech-402	349	36	no	no	INTJ
futech-402	349	37	.	.	NOUN
futech-402	349	38	1	1	NUM
futech-402	349	39	,	,	PUNCT
futech-402	349	40	2025	2025	NUM
futech-402	349	41	.	.	PUNCT
futech-402	350	1	doi	doi	NOUN
futech-402	350	2	:	:	PUNCT
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futech-402	351	1	[	[	X
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futech-402	351	3	]	]	PUNCT
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futech-402	351	11	customer	customer	NOUN
futech-402	351	12	data	datum	NOUN
futech-402	351	13	platforms	platform	NOUN
futech-402	351	14	:	:	PUNCT
futech-402	351	15	use	use	VERB
futech-402	351	16	people	people	NOUN
futech-402	351	17	data	datum	NOUN
futech-402	351	18	to	to	PART
futech-402	351	19	transform	transform	VERB
futech-402	351	20	the	the	DET
futech-402	351	21	future	future	NOUN
futech-402	351	22	of	of	ADP
futech-402	351	23	marketing	marketing	NOUN
futech-402	351	24	engagement	engagement	NOUN
futech-402	351	25	.	.	PUNCT
futech-402	352	1	john	john	PROPN
futech-402	352	2	wiley	wiley	PROPN
futech-402	352	3	&	&	CCONJ
futech-402	352	4	sons	son	NOUN
futech-402	352	5	,	,	PUNCT
futech-402	352	6	2020	2020	NUM
futech-402	352	7	.	.	PUNCT
futech-402	353	1	[	[	X
futech-402	353	2	40	40	NUM
futech-402	353	3	]	]	X
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futech-402	353	5	agarwal	agarwal	PROPN
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futech-402	353	9	,	,	PUNCT
futech-402	353	10	p.	p.	PROPN
futech-402	353	11	kline	kline	PROPN
futech-402	353	12	,	,	PUNCT
futech-402	353	13	and	and	CCONJ
futech-402	353	14	m.	m.	NOUN
futech-402	353	15	obeid	obeid	PROPN
futech-402	353	16	,	,	PUNCT
futech-402	353	17	"	"	PUNCT
futech-402	353	18	the	the	DET
futech-402	353	19	future	future	NOUN
futech-402	353	20	of	of	ADP
futech-402	353	21	customer	customer	NOUN
futech-402	353	22	experience	experience	NOUN
futech-402	353	23	:	:	PUNCT
futech-402	353	24	personalized	personalize	VERB
futech-402	353	25	,	,	PUNCT
futech-402	353	26	whiteglove	whiteglove	NOUN
futech-402	353	27	service	service	NOUN
futech-402	353	28	for	for	ADP
futech-402	353	29	all	all	PRON
futech-402	353	30	,	,	PUNCT
futech-402	353	31	"	"	PUNCT
futech-402	353	32	mckinsey	mckinsey	NOUN
futech-402	353	33	&	&	CCONJ
futech-402	353	34	company	company	PROPN
futech-402	353	35	.	.	PUNCT
futech-402	354	1	available	available	ADJ
futech-402	354	2	at	at	ADP
futech-402	354	3	https://www	https://www	PROPN
futech-402	354	4	.	.	PUNCT
futech-402	355	1	mckinsey	mckinsey	PROPN
futech-402	355	2	.	.	PUNCT
futech-402	355	3	com	com	NOUN
futech-402	355	4	/	/	SYM
futech-402	355	5	businessfunctions	businessfunction	NOUN
futech-402	355	6	/	/	SYM
futech-402	355	7	operations	operation	NOUN
futech-402	355	8	/	/	SYM
futech-402	355	9	our	our	PRON
futech-402	355	10	-	-	PUNCT
futech-402	355	11	insights	insight	NOUN
futech-402	355	12	/	/	SYM
futech-402	355	13	the	the	DET
futech-402	355	14	-	-	PUNCT
futech-402	355	15	future	future	NOUN
futech-402	355	16	-	-	PUNCT
futech-402	355	17	ofcustomer	ofcustomer	NUM
futech-402	355	18	-	-	PUNCT
futech-402	355	19	experience	experience	NOUN
futech-402	355	20	-	-	PUNCT
futech-402	355	21	personalized	personalize	VERB
futech-402	355	22	-	-	PUNCT
futech-402	355	23	white	white	ADJ
futech-402	355	24	-	-	PUNCT
futech-402	355	25	gloveservice	gloveservice	NOUN
futech-402	355	26	-	-	PUNCT
futech-402	355	27	for	for	ADP
futech-402	355	28	-	-	PUNCT
futech-402	355	29	all.[accessed	all.[accesse	VERB
futech-402	355	30	8	8	NUM
futech-402	355	31	june	june	PROPN
futech-402	355	32	2021	2021	NUM
futech-402	355	33	]	]	PUNCT
futech-402	355	34	,	,	PUNCT
futech-402	355	35	2020	2020	NUM
futech-402	355	36	.	.	PUNCT
futech-402	356	1	this	this	DET
futech-402	356	2	article	article	NOUN
futech-402	356	3	is	be	AUX
futech-402	356	4	an	an	DET
futech-402	356	5	open	open	ADJ
futech-402	356	6	-	-	PUNCT
futech-402	356	7	access	access	NOUN
futech-402	356	8	article	article	NOUN
futech-402	356	9	distributed	distribute	VERB
futech-402	356	10	under	under	ADP
futech-402	356	11	the	the	DET
futech-402	356	12	terms	term	NOUN
futech-402	356	13	and	and	CCONJ
futech-402	356	14	conditions	condition	NOUN
futech-402	356	15	of	of	ADP
futech-402	356	16	the	the	DET
futech-402	356	17	creative	creative	ADJ
futech-402	356	18	commons	common	NOUN
futech-402	356	19	attribution	attribution	NOUN
futech-402	356	20	(	(	PUNCT
futech-402	356	21	cc	cc	NOUN
futech-402	356	22	by	by	ADP
futech-402	356	23	)	)	PUNCT
futech-402	356	24	license	license	NOUN
futech-402	356	25	(	(	PUNCT
futech-402	356	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
futech-402	356	27	)	)	PUNCT
futech-402	356	28	.	.	PUNCT
futech-402	357	1	http://dx.doi.org/10.3390/electronics10050593	http://dx.doi.org/10.3390/electronics10050593	PROPN
futech-402	357	2	https://doi.org/10.1108/tr-03-2024-0169	https://doi.org/10.1108/tr-03-2024-0169	X
futech-402	357	3	http://dx.doi.org/10.1007/s42044-024-00215-7	http://dx.doi.org/10.1007/s42044-024-00215-7	X
futech-402	357	4	http://dx.doi.org/10.1007/s42044-024-00215-7	http://dx.doi.org/10.1007/s42044-024-00215-7	NUM
futech-402	357	5	http://dx.doi.org/10.46827/ejmms.v10i1.1922	http://dx.doi.org/10.46827/ejmms.v10i1.1922	PROPN
futech-402	357	6	https://www/	https://www/	NOUN
futech-402	357	7	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN