id	sid	tid	token	lemma	pos
easat-8936	1	1	edelweiss	edelweiss	PROPN
easat-8936	1	2	applied	apply	VERB
easat-8936	1	3	science	science	NOUN
easat-8936	1	4	and	and	CCONJ
easat-8936	1	5	technology	technology	NOUN
easat-8936	1	6	issn	issn	PROPN
easat-8936	1	7	:	:	PUNCT
easat-8936	1	8	2576	2576	NUM
easat-8936	1	9	-	-	SYM
easat-8936	1	10	8484	8484	NUM
easat-8936	1	11	vol	vol	NOUN
easat-8936	1	12	.	.	PROPN
easat-8936	2	1	9	9	NUM
easat-8936	2	2	,	,	PUNCT
easat-8936	2	3	no	no	INTJ
easat-8936	2	4	.	.	NOUN
easat-8936	2	5	7	7	NUM
easat-8936	2	6	,	,	PUNCT
easat-8936	2	7	1436	1436	NUM
easat-8936	2	8	-	-	SYM
easat-8936	2	9	1451	1451	NUM
easat-8936	2	10	2025	2025	NUM
easat-8936	2	11	publisher	publisher	NOUN
easat-8936	2	12	:	:	PUNCT
easat-8936	2	13	learning	learn	VERB
easat-8936	2	14	gate	gate	NOUN
easat-8936	2	15	doi	doi	PROPN
easat-8936	2	16	:	:	PUNCT
easat-8936	2	17	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	2	18	©	©	PROPN
easat-8936	2	19	2025	2025	NUM
easat-8936	2	20	by	by	ADP
easat-8936	2	21	the	the	DET
easat-8936	2	22	authors	author	NOUN
easat-8936	2	23	;	;	PUNCT
easat-8936	2	24	licensee	licensee	PROPN
easat-8936	2	25	learning	learning	NOUN
easat-8936	2	26	gate	gate	NOUN
easat-8936	3	1	©	©	PROPN
easat-8936	3	2	2025	2025	NUM
easat-8936	3	3	by	by	ADP
easat-8936	3	4	the	the	DET
easat-8936	3	5	authors	author	NOUN
easat-8936	3	6	;	;	PUNCT
easat-8936	3	7	licensee	licensee	PROPN
easat-8936	3	8	learning	learning	NOUN
easat-8936	3	9	gate	gate	NOUN
easat-8936	3	10	history	history	NOUN
easat-8936	3	11	:	:	PUNCT
easat-8936	3	12	received	receive	VERB
easat-8936	3	13	:	:	PUNCT
easat-8936	3	14	7	7	NUM
easat-8936	3	15	may	may	PROPN
easat-8936	3	16	2025	2025	NUM
easat-8936	3	17	;	;	PUNCT
easat-8936	3	18	revised	revise	VERB
easat-8936	3	19	:	:	PUNCT
easat-8936	3	20	24	24	NUM
easat-8936	3	21	june	june	PROPN
easat-8936	3	22	2025	2025	NUM
easat-8936	3	23	;	;	PUNCT
easat-8936	3	24	accepted	accept	VERB
easat-8936	3	25	:	:	PUNCT
easat-8936	3	26	27	27	NUM
easat-8936	3	27	june	june	PROPN
easat-8936	3	28	2025	2025	NUM
easat-8936	3	29	;	;	PUNCT
easat-8936	3	30	published	publish	VERB
easat-8936	3	31	:	:	PUNCT
easat-8936	3	32	18	18	NUM
easat-8936	3	33	july	july	PROPN
easat-8936	3	34	2025	2025	NUM
easat-8936	3	35	*	*	PUNCT
easat-8936	3	36	correspondence	correspondence	NOUN
easat-8936	3	37	:	:	PUNCT
easat-8936	3	38	sooksawaddee.na@spu.ac.th	sooksawaddee.na@spu.ac.th	PROPN
easat-8936	3	39	generative	generative	NOUN
easat-8936	3	40	ai	ai	VERB
easat-8936	3	41	for	for	ADP
easat-8936	3	42	storytelling	storytelle	VERB
easat-8936	3	43	in	in	ADP
easat-8936	3	44	cultural	cultural	ADJ
easat-8936	3	45	tourism	tourism	NOUN
easat-8936	3	46	:	:	PUNCT
easat-8936	3	47	enhancing	enhance	VERB
easat-8936	3	48	visitor	visitor	NOUN
easat-8936	3	49	engagement	engagement	NOUN
easat-8936	3	50	through	through	ADP
easat-8936	3	51	ai	ai	ADJ
easat-8936	3	52	-	-	PUNCT
easat-8936	3	53	driven	drive	VERB
easat-8936	3	54	narratives	narrative	NOUN
easat-8936	3	55	rungtiva	rungtiva	NOUN
easat-8936	3	56	saosing1	saosing1	PROPN
easat-8936	3	57	,	,	PUNCT
easat-8936	3	58	sooksawaddee	sooksawaddee	NOUN
easat-8936	3	59	nattawuttisit2	nattawuttisit2	PROPN
easat-8936	3	60	*	*	PROPN
easat-8936	3	61	1faculty	1faculty	NUM
easat-8936	3	62	of	of	ADP
easat-8936	3	63	science	science	NOUN
easat-8936	3	64	and	and	CCONJ
easat-8936	3	65	technology	technology	NOUN
easat-8936	3	66	,	,	PUNCT
easat-8936	3	67	rajamangala	rajamangala	PROPN
easat-8936	3	68	university	university	PROPN
easat-8936	3	69	of	of	ADP
easat-8936	3	70	technology	technology	NOUN
easat-8936	3	71	krungthep	krungthep	NOUN
easat-8936	3	72	,	,	PUNCT
easat-8936	3	73	thailand	thailand	PROPN
easat-8936	3	74	;	;	PUNCT
easat-8936	3	75	rungtiva.s@mail.rmutk.ac.th	rungtiva.s@mail.rmutk.ac.th	PROPN
easat-8936	3	76	(	(	PUNCT
easat-8936	3	77	r.s	r.s	PROPN
easat-8936	3	78	.	.	PROPN
easat-8936	3	79	)	)	PUNCT
easat-8936	3	80	.	.	PUNCT
easat-8936	4	1	2faculty	2faculty	NUM
easat-8936	4	2	of	of	ADP
easat-8936	4	3	information	information	NOUN
easat-8936	4	4	technology	technology	NOUN
easat-8936	4	5	,	,	PUNCT
easat-8936	4	6	sripatum	sripatum	NOUN
easat-8936	4	7	university	university	PROPN
easat-8936	4	8	,	,	PUNCT
easat-8936	4	9	thailand	thailand	PROPN
easat-8936	4	10	;	;	PUNCT
easat-8936	4	11	sooksawaddee.na@spu.ac.th	sooksawaddee.na@spu.ac.th	NUM
easat-8936	4	12	(	(	PUNCT
easat-8936	4	13	s.n	s.n	PROPN
easat-8936	4	14	.	.	PROPN
easat-8936	4	15	)	)	PUNCT
easat-8936	4	16	.	.	PUNCT
easat-8936	5	1	abstract	abstract	ADV
easat-8936	5	2	:	:	PUNCT
easat-8936	5	3	this	this	DET
easat-8936	5	4	study	study	NOUN
easat-8936	5	5	develops	develop	VERB
easat-8936	5	6	and	and	CCONJ
easat-8936	5	7	evaluates	evaluate	VERB
easat-8936	5	8	a	a	DET
easat-8936	5	9	generative	generative	ADJ
easat-8936	5	10	ai	ai	ADJ
easat-8936	5	11	-	-	PUNCT
easat-8936	5	12	powered	powered	ADJ
easat-8936	5	13	storytelling	storytelling	NOUN
easat-8936	5	14	model	model	NOUN
easat-8936	5	15	designed	design	VERB
easat-8936	5	16	to	to	PART
easat-8936	5	17	enhance	enhance	VERB
easat-8936	5	18	cultural	cultural	ADJ
easat-8936	5	19	tourism	tourism	NOUN
easat-8936	5	20	by	by	ADP
easat-8936	5	21	providing	provide	VERB
easat-8936	5	22	personalized	personalize	VERB
easat-8936	5	23	,	,	PUNCT
easat-8936	5	24	multilingual	multilingual	ADJ
easat-8936	5	25	,	,	PUNCT
easat-8936	5	26	and	and	CCONJ
easat-8936	5	27	emotionally	emotionally	ADV
easat-8936	5	28	engaging	engage	VERB
easat-8936	5	29	visitor	visitor	NOUN
easat-8936	5	30	experiences	experience	NOUN
easat-8936	5	31	.	.	PUNCT
easat-8936	6	1	grounded	ground	VERB
easat-8936	6	2	in	in	ADP
easat-8936	6	3	a	a	DET
easat-8936	6	4	theoretical	theoretical	ADJ
easat-8936	6	5	model	model	NOUN
easat-8936	6	6	integrating	integrate	VERB
easat-8936	6	7	semiotic	semiotic	ADJ
easat-8936	6	8	theories	theory	NOUN
easat-8936	6	9	,	,	PUNCT
easat-8936	6	10	human	human	NOUN
easat-8936	6	11	-	-	PUNCT
easat-8936	6	12	centered	center	VERB
easat-8936	6	13	ai	ai	NOUN
easat-8936	6	14	design	design	NOUN
easat-8936	6	15	,	,	PUNCT
easat-8936	6	16	and	and	CCONJ
easat-8936	6	17	multimodal	multimodal	NOUN
easat-8936	6	18	interaction	interaction	NOUN
easat-8936	6	19	,	,	PUNCT
easat-8936	6	20	the	the	DET
easat-8936	6	21	model	model	NOUN
easat-8936	6	22	conceptualizes	conceptualize	VERB
easat-8936	6	23	ai	ai	VERB
easat-8936	6	24	as	as	ADP
easat-8936	6	25	a	a	DET
easat-8936	6	26	co	co	NOUN
easat-8936	6	27	-	-	NOUN
easat-8936	6	28	partner	partner	NOUN
easat-8936	6	29	in	in	ADP
easat-8936	6	30	culturally	culturally	ADV
easat-8936	6	31	meaningful	meaningful	ADJ
easat-8936	6	32	storytelling	storytelling	NOUN
easat-8936	6	33	rather	rather	ADV
easat-8936	6	34	than	than	ADP
easat-8936	6	35	merely	merely	ADV
easat-8936	6	36	a	a	DET
easat-8936	6	37	passive	passive	ADJ
easat-8936	6	38	recommender	recommender	NOUN
easat-8936	6	39	.	.	PUNCT
easat-8936	7	1	addressing	address	VERB
easat-8936	7	2	a	a	DET
easat-8936	7	3	critical	critical	ADJ
easat-8936	7	4	gap	gap	NOUN
easat-8936	7	5	in	in	ADP
easat-8936	7	6	tourism	tourism	NOUN
easat-8936	7	7	technologies	technology	NOUN
easat-8936	7	8	—	—	PUNCT
easat-8936	7	9	the	the	DET
easat-8936	7	10	lack	lack	NOUN
easat-8936	7	11	of	of	ADP
easat-8936	7	12	adaptive	adaptive	ADJ
easat-8936	7	13	,	,	PUNCT
easat-8936	7	14	narrative	narrative	NOUN
easat-8936	7	15	-	-	PUNCT
easat-8936	7	16	based	base	VERB
easat-8936	7	17	interpretation	interpretation	NOUN
easat-8936	7	18	tools	tool	NOUN
easat-8936	7	19	—	—	PUNCT
easat-8936	7	20	the	the	DET
easat-8936	7	21	study	study	NOUN
easat-8936	7	22	introduces	introduce	VERB
easat-8936	7	23	a	a	DET
easat-8936	7	24	hybrid	hybrid	ADJ
easat-8936	7	25	architecture	architecture	NOUN
easat-8936	7	26	integrating	integrate	VERB
easat-8936	7	27	the	the	DET
easat-8936	7	28	gpt-4o	gpt-4o	ADJ
easat-8936	7	29	model	model	NOUN
easat-8936	7	30	for	for	ADP
easat-8936	7	31	dynamic	dynamic	ADJ
easat-8936	7	32	storytelling	storytelling	NOUN
easat-8936	7	33	,	,	PUNCT
easat-8936	7	34	retrieval	retrieval	NOUN
easat-8936	7	35	-	-	PUNCT
easat-8936	7	36	augmented	augment	VERB
easat-8936	7	37	generation	generation	NOUN
easat-8936	7	38	(	(	PUNCT
easat-8936	7	39	rag	rag	NOUN
easat-8936	7	40	)	)	PUNCT
easat-8936	7	41	for	for	ADP
easat-8936	7	42	context	context	NOUN
easat-8936	7	43	-	-	PUNCT
easat-8936	7	44	sensitive	sensitive	ADJ
easat-8936	7	45	recommendations	recommendation	NOUN
easat-8936	7	46	,	,	PUNCT
easat-8936	7	47	and	and	CCONJ
easat-8936	7	48	a	a	DET
easat-8936	7	49	custom	custom	NOUN
easat-8936	7	50	image	image	NOUN
easat-8936	7	51	-	-	PUNCT
easat-8936	7	52	generation	generation	NOUN
easat-8936	7	53	pipeline	pipeline	NOUN
easat-8936	7	54	.	.	PUNCT
easat-8936	8	1	a	a	DET
easat-8936	8	2	mobile	mobile	ADJ
easat-8936	8	3	application	application	NOUN
easat-8936	8	4	deploying	deploy	VERB
easat-8936	8	5	this	this	DET
easat-8936	8	6	model	model	NOUN
easat-8936	8	7	was	be	AUX
easat-8936	8	8	tested	test	VERB
easat-8936	8	9	across	across	ADP
easat-8936	8	10	four	four	NUM
easat-8936	8	11	heritage	heritage	NOUN
easat-8936	8	12	sites	site	NOUN
easat-8936	8	13	in	in	ADP
easat-8936	8	14	bangkok	bangkok	PROPN
easat-8936	8	15	with	with	ADP
easat-8936	8	16	400	400	NUM
easat-8936	8	17	international	international	ADJ
easat-8936	8	18	tourists	tourist	NOUN
easat-8936	8	19	from	from	ADP
easat-8936	8	20	thailand	thailand	PROPN
easat-8936	8	21	,	,	PUNCT
easat-8936	8	22	china	china	PROPN
easat-8936	8	23	,	,	PUNCT
easat-8936	8	24	japan	japan	PROPN
easat-8936	8	25	,	,	PUNCT
easat-8936	8	26	europe	europe	PROPN
easat-8936	8	27	,	,	PUNCT
easat-8936	8	28	and	and	CCONJ
easat-8936	8	29	asean	asean	PROPN
easat-8936	8	30	.	.	PUNCT
easat-8936	9	1	model	model	NOUN
easat-8936	9	2	training	training	NOUN
easat-8936	9	3	occurred	occur	VERB
easat-8936	9	4	over	over	ADP
easat-8936	9	5	100	100	NUM
easat-8936	9	6	epochs	epoch	NOUN
easat-8936	9	7	using	use	VERB
easat-8936	9	8	an	an	DET
easat-8936	9	9	80/20	80/20	NUM
easat-8936	9	10	split	split	NOUN
easat-8936	9	11	,	,	PUNCT
easat-8936	9	12	achieving	achieve	VERB
easat-8936	9	13	an	an	DET
easat-8936	9	14	f1	f1	NOUN
easat-8936	9	15	-	-	PUNCT
easat-8936	9	16	score	score	NOUN
easat-8936	9	17	of	of	ADP
easat-8936	9	18	89.94	89.94	NUM
easat-8936	9	19	%	%	NOUN
easat-8936	9	20	,	,	PUNCT
easat-8936	9	21	classification	classification	NOUN
easat-8936	9	22	accuracy	accuracy	NOUN
easat-8936	9	23	of	of	ADP
easat-8936	9	24	87.39	87.39	NUM
easat-8936	9	25	%	%	NOUN
easat-8936	9	26	,	,	PUNCT
easat-8936	9	27	and	and	CCONJ
easat-8936	9	28	semantic	semantic	ADJ
easat-8936	9	29	similarity	similarity	NOUN
easat-8936	9	30	scores	score	NOUN
easat-8936	9	31	of	of	ADP
easat-8936	9	32	up	up	ADP
easat-8936	9	33	to	to	PART
easat-8936	9	34	0.95	0.95	NUM
easat-8936	9	35	.	.	PUNCT
easat-8936	10	1	empirical	empirical	ADJ
easat-8936	10	2	findings	finding	NOUN
easat-8936	10	3	indicate	indicate	VERB
easat-8936	10	4	significant	significant	ADJ
easat-8936	10	5	improvements	improvement	NOUN
easat-8936	10	6	in	in	ADP
easat-8936	10	7	emotional	emotional	ADJ
easat-8936	10	8	engagement	engagement	NOUN
easat-8936	10	9	,	,	PUNCT
easat-8936	10	10	cultural	cultural	ADJ
easat-8936	10	11	understanding	understanding	NOUN
easat-8936	10	12	,	,	PUNCT
easat-8936	10	13	satisfaction	satisfaction	NOUN
easat-8936	10	14	,	,	PUNCT
easat-8936	10	15	recommendation	recommendation	NOUN
easat-8936	10	16	intentions	intention	NOUN
easat-8936	10	17	,	,	PUNCT
easat-8936	10	18	and	and	CCONJ
easat-8936	10	19	memory	memory	NOUN
easat-8936	10	20	retention	retention	NOUN
easat-8936	10	21	.	.	PUNCT
easat-8936	11	1	these	these	DET
easat-8936	11	2	findings	finding	NOUN
easat-8936	11	3	reinforce	reinforce	VERB
easat-8936	11	4	the	the	DET
easat-8936	11	5	model	model	NOUN
easat-8936	11	6	’s	’s	PART
easat-8936	11	7	efficacy	efficacy	NOUN
easat-8936	11	8	,	,	PUNCT
easat-8936	11	9	offering	offer	VERB
easat-8936	11	10	pragmatic	pragmatic	ADJ
easat-8936	11	11	guidelines	guideline	NOUN
easat-8936	11	12	for	for	ADP
easat-8936	11	13	tourism	tourism	NOUN
easat-8936	11	14	authorities	authority	NOUN
easat-8936	11	15	and	and	CCONJ
easat-8936	11	16	cultural	cultural	ADJ
easat-8936	11	17	enterprises	enterprise	NOUN
easat-8936	11	18	to	to	PART
easat-8936	11	19	modernize	modernize	VERB
easat-8936	11	20	visitor	visitor	NOUN
easat-8936	11	21	services	service	NOUN
easat-8936	11	22	and	and	CCONJ
easat-8936	11	23	appeal	appeal	VERB
easat-8936	11	24	to	to	ADP
easat-8936	11	25	global	global	ADJ
easat-8936	11	26	audiences	audience	NOUN
easat-8936	11	27	through	through	ADP
easat-8936	11	28	intelligent	intelligent	ADJ
easat-8936	11	29	,	,	PUNCT
easat-8936	11	30	adaptive	adaptive	ADJ
easat-8936	11	31	storytelling	storytelling	NOUN
easat-8936	11	32	.	.	PUNCT
easat-8936	12	1	keywords	keyword	NOUN
easat-8936	12	2	:	:	PUNCT
easat-8936	12	3	cultural	cultural	ADJ
easat-8936	12	4	tourism	tourism	NOUN
easat-8936	12	5	,	,	PUNCT
easat-8936	12	6	personalized	personalized	ADJ
easat-8936	12	7	storytelling	storytelling	NOUN
easat-8936	12	8	,	,	PUNCT
easat-8936	12	9	generative	generative	ADJ
easat-8936	12	10	artificial	artificial	ADJ
easat-8936	12	11	intelligence	intelligence	NOUN
easat-8936	12	12	,	,	PUNCT
easat-8936	12	13	gpt	gpt	NOUN
easat-8936	12	14	,	,	PUNCT
easat-8936	12	15	human	human	NOUN
easat-8936	12	16	-	-	PUNCT
easat-8936	12	17	centered	center	VERB
easat-8936	12	18	ai	ai	NOUN
easat-8936	12	19	.	.	PUNCT
easat-8936	12	20	retrieval	retrieval	NOUN
easat-8936	12	21	-	-	PUNCT
easat-8936	12	22	augmented	augment	VERB
easat-8936	12	23	generation	generation	NOUN
easat-8936	12	24	(	(	PUNCT
easat-8936	12	25	rag	rag	NOUN
easat-8936	12	26	)	)	PUNCT
easat-8936	12	27	.	.	PUNCT
easat-8936	13	1	1	1	X
easat-8936	13	2	.	.	X
easat-8936	13	3	introduction	introduction	NOUN
easat-8936	13	4	in	in	ADP
easat-8936	13	5	recent	recent	ADJ
easat-8936	13	6	years	year	NOUN
easat-8936	13	7	,	,	PUNCT
easat-8936	13	8	the	the	DET
easat-8936	13	9	importance	importance	NOUN
easat-8936	13	10	of	of	ADP
easat-8936	13	11	artificial	artificial	ADJ
easat-8936	13	12	intelligence	intelligence	NOUN
easat-8936	13	13	(	(	PUNCT
easat-8936	13	14	ai	ai	NOUN
easat-8936	13	15	)	)	PUNCT
easat-8936	13	16	in	in	ADP
easat-8936	13	17	modern	modern	ADJ
easat-8936	13	18	businesses	business	NOUN
easat-8936	13	19	and	and	CCONJ
easat-8936	13	20	its	its	PRON
easat-8936	13	21	applications	application	NOUN
easat-8936	13	22	has	have	AUX
easat-8936	13	23	grown	grow	VERB
easat-8936	13	24	rapidly	rapidly	ADV
easat-8936	13	25	.	.	PUNCT
easat-8936	14	1	nowadays	nowadays	ADV
easat-8936	14	2	,	,	PUNCT
easat-8936	14	3	the	the	DET
easat-8936	14	4	value	value	NOUN
easat-8936	14	5	of	of	ADP
easat-8936	14	6	ai	ai	ADJ
easat-8936	14	7	-	-	PUNCT
easat-8936	14	8	driven	drive	VERB
easat-8936	14	9	innovation	innovation	NOUN
easat-8936	14	10	in	in	ADP
easat-8936	14	11	creating	create	VERB
easat-8936	14	12	and	and	CCONJ
easat-8936	14	13	enhancing	enhance	VERB
easat-8936	14	14	competitive	competitive	ADJ
easat-8936	14	15	advantages	advantage	NOUN
easat-8936	14	16	requires	require	VERB
easat-8936	14	17	a	a	DET
easat-8936	14	18	comprehensive	comprehensive	ADJ
easat-8936	14	19	understanding	understanding	NOUN
easat-8936	14	20	of	of	ADP
easat-8936	14	21	its	its	PRON
easat-8936	14	22	impact	impact	NOUN
easat-8936	14	23	on	on	ADP
easat-8936	14	24	processes	process	NOUN
easat-8936	14	25	and	and	CCONJ
easat-8936	14	26	platform	platform	NOUN
easat-8936	14	27	integration	integration	NOUN
easat-8936	14	28	across	across	ADP
easat-8936	14	29	all	all	DET
easat-8936	14	30	types	type	NOUN
easat-8936	14	31	of	of	ADP
easat-8936	14	32	organizations	organization	NOUN
easat-8936	14	33	[	[	X
easat-8936	14	34	1	1	NUM
easat-8936	14	35	]	]	PUNCT
easat-8936	14	36	.	.	PUNCT
easat-8936	15	1	the	the	DET
easat-8936	15	2	effectiveness	effectiveness	NOUN
easat-8936	15	3	of	of	ADP
easat-8936	15	4	operations	operation	NOUN
easat-8936	15	5	within	within	ADP
easat-8936	15	6	firms	firm	NOUN
easat-8936	15	7	is	be	AUX
easat-8936	15	8	increasingly	increasingly	ADV
easat-8936	15	9	influenced	influence	VERB
easat-8936	15	10	by	by	ADP
easat-8936	15	11	ai	ai	ADJ
easat-8936	15	12	-	-	PUNCT
easat-8936	15	13	driven	drive	VERB
easat-8936	15	14	innovation	innovation	NOUN
easat-8936	15	15	.	.	PUNCT
easat-8936	16	1	tourism	tourism	NOUN
easat-8936	16	2	is	be	AUX
easat-8936	16	3	among	among	ADP
easat-8936	16	4	the	the	DET
easat-8936	16	5	industries	industry	NOUN
easat-8936	16	6	where	where	SCONJ
easat-8936	16	7	these	these	DET
easat-8936	16	8	technological	technological	ADJ
easat-8936	16	9	advancements	advancement	NOUN
easat-8936	16	10	have	have	AUX
easat-8936	16	11	become	become	VERB
easat-8936	16	12	particularly	particularly	ADV
easat-8936	16	13	significant	significant	ADJ
easat-8936	16	14	.	.	PUNCT
easat-8936	17	1	the	the	DET
easat-8936	17	2	demand	demand	NOUN
easat-8936	17	3	for	for	ADP
easat-8936	17	4	personalized	personalized	ADJ
easat-8936	17	5	,	,	PUNCT
easat-8936	17	6	inclusive	inclusive	ADJ
easat-8936	17	7	,	,	PUNCT
easat-8936	17	8	and	and	CCONJ
easat-8936	17	9	interactive	interactive	ADJ
easat-8936	17	10	visitor	visitor	NOUN
easat-8936	17	11	experiences	experience	NOUN
easat-8936	17	12	has	have	AUX
easat-8936	17	13	increased	increase	VERB
easat-8936	17	14	considerably	considerably	ADV
easat-8936	17	15	.	.	PUNCT
easat-8936	18	1	while	while	SCONJ
easat-8936	18	2	traditional	traditional	ADJ
easat-8936	18	3	interpretive	interpretive	ADJ
easat-8936	18	4	methods	method	NOUN
easat-8936	18	5	—	—	PUNCT
easat-8936	18	6	such	such	ADJ
easat-8936	18	7	as	as	ADP
easat-8936	18	8	signage	signage	NOUN
easat-8936	18	9	,	,	PUNCT
easat-8936	18	10	printed	print	VERB
easat-8936	18	11	brochures	brochure	NOUN
easat-8936	18	12	,	,	PUNCT
easat-8936	18	13	and	and	CCONJ
easat-8936	18	14	prerecorded	prerecord	VERB
easat-8936	18	15	audio	audio	ADJ
easat-8936	18	16	guides	guide	NOUN
easat-8936	18	17	—	—	PUNCT
easat-8936	18	18	continue	continue	VERB
easat-8936	18	19	to	to	PART
easat-8936	18	20	provide	provide	VERB
easat-8936	18	21	essential	essential	ADJ
easat-8936	18	22	information	information	NOUN
easat-8936	18	23	,	,	PUNCT
easat-8936	18	24	they	they	PRON
easat-8936	18	25	often	often	ADV
easat-8936	18	26	fall	fall	VERB
easat-8936	18	27	short	short	ADV
easat-8936	18	28	of	of	ADP
easat-8936	18	29	meeting	meet	VERB
easat-8936	18	30	the	the	DET
easat-8936	18	31	evolving	evolve	VERB
easat-8936	18	32	expectations	expectation	NOUN
easat-8936	18	33	of	of	ADP
easat-8936	18	34	contemporary	contemporary	ADJ
easat-8936	18	35	tourists	tourist	NOUN
easat-8936	18	36	[	[	X
easat-8936	18	37	1	1	NUM
easat-8936	18	38	]	]	PUNCT
easat-8936	18	39	.	.	PUNCT
easat-8936	19	1	these	these	DET
easat-8936	19	2	methods	method	NOUN
easat-8936	19	3	typically	typically	ADV
easat-8936	19	4	deliver	deliver	VERB
easat-8936	19	5	static	static	ADJ
easat-8936	19	6	and	and	CCONJ
easat-8936	19	7	generic	generic	ADJ
easat-8936	19	8	content	content	NOUN
easat-8936	19	9	that	that	PRON
easat-8936	19	10	lacks	lack	VERB
easat-8936	19	11	the	the	DET
easat-8936	19	12	flexibility	flexibility	NOUN
easat-8936	19	13	to	to	PART
easat-8936	19	14	adapt	adapt	VERB
easat-8936	19	15	to	to	ADP
easat-8936	19	16	individual	individual	ADJ
easat-8936	19	17	preferences	preference	NOUN
easat-8936	19	18	,	,	PUNCT
easat-8936	19	19	situational	situational	ADJ
easat-8936	19	20	contexts	contexts	NOUN
easat-8936	19	21	,	,	PUNCT
easat-8936	19	22	and	and	CCONJ
easat-8936	19	23	linguistic	linguistic	ADJ
easat-8936	19	24	diversity	diversity	NOUN
easat-8936	20	1	[	[	X
easat-8936	20	2	2	2	NUM
easat-8936	20	3	,	,	PUNCT
easat-8936	20	4	3	3	NUM
easat-8936	20	5	]	]	PUNCT
easat-8936	20	6	.	.	PUNCT
easat-8936	21	1	international	international	ADJ
easat-8936	21	2	visitors	visitor	NOUN
easat-8936	21	3	,	,	PUNCT
easat-8936	21	4	in	in	ADP
easat-8936	21	5	particular	particular	ADJ
easat-8936	21	6	,	,	PUNCT
easat-8936	21	7	frequently	frequently	ADV
easat-8936	21	8	encounter	encounter	VERB
easat-8936	21	9	language	language	NOUN
easat-8936	21	10	barriers	barrier	NOUN
easat-8936	21	11	and	and	CCONJ
easat-8936	21	12	limited	limited	ADJ
easat-8936	21	13	access	access	NOUN
easat-8936	21	14	to	to	ADP
easat-8936	21	15	culturally	culturally	ADV
easat-8936	21	16	tailored	tailor	VERB
easat-8936	21	17	information	information	NOUN
easat-8936	21	18	,	,	PUNCT
easat-8936	21	19	which	which	PRON
easat-8936	21	20	can	can	AUX
easat-8936	21	21	diminish	diminish	VERB
easat-8936	21	22	emotional	emotional	ADJ
easat-8936	21	23	engagement	engagement	NOUN
easat-8936	21	24	and	and	CCONJ
easat-8936	21	25	reduce	reduce	VERB
easat-8936	21	26	the	the	DET
easat-8936	21	27	quality	quality	NOUN
easat-8936	21	28	of	of	ADP
easat-8936	21	29	their	their	PRON
easat-8936	21	30	experiences	experience	NOUN
easat-8936	21	31	.	.	PUNCT
easat-8936	22	1	moreover	moreover	ADV
easat-8936	22	2	,	,	PUNCT
easat-8936	22	3	while	while	SCONJ
easat-8936	22	4	human	human	ADJ
easat-8936	22	5	tour	tour	NOUN
easat-8936	22	6	guides	guide	NOUN
easat-8936	22	7	can	can	AUX
easat-8936	22	8	offer	offer	VERB
easat-8936	22	9	valuable	valuable	ADJ
easat-8936	22	10	personalized	personalized	ADJ
easat-8936	22	11	services	service	NOUN
easat-8936	22	12	,	,	PUNCT
easat-8936	22	13	their	their	PRON
easat-8936	22	14	1437	1437	NUM
easat-8936	22	15	edelweiss	edelweiss	PROPN
easat-8936	22	16	applied	apply	VERB
easat-8936	22	17	science	science	NOUN
easat-8936	22	18	and	and	CCONJ
easat-8936	22	19	technology	technology	NOUN
easat-8936	22	20	issn	issn	PROPN
easat-8936	22	21	:	:	PUNCT
easat-8936	22	22	2576	2576	NUM
easat-8936	22	23	-	-	SYM
easat-8936	22	24	8484	8484	NUM
easat-8936	22	25	vol	vol	NOUN
easat-8936	22	26	.	.	PROPN
easat-8936	23	1	9	9	NUM
easat-8936	23	2	,	,	PUNCT
easat-8936	23	3	no	no	INTJ
easat-8936	23	4	.	.	NOUN
easat-8936	23	5	7	7	NUM
easat-8936	23	6	:	:	SYM
easat-8936	23	7	1436	1436	NUM
easat-8936	23	8	-	-	SYM
easat-8936	23	9	1451	1451	NUM
easat-8936	23	10	,	,	PUNCT
easat-8936	23	11	2025	2025	NUM
easat-8936	23	12	doi	doi	NOUN
easat-8936	23	13	:	:	PUNCT
easat-8936	23	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	23	15	©	©	PROPN
easat-8936	23	16	2025	2025	NUM
easat-8936	23	17	by	by	ADP
easat-8936	23	18	the	the	DET
easat-8936	23	19	authors	author	NOUN
easat-8936	23	20	;	;	PUNCT
easat-8936	23	21	licensee	licensee	PROPN
easat-8936	23	22	learning	learn	VERB
easat-8936	23	23	gate	gate	NOUN
easat-8936	23	24	scalability	scalability	NOUN
easat-8936	23	25	and	and	CCONJ
easat-8936	23	26	availability	availability	NOUN
easat-8936	23	27	remain	remain	VERB
easat-8936	23	28	limited	limited	ADJ
easat-8936	23	29	,	,	PUNCT
easat-8936	23	30	especially	especially	ADV
easat-8936	23	31	at	at	ADP
easat-8936	23	32	remote	remote	ADJ
easat-8936	23	33	or	or	CCONJ
easat-8936	23	34	overcrowded	overcrowded	ADJ
easat-8936	23	35	cultural	cultural	ADJ
easat-8936	23	36	heritage	heritage	NOUN
easat-8936	23	37	sites	site	NOUN
easat-8936	23	38	[	[	X
easat-8936	23	39	4	4	NUM
easat-8936	23	40	]	]	PUNCT
easat-8936	23	41	.	.	PUNCT
easat-8936	24	1	the	the	DET
easat-8936	24	2	rapid	rapid	ADJ
easat-8936	24	3	advancement	advancement	NOUN
easat-8936	24	4	of	of	ADP
easat-8936	24	5	artificial	artificial	ADJ
easat-8936	24	6	intelligence	intelligence	NOUN
easat-8936	24	7	(	(	PUNCT
easat-8936	24	8	ai	ai	NOUN
easat-8936	24	9	)	)	PUNCT
easat-8936	24	10	,	,	PUNCT
easat-8936	24	11	particularly	particularly	ADV
easat-8936	24	12	in	in	ADP
easat-8936	24	13	the	the	DET
easat-8936	24	14	area	area	NOUN
easat-8936	24	15	of	of	ADP
easat-8936	24	16	generative	generative	ADJ
easat-8936	24	17	models	model	NOUN
easat-8936	24	18	and	and	CCONJ
easat-8936	24	19	large	large	ADJ
easat-8936	24	20	language	language	NOUN
easat-8936	24	21	models	model	NOUN
easat-8936	24	22	(	(	PUNCT
easat-8936	24	23	llms	llm	NOUN
easat-8936	24	24	)	)	PUNCT
easat-8936	24	25	,	,	PUNCT
easat-8936	24	26	offers	offer	VERB
easat-8936	24	27	a	a	DET
easat-8936	24	28	compelling	compelling	ADJ
easat-8936	24	29	solution	solution	NOUN
easat-8936	24	30	to	to	ADP
easat-8936	24	31	these	these	DET
easat-8936	24	32	challenges	challenge	NOUN
easat-8936	24	33	[	[	X
easat-8936	24	34	5	5	NUM
easat-8936	24	35	,	,	PUNCT
easat-8936	24	36	6	6	NUM
easat-8936	24	37	]	]	PUNCT
easat-8936	24	38	.	.	PUNCT
easat-8936	25	1	generative	generative	PROPN
easat-8936	25	2	ai	ai	PROPN
easat-8936	25	3	technologies	technology	NOUN
easat-8936	25	4	such	such	ADJ
easat-8936	25	5	as	as	ADP
easat-8936	25	6	gpt-4o	gpt-4o	PROPN
easat-8936	25	7	enable	enable	VERB
easat-8936	25	8	dynamic	dynamic	ADJ
easat-8936	25	9	narrative	narrative	NOUN
easat-8936	25	10	generation	generation	NOUN
easat-8936	25	11	,	,	PUNCT
easat-8936	25	12	multilingual	multilingual	ADJ
easat-8936	25	13	communication	communication	NOUN
easat-8936	25	14	,	,	PUNCT
easat-8936	25	15	and	and	CCONJ
easat-8936	25	16	context	context	NOUN
easat-8936	25	17	-	-	PUNCT
easat-8936	25	18	aware	aware	ADJ
easat-8936	25	19	recommendations	recommendation	NOUN
easat-8936	25	20	[	[	X
easat-8936	25	21	7	7	NUM
easat-8936	25	22	]	]	PUNCT
easat-8936	25	23	.	.	PUNCT
easat-8936	26	1	when	when	SCONJ
easat-8936	26	2	integrated	integrate	VERB
easat-8936	26	3	into	into	ADP
easat-8936	26	4	mobile	mobile	ADJ
easat-8936	26	5	applications	application	NOUN
easat-8936	26	6	,	,	PUNCT
easat-8936	26	7	these	these	DET
easat-8936	26	8	models	model	NOUN
easat-8936	26	9	have	have	VERB
easat-8936	26	10	the	the	DET
easat-8936	26	11	potential	potential	NOUN
easat-8936	26	12	to	to	PART
easat-8936	26	13	act	act	VERB
easat-8936	26	14	as	as	ADP
easat-8936	26	15	virtual	virtual	ADJ
easat-8936	26	16	tour	tour	NOUN
easat-8936	26	17	guides	guide	NOUN
easat-8936	26	18	,	,	PUNCT
easat-8936	26	19	capable	capable	ADJ
easat-8936	26	20	of	of	ADP
easat-8936	26	21	providing	provide	VERB
easat-8936	26	22	visitors	visitor	NOUN
easat-8936	26	23	with	with	ADP
easat-8936	26	24	real	real	ADJ
easat-8936	26	25	-	-	PUNCT
easat-8936	26	26	time	time	NOUN
easat-8936	26	27	responses	response	NOUN
easat-8936	26	28	,	,	PUNCT
easat-8936	26	29	recommending	recommend	VERB
easat-8936	26	30	points	point	NOUN
easat-8936	26	31	of	of	ADP
easat-8936	26	32	interest	interest	NOUN
easat-8936	26	33	(	(	PUNCT
easat-8936	26	34	pois	pois	NOUN
easat-8936	26	35	)	)	PUNCT
easat-8936	26	36	,	,	PUNCT
easat-8936	26	37	suggesting	suggest	VERB
easat-8936	26	38	accommodations	accommodation	NOUN
easat-8936	26	39	,	,	PUNCT
easat-8936	26	40	and	and	CCONJ
easat-8936	26	41	even	even	ADV
easat-8936	26	42	facilitating	facilitate	VERB
easat-8936	26	43	in	in	ADP
easat-8936	26	44	-	-	PUNCT
easat-8936	26	45	depth	depth	NOUN
easat-8936	26	46	cultural	cultural	ADJ
easat-8936	26	47	conversations	conversation	NOUN
easat-8936	26	48	[	[	X
easat-8936	26	49	8	8	NUM
easat-8936	26	50	,	,	PUNCT
easat-8936	26	51	9	9	NUM
easat-8936	26	52	]	]	PUNCT
easat-8936	26	53	.	.	PUNCT
easat-8936	27	1	unlike	unlike	ADP
easat-8936	27	2	traditional	traditional	ADJ
easat-8936	27	3	guides	guide	NOUN
easat-8936	27	4	or	or	CCONJ
easat-8936	27	5	static	static	ADJ
easat-8936	27	6	media	medium	NOUN
easat-8936	27	7	,	,	PUNCT
easat-8936	27	8	emerging	emerge	VERB
easat-8936	27	9	technologies	technology	NOUN
easat-8936	27	10	such	such	ADJ
easat-8936	27	11	as	as	ADP
easat-8936	27	12	hybrid	hybrid	NOUN
easat-8936	27	13	and	and	CCONJ
easat-8936	27	14	xr	xr	PROPN
easat-8936	27	15	narrative	narrative	PROPN
easat-8936	27	16	applications	application	NOUN
easat-8936	27	17	have	have	AUX
easat-8936	27	18	been	be	AUX
easat-8936	27	19	shown	show	VERB
easat-8936	27	20	to	to	PART
easat-8936	27	21	deliver	deliver	VERB
easat-8936	27	22	more	more	ADV
easat-8936	27	23	personalized	personalized	ADJ
easat-8936	27	24	and	and	CCONJ
easat-8936	27	25	engaging	engaging	ADJ
easat-8936	27	26	experiences	experience	NOUN
easat-8936	27	27	,	,	PUNCT
easat-8936	27	28	better	well	ADV
easat-8936	27	29	adapting	adapt	VERB
easat-8936	27	30	to	to	ADP
easat-8936	27	31	user	user	NOUN
easat-8936	27	32	preferences	preference	NOUN
easat-8936	27	33	and	and	CCONJ
easat-8936	27	34	situational	situational	ADJ
easat-8936	27	35	contexts	context	NOUN
easat-8936	28	1	[	[	X
easat-8936	28	2	10	10	NUM
easat-8936	28	3	,	,	PUNCT
easat-8936	28	4	11	11	NUM
easat-8936	28	5	]	]	PUNCT
easat-8936	28	6	.	.	PUNCT
easat-8936	29	1	the	the	DET
easat-8936	29	2	integration	integration	NOUN
easat-8936	29	3	of	of	ADP
easat-8936	29	4	custom	custom	NOUN
easat-8936	29	5	image	image	NOUN
easat-8936	29	6	generation	generation	NOUN
easat-8936	29	7	enhances	enhance	VERB
easat-8936	29	8	these	these	DET
easat-8936	29	9	narratives	narrative	NOUN
easat-8936	29	10	,	,	PUNCT
easat-8936	29	11	making	make	VERB
easat-8936	29	12	visitors	visitor	NOUN
easat-8936	29	13	active	active	ADJ
easat-8936	29	14	participants	participant	NOUN
easat-8936	29	15	in	in	ADP
easat-8936	29	16	visually	visually	ADV
easat-8936	29	17	engaging	engage	VERB
easat-8936	29	18	cultural	cultural	ADJ
easat-8936	29	19	stories	story	NOUN
easat-8936	29	20	[	[	X
easat-8936	29	21	12	12	NUM
easat-8936	29	22	]	]	PUNCT
easat-8936	29	23	.	.	PUNCT
easat-8936	30	1	to	to	PART
easat-8936	30	2	address	address	VERB
easat-8936	30	3	these	these	DET
easat-8936	30	4	possibilities	possibility	NOUN
easat-8936	30	5	,	,	PUNCT
easat-8936	30	6	this	this	DET
easat-8936	30	7	study	study	NOUN
easat-8936	30	8	investigates	investigate	VERB
easat-8936	30	9	the	the	DET
easat-8936	30	10	application	application	NOUN
easat-8936	30	11	of	of	ADP
easat-8936	30	12	generative	generative	NOUN
easat-8936	30	13	ai	ai	VERB
easat-8936	30	14	in	in	ADP
easat-8936	30	15	enhancing	enhance	VERB
easat-8936	30	16	cultural	cultural	ADJ
easat-8936	30	17	tourism	tourism	NOUN
easat-8936	30	18	through	through	ADP
easat-8936	30	19	interactive	interactive	ADJ
easat-8936	30	20	,	,	PUNCT
easat-8936	30	21	multilingual	multilingual	ADJ
easat-8936	30	22	,	,	PUNCT
easat-8936	30	23	and	and	CCONJ
easat-8936	30	24	personalized	personalized	ADJ
easat-8936	30	25	storytelling	storytelling	NOUN
easat-8936	30	26	.	.	PUNCT
easat-8936	31	1	a	a	DET
easat-8936	31	2	mobile	mobile	ADJ
easat-8936	31	3	application	application	NOUN
easat-8936	31	4	was	be	AUX
easat-8936	31	5	developed	develop	VERB
easat-8936	31	6	and	and	CCONJ
easat-8936	31	7	deployed	deploy	VERB
easat-8936	31	8	,	,	PUNCT
easat-8936	31	9	leveraging	leverage	VERB
easat-8936	31	10	gpt-4o	gpt-4o	PROPN
easat-8936	31	11	and	and	CCONJ
easat-8936	31	12	a	a	DET
easat-8936	31	13	custom	custom	NOUN
easat-8936	31	14	image	image	NOUN
easat-8936	31	15	generation	generation	NOUN
easat-8936	31	16	model	model	NOUN
easat-8936	31	17	to	to	PART
easat-8936	31	18	generate	generate	VERB
easat-8936	31	19	dynamic	dynamic	ADJ
easat-8936	31	20	narratives	narrative	NOUN
easat-8936	31	21	based	base	VERB
easat-8936	31	22	on	on	ADP
easat-8936	31	23	user	user	NOUN
easat-8936	31	24	-	-	PUNCT
easat-8936	31	25	selected	select	VERB
easat-8936	31	26	pois	pois	NOUN
easat-8936	31	27	and	and	CCONJ
easat-8936	31	28	preferred	preferred	ADJ
easat-8936	31	29	genres	genre	NOUN
easat-8936	31	30	[	[	X
easat-8936	31	31	13	13	NUM
easat-8936	31	32	]	]	PUNCT
easat-8936	31	33	.	.	PUNCT
easat-8936	32	1	to	to	PART
easat-8936	32	2	ensure	ensure	VERB
easat-8936	32	3	cultural	cultural	ADJ
easat-8936	32	4	relevance	relevance	NOUN
easat-8936	32	5	and	and	CCONJ
easat-8936	32	6	conversational	conversational	ADJ
easat-8936	32	7	fluency	fluency	NOUN
easat-8936	32	8	,	,	PUNCT
easat-8936	32	9	the	the	DET
easat-8936	32	10	ai	ai	NOUN
easat-8936	32	11	model	model	NOUN
easat-8936	32	12	was	be	AUX
easat-8936	32	13	fine	fine	ADV
easat-8936	32	14	-	-	PUNCT
easat-8936	32	15	tuned	tune	VERB
easat-8936	32	16	using	use	VERB
easat-8936	32	17	the	the	DET
easat-8936	32	18	survey	survey	NOUN
easat-8936	32	19	questionnaire	questionnaire	NOUN
easat-8936	32	20	dataset	dataset	NOUN
easat-8936	32	21	,	,	PUNCT
easat-8936	32	22	supplemented	supplement	VERB
easat-8936	32	23	with	with	ADP
easat-8936	32	24	local	local	ADJ
easat-8936	32	25	cultural	cultural	ADJ
easat-8936	32	26	datasets	dataset	NOUN
easat-8936	32	27	.	.	PUNCT
easat-8936	33	1	the	the	DET
easat-8936	33	2	research	research	NOUN
easat-8936	33	3	employed	employ	VERB
easat-8936	33	4	a	a	DET
easat-8936	33	5	mixed	mix	VERB
easat-8936	33	6	-	-	PUNCT
easat-8936	33	7	methods	method	NOUN
easat-8936	33	8	approach	approach	NOUN
easat-8936	33	9	,	,	PUNCT
easat-8936	33	10	combining	combine	VERB
easat-8936	33	11	experimental	experimental	ADJ
easat-8936	33	12	field	field	NOUN
easat-8936	33	13	deployment	deployment	NOUN
easat-8936	33	14	with	with	ADP
easat-8936	33	15	survey	survey	NOUN
easat-8936	33	16	-	-	PUNCT
easat-8936	33	17	based	base	VERB
easat-8936	33	18	evaluations	evaluation	NOUN
easat-8936	33	19	[	[	X
easat-8936	33	20	14	14	NUM
easat-8936	33	21	]	]	PUNCT
easat-8936	33	22	.	.	PUNCT
easat-8936	34	1	data	datum	NOUN
easat-8936	34	2	were	be	AUX
easat-8936	34	3	collected	collect	VERB
easat-8936	34	4	from	from	ADP
easat-8936	34	5	a	a	DET
easat-8936	34	6	stratified	stratified	ADJ
easat-8936	34	7	random	random	ADJ
easat-8936	34	8	sample	sample	NOUN
easat-8936	34	9	of	of	ADP
easat-8936	34	10	400	400	NUM
easat-8936	34	11	domestic	domestic	ADJ
easat-8936	34	12	and	and	CCONJ
easat-8936	34	13	international	international	ADJ
easat-8936	34	14	tourists	tourist	NOUN
easat-8936	34	15	at	at	ADP
easat-8936	34	16	four	four	NUM
easat-8936	34	17	major	major	ADJ
easat-8936	34	18	cultural	cultural	ADJ
easat-8936	34	19	heritage	heritage	NOUN
easat-8936	34	20	sites	site	NOUN
easat-8936	34	21	in	in	ADP
easat-8936	34	22	thailand	thailand	PROPN
easat-8936	34	23	.	.	PUNCT
easat-8936	35	1	their	their	PRON
easat-8936	35	2	experiences	experience	NOUN
easat-8936	35	3	were	be	AUX
easat-8936	35	4	assessed	assess	VERB
easat-8936	35	5	through	through	ADP
easat-8936	35	6	structured	structured	ADJ
easat-8936	35	7	questionnaires	questionnaire	NOUN
easat-8936	35	8	and	and	CCONJ
easat-8936	35	9	interviews	interview	NOUN
easat-8936	35	10	focused	focus	VERB
easat-8936	35	11	on	on	ADP
easat-8936	35	12	emotional	emotional	ADJ
easat-8936	35	13	engagement	engagement	NOUN
easat-8936	35	14	,	,	PUNCT
easat-8936	35	15	cultural	cultural	ADJ
easat-8936	35	16	learning	learning	NOUN
easat-8936	35	17	,	,	PUNCT
easat-8936	35	18	and	and	CCONJ
easat-8936	35	19	satisfaction	satisfaction	NOUN
easat-8936	35	20	[	[	X
easat-8936	35	21	15	15	NUM
easat-8936	35	22	]	]	PUNCT
easat-8936	35	23	.	.	PUNCT
easat-8936	36	1	preliminary	preliminary	ADJ
easat-8936	36	2	findings	finding	NOUN
easat-8936	36	3	indicate	indicate	VERB
easat-8936	36	4	that	that	SCONJ
easat-8936	36	5	ai	ai	VERB
easat-8936	36	6	-	-	PUNCT
easat-8936	36	7	generated	generate	VERB
easat-8936	36	8	narratives	narrative	NOUN
easat-8936	36	9	significantly	significantly	ADV
easat-8936	36	10	enhance	enhance	VERB
easat-8936	36	11	emotional	emotional	ADJ
easat-8936	36	12	connection	connection	NOUN
easat-8936	36	13	,	,	PUNCT
easat-8936	36	14	cultural	cultural	ADJ
easat-8936	36	15	comprehension	comprehension	NOUN
easat-8936	36	16	,	,	PUNCT
easat-8936	36	17	and	and	CCONJ
easat-8936	36	18	the	the	DET
easat-8936	36	19	likelihood	likelihood	NOUN
easat-8936	36	20	of	of	ADP
easat-8936	36	21	visitors	visitor	NOUN
easat-8936	36	22	recommending	recommend	VERB
easat-8936	36	23	the	the	DET
easat-8936	36	24	sites	site	NOUN
easat-8936	36	25	to	to	ADP
easat-8936	36	26	others	other	NOUN
easat-8936	36	27	.	.	PUNCT
easat-8936	37	1	furthermore	furthermore	ADV
easat-8936	37	2	,	,	PUNCT
easat-8936	37	3	personalized	personalized	ADJ
easat-8936	37	4	storytelling	storytelling	NOUN
easat-8936	37	5	and	and	CCONJ
easat-8936	37	6	multilingual	multilingual	ADJ
easat-8936	37	7	interactions	interaction	NOUN
easat-8936	37	8	contribute	contribute	VERB
easat-8936	37	9	to	to	ADP
easat-8936	37	10	higher	high	ADJ
easat-8936	37	11	levels	level	NOUN
easat-8936	37	12	of	of	ADP
easat-8936	37	13	satisfaction	satisfaction	NOUN
easat-8936	37	14	and	and	CCONJ
easat-8936	37	15	memory	memory	NOUN
easat-8936	37	16	retention	retention	NOUN
easat-8936	37	17	.	.	PUNCT
easat-8936	38	1	this	this	DET
easat-8936	38	2	research	research	NOUN
easat-8936	38	3	makes	make	VERB
easat-8936	38	4	a	a	DET
easat-8936	38	5	notable	notable	ADJ
easat-8936	38	6	contribution	contribution	NOUN
easat-8936	38	7	to	to	ADP
easat-8936	38	8	the	the	DET
easat-8936	38	9	emerging	emerge	VERB
easat-8936	38	10	field	field	NOUN
easat-8936	38	11	of	of	ADP
easat-8936	38	12	ai	ai	ADV
easat-8936	38	13	-	-	PUNCT
easat-8936	38	14	enhanced	enhance	VERB
easat-8936	38	15	tourism	tourism	NOUN
easat-8936	38	16	by	by	ADP
easat-8936	38	17	demonstrating	demonstrate	VERB
easat-8936	38	18	how	how	SCONJ
easat-8936	38	19	generative	generative	ADJ
easat-8936	38	20	ai	ai	NOUN
easat-8936	38	21	can	can	AUX
easat-8936	38	22	be	be	AUX
easat-8936	38	23	ethically	ethically	ADV
easat-8936	38	24	and	and	CCONJ
easat-8936	38	25	practically	practically	ADV
easat-8936	38	26	applied	apply	VERB
easat-8936	38	27	to	to	PART
easat-8936	38	28	foster	foster	VERB
easat-8936	38	29	deeper	deep	ADJ
easat-8936	38	30	cultural	cultural	ADJ
easat-8936	38	31	connections	connection	NOUN
easat-8936	38	32	and	and	CCONJ
easat-8936	38	33	improve	improve	VERB
easat-8936	38	34	interpretive	interpretive	ADJ
easat-8936	38	35	services	service	NOUN
easat-8936	38	36	.	.	PUNCT
easat-8936	39	1	the	the	DET
easat-8936	39	2	results	result	NOUN
easat-8936	39	3	offer	offer	VERB
easat-8936	39	4	valuable	valuable	ADJ
easat-8936	39	5	insights	insight	NOUN
easat-8936	39	6	for	for	ADP
easat-8936	39	7	tourism	tourism	NOUN
easat-8936	39	8	authorities	authority	NOUN
easat-8936	39	9	and	and	CCONJ
easat-8936	39	10	cultural	cultural	ADJ
easat-8936	39	11	heritage	heritage	NOUN
easat-8936	39	12	managers	manager	NOUN
easat-8936	39	13	aiming	aim	VERB
easat-8936	39	14	to	to	PART
easat-8936	39	15	modernize	modernize	VERB
easat-8936	39	16	visitor	visitor	NOUN
easat-8936	39	17	experiences	experience	NOUN
easat-8936	39	18	through	through	ADP
easat-8936	39	19	scalable	scalable	ADJ
easat-8936	39	20	,	,	PUNCT
easat-8936	39	21	adaptive	adaptive	ADJ
easat-8936	39	22	,	,	PUNCT
easat-8936	39	23	and	and	CCONJ
easat-8936	39	24	inclusive	inclusive	ADJ
easat-8936	39	25	digital	digital	ADJ
easat-8936	39	26	solutions	solution	NOUN
easat-8936	39	27	.	.	PUNCT
easat-8936	40	1	2	2	X
easat-8936	40	2	.	.	X
easat-8936	40	3	literature	literature	NOUN
easat-8936	40	4	generative	generative	NOUN
easat-8936	40	5	ai	ai	VERB
easat-8936	40	6	refers	refer	NOUN
easat-8936	40	7	to	to	ADP
easat-8936	40	8	models	model	NOUN
easat-8936	40	9	capable	capable	ADJ
easat-8936	40	10	of	of	ADP
easat-8936	40	11	creating	create	VERB
easat-8936	40	12	text	text	NOUN
easat-8936	40	13	,	,	PUNCT
easat-8936	40	14	images	image	NOUN
easat-8936	40	15	,	,	PUNCT
easat-8936	40	16	or	or	CCONJ
easat-8936	40	17	other	other	ADJ
easat-8936	40	18	media	medium	NOUN
easat-8936	40	19	based	base	VERB
easat-8936	40	20	on	on	ADP
easat-8936	40	21	input	input	NOUN
easat-8936	40	22	data	datum	NOUN
easat-8936	40	23	.	.	PUNCT
easat-8936	41	1	models	model	NOUN
easat-8936	41	2	like	like	ADP
easat-8936	41	3	gpts	gpt	NOUN
easat-8936	41	4	are	be	AUX
easat-8936	41	5	widely	widely	ADV
easat-8936	41	6	used	use	VERB
easat-8936	41	7	for	for	ADP
easat-8936	41	8	tasks	task	NOUN
easat-8936	41	9	such	such	ADJ
easat-8936	41	10	as	as	ADP
easat-8936	41	11	image	image	NOUN
easat-8936	41	12	,	,	PUNCT
easat-8936	41	13	audio	audio	NOUN
easat-8936	41	14	,	,	PUNCT
easat-8936	41	15	and	and	CCONJ
easat-8936	41	16	text	text	NOUN
easat-8936	41	17	generation	generation	NOUN
easat-8936	42	1	[	[	X
easat-8936	42	2	16	16	NUM
easat-8936	42	3	]	]	PUNCT
easat-8936	42	4	forming	form	VERB
easat-8936	42	5	the	the	DET
easat-8936	42	6	foundation	foundation	NOUN
easat-8936	42	7	of	of	ADP
easat-8936	42	8	modern	modern	ADJ
easat-8936	42	9	large	large	ADJ
easat-8936	42	10	language	language	NOUN
easat-8936	42	11	models	model	NOUN
easat-8936	42	12	(	(	PUNCT
easat-8936	42	13	llms	llm	NOUN
easat-8936	42	14	)	)	PUNCT
easat-8936	42	15	,	,	PUNCT
easat-8936	42	16	which	which	PRON
easat-8936	42	17	produce	produce	VERB
easat-8936	42	18	coherent	coherent	ADJ
easat-8936	42	19	,	,	PUNCT
easat-8936	42	20	context	context	NOUN
easat-8936	42	21	-	-	PUNCT
easat-8936	42	22	aware	aware	ADJ
easat-8936	42	23	outputs	output	NOUN
easat-8936	42	24	[	[	X
easat-8936	42	25	17	17	NUM
easat-8936	42	26	]	]	PUNCT
easat-8936	42	27	.	.	PUNCT
easat-8936	43	1	variational	variational	ADJ
easat-8936	43	2	autoencoders	autoencoder	NOUN
easat-8936	43	3	(	(	PUNCT
easat-8936	43	4	vaes	vaes	ADJ
easat-8936	43	5	)	)	PUNCT
easat-8936	43	6	further	far	ADV
easat-8936	43	7	enhance	enhance	VERB
easat-8936	43	8	generative	generative	ADJ
easat-8936	43	9	performance	performance	NOUN
easat-8936	43	10	by	by	ADP
easat-8936	43	11	learning	learn	VERB
easat-8936	43	12	complex	complex	ADJ
easat-8936	43	13	data	datum	NOUN
easat-8936	43	14	distributions	distribution	NOUN
easat-8936	43	15	to	to	PART
easat-8936	43	16	produce	produce	VERB
easat-8936	43	17	diverse	diverse	ADJ
easat-8936	43	18	,	,	PUNCT
easat-8936	43	19	realistic	realistic	ADJ
easat-8936	43	20	content	content	NOUN
easat-8936	43	21	[	[	X
easat-8936	43	22	5	5	NUM
easat-8936	43	23	]	]	PUNCT
easat-8936	43	24	.	.	PUNCT
easat-8936	44	1	advances	advance	NOUN
easat-8936	44	2	in	in	ADP
easat-8936	44	3	object	object	NOUN
easat-8936	44	4	detection	detection	NOUN
easat-8936	44	5	,	,	PUNCT
easat-8936	44	6	driven	drive	VERB
easat-8936	44	7	by	by	ADP
easat-8936	44	8	mobile	mobile	ADJ
easat-8936	44	9	device	device	NOUN
easat-8936	44	10	proliferation	proliferation	NOUN
easat-8936	44	11	,	,	PUNCT
easat-8936	44	12	have	have	AUX
easat-8936	44	13	also	also	ADV
easat-8936	44	14	contributed	contribute	VERB
easat-8936	44	15	to	to	PART
easat-8936	44	16	generative	generative	ADJ
easat-8936	44	17	tasks	task	NOUN
easat-8936	44	18	.	.	PUNCT
easat-8936	45	1	for	for	ADP
easat-8936	45	2	example	example	NOUN
easat-8936	45	3	,	,	PUNCT
easat-8936	45	4	yolov8	yolov8	NOUN
easat-8936	45	5	incorporates	incorporate	VERB
easat-8936	45	6	sophisticated	sophisticated	ADJ
easat-8936	45	7	feature	feature	NOUN
easat-8936	45	8	extraction	extraction	NOUN
easat-8936	45	9	for	for	ADP
easat-8936	45	10	improved	improve	VERB
easat-8936	45	11	realtime	realtime	NOUN
easat-8936	45	12	content	content	NOUN
easat-8936	45	13	generation	generation	NOUN
easat-8936	46	1	[	[	X
easat-8936	46	2	18	18	NUM
easat-8936	46	3	-	-	SYM
easat-8936	46	4	20	20	NUM
easat-8936	46	5	]	]	PUNCT
easat-8936	46	6	.	.	PUNCT
easat-8936	47	1	within	within	ADP
easat-8936	47	2	the	the	DET
easat-8936	47	3	tourism	tourism	NOUN
easat-8936	47	4	industry	industry	NOUN
easat-8936	47	5	,	,	PUNCT
easat-8936	47	6	ai	ai	AUX
easat-8936	47	7	has	have	AUX
easat-8936	47	8	emerged	emerge	VERB
easat-8936	47	9	as	as	ADP
easat-8936	47	10	a	a	DET
easat-8936	47	11	promising	promising	ADJ
easat-8936	47	12	tool	tool	NOUN
easat-8936	47	13	for	for	ADP
easat-8936	47	14	addressing	address	VERB
easat-8936	47	15	longstanding	longstanding	ADJ
easat-8936	47	16	challenges	challenge	NOUN
easat-8936	47	17	.	.	PUNCT
easat-8936	48	1	as	as	SCONJ
easat-8936	48	2	demand	demand	NOUN
easat-8936	48	3	grows	grow	VERB
easat-8936	48	4	for	for	ADP
easat-8936	48	5	personalized	personalized	ADJ
easat-8936	48	6	,	,	PUNCT
easat-8936	48	7	immersive	immersive	ADJ
easat-8936	48	8	travel	travel	NOUN
easat-8936	48	9	experiences	experience	NOUN
easat-8936	48	10	,	,	PUNCT
easat-8936	48	11	ai	ai	VERB
easat-8936	48	12	technologies	technology	NOUN
easat-8936	48	13	—	—	PUNCT
easat-8936	48	14	particularly	particularly	ADV
easat-8936	48	15	machine	machine	NOUN
easat-8936	48	16	learning	learning	NOUN
easat-8936	48	17	(	(	PUNCT
easat-8936	48	18	ml	ml	NOUN
easat-8936	48	19	)	)	PUNCT
easat-8936	48	20	,	,	PUNCT
easat-8936	48	21	recommender	recommender	NOUN
easat-8936	48	22	models	model	NOUN
easat-8936	48	23	,	,	PUNCT
easat-8936	48	24	and	and	CCONJ
easat-8936	48	25	conversational	conversational	ADJ
easat-8936	48	26	agents	agent	NOUN
easat-8936	48	27	—	—	PUNCT
easat-8936	48	28	are	be	AUX
easat-8936	48	29	being	be	AUX
easat-8936	48	30	adopted	adopt	VERB
easat-8936	48	31	to	to	PART
easat-8936	48	32	enhance	enhance	VERB
easat-8936	48	33	visitor	visitor	NOUN
easat-8936	48	34	engagement	engagement	NOUN
easat-8936	48	35	and	and	CCONJ
easat-8936	48	36	provide	provide	VERB
easat-8936	48	37	context	context	NOUN
easat-8936	48	38	-	-	PUNCT
easat-8936	48	39	sensitive	sensitive	ADJ
easat-8936	48	40	guidance	guidance	NOUN
easat-8936	48	41	[	[	X
easat-8936	48	42	21	21	NUM
easat-8936	48	43	,	,	PUNCT
easat-8936	48	44	22	22	NUM
easat-8936	48	45	]	]	PUNCT
easat-8936	48	46	.	.	PUNCT
easat-8936	49	1	beyond	beyond	ADP
easat-8936	49	2	tourism	tourism	NOUN
easat-8936	49	3	,	,	PUNCT
easat-8936	49	4	ai	ai	VERB
easat-8936	49	5	's	's	PART
easat-8936	49	6	proven	prove	VERB
easat-8936	49	7	impact	impact	NOUN
easat-8936	49	8	on	on	ADP
easat-8936	49	9	business	business	NOUN
easat-8936	49	10	intelligence	intelligence	NOUN
easat-8936	49	11	and	and	CCONJ
easat-8936	49	12	decision	decision	NOUN
easat-8936	49	13	-	-	PUNCT
easat-8936	49	14	making	making	NOUN
easat-8936	49	15	[	[	X
easat-8936	49	16	23	23	NUM
easat-8936	49	17	]	]	PUNCT
easat-8936	49	18	reinforces	reinforce	VERB
easat-8936	49	19	its	its	PRON
easat-8936	49	20	relevance	relevance	NOUN
easat-8936	49	21	for	for	ADP
easat-8936	49	22	designing	design	VERB
easat-8936	49	23	intelligent	intelligent	ADJ
easat-8936	49	24	,	,	PUNCT
easat-8936	49	25	adaptive	adaptive	ADJ
easat-8936	49	26	service	service	NOUN
easat-8936	49	27	ecosystems	ecosystem	NOUN
easat-8936	49	28	,	,	PUNCT
easat-8936	49	29	including	include	VERB
easat-8936	49	30	tourism	tourism	NOUN
easat-8936	49	31	guidance	guidance	NOUN
easat-8936	49	32	platforms	platform	NOUN
easat-8936	49	33	.	.	PUNCT
easat-8936	50	1	1438	1438	NUM
easat-8936	50	2	edelweiss	edelweiss	PROPN
easat-8936	50	3	applied	apply	VERB
easat-8936	50	4	science	science	NOUN
easat-8936	50	5	and	and	CCONJ
easat-8936	50	6	technology	technology	NOUN
easat-8936	50	7	issn	issn	PROPN
easat-8936	50	8	:	:	PUNCT
easat-8936	50	9	2576	2576	NUM
easat-8936	50	10	-	-	SYM
easat-8936	50	11	8484	8484	NUM
easat-8936	50	12	vol	vol	NOUN
easat-8936	50	13	.	.	PROPN
easat-8936	51	1	9	9	NUM
easat-8936	51	2	,	,	PUNCT
easat-8936	51	3	no	no	INTJ
easat-8936	51	4	.	.	NOUN
easat-8936	51	5	7	7	NUM
easat-8936	51	6	:	:	SYM
easat-8936	51	7	1436	1436	NUM
easat-8936	51	8	-	-	SYM
easat-8936	51	9	1451	1451	NUM
easat-8936	51	10	,	,	PUNCT
easat-8936	51	11	2025	2025	NUM
easat-8936	51	12	doi	doi	NOUN
easat-8936	51	13	:	:	PUNCT
easat-8936	51	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	51	15	©	©	PROPN
easat-8936	51	16	2025	2025	NUM
easat-8936	51	17	by	by	ADP
easat-8936	51	18	the	the	DET
easat-8936	51	19	authors	author	NOUN
easat-8936	51	20	;	;	PUNCT
easat-8936	51	21	licensee	licensee	PROPN
easat-8936	51	22	learning	learning	NOUN
easat-8936	51	23	gate	gate	NOUN
easat-8936	51	24	2.1	2.1	NUM
easat-8936	51	25	.	.	PUNCT
easat-8936	52	1	theoretical	theoretical	ADJ
easat-8936	52	2	foundation	foundation	NOUN
easat-8936	52	3	and	and	CCONJ
easat-8936	52	4	model	model	NOUN
easat-8936	52	5	innovation	innovation	NOUN
easat-8936	52	6	this	this	DET
easat-8936	52	7	study	study	NOUN
easat-8936	52	8	builds	build	VERB
easat-8936	52	9	on	on	ADP
easat-8936	52	10	an	an	DET
easat-8936	52	11	integrated	integrate	VERB
easat-8936	52	12	theoretical	theoretical	ADJ
easat-8936	52	13	framework	framework	NOUN
easat-8936	52	14	that	that	PRON
easat-8936	52	15	combines	combine	VERB
easat-8936	52	16	semiotic	semiotic	ADJ
easat-8936	52	17	theory	theory	NOUN
easat-8936	52	18	,	,	PUNCT
easat-8936	52	19	humancentered	humancentere	VERB
easat-8936	52	20	ai	ai	PROPN
easat-8936	52	21	design	design	NOUN
easat-8936	52	22	,	,	PUNCT
easat-8936	52	23	and	and	CCONJ
easat-8936	52	24	emerging	emerge	VERB
easat-8936	52	25	views	view	NOUN
easat-8936	52	26	of	of	ADP
easat-8936	52	27	generative	generative	NOUN
easat-8936	52	28	ai	ai	VERB
easat-8936	52	29	as	as	ADP
easat-8936	52	30	a	a	DET
easat-8936	52	31	narrative	narrative	ADJ
easat-8936	52	32	agent	agent	NOUN
easat-8936	52	33	in	in	ADP
easat-8936	52	34	cultural	cultural	ADJ
easat-8936	52	35	tourism	tourism	NOUN
easat-8936	52	36	.	.	PUNCT
easat-8936	53	1	together	together	ADV
easat-8936	53	2	,	,	PUNCT
easat-8936	53	3	these	these	DET
easat-8936	53	4	elements	element	NOUN
easat-8936	53	5	enable	enable	VERB
easat-8936	53	6	a	a	DET
easat-8936	53	7	multilingual	multilingual	ADJ
easat-8936	53	8	,	,	PUNCT
easat-8936	53	9	emotionally	emotionally	ADV
easat-8936	53	10	engaging	engaging	ADJ
easat-8936	53	11	,	,	PUNCT
easat-8936	53	12	and	and	CCONJ
easat-8936	53	13	culturally	culturally	ADV
easat-8936	53	14	specific	specific	ADJ
easat-8936	53	15	storytelling	storytelling	NOUN
easat-8936	53	16	model	model	NOUN
easat-8936	53	17	.	.	PUNCT
easat-8936	54	1	from	from	ADP
easat-8936	54	2	a	a	DET
easat-8936	54	3	semiotic	semiotic	ADJ
easat-8936	54	4	perspective	perspective	NOUN
easat-8936	54	5	,	,	PUNCT
easat-8936	54	6	the	the	DET
easat-8936	54	7	framework	framework	NOUN
easat-8936	54	8	follows	follow	VERB
easat-8936	54	9	baudrillard	baudrillard	VERB
easat-8936	54	10	’s	’s	PART
easat-8936	54	11	theory	theory	NOUN
easat-8936	54	12	of	of	ADP
easat-8936	54	13	symbolic	symbolic	ADJ
easat-8936	54	14	representation	representation	NOUN
easat-8936	54	15	,	,	PUNCT
easat-8936	54	16	emphasizing	emphasize	VERB
easat-8936	54	17	the	the	DET
easat-8936	54	18	need	need	NOUN
easat-8936	54	19	to	to	PART
easat-8936	54	20	preserve	preserve	VERB
easat-8936	54	21	cultural	cultural	ADJ
easat-8936	54	22	authenticity	authenticity	NOUN
easat-8936	54	23	in	in	ADP
easat-8936	54	24	digital	digital	ADJ
easat-8936	54	25	interpretation	interpretation	NOUN
easat-8936	54	26	.	.	PUNCT
easat-8936	55	1	the	the	DET
easat-8936	55	2	model	model	NOUN
easat-8936	55	3	addresses	address	VERB
easat-8936	55	4	this	this	PRON
easat-8936	55	5	by	by	ADP
easat-8936	55	6	training	training	NOUN
easat-8936	55	7	on	on	ADP
easat-8936	55	8	relevant	relevant	ADJ
easat-8936	55	9	cultural	cultural	ADJ
easat-8936	55	10	datasets	dataset	NOUN
easat-8936	55	11	and	and	CCONJ
easat-8936	55	12	fine	fine	ADV
easat-8936	55	13	-	-	PUNCT
easat-8936	55	14	tuning	tuning	NOUN
easat-8936	55	15	with	with	ADP
easat-8936	55	16	structure	structure	NOUN
easat-8936	55	17	-	-	PUNCT
easat-8936	55	18	aware	aware	ADJ
easat-8936	55	19	language	language	NOUN
easat-8936	55	20	generation	generation	NOUN
easat-8936	55	21	,	,	PUNCT
easat-8936	55	22	aligning	align	VERB
easat-8936	55	23	with	with	ADP
easat-8936	55	24	landini	landini	PROPN
easat-8936	55	25	[	[	X
easat-8936	55	26	4	4	NUM
easat-8936	55	27	]	]	PUNCT
easat-8936	55	28	call	call	NOUN
easat-8936	55	29	for	for	ADP
easat-8936	55	30	ethical	ethical	ADJ
easat-8936	55	31	,	,	PUNCT
easat-8936	55	32	sustainable	sustainable	ADJ
easat-8936	55	33	ai	ai	VERB
easat-8936	55	34	[	[	X
easat-8936	55	35	4	4	NUM
easat-8936	55	36	]	]	PUNCT
easat-8936	55	37	.	.	PUNCT
easat-8936	56	1	the	the	DET
easat-8936	56	2	model	model	NOUN
easat-8936	56	3	conceptualizes	conceptualize	VERB
easat-8936	56	4	generative	generative	NOUN
easat-8936	56	5	ai	ai	VERB
easat-8936	56	6	not	not	PART
easat-8936	56	7	merely	merely	ADV
easat-8936	56	8	as	as	ADP
easat-8936	56	9	a	a	DET
easat-8936	56	10	recommendation	recommendation	NOUN
easat-8936	56	11	tool	tool	NOUN
easat-8936	56	12	,	,	PUNCT
easat-8936	56	13	but	but	CCONJ
easat-8936	56	14	as	as	ADP
easat-8936	56	15	an	an	DET
easat-8936	56	16	active	active	ADJ
easat-8936	56	17	cocreator	cocreator	NOUN
easat-8936	56	18	in	in	ADP
easat-8936	56	19	the	the	DET
easat-8936	56	20	construction	construction	NOUN
easat-8936	56	21	of	of	ADP
easat-8936	56	22	cultural	cultural	ADJ
easat-8936	56	23	narratives	narrative	NOUN
easat-8936	56	24	.	.	PUNCT
easat-8936	57	1	this	this	PRON
easat-8936	57	2	aligns	align	VERB
easat-8936	57	3	with	with	ADP
easat-8936	57	4	recent	recent	ADJ
easat-8936	57	5	research	research	NOUN
easat-8936	57	6	on	on	ADP
easat-8936	57	7	ai	ai	ADJ
easat-8936	57	8	-	-	PUNCT
easat-8936	57	9	generated	generate	VERB
easat-8936	57	10	folklore	folklore	NOUN
easat-8936	57	11	[	[	X
easat-8936	57	12	2	2	NUM
easat-8936	57	13	]	]	PUNCT
easat-8936	57	14	and	and	CCONJ
easat-8936	57	15	gpt	gpt	NOUN
easat-8936	57	16	-	-	PUNCT
easat-8936	57	17	powered	power	VERB
easat-8936	57	18	heritage	heritage	NOUN
easat-8936	57	19	storytelling	storytelle	VERB
easat-8936	57	20	[	[	X
easat-8936	57	21	1	1	NUM
easat-8936	57	22	,	,	PUNCT
easat-8936	57	23	9	9	NUM
easat-8936	57	24	]	]	PUNCT
easat-8936	57	25	reflecting	reflect	VERB
easat-8936	57	26	a	a	DET
easat-8936	57	27	broader	broad	ADJ
easat-8936	57	28	recognition	recognition	NOUN
easat-8936	57	29	of	of	ADP
easat-8936	57	30	ai	ai	PROPN
easat-8936	57	31	's	's	PART
easat-8936	57	32	ability	ability	NOUN
easat-8936	57	33	to	to	PART
easat-8936	57	34	create	create	VERB
easat-8936	57	35	both	both	CCONJ
easat-8936	57	36	cultural	cultural	ADJ
easat-8936	57	37	and	and	CCONJ
easat-8936	57	38	business	business	NOUN
easat-8936	57	39	value	value	NOUN
easat-8936	57	40	through	through	ADP
easat-8936	57	41	adaptive	adaptive	ADJ
easat-8936	57	42	,	,	PUNCT
easat-8936	57	43	user	user	NOUN
easat-8936	57	44	-	-	PUNCT
easat-8936	57	45	centered	center	VERB
easat-8936	57	46	technologies	technology	NOUN
easat-8936	57	47	[	[	X
easat-8936	57	48	23	23	NUM
easat-8936	57	49	]	]	PUNCT
easat-8936	57	50	.	.	PUNCT
easat-8936	58	1	such	such	ADJ
easat-8936	58	2	perspectives	perspective	NOUN
easat-8936	58	3	are	be	AUX
easat-8936	58	4	particularly	particularly	ADV
easat-8936	58	5	relevant	relevant	ADJ
easat-8936	58	6	to	to	ADP
easat-8936	58	7	tourism	tourism	NOUN
easat-8936	58	8	,	,	PUNCT
easat-8936	58	9	where	where	SCONJ
easat-8936	58	10	intelligent	intelligent	ADJ
easat-8936	58	11	models	model	NOUN
easat-8936	58	12	must	must	AUX
easat-8936	58	13	support	support	VERB
easat-8936	58	14	personalized	personalize	VERB
easat-8936	58	15	,	,	PUNCT
easat-8936	58	16	real	real	ADJ
easat-8936	58	17	-	-	PUNCT
easat-8936	58	18	time	time	NOUN
easat-8936	58	19	engagement	engagement	NOUN
easat-8936	58	20	in	in	ADP
easat-8936	58	21	diverse	diverse	ADJ
easat-8936	58	22	cultural	cultural	ADJ
easat-8936	58	23	settings	setting	NOUN
easat-8936	58	24	.	.	PUNCT
easat-8936	59	1	the	the	DET
easat-8936	59	2	framework	framework	NOUN
easat-8936	59	3	also	also	ADV
easat-8936	59	4	incorporates	incorporate	VERB
easat-8936	59	5	multimodal	multimodal	ADJ
easat-8936	59	6	interaction	interaction	NOUN
easat-8936	59	7	theory	theory	NOUN
easat-8936	59	8	,	,	PUNCT
easat-8936	59	9	combining	combine	VERB
easat-8936	59	10	gpt-4o	gpt-4o	PROPN
easat-8936	59	11	for	for	ADP
easat-8936	59	12	multilingual	multilingual	ADJ
easat-8936	59	13	text	text	NOUN
easat-8936	59	14	generation	generation	NOUN
easat-8936	59	15	,	,	PUNCT
easat-8936	59	16	dall·e	dall·e	PROPN
easat-8936	59	17	and	and	CCONJ
easat-8936	59	18	hugging	hug	VERB
easat-8936	59	19	face	face	NOUN
easat-8936	59	20	apis	apis	ADJ
easat-8936	59	21	for	for	ADP
easat-8936	59	22	personalized	personalized	ADJ
easat-8936	59	23	image	image	NOUN
easat-8936	59	24	creation	creation	NOUN
easat-8936	59	25	,	,	PUNCT
easat-8936	59	26	and	and	CCONJ
easat-8936	59	27	retrieval	retrieval	NOUN
easat-8936	59	28	-	-	PUNCT
easat-8936	59	29	augmented	augment	VERB
easat-8936	59	30	generation	generation	NOUN
easat-8936	59	31	(	(	PUNCT
easat-8936	59	32	rag	rag	NOUN
easat-8936	59	33	)	)	PUNCT
easat-8936	59	34	with	with	ADP
easat-8936	59	35	postgresql	postgresql	NOUN
easat-8936	59	36	for	for	ADP
easat-8936	59	37	context	context	NOUN
easat-8936	59	38	-	-	PUNCT
easat-8936	59	39	aware	aware	ADJ
easat-8936	59	40	recommendations	recommendation	NOUN
easat-8936	59	41	.	.	PUNCT
easat-8936	60	1	the	the	DET
easat-8936	60	2	importance	importance	NOUN
easat-8936	60	3	of	of	ADP
easat-8936	60	4	visual	visual	ADJ
easat-8936	60	5	storytelling	storytelle	VERB
easat-8936	60	6	in	in	ADP
easat-8936	60	7	ai	ai	ADJ
easat-8936	60	8	applications	application	NOUN
easat-8936	60	9	is	be	AUX
easat-8936	60	10	well	well	ADV
easat-8936	60	11	established	establish	VERB
easat-8936	60	12	[	[	X
easat-8936	60	13	3	3	X
easat-8936	60	14	]	]	PUNCT
easat-8936	60	15	while	while	SCONJ
easat-8936	60	16	co	co	NOUN
easat-8936	60	17	-	-	NOUN
easat-8936	60	18	creative	creative	ADJ
easat-8936	60	19	,	,	PUNCT
easat-8936	60	20	emotionally	emotionally	ADV
easat-8936	60	21	rich	rich	ADJ
easat-8936	60	22	design	design	NOUN
easat-8936	60	23	approaches	approach	NOUN
easat-8936	60	24	have	have	AUX
easat-8936	60	25	proven	prove	VERB
easat-8936	60	26	effective	effective	ADJ
easat-8936	60	27	in	in	ADP
easat-8936	60	28	heritage	heritage	NOUN
easat-8936	60	29	education	education	NOUN
easat-8936	60	30	and	and	CCONJ
easat-8936	60	31	museum	museum	NOUN
easat-8936	60	32	interpretation	interpretation	NOUN
easat-8936	61	1	[	[	X
easat-8936	61	2	6	6	NUM
easat-8936	61	3	]	]	PUNCT
easat-8936	61	4	.	.	PUNCT
easat-8936	62	1	technically	technically	ADV
easat-8936	62	2	,	,	PUNCT
easat-8936	62	3	the	the	DET
easat-8936	62	4	model	model	NOUN
easat-8936	62	5	employs	employ	VERB
easat-8936	62	6	a	a	DET
easat-8936	62	7	hybrid	hybrid	ADJ
easat-8936	62	8	architecture	architecture	NOUN
easat-8936	62	9	consisting	consist	VERB
easat-8936	62	10	of	of	ADP
easat-8936	62	11	(	(	PUNCT
easat-8936	62	12	1	1	X
easat-8936	62	13	)	)	PUNCT
easat-8936	62	14	gpt-4o	gpt-4o	NOUN
easat-8936	62	15	for	for	ADP
easat-8936	62	16	adaptive	adaptive	ADJ
easat-8936	62	17	narrative	narrative	NOUN
easat-8936	62	18	generation	generation	NOUN
easat-8936	62	19	,	,	PUNCT
easat-8936	62	20	(	(	PUNCT
easat-8936	62	21	2	2	X
easat-8936	62	22	)	)	PUNCT
easat-8936	62	23	a	a	DET
easat-8936	62	24	postgresql	postgresql	NOUN
easat-8936	62	25	-	-	PUNCT
easat-8936	62	26	based	base	VERB
easat-8936	62	27	retrieval	retrieval	NOUN
easat-8936	62	28	-	-	PUNCT
easat-8936	62	29	augmented	augment	VERB
easat-8936	62	30	generation	generation	NOUN
easat-8936	62	31	(	(	PUNCT
easat-8936	62	32	rag	rag	NOUN
easat-8936	62	33	)	)	PUNCT
easat-8936	62	34	database	database	NOUN
easat-8936	62	35	for	for	ADP
easat-8936	62	36	personalized	personalized	ADJ
easat-8936	62	37	recommendations	recommendation	NOUN
easat-8936	62	38	,	,	PUNCT
easat-8936	62	39	(	(	PUNCT
easat-8936	62	40	3	3	X
easat-8936	62	41	)	)	PUNCT
easat-8936	62	42	custom	custom	NOUN
easat-8936	62	43	image	image	NOUN
easat-8936	62	44	generation	generation	NOUN
easat-8936	62	45	for	for	ADP
easat-8936	62	46	visual	visual	ADJ
easat-8936	62	47	enrichment	enrichment	NOUN
easat-8936	62	48	,	,	PUNCT
easat-8936	62	49	and	and	CCONJ
easat-8936	62	50	(	(	PUNCT
easat-8936	62	51	4	4	X
easat-8936	62	52	)	)	PUNCT
easat-8936	62	53	api	api	NOUN
easat-8936	62	54	integration	integration	NOUN
easat-8936	62	55	for	for	ADP
easat-8936	62	56	real	real	ADJ
easat-8936	62	57	-	-	PUNCT
easat-8936	62	58	time	time	NOUN
easat-8936	62	59	environmental	environmental	ADJ
easat-8936	62	60	and	and	CCONJ
easat-8936	62	61	event	event	NOUN
easat-8936	62	62	data	datum	NOUN
easat-8936	62	63	.	.	PUNCT
easat-8936	63	1	this	this	DET
easat-8936	63	2	architecture	architecture	NOUN
easat-8936	63	3	builds	build	VERB
easat-8936	63	4	on	on	ADP
easat-8936	63	5	recent	recent	ADJ
easat-8936	63	6	advances	advance	NOUN
easat-8936	63	7	in	in	ADP
easat-8936	63	8	generative	generative	ADJ
easat-8936	63	9	ai	ai	NOUN
easat-8936	63	10	,	,	PUNCT
easat-8936	63	11	particularly	particularly	ADV
easat-8936	63	12	in	in	ADP
easat-8936	63	13	visual	visual	ADJ
easat-8936	63	14	storytelling	storytelle	VERB
easat-8936	63	15	[	[	X
easat-8936	63	16	3	3	NUM
easat-8936	63	17	]	]	PUNCT
easat-8936	63	18	,	,	PUNCT
easat-8936	63	19	multimodal	multimodal	ADJ
easat-8936	63	20	interaction	interaction	NOUN
easat-8936	63	21	[	[	X
easat-8936	63	22	9	9	NUM
easat-8936	63	23	]	]	PUNCT
easat-8936	63	24	and	and	CCONJ
easat-8936	63	25	hybrid	hybrid	ADJ
easat-8936	63	26	xr	xr	PROPN
easat-8936	63	27	narrative	narrative	PROPN
easat-8936	63	28	design	design	PROPN
easat-8936	63	29	[	[	X
easat-8936	63	30	10	10	NUM
easat-8936	63	31	]	]	PUNCT
easat-8936	63	32	which	which	PRON
easat-8936	63	33	have	have	AUX
easat-8936	63	34	demonstrated	demonstrate	VERB
easat-8936	63	35	the	the	DET
easat-8936	63	36	potential	potential	NOUN
easat-8936	63	37	of	of	ADP
easat-8936	63	38	ai	ai	VERB
easat-8936	63	39	to	to	PART
easat-8936	63	40	deliver	deliver	VERB
easat-8936	63	41	more	more	ADV
easat-8936	63	42	engaging	engaging	ADJ
easat-8936	63	43	,	,	PUNCT
easat-8936	63	44	culturally	culturally	ADV
easat-8936	63	45	nuanced	nuanced	ADJ
easat-8936	63	46	experiences	experience	NOUN
easat-8936	63	47	in	in	ADP
easat-8936	63	48	heritage	heritage	NOUN
easat-8936	63	49	and	and	CCONJ
easat-8936	63	50	tourism	tourism	NOUN
easat-8936	63	51	contexts	contexts	NOUN
easat-8936	63	52	.	.	PUNCT
easat-8936	64	1	by	by	ADP
easat-8936	64	2	integrating	integrate	VERB
easat-8936	64	3	these	these	DET
easat-8936	64	4	foundations	foundation	NOUN
easat-8936	64	5	,	,	PUNCT
easat-8936	64	6	the	the	DET
easat-8936	64	7	proposed	propose	VERB
easat-8936	64	8	model	model	NOUN
easat-8936	64	9	addresses	address	VERB
easat-8936	64	10	key	key	ADJ
easat-8936	64	11	gaps	gap	NOUN
easat-8936	64	12	identified	identify	VERB
easat-8936	64	13	in	in	ADP
easat-8936	64	14	tourism	tourism	NOUN
easat-8936	64	15	ai	ai	VERB
easat-8936	64	16	research	research	NOUN
easat-8936	64	17	[	[	X
easat-8936	64	18	22	22	NUM
easat-8936	64	19	,	,	PUNCT
easat-8936	64	20	24	24	NUM
easat-8936	64	21	]	]	PUNCT
easat-8936	64	22	moving	move	VERB
easat-8936	64	23	beyond	beyond	ADP
easat-8936	64	24	static	static	ADJ
easat-8936	64	25	information	information	NOUN
easat-8936	64	26	delivery	delivery	NOUN
easat-8936	64	27	toward	toward	ADP
easat-8936	64	28	adaptive	adaptive	ADJ
easat-8936	64	29	,	,	PUNCT
easat-8936	64	30	emotionally	emotionally	ADV
easat-8936	64	31	resonant	resonant	ADJ
easat-8936	64	32	,	,	PUNCT
easat-8936	64	33	and	and	CCONJ
easat-8936	64	34	culturally	culturally	ADV
easat-8936	64	35	specific	specific	ADJ
easat-8936	64	36	storytelling	storytelling	NOUN
easat-8936	64	37	.	.	PUNCT
easat-8936	65	1	it	it	PRON
easat-8936	65	2	supports	support	VERB
easat-8936	65	3	inclusive	inclusive	ADJ
easat-8936	65	4	ai	ai	VERB
easat-8936	65	5	innovation	innovation	NOUN
easat-8936	65	6	in	in	ADP
easat-8936	65	7	cultural	cultural	ADJ
easat-8936	65	8	tourism	tourism	NOUN
easat-8936	65	9	[	[	X
easat-8936	65	10	7	7	X
easat-8936	65	11	]	]	PUNCT
easat-8936	65	12	and	and	CCONJ
easat-8936	65	13	contributes	contribute	VERB
easat-8936	65	14	to	to	ADP
easat-8936	65	15	emerging	emerge	VERB
easat-8936	65	16	concepts	concept	NOUN
easat-8936	65	17	of	of	ADP
easat-8936	65	18	ai	ai	ADV
easat-8936	65	19	-	-	PUNCT
easat-8936	65	20	generated	generate	VERB
easat-8936	65	21	imaginative	imaginative	ADJ
easat-8936	65	22	geographies	geography	NOUN
easat-8936	65	23	[	[	X
easat-8936	65	24	5	5	NUM
easat-8936	65	25	]	]	PUNCT
easat-8936	65	26	.	.	PUNCT
easat-8936	66	1	2.2	2.2	NUM
easat-8936	66	2	.	.	PUNCT
easat-8936	66	3	ai	ai	VERB
easat-8936	66	4	for	for	ADP
easat-8936	66	5	emotion	emotion	NOUN
easat-8936	66	6	analysis	analysis	NOUN
easat-8936	66	7	and	and	CCONJ
easat-8936	66	8	user	user	NOUN
easat-8936	66	9	-	-	PUNCT
easat-8936	66	10	centric	centric	ADJ
easat-8936	66	11	recommendation	recommendation	NOUN
easat-8936	66	12	emotion	emotion	NOUN
easat-8936	66	13	-	-	PUNCT
easat-8936	66	14	aware	aware	ADJ
easat-8936	66	15	ai	ai	NOUN
easat-8936	66	16	and	and	CCONJ
easat-8936	66	17	intelligent	intelligent	ADJ
easat-8936	66	18	recommendation	recommendation	NOUN
easat-8936	66	19	models	model	NOUN
easat-8936	66	20	are	be	AUX
easat-8936	66	21	increasingly	increasingly	ADV
easat-8936	66	22	central	central	ADJ
easat-8936	66	23	to	to	ADP
easat-8936	66	24	modern	modern	ADJ
easat-8936	66	25	tourism	tourism	NOUN
easat-8936	66	26	design	design	NOUN
easat-8936	66	27	.	.	PUNCT
easat-8936	67	1	for	for	ADP
easat-8936	67	2	example	example	NOUN
easat-8936	67	3	,	,	PUNCT
easat-8936	67	4	supervised	supervise	VERB
easat-8936	67	5	learning	learning	NOUN
easat-8936	67	6	approaches	approach	NOUN
easat-8936	67	7	such	such	ADJ
easat-8936	67	8	as	as	ADP
easat-8936	67	9	naïve	naïve	ADJ
easat-8936	67	10	bayes	bayes	NOUN
easat-8936	67	11	and	and	CCONJ
easat-8936	67	12	svm	svm	PROPN
easat-8936	67	13	have	have	AUX
easat-8936	67	14	demonstrated	demonstrate	VERB
easat-8936	67	15	high	high	ADJ
easat-8936	67	16	precision	precision	NOUN
easat-8936	67	17	in	in	ADP
easat-8936	67	18	detecting	detect	VERB
easat-8936	67	19	emotional	emotional	ADJ
easat-8936	67	20	cues	cue	NOUN
easat-8936	67	21	from	from	ADP
easat-8936	67	22	travel	travel	NOUN
easat-8936	67	23	blogs	blog	NOUN
easat-8936	67	24	[	[	X
easat-8936	67	25	25	25	NUM
easat-8936	67	26	]	]	X
easat-8936	67	27	highlighting	highlight	VERB
easat-8936	67	28	the	the	DET
easat-8936	67	29	potential	potential	NOUN
easat-8936	67	30	of	of	ADP
easat-8936	67	31	sentiment	sentiment	NOUN
easat-8936	67	32	analysis	analysis	NOUN
easat-8936	67	33	to	to	PART
easat-8936	67	34	enhance	enhance	VERB
easat-8936	67	35	ai	ai	VERB
easat-8936	67	36	-	-	PUNCT
easat-8936	67	37	driven	drive	VERB
easat-8936	67	38	recommendations	recommendation	NOUN
easat-8936	67	39	.	.	PUNCT
easat-8936	68	1	recent	recent	ADJ
easat-8936	68	2	research	research	NOUN
easat-8936	68	3	has	have	AUX
easat-8936	68	4	expanded	expand	VERB
easat-8936	68	5	beyond	beyond	ADP
easat-8936	68	6	basic	basic	ADJ
easat-8936	68	7	emotion	emotion	NOUN
easat-8936	68	8	detection	detection	NOUN
easat-8936	68	9	to	to	PART
easat-8936	68	10	enable	enable	VERB
easat-8936	68	11	context	context	NOUN
easat-8936	68	12	-	-	PUNCT
easat-8936	68	13	specific	specific	ADJ
easat-8936	68	14	,	,	PUNCT
easat-8936	68	15	real	real	ADJ
easat-8936	68	16	-	-	PUNCT
easat-8936	68	17	time	time	NOUN
easat-8936	68	18	suggestions	suggestion	NOUN
easat-8936	68	19	.	.	PUNCT
easat-8936	69	1	notably	notably	ADV
easat-8936	69	2	,	,	PUNCT
easat-8936	69	3	ai	ai	AUX
easat-8936	69	4	models	model	NOUN
easat-8936	69	5	for	for	ADP
easat-8936	69	6	tourist	tourist	NOUN
easat-8936	69	7	guidance	guidance	NOUN
easat-8936	69	8	[	[	X
easat-8936	69	9	18	18	NUM
easat-8936	69	10	]	]	X
easat-8936	69	11	bio	bio	ADJ
easat-8936	69	12	-	-	PUNCT
easat-8936	69	13	inspired	inspire	VERB
easat-8936	69	14	mobile	mobile	ADJ
easat-8936	69	15	recommendation	recommendation	NOUN
easat-8936	69	16	models	model	NOUN
easat-8936	69	17	in	in	ADP
easat-8936	69	18	religious	religious	ADJ
easat-8936	69	19	tourism	tourism	NOUN
easat-8936	69	20	[	[	X
easat-8936	69	21	19	19	NUM
easat-8936	69	22	]	]	PUNCT
easat-8936	69	23	and	and	CCONJ
easat-8936	69	24	advanced	advanced	ADJ
easat-8936	69	25	poi	poi	NOUN
easat-8936	69	26	personalization	personalization	NOUN
easat-8936	69	27	frameworks	framework	NOUN
easat-8936	69	28	[	[	X
easat-8936	69	29	20	20	NUM
easat-8936	69	30	,	,	PUNCT
easat-8936	69	31	21	21	NUM
easat-8936	69	32	]	]	PUNCT
easat-8936	69	33	all	all	PRON
easat-8936	69	34	demonstrate	demonstrate	VERB
easat-8936	69	35	the	the	DET
easat-8936	69	36	growing	grow	VERB
easat-8936	69	37	sophistication	sophistication	NOUN
easat-8936	69	38	of	of	ADP
easat-8936	69	39	ai	ai	VERB
easat-8936	69	40	in	in	ADP
easat-8936	69	41	understanding	understand	VERB
easat-8936	69	42	user	user	NOUN
easat-8936	69	43	preferences	preference	NOUN
easat-8936	69	44	and	and	CCONJ
easat-8936	69	45	situational	situational	ADJ
easat-8936	69	46	needs	need	NOUN
easat-8936	69	47	.	.	PUNCT
easat-8936	70	1	gamification	gamification	NOUN
easat-8936	70	2	has	have	AUX
easat-8936	70	3	further	far	ADV
easat-8936	70	4	enhanced	enhance	VERB
easat-8936	70	5	ai	ai	ADJ
easat-8936	70	6	-	-	PUNCT
easat-8936	70	7	driven	drive	VERB
easat-8936	70	8	engagement	engagement	NOUN
easat-8936	70	9	.	.	PUNCT
easat-8936	71	1	studies	study	NOUN
easat-8936	71	2	show	show	VERB
easat-8936	71	3	that	that	SCONJ
easat-8936	71	4	ai	ai	NOUN
easat-8936	71	5	-	-	PUNCT
easat-8936	71	6	powered	power	VERB
easat-8936	71	7	gamified	gamifie	VERB
easat-8936	71	8	apps	app	NOUN
easat-8936	71	9	boost	boost	VERB
easat-8936	71	10	tourist	tourist	NOUN
easat-8936	71	11	participation	participation	NOUN
easat-8936	71	12	,	,	PUNCT
easat-8936	71	13	while	while	SCONJ
easat-8936	71	14	ai	ai	VERB
easat-8936	71	15	attraction	attraction	NOUN
easat-8936	71	16	mapping	mapping	NOUN
easat-8936	71	17	and	and	CCONJ
easat-8936	71	18	smart	smart	ADJ
easat-8936	71	19	tourism	tourism	NOUN
easat-8936	71	20	platforms	platform	NOUN
easat-8936	71	21	improve	improve	VERB
easat-8936	71	22	decision	decision	NOUN
easat-8936	71	23	-	-	PUNCT
easat-8936	71	24	making	make	VERB
easat-8936	71	25	and	and	CCONJ
easat-8936	71	26	service	service	NOUN
easat-8936	71	27	personalization	personalization	NOUN
easat-8936	71	28	[	[	X
easat-8936	71	29	26	26	NUM
easat-8936	71	30	,	,	PUNCT
easat-8936	71	31	27	27	NUM
easat-8936	71	32	]	]	PUNCT
easat-8936	71	33	.	.	PUNCT
easat-8936	72	1	conversational	conversational	ADJ
easat-8936	72	2	ai	ai	PROPN
easat-8936	72	3	,	,	PUNCT
easat-8936	72	4	particularly	particularly	ADV
easat-8936	72	5	chatbots	chatbot	NOUN
easat-8936	72	6	,	,	PUNCT
easat-8936	72	7	plays	play	VERB
easat-8936	72	8	a	a	DET
easat-8936	72	9	key	key	ADJ
easat-8936	72	10	role	role	NOUN
easat-8936	72	11	in	in	ADP
easat-8936	72	12	facilitating	facilitate	VERB
easat-8936	72	13	real	real	ADJ
easat-8936	72	14	-	-	PUNCT
easat-8936	72	15	time	time	NOUN
easat-8936	72	16	tourist	tourist	NOUN
easat-8936	72	17	assistance	assistance	NOUN
easat-8936	72	18	.	.	PUNCT
easat-8936	73	1	research	research	NOUN
easat-8936	73	2	highlights	highlight	NOUN
easat-8936	73	3	how	how	SCONJ
easat-8936	73	4	ai	ai	AUX
easat-8936	73	5	chatbots	chatbot	NOUN
easat-8936	73	6	reduce	reduce	VERB
easat-8936	73	7	loneliness	loneliness	NOUN
easat-8936	73	8	,	,	PUNCT
easat-8936	73	9	improve	improve	VERB
easat-8936	73	10	emotional	emotional	ADJ
easat-8936	73	11	well	well	NOUN
easat-8936	73	12	-	-	PUNCT
easat-8936	73	13	being	be	AUX
easat-8936	73	14	[	[	X
easat-8936	73	15	28	28	NUM
easat-8936	73	16	]	]	PUNCT
easat-8936	73	17	and	and	CCONJ
easat-8936	73	18	enable	enable	VERB
easat-8936	73	19	seamless	seamless	ADJ
easat-8936	73	20	multilingual	multilingual	ADJ
easat-8936	73	21	interactions	interaction	NOUN
easat-8936	73	22	via	via	ADP
easat-8936	73	23	nlppowered	nlppowered	ADJ
easat-8936	73	24	voice	voice	NOUN
easat-8936	73	25	assistants	assistant	NOUN
easat-8936	73	26	[	[	X
easat-8936	73	27	29	29	NUM
easat-8936	73	28	]	]	PUNCT
easat-8936	73	29	.	.	PUNCT
easat-8936	74	1	hybrid	hybrid	NOUN
easat-8936	74	2	models	model	NOUN
easat-8936	74	3	combining	combine	VERB
easat-8936	74	4	deep	deep	ADJ
easat-8936	74	5	learning	learning	NOUN
easat-8936	74	6	and	and	CCONJ
easat-8936	74	7	collaborative	collaborative	ADJ
easat-8936	74	8	filtering	filtering	NOUN
easat-8936	74	9	have	have	AUX
easat-8936	74	10	achieved	achieve	VERB
easat-8936	74	11	high	high	ADJ
easat-8936	74	12	accuracy	accuracy	NOUN
easat-8936	74	13	in	in	ADP
easat-8936	74	14	addressing	address	VERB
easat-8936	74	15	tourist	tourist	NOUN
easat-8936	74	16	queries	query	NOUN
easat-8936	74	17	and	and	CCONJ
easat-8936	74	18	guiding	guide	VERB
easat-8936	74	19	city	city	NOUN
easat-8936	74	20	exploration	exploration	NOUN
easat-8936	74	21	[	[	X
easat-8936	74	22	30	30	NUM
easat-8936	74	23	,	,	PUNCT
easat-8936	74	24	31	31	NUM
easat-8936	74	25	]	]	PUNCT
easat-8936	74	26	.	.	PUNCT
easat-8936	75	1	despite	despite	SCONJ
easat-8936	75	2	these	these	DET
easat-8936	75	3	advances	advance	NOUN
easat-8936	75	4	,	,	PUNCT
easat-8936	75	5	few	few	ADJ
easat-8936	75	6	studies	study	NOUN
easat-8936	75	7	explore	explore	VERB
easat-8936	75	8	generative	generative	ADJ
easat-8936	75	9	ai	ai	VERB
easat-8936	75	10	as	as	ADP
easat-8936	75	11	a	a	DET
easat-8936	75	12	cultural	cultural	ADJ
easat-8936	75	13	storyteller	storyteller	NOUN
easat-8936	75	14	.	.	PUNCT
easat-8936	76	1	addressing	address	VERB
easat-8936	76	2	this	this	DET
easat-8936	76	3	gap	gap	NOUN
easat-8936	76	4	,	,	PUNCT
easat-8936	76	5	the	the	DET
easat-8936	76	6	present	present	ADJ
easat-8936	76	7	study	study	NOUN
easat-8936	76	8	introduces	introduce	VERB
easat-8936	76	9	a	a	DET
easat-8936	76	10	generative	generative	ADJ
easat-8936	76	11	ai	ai	ADJ
easat-8936	76	12	-	-	PUNCT
easat-8936	76	13	powered	power	VERB
easat-8936	76	14	tourism	tourism	NOUN
easat-8936	76	15	guidance	guidance	NOUN
easat-8936	76	16	model	model	NOUN
easat-8936	76	17	that	that	PRON
easat-8936	76	18	integrates	integrate	VERB
easat-8936	76	19	gpt-4o	gpt-4o	PROPN
easat-8936	76	20	’s	’s	PART
easat-8936	76	21	narrative	narrative	ADJ
easat-8936	76	22	capabilities	capability	NOUN
easat-8936	76	23	with	with	ADP
easat-8936	76	24	dall·e	dall·e	PROPN
easat-8936	76	25	and	and	CCONJ
easat-8936	76	26	hugging	hug	VERB
easat-8936	76	27	face	face	NOUN
easat-8936	76	28	image	image	NOUN
easat-8936	76	29	generation	generation	NOUN
easat-8936	76	30	.	.	PUNCT
easat-8936	77	1	the	the	DET
easat-8936	77	2	model	model	NOUN
easat-8936	77	3	serves	serve	VERB
easat-8936	77	4	1439	1439	NUM
easat-8936	77	5	edelweiss	edelweiss	PROPN
easat-8936	77	6	applied	apply	VERB
easat-8936	77	7	science	science	NOUN
easat-8936	77	8	and	and	CCONJ
easat-8936	77	9	technology	technology	NOUN
easat-8936	77	10	issn	issn	PROPN
easat-8936	77	11	:	:	PUNCT
easat-8936	77	12	2576	2576	NUM
easat-8936	77	13	-	-	SYM
easat-8936	77	14	8484	8484	NUM
easat-8936	77	15	vol	vol	NOUN
easat-8936	77	16	.	.	PROPN
easat-8936	78	1	9	9	NUM
easat-8936	78	2	,	,	PUNCT
easat-8936	78	3	no	no	INTJ
easat-8936	78	4	.	.	NOUN
easat-8936	78	5	7	7	NUM
easat-8936	78	6	:	:	SYM
easat-8936	78	7	1436	1436	NUM
easat-8936	78	8	-	-	SYM
easat-8936	78	9	1451	1451	NUM
easat-8936	78	10	,	,	PUNCT
easat-8936	78	11	2025	2025	NUM
easat-8936	78	12	doi	doi	NOUN
easat-8936	78	13	:	:	PUNCT
easat-8936	78	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	78	15	©	©	PROPN
easat-8936	78	16	2025	2025	NUM
easat-8936	78	17	by	by	ADP
easat-8936	78	18	the	the	DET
easat-8936	78	19	authors	author	NOUN
easat-8936	78	20	;	;	PUNCT
easat-8936	78	21	licensee	licensee	PROPN
easat-8936	78	22	learning	learning	NOUN
easat-8936	78	23	gate	gate	NOUN
easat-8936	78	24	as	as	ADP
easat-8936	78	25	a	a	DET
easat-8936	78	26	culturally	culturally	ADV
easat-8936	78	27	adaptive	adaptive	ADJ
easat-8936	78	28	digital	digital	ADJ
easat-8936	78	29	guide	guide	NOUN
easat-8936	78	30	,	,	PUNCT
easat-8936	78	31	delivering	deliver	VERB
easat-8936	78	32	real	real	ADJ
easat-8936	78	33	-	-	PUNCT
easat-8936	78	34	time	time	NOUN
easat-8936	78	35	,	,	PUNCT
easat-8936	78	36	personalized	personalized	ADJ
easat-8936	78	37	storytelling	storytelling	NOUN
easat-8936	78	38	that	that	PRON
easat-8936	78	39	fosters	foster	VERB
easat-8936	78	40	deeper	deep	ADJ
easat-8936	78	41	emotional	emotional	ADJ
easat-8936	78	42	connection	connection	NOUN
easat-8936	78	43	,	,	PUNCT
easat-8936	78	44	cultural	cultural	ADJ
easat-8936	78	45	understanding	understanding	NOUN
easat-8936	78	46	,	,	PUNCT
easat-8936	78	47	and	and	CCONJ
easat-8936	78	48	visitor	visitor	NOUN
easat-8936	78	49	satisfaction	satisfaction	NOUN
easat-8936	78	50	at	at	ADP
easat-8936	78	51	heritage	heritage	NOUN
easat-8936	78	52	sites	site	NOUN
easat-8936	78	53	.	.	PUNCT
easat-8936	79	1	in	in	ADP
easat-8936	79	2	recent	recent	ADJ
easat-8936	79	3	years	year	NOUN
easat-8936	79	4	,	,	PUNCT
easat-8936	79	5	generative	generative	ADJ
easat-8936	79	6	ai	ai	VERB
easat-8936	79	7	has	have	AUX
easat-8936	79	8	gained	gain	VERB
easat-8936	79	9	significant	significant	ADJ
easat-8936	79	10	momentum	momentum	NOUN
easat-8936	79	11	in	in	ADP
easat-8936	79	12	tourism	tourism	NOUN
easat-8936	79	13	research	research	NOUN
easat-8936	79	14	,	,	PUNCT
easat-8936	79	15	particularly	particularly	ADV
easat-8936	79	16	after	after	ADP
easat-8936	79	17	the	the	DET
easat-8936	79	18	introduction	introduction	NOUN
easat-8936	79	19	of	of	ADP
easat-8936	79	20	advanced	advanced	ADJ
easat-8936	79	21	models	model	NOUN
easat-8936	79	22	like	like	ADP
easat-8936	79	23	chatgpt-4o	chatgpt-4o	ADV
easat-8936	79	24	and	and	CCONJ
easat-8936	79	25	image	image	NOUN
easat-8936	79	26	generation	generation	NOUN
easat-8936	79	27	models	model	NOUN
easat-8936	79	28	[	[	X
easat-8936	79	29	1	1	NUM
easat-8936	79	30	,	,	PUNCT
easat-8936	79	31	3	3	NUM
easat-8936	79	32	]	]	PUNCT
easat-8936	79	33	.	.	PUNCT
easat-8936	80	1	bibliometric	bibliometric	ADJ
easat-8936	80	2	analysis	analysis	NOUN
easat-8936	80	3	by	by	ADP
easat-8936	80	4	to	to	ADP
easat-8936	80	5	and	and	CCONJ
easat-8936	80	6	yu	yu	PRON
easat-8936	81	1	[	[	X
easat-8936	81	2	22	22	NUM
easat-8936	81	3	]	]	PUNCT
easat-8936	81	4	highlights	highlight	VERB
easat-8936	81	5	a	a	DET
easat-8936	81	6	sharp	sharp	ADJ
easat-8936	81	7	increase	increase	NOUN
easat-8936	81	8	in	in	ADP
easat-8936	81	9	ai	ai	ADJ
easat-8936	81	10	publications	publication	NOUN
easat-8936	81	11	in	in	ADP
easat-8936	81	12	tourism	tourism	NOUN
easat-8936	81	13	and	and	CCONJ
easat-8936	81	14	hospitality	hospitality	NOUN
easat-8936	81	15	since	since	SCONJ
easat-8936	81	16	2023	2023	NUM
easat-8936	81	17	,	,	PUNCT
easat-8936	81	18	with	with	ADP
easat-8936	81	19	generative	generative	NOUN
easat-8936	81	20	ai	ai	AUX
easat-8936	81	21	emerging	emerge	VERB
easat-8936	81	22	as	as	ADP
easat-8936	81	23	a	a	DET
easat-8936	81	24	key	key	ADJ
easat-8936	81	25	focus	focus	NOUN
easat-8936	81	26	area	area	NOUN
easat-8936	81	27	.	.	PUNCT
easat-8936	82	1	similarly	similarly	ADV
easat-8936	82	2	,	,	PUNCT
easat-8936	82	3	fouad	fouad	PROPN
easat-8936	82	4	,	,	PUNCT
easat-8936	82	5	et	et	PROPN
easat-8936	82	6	al	al	PROPN
easat-8936	82	7	.	.	PUNCT
easat-8936	83	1	[	[	X
easat-8936	83	2	24	24	NUM
easat-8936	83	3	]	]	PUNCT
easat-8936	83	4	provide	provide	VERB
easat-8936	83	5	a	a	DET
easat-8936	83	6	comprehensive	comprehensive	ADJ
easat-8936	83	7	review	review	NOUN
easat-8936	83	8	identifying	identify	VERB
easat-8936	83	9	generative	generative	ADJ
easat-8936	83	10	ai	ai	PROPN
easat-8936	83	11	's	's	PART
easat-8936	83	12	potential	potential	NOUN
easat-8936	83	13	for	for	ADP
easat-8936	83	14	enhancing	enhance	VERB
easat-8936	83	15	user	user	NOUN
easat-8936	83	16	experiences	experience	NOUN
easat-8936	83	17	,	,	PUNCT
easat-8936	83	18	but	but	CCONJ
easat-8936	83	19	also	also	ADV
easat-8936	83	20	note	note	VERB
easat-8936	83	21	the	the	DET
easat-8936	83	22	persistent	persistent	ADJ
easat-8936	83	23	gap	gap	NOUN
easat-8936	83	24	in	in	ADP
easat-8936	83	25	multimodal	multimodal	NOUN
easat-8936	83	26	,	,	PUNCT
easat-8936	83	27	narrative	narrative	NOUN
easat-8936	83	28	-	-	PUNCT
easat-8936	83	29	based	base	VERB
easat-8936	83	30	applications	application	NOUN
easat-8936	83	31	for	for	ADP
easat-8936	83	32	cultural	cultural	ADJ
easat-8936	83	33	tourism	tourism	NOUN
easat-8936	83	34	[	[	X
easat-8936	83	35	24	24	NUM
easat-8936	83	36	]	]	PUNCT
easat-8936	83	37	.	.	PUNCT
easat-8936	84	1	these	these	DET
easat-8936	84	2	findings	finding	NOUN
easat-8936	84	3	underscore	underscore	VERB
easat-8936	84	4	the	the	DET
easat-8936	84	5	need	need	NOUN
easat-8936	84	6	for	for	ADP
easat-8936	84	7	integrated	integrated	ADJ
easat-8936	84	8	,	,	PUNCT
easat-8936	84	9	adaptive	adaptive	ADJ
easat-8936	84	10	ai	ai	NOUN
easat-8936	84	11	models	model	NOUN
easat-8936	84	12	that	that	PRON
easat-8936	84	13	deliver	deliver	VERB
easat-8936	84	14	personalized	personalize	VERB
easat-8936	84	15	,	,	PUNCT
easat-8936	84	16	context	context	NOUN
easat-8936	84	17	-	-	PUNCT
easat-8936	84	18	aware	aware	ADJ
easat-8936	84	19	storytelling	storytelling	NOUN
easat-8936	84	20	,	,	PUNCT
easat-8936	84	21	addressing	address	VERB
easat-8936	84	22	both	both	CCONJ
easat-8936	84	23	linguistic	linguistic	ADJ
easat-8936	84	24	and	and	CCONJ
easat-8936	84	25	cultural	cultural	ADJ
easat-8936	84	26	diversity	diversity	NOUN
easat-8936	84	27	—	—	PUNCT
easat-8936	84	28	a	a	DET
easat-8936	84	29	gap	gap	NOUN
easat-8936	84	30	this	this	DET
easat-8936	84	31	study	study	NOUN
easat-8936	84	32	directly	directly	ADV
easat-8936	84	33	targets	target	VERB
easat-8936	84	34	.	.	PUNCT
easat-8936	85	1	table	table	NOUN
easat-8936	85	2	1	1	NUM
easat-8936	85	3	.	.	PUNCT
easat-8936	86	1	summary	summary	NOUN
easat-8936	86	2	of	of	ADP
easat-8936	86	3	recent	recent	ADJ
easat-8936	86	4	literature	literature	NOUN
easat-8936	86	5	review	review	NOUN
easat-8936	86	6	on	on	ADP
easat-8936	86	7	generative	generative	ADJ
easat-8936	86	8	ai	ai	VERB
easat-8936	86	9	in	in	ADP
easat-8936	86	10	cultural	cultural	ADJ
easat-8936	86	11	tourism	tourism	NOUN
easat-8936	86	12	in	in	ADP
easat-8936	86	13	2025	2025	NUM
easat-8936	86	14	.	.	PUNCT
easat-8936	87	1	author	author	NOUN
easat-8936	87	2	(	(	PUNCT
easat-8936	87	3	year	year	NOUN
easat-8936	87	4	)	)	PUNCT
easat-8936	87	5	methods	method	NOUN
easat-8936	87	6	contribution	contribution	NOUN
easat-8936	87	7	gap/	gap/	NOUN
easat-8936	87	8	limitation	limitation	NOUN
easat-8936	87	9	mogre	mogre	NOUN
easat-8936	87	10	,	,	PUNCT
easat-8936	87	11	et	et	PROPN
easat-8936	87	12	al	al	PROPN
easat-8936	87	13	.	.	PUNCT
easat-8936	88	1	[	[	X
easat-8936	88	2	1	1	NUM
easat-8936	88	3	]	]	X
easat-8936	88	4	gpt	gpt	NOUN
easat-8936	88	5	-	-	PUNCT
easat-8936	88	6	based	base	VERB
easat-8936	88	7	narrative	narrative	NOUN
easat-8936	88	8	architecture	architecture	NOUN
easat-8936	88	9	ai	ai	AUX
easat-8936	88	10	storytelling	storytelle	VERB
easat-8936	88	11	for	for	ADP
easat-8936	88	12	built	build	VERB
easat-8936	88	13	heritage	heritage	NOUN
easat-8936	88	14	lacks	lack	VERB
easat-8936	88	15	emotional	emotional	ADJ
easat-8936	88	16	and	and	CCONJ
easat-8936	88	17	interactive	interactive	ADJ
easat-8936	88	18	elements	element	NOUN
easat-8936	88	19	oztabak	oztabak	NOUN
easat-8936	89	1	[	[	X
easat-8936	89	2	2	2	NUM
easat-8936	89	3	]	]	PUNCT
easat-8936	89	4	folklore	folklore	NOUN
easat-8936	89	5	text	text	NOUN
easat-8936	89	6	generation	generation	NOUN
easat-8936	89	7	culturally	culturally	ADV
easat-8936	89	8	resonant	resonant	VERB
easat-8936	89	9	folklore	folklore	NOUN
easat-8936	89	10	content	content	NOUN
easat-8936	89	11	no	no	DET
easat-8936	89	12	multilingual	multilingual	ADJ
easat-8936	89	13	or	or	CCONJ
easat-8936	89	14	mobile	mobile	NOUN
easat-8936	89	15	deployment	deployment	NOUN
easat-8936	89	16	martinez	martinez	PROPN
easat-8936	89	17	,	,	PUNCT
easat-8936	89	18	et	et	PROPN
easat-8936	89	19	al	al	PROPN
easat-8936	89	20	.	.	PUNCT
easat-8936	90	1	[	[	X
easat-8936	90	2	3	3	NUM
easat-8936	90	3	]	]	SYM
easat-8936	90	4	ai	ai	NOUN
easat-8936	90	5	-	-	PUNCT
easat-8936	90	6	based	base	VERB
easat-8936	90	7	visual	visual	ADJ
easat-8936	90	8	storytelling	storytelle	VERB
easat-8936	90	9	analysis	analysis	NOUN
easat-8936	90	10	visual	visual	ADJ
easat-8936	90	11	narratives	narrative	NOUN
easat-8936	90	12	through	through	ADP
easat-8936	90	13	aigenerated	aigenerate	VERB
easat-8936	90	14	imagery	imagery	NOUN
easat-8936	90	15	lacks	lack	VERB
easat-8936	90	16	real	real	ADJ
easat-8936	90	17	-	-	PUNCT
easat-8936	90	18	time	time	NOUN
easat-8936	90	19	,	,	PUNCT
easat-8936	90	20	context	context	NOUN
easat-8936	90	21	-	-	PUNCT
easat-8936	90	22	aware	aware	ADJ
easat-8936	90	23	interaction	interaction	NOUN
easat-8936	90	24	alkhateeb	alkhateeb	NOUN
easat-8936	90	25	,	,	PUNCT
easat-8936	90	26	et	et	PROPN
easat-8936	90	27	al	al	PROPN
easat-8936	90	28	.	.	PUNCT
easat-8936	91	1	[	[	X
easat-8936	91	2	5	5	NUM
easat-8936	91	3	]	]	X
easat-8936	91	4	generative	generative	NOUN
easat-8936	91	5	ai	ai	VERB
easat-8936	91	6	for	for	ADP
easat-8936	91	7	landscape	landscape	NOUN
easat-8936	91	8	representation	representation	NOUN
easat-8936	91	9	cultural	cultural	ADJ
easat-8936	91	10	scenic	scenic	ADJ
easat-8936	91	11	generation	generation	NOUN
easat-8936	91	12	no	no	DET
easat-8936	91	13	link	link	NOUN
easat-8936	91	14	to	to	PART
easat-8936	91	15	interactive	interactive	ADJ
easat-8936	91	16	tour	tour	NOUN
easat-8936	91	17	experiences	experience	NOUN
easat-8936	91	18	george	george	NOUN
easat-8936	91	19	and	and	CCONJ
easat-8936	91	20	mattathil	mattathil	ADJ
easat-8936	91	21	[	[	X
easat-8936	91	22	7	7	NUM
easat-8936	91	23	]	]	X
easat-8936	91	24	qualitative	qualitative	ADJ
easat-8936	91	25	design	design	NOUN
easat-8936	91	26	with	with	ADP
easat-8936	91	27	ai	ai	PROPN
easat-8936	91	28	inclusive	inclusive	ADJ
easat-8936	91	29	ai	ai	VERB
easat-8936	91	30	for	for	ADP
easat-8936	91	31	cultural	cultural	ADJ
easat-8936	91	32	tourism	tourism	NOUN
easat-8936	91	33	business	business	NOUN
easat-8936	91	34	-	-	PUNCT
easat-8936	91	35	centric	centric	ADJ
easat-8936	91	36	,	,	PUNCT
easat-8936	91	37	limited	limited	ADJ
easat-8936	91	38	focus	focus	NOUN
easat-8936	91	39	on	on	ADP
easat-8936	91	40	user	user	NOUN
easat-8936	91	41	experience	experience	PROPN
easat-8936	91	42	massidda	massidda	PROPN
easat-8936	91	43	,	,	PUNCT
easat-8936	91	44	et	et	PROPN
easat-8936	91	45	al	al	PROPN
easat-8936	91	46	.	.	PUNCT
easat-8936	92	1	[	[	X
easat-8936	92	2	10	10	NUM
easat-8936	92	3	]	]	X
easat-8936	92	4	hybrid	hybrid	ADJ
easat-8936	92	5	xr	xr	PROPN
easat-8936	92	6	and	and	CCONJ
easat-8936	92	7	multisensory	multisensory	NOUN
easat-8936	92	8	design	design	NOUN
easat-8936	92	9	authoring	authoring	NOUN
easat-8936	92	10	tools	tool	NOUN
easat-8936	92	11	for	for	ADP
easat-8936	92	12	cultural	cultural	ADJ
easat-8936	92	13	storytelling	storytelling	NOUN
easat-8936	92	14	focused	focus	VERB
easat-8936	92	15	on	on	ADP
easat-8936	92	16	authoring	author	VERB
easat-8936	92	17	tools	tool	NOUN
easat-8936	92	18	,	,	PUNCT
easat-8936	92	19	not	not	PART
easat-8936	92	20	real	real	ADJ
easat-8936	92	21	-	-	PUNCT
easat-8936	92	22	time	time	NOUN
easat-8936	92	23	adaptive	adaptive	ADJ
easat-8936	92	24	personalization	personalization	NOUN
easat-8936	92	25	alharbi	alharbi	NOUN
easat-8936	92	26	,	,	PUNCT
easat-8936	92	27	et	et	PROPN
easat-8936	92	28	al	al	PROPN
easat-8936	92	29	.	.	PUNCT
easat-8936	93	1	[	[	X
easat-8936	93	2	19	19	NUM
easat-8936	93	3	]	]	X
easat-8936	93	4	chatbot	chatbot	NOUN
easat-8936	93	5	user	user	NOUN
easat-8936	93	6	experience	experience	NOUN
easat-8936	93	7	survey	survey	PROPN
easat-8936	93	8	ai	ai	VERB
easat-8936	93	9	-	-	PUNCT
easat-8936	93	10	guided	guide	VERB
easat-8936	93	11	religious	religious	ADJ
easat-8936	93	12	tourism	tourism	NOUN
easat-8936	93	13	contextual	contextual	NOUN
easat-8936	93	14	only	only	ADV
easat-8936	93	15	,	,	PUNCT
easat-8936	93	16	lacks	lack	VERB
easat-8936	93	17	generative	generative	ADJ
easat-8936	93	18	storytelling	storytelle	VERB
easat-8936	93	19	sidiq	sidiq	NOUN
easat-8936	93	20	and	and	CCONJ
easat-8936	93	21	sahman	sahman	NOUN
easat-8936	93	22	[	[	X
easat-8936	93	23	25	25	NUM
easat-8936	93	24	]	]	PUNCT
easat-8936	93	25	model	model	NOUN
easat-8936	93	26	-	-	PUNCT
easat-8936	93	27	driven	drive	VERB
easat-8936	93	28	ai	ai	PROPN
easat-8936	93	29	personalization	personalization	NOUN
easat-8936	93	30	smart	smart	ADJ
easat-8936	93	31	,	,	PUNCT
easat-8936	93	32	tailored	tailor	VERB
easat-8936	93	33	tourism	tourism	NOUN
easat-8936	93	34	services	service	NOUN
easat-8936	93	35	no	no	DET
easat-8936	93	36	integration	integration	NOUN
easat-8936	93	37	of	of	ADP
easat-8936	93	38	visual	visual	ADJ
easat-8936	93	39	cultural	cultural	ADJ
easat-8936	93	40	narratives	narrative	NOUN
easat-8936	93	41	to	to	ADP
easat-8936	93	42	and	and	CCONJ
easat-8936	93	43	yu	yu	PRON
easat-8936	94	1	[	[	X
easat-8936	94	2	22	22	NUM
easat-8936	94	3	]	]	PUNCT
easat-8936	94	4	mapping	mapping	NOUN
easat-8936	94	5	analysis	analysis	NOUN
easat-8936	94	6	of	of	ADP
easat-8936	94	7	ai	ai	NOUN
easat-8936	94	8	in	in	ADP
easat-8936	94	9	tourism	tourism	NOUN
easat-8936	94	10	&	&	CCONJ
easat-8936	94	11	hospitality	hospitality	PROPN
easat-8936	94	12	identified	identify	VERB
easat-8936	94	13	a	a	DET
easat-8936	94	14	sharp	sharp	ADJ
easat-8936	94	15	increase	increase	NOUN
easat-8936	94	16	in	in	ADP
easat-8936	94	17	ai	ai	PROPN
easat-8936	94	18	research	research	NOUN
easat-8936	94	19	—	—	PUNCT
easat-8936	94	20	with	with	SCONJ
easat-8936	94	21	a	a	DET
easat-8936	94	22	clear	clear	ADJ
easat-8936	94	23	rise	rise	NOUN
easat-8936	94	24	in	in	ADP
easat-8936	94	25	generative	generative	ADJ
easat-8936	94	26	ai	ai	NOUN
easat-8936	94	27	(	(	PUNCT
easat-8936	94	28	e.g.	e.g.	ADV
easat-8936	94	29	chatgpt	chatgpt	NOUN
easat-8936	94	30	)	)	PUNCT
easat-8936	94	31	existing	exist	VERB
easat-8936	94	32	models	model	NOUN
easat-8936	94	33	lack	lack	VERB
easat-8936	94	34	interactive	interactive	ADJ
easat-8936	94	35	,	,	PUNCT
easat-8936	94	36	itinerary	itinerary	NOUN
easat-8936	94	37	-	-	PUNCT
easat-8936	94	38	linked	link	VERB
easat-8936	94	39	,	,	PUNCT
easat-8936	94	40	narrative	narrative	NOUN
easat-8936	94	41	-	-	PUNCT
easat-8936	94	42	based	base	VERB
easat-8936	94	43	functionalities	functionality	NOUN
easat-8936	94	44	.	.	PUNCT
easat-8936	95	1	2.3	2.3	NUM
easat-8936	95	2	.	.	PUNCT
easat-8936	95	3	conceptual	conceptual	ADJ
easat-8936	95	4	framework	framework	NOUN
easat-8936	95	5	the	the	DET
easat-8936	95	6	conceptual	conceptual	ADJ
easat-8936	95	7	foundation	foundation	NOUN
easat-8936	95	8	of	of	ADP
easat-8936	95	9	this	this	DET
easat-8936	95	10	study	study	NOUN
easat-8936	95	11	adopts	adopt	VERB
easat-8936	95	12	an	an	DET
easat-8936	95	13	integrated	integrate	VERB
easat-8936	95	14	,	,	PUNCT
easat-8936	95	15	human	human	NOUN
easat-8936	95	16	-	-	PUNCT
easat-8936	95	17	centered	center	VERB
easat-8936	95	18	ai	ai	NOUN
easat-8936	95	19	approach	approach	NOUN
easat-8936	95	20	to	to	ADP
easat-8936	95	21	tourism	tourism	NOUN
easat-8936	95	22	guidance	guidance	NOUN
easat-8936	95	23	,	,	PUNCT
easat-8936	95	24	emphasizing	emphasize	VERB
easat-8936	95	25	the	the	DET
easat-8936	95	26	role	role	NOUN
easat-8936	95	27	of	of	ADP
easat-8936	95	28	multimodal	multimodal	ADJ
easat-8936	95	29	artificial	artificial	ADJ
easat-8936	95	30	intelligence	intelligence	NOUN
easat-8936	95	31	in	in	ADP
easat-8936	95	32	enriching	enrich	VERB
easat-8936	95	33	visitor	visitor	NOUN
easat-8936	95	34	experiences	experience	NOUN
easat-8936	95	35	.	.	PUNCT
easat-8936	96	1	by	by	ADP
easat-8936	96	2	combining	combine	VERB
easat-8936	96	3	advanced	advanced	ADJ
easat-8936	96	4	natural	natural	ADJ
easat-8936	96	5	language	language	NOUN
easat-8936	96	6	processing	processing	NOUN
easat-8936	96	7	for	for	ADP
easat-8936	96	8	text	text	NOUN
easat-8936	96	9	and	and	CCONJ
easat-8936	96	10	speech	speech	NOUN
easat-8936	96	11	,	,	PUNCT
easat-8936	96	12	visual	visual	ADJ
easat-8936	96	13	content	content	NOUN
easat-8936	96	14	generation	generation	NOUN
easat-8936	96	15	,	,	PUNCT
easat-8936	96	16	dynamic	dynamic	ADJ
easat-8936	96	17	content	content	NOUN
easat-8936	96	18	management	management	NOUN
easat-8936	96	19	,	,	PUNCT
easat-8936	96	20	personalized	personalized	ADJ
easat-8936	96	21	recommendations	recommendation	NOUN
easat-8936	96	22	,	,	PUNCT
easat-8936	96	23	and	and	CCONJ
easat-8936	96	24	intuitive	intuitive	ADJ
easat-8936	96	25	user	user	NOUN
easat-8936	96	26	interaction	interaction	NOUN
easat-8936	96	27	,	,	PUNCT
easat-8936	96	28	the	the	DET
easat-8936	96	29	proposed	propose	VERB
easat-8936	96	30	model	model	NOUN
easat-8936	96	31	addresses	address	VERB
easat-8936	96	32	key	key	ADJ
easat-8936	96	33	challenges	challenge	NOUN
easat-8936	96	34	faced	face	VERB
easat-8936	96	35	by	by	ADP
easat-8936	96	36	modern	modern	ADJ
easat-8936	96	37	tourists	tourist	NOUN
easat-8936	96	38	.	.	PUNCT
easat-8936	97	1	the	the	DET
easat-8936	97	2	framework	framework	NOUN
easat-8936	97	3	positions	position	NOUN
easat-8936	97	4	ai	ai	VERB
easat-8936	97	5	not	not	PART
easat-8936	97	6	merely	merely	ADV
easat-8936	97	7	as	as	ADP
easat-8936	97	8	a	a	DET
easat-8936	97	9	passive	passive	ADJ
easat-8936	97	10	information	information	NOUN
easat-8936	97	11	provider	provider	NOUN
easat-8936	97	12	but	but	CCONJ
easat-8936	97	13	as	as	ADP
easat-8936	97	14	an	an	DET
easat-8936	97	15	active	active	ADJ
easat-8936	97	16	cocreator	cocreator	NOUN
easat-8936	97	17	of	of	ADP
easat-8936	97	18	personalized	personalized	ADJ
easat-8936	97	19	,	,	PUNCT
easat-8936	97	20	culturally	culturally	ADV
easat-8936	97	21	specific	specific	ADJ
easat-8936	97	22	narratives	narrative	NOUN
easat-8936	97	23	,	,	PUNCT
easat-8936	97	24	offering	offer	VERB
easat-8936	97	25	real	real	ADJ
easat-8936	97	26	-	-	PUNCT
easat-8936	97	27	time	time	NOUN
easat-8936	97	28	,	,	PUNCT
easat-8936	97	29	linguistically	linguistically	ADV
easat-8936	97	30	inclusive	inclusive	ADJ
easat-8936	97	31	,	,	PUNCT
easat-8936	97	32	and	and	CCONJ
easat-8936	97	33	emotionally	emotionally	ADV
easat-8936	97	34	resonant	resonant	VERB
easat-8936	97	35	guidance	guidance	NOUN
easat-8936	97	36	[	[	X
easat-8936	97	37	32	32	NUM
easat-8936	97	38	]	]	PUNCT
easat-8936	97	39	.	.	PUNCT
easat-8936	98	1	at	at	ADP
easat-8936	98	2	its	its	PRON
easat-8936	98	3	core	core	NOUN
easat-8936	98	4	,	,	PUNCT
easat-8936	98	5	the	the	DET
easat-8936	98	6	model	model	NOUN
easat-8936	98	7	integrates	integrate	VERB
easat-8936	98	8	openai	openai	PROPN
easat-8936	98	9	's	's	PART
easat-8936	98	10	gpt-4o	gpt-4o	NOUN
easat-8936	98	11	for	for	ADP
easat-8936	98	12	natural	natural	ADJ
easat-8936	98	13	language	language	NOUN
easat-8936	98	14	and	and	CCONJ
easat-8936	98	15	speech	speech	NOUN
easat-8936	98	16	processing	processing	NOUN
easat-8936	98	17	[	[	X
easat-8936	98	18	1	1	NUM
easat-8936	98	19	,	,	PUNCT
easat-8936	98	20	9	9	NUM
easat-8936	98	21	]	]	PUNCT
easat-8936	98	22	.	.	PUNCT
easat-8936	99	1	dall·e	dall·e	PROPN
easat-8936	99	2	and	and	CCONJ
easat-8936	99	3	hugging	hug	VERB
easat-8936	99	4	face	face	NOUN
easat-8936	99	5	apis	apis	ADJ
easat-8936	99	6	for	for	ADP
easat-8936	99	7	personalized	personalized	ADJ
easat-8936	99	8	image	image	NOUN
easat-8936	99	9	generation	generation	NOUN
easat-8936	99	10	[	[	X
easat-8936	99	11	3	3	NUM
easat-8936	99	12	,	,	PUNCT
easat-8936	99	13	13	13	NUM
easat-8936	99	14	]	]	PUNCT
easat-8936	99	15	and	and	CCONJ
easat-8936	99	16	a	a	DET
easat-8936	99	17	postgresql	postgresql	NOUN
easat-8936	99	18	-	-	PUNCT
easat-8936	99	19	powered	power	VERB
easat-8936	99	20	retrieval	retrieval	NOUN
easat-8936	99	21	-	-	PUNCT
easat-8936	99	22	augmented	augment	VERB
easat-8936	99	23	generation	generation	NOUN
easat-8936	99	24	(	(	PUNCT
easat-8936	99	25	rag	rag	NOUN
easat-8936	99	26	)	)	PUNCT
easat-8936	99	27	model	model	NOUN
easat-8936	99	28	for	for	ADP
easat-8936	99	29	context	context	NOUN
easat-8936	99	30	-	-	PUNCT
easat-8936	99	31	aware	aware	ADJ
easat-8936	99	32	knowledge	knowledge	NOUN
easat-8936	99	33	retrieval	retrieval	NOUN
easat-8936	99	34	and	and	CCONJ
easat-8936	99	35	adaptive	adaptive	ADJ
easat-8936	99	36	recommendations	recommendation	NOUN
easat-8936	99	37	[	[	X
easat-8936	99	38	33	33	NUM
easat-8936	99	39	]	]	PUNCT
easat-8936	99	40	.	.	PUNCT
easat-8936	100	1	this	this	PRON
easat-8936	100	2	human	human	NOUN
easat-8936	100	3	-	-	PUNCT
easat-8936	100	4	centered	center	VERB
easat-8936	100	5	,	,	PUNCT
easat-8936	100	6	aidriven	aidriven	ADJ
easat-8936	100	7	framework	framework	NOUN
easat-8936	100	8	enhances	enhance	VERB
easat-8936	100	9	cultural	cultural	ADJ
easat-8936	100	10	tourism	tourism	NOUN
easat-8936	100	11	by	by	ADP
easat-8936	100	12	delivering	deliver	VERB
easat-8936	100	13	contextually	contextually	ADV
easat-8936	100	14	appropriate	appropriate	ADJ
easat-8936	100	15	,	,	PUNCT
easat-8936	100	16	personalized	personalized	ADJ
easat-8936	100	17	,	,	PUNCT
easat-8936	100	18	and	and	CCONJ
easat-8936	100	19	visually	visually	ADV
easat-8936	100	20	enriched	enriched	ADJ
easat-8936	100	21	storytelling	storytelling	NOUN
easat-8936	100	22	that	that	PRON
easat-8936	100	23	fosters	foster	VERB
easat-8936	100	24	deeper	deep	ADJ
easat-8936	100	25	visitor	visitor	NOUN
easat-8936	100	26	engagement	engagement	NOUN
easat-8936	100	27	,	,	PUNCT
easat-8936	100	28	cultural	cultural	ADJ
easat-8936	100	29	understanding	understanding	NOUN
easat-8936	100	30	,	,	PUNCT
easat-8936	100	31	and	and	CCONJ
easat-8936	100	32	satisfaction	satisfaction	NOUN
easat-8936	100	33	.	.	PUNCT
easat-8936	101	1	1440	1440	NUM
easat-8936	101	2	edelweiss	edelweiss	PROPN
easat-8936	101	3	applied	apply	VERB
easat-8936	101	4	science	science	NOUN
easat-8936	101	5	and	and	CCONJ
easat-8936	101	6	technology	technology	NOUN
easat-8936	101	7	issn	issn	PROPN
easat-8936	101	8	:	:	PUNCT
easat-8936	101	9	2576	2576	NUM
easat-8936	101	10	-	-	SYM
easat-8936	101	11	8484	8484	NUM
easat-8936	101	12	vol	vol	NOUN
easat-8936	101	13	.	.	PROPN
easat-8936	102	1	9	9	NUM
easat-8936	102	2	,	,	PUNCT
easat-8936	102	3	no	no	INTJ
easat-8936	102	4	.	.	NOUN
easat-8936	102	5	7	7	NUM
easat-8936	102	6	:	:	SYM
easat-8936	102	7	1436	1436	NUM
easat-8936	102	8	-	-	SYM
easat-8936	102	9	1451	1451	NUM
easat-8936	102	10	,	,	PUNCT
easat-8936	102	11	2025	2025	NUM
easat-8936	102	12	doi	doi	NOUN
easat-8936	102	13	:	:	PUNCT
easat-8936	102	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	102	15	©	©	PROPN
easat-8936	102	16	2025	2025	NUM
easat-8936	102	17	by	by	ADP
easat-8936	102	18	the	the	DET
easat-8936	102	19	authors	author	NOUN
easat-8936	102	20	;	;	PUNCT
easat-8936	102	21	licensee	licensee	PROPN
easat-8936	102	22	learning	learn	VERB
easat-8936	102	23	gate	gate	NOUN
easat-8936	102	24	figure	figure	NOUN
easat-8936	102	25	1	1	NUM
easat-8936	102	26	.	.	PUNCT
easat-8936	103	1	the	the	DET
easat-8936	103	2	conceptual	conceptual	ADJ
easat-8936	103	3	framework	framework	NOUN
easat-8936	103	4	of	of	ADP
easat-8936	103	5	ai	ai	ADJ
easat-8936	103	6	-	-	PUNCT
easat-8936	103	7	enhanced	enhance	VERB
easat-8936	103	8	multimodal	multimodal	NOUN
easat-8936	103	9	tourism	tourism	NOUN
easat-8936	103	10	guidance	guidance	NOUN
easat-8936	103	11	.	.	PUNCT
easat-8936	104	1	3	3	X
easat-8936	104	2	.	.	X
easat-8936	104	3	methodology	methodology	NOUN
easat-8936	104	4	the	the	DET
easat-8936	104	5	development	development	NOUN
easat-8936	104	6	of	of	ADP
easat-8936	104	7	generative	generative	ADJ
easat-8936	104	8	ai	ai	ADJ
easat-8936	104	9	-	-	PUNCT
easat-8936	104	10	powered	powered	ADJ
easat-8936	104	11	storytelling	storytelling	NOUN
easat-8936	104	12	model	model	NOUN
easat-8936	104	13	for	for	ADP
easat-8936	104	14	cultural	cultural	ADJ
easat-8936	104	15	tourism	tourism	NOUN
easat-8936	104	16	was	be	AUX
easat-8936	104	17	grounded	ground	VERB
easat-8936	104	18	in	in	ADP
easat-8936	104	19	a	a	DET
easat-8936	104	20	comprehensive	comprehensive	ADJ
easat-8936	104	21	,	,	PUNCT
easat-8936	104	22	data	data	NOUN
easat-8936	104	23	-	-	PUNCT
easat-8936	104	24	driven	drive	VERB
easat-8936	104	25	methodology	methodology	NOUN
easat-8936	104	26	designed	design	VERB
easat-8936	104	27	to	to	PART
easat-8936	104	28	ensure	ensure	VERB
easat-8936	104	29	the	the	DET
easat-8936	104	30	model	model	NOUN
easat-8936	104	31	's	's	PART
easat-8936	104	32	practical	practical	ADJ
easat-8936	104	33	effectiveness	effectiveness	NOUN
easat-8936	104	34	and	and	CCONJ
easat-8936	104	35	reliability	reliability	NOUN
easat-8936	104	36	in	in	ADP
easat-8936	104	37	real	real	ADJ
easat-8936	104	38	-	-	PUNCT
easat-8936	104	39	world	world	NOUN
easat-8936	104	40	settings	setting	NOUN
easat-8936	104	41	.	.	PUNCT
easat-8936	105	1	the	the	DET
easat-8936	105	2	model	model	NOUN
easat-8936	105	3	architecture	architecture	NOUN
easat-8936	105	4	comprises	comprise	VERB
easat-8936	105	5	several	several	ADJ
easat-8936	105	6	interconnected	interconnect	VERB
easat-8936	105	7	ai	ai	PROPN
easat-8936	105	8	components	component	NOUN
easat-8936	105	9	operating	operate	VERB
easat-8936	105	10	seamlessly	seamlessly	ADV
easat-8936	105	11	to	to	PART
easat-8936	105	12	provide	provide	VERB
easat-8936	105	13	personalized	personalized	ADJ
easat-8936	105	14	,	,	PUNCT
easat-8936	105	15	real	real	ADJ
easat-8936	105	16	-	-	PUNCT
easat-8936	105	17	time	time	NOUN
easat-8936	105	18	support	support	NOUN
easat-8936	105	19	to	to	ADP
easat-8936	105	20	tourists	tourist	NOUN
easat-8936	105	21	:	:	PUNCT
easat-8936	105	22	•	•	NUM
easat-8936	105	23	large	large	ADJ
easat-8936	105	24	language	language	NOUN
easat-8936	105	25	model	model	NOUN
easat-8936	105	26	(	(	PUNCT
easat-8936	105	27	llm	llm	PROPN
easat-8936	105	28	,	,	PUNCT
easat-8936	105	29	gpt-4o	gpt-4o	ADJ
easat-8936	105	30	):	):	PUNCT
easat-8936	105	31	enables	enable	VERB
easat-8936	105	32	natural	natural	ADJ
easat-8936	105	33	language	language	NOUN
easat-8936	105	34	understanding	understanding	NOUN
easat-8936	105	35	and	and	CCONJ
easat-8936	105	36	multilingual	multilingual	ADJ
easat-8936	105	37	response	response	NOUN
easat-8936	105	38	generation	generation	NOUN
easat-8936	105	39	•	•	NOUN
easat-8936	105	40	retrieval	retrieval	NOUN
easat-8936	105	41	-	-	PUNCT
easat-8936	105	42	augmented	augment	VERB
easat-8936	105	43	generation	generation	NOUN
easat-8936	105	44	(	(	PUNCT
easat-8936	105	45	rag	rag	NOUN
easat-8936	105	46	)	)	PUNCT
easat-8936	105	47	with	with	ADP
easat-8936	105	48	postgresql	postgresql	NOUN
easat-8936	105	49	:	:	PUNCT
easat-8936	105	50	facilitates	facilitate	VERB
easat-8936	105	51	knowledge	knowledge	NOUN
easat-8936	105	52	retrieval	retrieval	NOUN
easat-8936	105	53	,	,	PUNCT
easat-8936	105	54	personalization	personalization	NOUN
easat-8936	105	55	,	,	PUNCT
easat-8936	105	56	and	and	CCONJ
easat-8936	105	57	context	context	NOUN
easat-8936	105	58	adaptation	adaptation	NOUN
easat-8936	105	59	based	base	VERB
easat-8936	105	60	on	on	ADP
easat-8936	105	61	user	user	NOUN
easat-8936	105	62	queries	query	NOUN
easat-8936	105	63	,	,	PUNCT
easat-8936	105	64	preferences	preference	NOUN
easat-8936	105	65	,	,	PUNCT
easat-8936	105	66	and	and	CCONJ
easat-8936	105	67	location	location	NOUN
easat-8936	105	68	data	datum	NOUN
easat-8936	105	69	•	•	NOUN
easat-8936	105	70	custom	custom	NOUN
easat-8936	105	71	image	image	NOUN
easat-8936	105	72	generation	generation	NOUN
easat-8936	105	73	pipeline	pipeline	NOUN
easat-8936	105	74	(	(	PUNCT
easat-8936	105	75	dall·e	dall·e	PROPN
easat-8936	105	76	,	,	PUNCT
easat-8936	105	77	hugging	hug	VERB
easat-8936	105	78	face	face	NOUN
easat-8936	105	79	apis	apis	ADV
easat-8936	105	80	):	):	PUNCT
easat-8936	105	81	produces	produce	VERB
easat-8936	105	82	visually	visually	ADV
easat-8936	105	83	appealing	appealing	ADJ
easat-8936	105	84	,	,	PUNCT
easat-8936	105	85	culturally	culturally	ADV
easat-8936	105	86	relevant	relevant	ADJ
easat-8936	105	87	content	content	NOUN
easat-8936	105	88	to	to	PART
easat-8936	105	89	complement	complement	VERB
easat-8936	105	90	textual	textual	ADJ
easat-8936	105	91	responses	response	NOUN
easat-8936	105	92	to	to	PART
easat-8936	105	93	ensure	ensure	VERB
easat-8936	105	94	the	the	DET
easat-8936	105	95	delivery	delivery	NOUN
easat-8936	105	96	of	of	ADP
easat-8936	105	97	accurate	accurate	ADJ
easat-8936	105	98	,	,	PUNCT
easat-8936	105	99	adaptive	adaptive	ADJ
easat-8936	105	100	,	,	PUNCT
easat-8936	105	101	and	and	CCONJ
easat-8936	105	102	culturally	culturally	ADV
easat-8936	105	103	appropriate	appropriate	ADJ
easat-8936	105	104	information	information	NOUN
easat-8936	105	105	,	,	PUNCT
easat-8936	105	106	the	the	DET
easat-8936	105	107	model	model	NOUN
easat-8936	105	108	accesses	access	VERB
easat-8936	105	109	dynamically	dynamically	ADV
easat-8936	105	110	curated	curate	VERB
easat-8936	105	111	databases	database	NOUN
easat-8936	105	112	of	of	ADP
easat-8936	105	113	points	point	NOUN
easat-8936	105	114	of	of	ADP
easat-8936	105	115	interest	interest	NOUN
easat-8936	105	116	,	,	PUNCT
easat-8936	105	117	accommodations	accommodation	NOUN
easat-8936	105	118	,	,	PUNCT
easat-8936	105	119	events	event	NOUN
easat-8936	105	120	,	,	PUNCT
easat-8936	105	121	and	and	CCONJ
easat-8936	105	122	other	other	ADJ
easat-8936	105	123	tourism	tourism	NOUN
easat-8936	105	124	-	-	PUNCT
easat-8936	105	125	related	relate	VERB
easat-8936	105	126	content	content	NOUN
easat-8936	105	127	through	through	ADP
easat-8936	105	128	real	real	ADJ
easat-8936	105	129	-	-	PUNCT
easat-8936	105	130	time	time	NOUN
easat-8936	105	131	application	application	NOUN
easat-8936	105	132	programming	programming	NOUN
easat-8936	105	133	interfaces	interface	NOUN
easat-8936	105	134	(	(	PUNCT
easat-8936	105	135	apis	apis	ADJ
easat-8936	105	136	)	)	PUNCT
easat-8936	105	137	.	.	PUNCT
easat-8936	106	1	additionally	additionally	ADV
easat-8936	106	2	,	,	PUNCT
easat-8936	106	3	custom	custom	NOUN
easat-8936	106	4	actions	action	NOUN
easat-8936	106	5	enable	enable	VERB
easat-8936	106	6	the	the	DET
easat-8936	106	7	chatbot	chatbot	NOUN
easat-8936	106	8	to	to	PART
easat-8936	106	9	retrieve	retrieve	VERB
easat-8936	106	10	up	up	ADP
easat-8936	106	11	-	-	PUNCT
easat-8936	106	12	to	to	ADP
easat-8936	106	13	-	-	PUNCT
easat-8936	106	14	date	date	NOUN
easat-8936	106	15	information	information	NOUN
easat-8936	106	16	such	such	ADJ
easat-8936	106	17	as	as	ADP
easat-8936	106	18	weather	weather	NOUN
easat-8936	106	19	conditions	condition	NOUN
easat-8936	106	20	,	,	PUNCT
easat-8936	106	21	hotel	hotel	NOUN
easat-8936	106	22	availability	availability	NOUN
easat-8936	106	23	,	,	PUNCT
easat-8936	106	24	and	and	CCONJ
easat-8936	106	25	event	event	NOUN
easat-8936	106	26	schedules	schedule	NOUN
easat-8936	106	27	from	from	ADP
easat-8936	106	28	external	external	ADJ
easat-8936	106	29	sources	source	NOUN
easat-8936	106	30	.	.	PUNCT
easat-8936	107	1	a	a	DET
easat-8936	107	2	human	human	NOUN
easat-8936	107	3	-	-	PUNCT
easat-8936	107	4	centered	center	VERB
easat-8936	107	5	,	,	PUNCT
easat-8936	107	6	systematic	systematic	ADJ
easat-8936	107	7	approach	approach	NOUN
easat-8936	107	8	was	be	AUX
easat-8936	107	9	applied	apply	VERB
easat-8936	107	10	throughout	throughout	ADP
easat-8936	107	11	model	model	NOUN
easat-8936	107	12	development	development	NOUN
easat-8936	107	13	,	,	PUNCT
easat-8936	107	14	including	include	VERB
easat-8936	107	15	:	:	PUNCT
easat-8936	107	16	•	•	NUM
easat-8936	107	17	structured	structure	VERB
easat-8936	107	18	data	datum	NOUN
easat-8936	107	19	collection	collection	NOUN
easat-8936	107	20	from	from	ADP
easat-8936	107	21	400	400	NUM
easat-8936	107	22	tourists	tourist	NOUN
easat-8936	107	23	representing	represent	VERB
easat-8936	107	24	diverse	diverse	ADJ
easat-8936	107	25	cultural	cultural	ADJ
easat-8936	107	26	backgrounds	background	NOUN
easat-8936	107	27	•	•	ADP
easat-8936	107	28	an	an	DET
easat-8936	107	29	80/20	80/20	NUM
easat-8936	107	30	train	train	NOUN
easat-8936	107	31	-	-	PUNCT
easat-8936	107	32	test	test	NOUN
easat-8936	107	33	split	split	NOUN
easat-8936	107	34	to	to	PART
easat-8936	107	35	facilitate	facilitate	VERB
easat-8936	107	36	unbiased	unbiased	ADJ
easat-8936	107	37	evaluation	evaluation	NOUN
easat-8936	107	38	•	•	NOUN
easat-8936	107	39	iterative	iterative	NOUN
easat-8936	107	40	model	model	NOUN
easat-8936	107	41	training	training	NOUN
easat-8936	107	42	over	over	ADP
easat-8936	107	43	100	100	NUM
easat-8936	107	44	epochs	epoch	NOUN
easat-8936	107	45	,	,	PUNCT
easat-8936	107	46	with	with	ADP
easat-8936	107	47	continuous	continuous	ADJ
easat-8936	107	48	monitoring	monitoring	NOUN
easat-8936	107	49	of	of	ADP
easat-8936	107	50	performance	performance	NOUN
easat-8936	107	51	metrics	metric	NOUN
easat-8936	107	52	such	such	ADJ
easat-8936	107	53	as	as	ADP
easat-8936	107	54	loss	loss	NOUN
easat-8936	107	55	,	,	PUNCT
easat-8936	107	56	accuracy	accuracy	NOUN
easat-8936	107	57	,	,	PUNCT
easat-8936	107	58	and	and	CCONJ
easat-8936	107	59	f1	f1	NOUN
easat-8936	107	60	-	-	PUNCT
easat-8936	107	61	score	score	NOUN
easat-8936	107	62	1441	1441	NUM
easat-8936	107	63	edelweiss	edelweiss	PROPN
easat-8936	107	64	applied	apply	VERB
easat-8936	107	65	science	science	NOUN
easat-8936	107	66	and	and	CCONJ
easat-8936	107	67	technology	technology	NOUN
easat-8936	107	68	issn	issn	PROPN
easat-8936	107	69	:	:	PUNCT
easat-8936	107	70	2576	2576	NUM
easat-8936	107	71	-	-	SYM
easat-8936	107	72	8484	8484	NUM
easat-8936	107	73	vol	vol	NOUN
easat-8936	107	74	.	.	PROPN
easat-8936	108	1	9	9	NUM
easat-8936	108	2	,	,	PUNCT
easat-8936	108	3	no	no	INTJ
easat-8936	108	4	.	.	NOUN
easat-8936	108	5	7	7	NUM
easat-8936	108	6	:	:	SYM
easat-8936	108	7	1436	1436	NUM
easat-8936	108	8	-	-	SYM
easat-8936	108	9	1451	1451	NUM
easat-8936	108	10	,	,	PUNCT
easat-8936	108	11	2025	2025	NUM
easat-8936	108	12	doi	doi	NOUN
easat-8936	108	13	:	:	PUNCT
easat-8936	108	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	108	15	©	©	PROPN
easat-8936	108	16	2025	2025	NUM
easat-8936	108	17	by	by	ADP
easat-8936	108	18	the	the	DET
easat-8936	108	19	authors	author	NOUN
easat-8936	108	20	;	;	PUNCT
easat-8936	108	21	licensee	licensee	PROPN
easat-8936	108	22	learning	learning	NOUN
easat-8936	108	23	gate	gate	NOUN
easat-8936	108	24	•	•	NOUN
easat-8936	108	25	sentiment	sentiment	NOUN
easat-8936	108	26	analysis	analysis	NOUN
easat-8936	108	27	to	to	PART
easat-8936	108	28	assess	assess	VERB
easat-8936	108	29	user	user	NOUN
easat-8936	108	30	acceptance	acceptance	NOUN
easat-8936	108	31	and	and	CCONJ
easat-8936	108	32	guide	guide	VERB
easat-8936	108	33	model	model	NOUN
easat-8936	108	34	refinements	refinement	NOUN
easat-8936	108	35	this	this	DET
easat-8936	108	36	integrated	integrate	VERB
easat-8936	108	37	methodology	methodology	NOUN
easat-8936	108	38	ensures	ensure	VERB
easat-8936	108	39	that	that	SCONJ
easat-8936	108	40	the	the	DET
easat-8936	108	41	ai	ai	ADJ
easat-8936	108	42	-	-	PUNCT
easat-8936	108	43	enhanced	enhance	VERB
easat-8936	108	44	tourism	tourism	NOUN
easat-8936	108	45	guidance	guidance	NOUN
easat-8936	108	46	model	model	NOUN
easat-8936	108	47	can	can	AUX
easat-8936	108	48	deliver	deliver	VERB
easat-8936	108	49	reliable	reliable	ADJ
easat-8936	108	50	,	,	PUNCT
easat-8936	108	51	engaging	engaging	ADJ
easat-8936	108	52	,	,	PUNCT
easat-8936	108	53	and	and	CCONJ
easat-8936	108	54	personalized	personalized	ADJ
easat-8936	108	55	experiences	experience	NOUN
easat-8936	108	56	,	,	PUNCT
easat-8936	108	57	aligning	align	VERB
easat-8936	108	58	with	with	ADP
easat-8936	108	59	the	the	DET
easat-8936	108	60	evolving	evolve	VERB
easat-8936	108	61	expectations	expectation	NOUN
easat-8936	108	62	of	of	ADP
easat-8936	108	63	modern	modern	ADJ
easat-8936	108	64	,	,	PUNCT
easat-8936	108	65	culturally	culturally	ADV
easat-8936	108	66	diverse	diverse	ADJ
easat-8936	108	67	tourists	tourist	NOUN
easat-8936	108	68	.	.	PUNCT
easat-8936	109	1	figure	figure	NOUN
easat-8936	109	2	2	2	NUM
easat-8936	109	3	.	.	PUNCT
easat-8936	110	1	architecture	architecture	NOUN
easat-8936	110	2	of	of	ADP
easat-8936	110	3	ai	ai	VERB
easat-8936	110	4	based	base	VERB
easat-8936	110	5	multi	multi	ADJ
easat-8936	110	6	-	-	ADJ
easat-8936	110	7	model	model	ADJ
easat-8936	110	8	tourism	tourism	NOUN
easat-8936	110	9	guidance	guidance	NOUN
easat-8936	110	10	.	.	PUNCT
easat-8936	111	1	3.1	3.1	NUM
easat-8936	111	2	.	.	PUNCT
easat-8936	111	3	dataset	dataset	ADJ
easat-8936	111	4	description	description	NOUN
easat-8936	111	5	this	this	DET
easat-8936	111	6	study	study	NOUN
easat-8936	111	7	utilized	utilize	VERB
easat-8936	111	8	two	two	NUM
easat-8936	111	9	complementary	complementary	ADJ
easat-8936	111	10	datasets	dataset	NOUN
easat-8936	111	11	to	to	PART
easat-8936	111	12	develop	develop	VERB
easat-8936	111	13	and	and	CCONJ
easat-8936	111	14	evaluate	evaluate	VERB
easat-8936	111	15	the	the	DET
easat-8936	111	16	ai	ai	NOUN
easat-8936	111	17	-	-	PUNCT
easat-8936	111	18	powered	power	VERB
easat-8936	111	19	tourism	tourism	NOUN
easat-8936	111	20	guidance	guidance	NOUN
easat-8936	111	21	model	model	NOUN
easat-8936	111	22	.	.	PUNCT
easat-8936	112	1	the	the	DET
easat-8936	112	2	first	first	ADJ
easat-8936	112	3	dataset	dataset	NOUN
easat-8936	112	4	was	be	AUX
easat-8936	112	5	collected	collect	VERB
easat-8936	112	6	from	from	ADP
easat-8936	112	7	400	400	NUM
easat-8936	112	8	tourists	tourist	NOUN
easat-8936	112	9	during	during	ADP
easat-8936	112	10	controlled	control	VERB
easat-8936	112	11	field	field	NOUN
easat-8936	112	12	trials	trial	NOUN
easat-8936	112	13	at	at	ADP
easat-8936	112	14	four	four	NUM
easat-8936	112	15	major	major	ADJ
easat-8936	112	16	cultural	cultural	ADJ
easat-8936	112	17	heritage	heritage	NOUN
easat-8936	112	18	sites	site	NOUN
easat-8936	112	19	in	in	ADP
easat-8936	112	20	bangkok	bangkok	PROPN
easat-8936	112	21	,	,	PUNCT
easat-8936	112	22	thailand	thailand	PROPN
easat-8936	112	23	.	.	PUNCT
easat-8936	113	1	participants	participant	NOUN
easat-8936	113	2	were	be	AUX
easat-8936	113	3	recruited	recruit	VERB
easat-8936	113	4	through	through	ADP
easat-8936	113	5	stratified	stratified	ADJ
easat-8936	113	6	random	random	ADJ
easat-8936	113	7	sampling	sampling	NOUN
easat-8936	113	8	to	to	PART
easat-8936	113	9	ensure	ensure	VERB
easat-8936	113	10	diversity	diversity	NOUN
easat-8936	113	11	in	in	ADP
easat-8936	113	12	nationality	nationality	NOUN
easat-8936	113	13	,	,	PUNCT
easat-8936	113	14	age	age	NOUN
easat-8936	113	15	,	,	PUNCT
easat-8936	113	16	and	and	CCONJ
easat-8936	113	17	language	language	NOUN
easat-8936	113	18	proficiency	proficiency	NOUN
easat-8936	113	19	.	.	PUNCT
easat-8936	114	1	the	the	DET
easat-8936	114	2	group	group	NOUN
easat-8936	114	3	included	include	VERB
easat-8936	114	4	both	both	DET
easat-8936	114	5	thai	thai	ADJ
easat-8936	114	6	and	and	CCONJ
easat-8936	114	7	international	international	ADJ
easat-8936	114	8	tourists	tourist	NOUN
easat-8936	114	9	from	from	ADP
easat-8936	114	10	china	china	PROPN
easat-8936	114	11	,	,	PUNCT
easat-8936	114	12	japan	japan	PROPN
easat-8936	114	13	,	,	PUNCT
easat-8936	114	14	europe	europe	PROPN
easat-8936	114	15	,	,	PUNCT
easat-8936	114	16	asean	asean	PROPN
easat-8936	114	17	,	,	PUNCT
easat-8936	114	18	and	and	CCONJ
easat-8936	114	19	other	other	ADJ
easat-8936	114	20	regions	region	NOUN
easat-8936	114	21	.	.	PUNCT
easat-8936	115	1	the	the	DET
easat-8936	115	2	sample	sample	NOUN
easat-8936	115	3	size	size	NOUN
easat-8936	115	4	was	be	AUX
easat-8936	115	5	calculated	calculate	VERB
easat-8936	115	6	using	use	VERB
easat-8936	115	7	[	[	X
easat-8936	115	8	34	34	NUM
easat-8936	115	9	]	]	PUNCT
easat-8936	115	10	with	with	ADP
easat-8936	115	11	a	a	DET
easat-8936	115	12	95	95	NUM
easat-8936	115	13	%	%	NOUN
easat-8936	115	14	confidence	confidence	NOUN
easat-8936	115	15	level	level	NOUN
easat-8936	115	16	and	and	CCONJ
easat-8936	115	17	a	a	DET
easat-8936	115	18	5	5	NUM
easat-8936	115	19	%	%	NOUN
easat-8936	115	20	margin	margin	NOUN
easat-8936	115	21	of	of	ADP
easat-8936	115	22	error	error	NOUN
easat-8936	115	23	.	.	PUNCT
easat-8936	116	1	the	the	DET
easat-8936	116	2	dataset	dataset	NOUN
easat-8936	116	3	included	include	VERB
easat-8936	116	4	:	:	PUNCT
easat-8936	116	5	•	•	NUM
easat-8936	116	6	demographics	demographic	NOUN
easat-8936	116	7	:	:	PUNCT
easat-8936	116	8	age	age	NOUN
easat-8936	116	9	,	,	PUNCT
easat-8936	116	10	gender	gender	NOUN
easat-8936	116	11	,	,	PUNCT
easat-8936	116	12	nationality	nationality	NOUN
easat-8936	116	13	,	,	PUNCT
easat-8936	116	14	language	language	NOUN
easat-8936	116	15	proficiency	proficiency	NOUN
easat-8936	116	16	•	•	NOUN
easat-8936	116	17	travel	travel	NOUN
easat-8936	116	18	behavior	behavior	NOUN
easat-8936	116	19	:	:	PUNCT
easat-8936	116	20	frequency	frequency	NOUN
easat-8936	116	21	of	of	ADP
easat-8936	116	22	cultural	cultural	ADJ
easat-8936	116	23	site	site	NOUN
easat-8936	116	24	visits	visit	NOUN
easat-8936	116	25	,	,	PUNCT
easat-8936	116	26	preferred	preferred	ADJ
easat-8936	116	27	information	information	NOUN
easat-8936	116	28	formats	format	NOUN
easat-8936	116	29	(	(	PUNCT
easat-8936	116	30	text	text	NOUN
easat-8936	116	31	,	,	PUNCT
easat-8936	116	32	audio	audio	NOUN
easat-8936	116	33	,	,	PUNCT
easat-8936	116	34	visual	visual	ADJ
easat-8936	116	35	)	)	PUNCT
easat-8936	116	36	•	•	NUM
easat-8936	116	37	attitudes	attitude	NOUN
easat-8936	116	38	toward	toward	ADP
easat-8936	116	39	ai	ai	NOUN
easat-8936	116	40	:	:	PUNCT
easat-8936	116	41	expectations	expectation	NOUN
easat-8936	116	42	,	,	PUNCT
easat-8936	116	43	concerns	concern	NOUN
easat-8936	116	44	,	,	PUNCT
easat-8936	116	45	and	and	CCONJ
easat-8936	116	46	willingness	willingness	NOUN
easat-8936	116	47	to	to	PART
easat-8936	116	48	engage	engage	VERB
easat-8936	116	49	with	with	ADP
easat-8936	116	50	ai	ai	ADJ
easat-8936	116	51	-	-	PUNCT
easat-8936	116	52	generated	generate	VERB
easat-8936	116	53	narratives	narrative	NOUN
easat-8936	116	54	1442	1442	NUM
easat-8936	116	55	edelweiss	edelweiss	PROPN
easat-8936	116	56	applied	apply	VERB
easat-8936	116	57	science	science	NOUN
easat-8936	116	58	and	and	CCONJ
easat-8936	116	59	technology	technology	NOUN
easat-8936	116	60	issn	issn	PROPN
easat-8936	116	61	:	:	PUNCT
easat-8936	116	62	2576	2576	NUM
easat-8936	116	63	-	-	SYM
easat-8936	116	64	8484	8484	NUM
easat-8936	116	65	vol	vol	NOUN
easat-8936	116	66	.	.	PROPN
easat-8936	117	1	9	9	NUM
easat-8936	117	2	,	,	PUNCT
easat-8936	117	3	no	no	INTJ
easat-8936	117	4	.	.	NOUN
easat-8936	117	5	7	7	NUM
easat-8936	117	6	:	:	SYM
easat-8936	117	7	1436	1436	NUM
easat-8936	117	8	-	-	SYM
easat-8936	117	9	1451	1451	NUM
easat-8936	117	10	,	,	PUNCT
easat-8936	117	11	2025	2025	NUM
easat-8936	117	12	doi	doi	NOUN
easat-8936	117	13	:	:	PUNCT
easat-8936	117	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	117	15	©	©	PROPN
easat-8936	117	16	2025	2025	NUM
easat-8936	117	17	by	by	ADP
easat-8936	117	18	the	the	DET
easat-8936	117	19	authors	author	NOUN
easat-8936	117	20	;	;	PUNCT
easat-8936	117	21	licensee	licensee	PROPN
easat-8936	117	22	learning	learning	NOUN
easat-8936	117	23	gate	gate	VERB
easat-8936	117	24	•	•	NOUN
easat-8936	117	25	interaction	interaction	NOUN
easat-8936	117	26	data	datum	NOUN
easat-8936	117	27	:	:	PUNCT
easat-8936	117	28	text	text	NOUN
easat-8936	117	29	and	and	CCONJ
easat-8936	117	30	speech	speech	NOUN
easat-8936	117	31	inputs	input	NOUN
easat-8936	117	32	,	,	PUNCT
easat-8936	117	33	ai	ai	ADJ
easat-8936	117	34	-	-	PUNCT
easat-8936	117	35	generated	generate	VERB
easat-8936	117	36	images	image	NOUN
easat-8936	117	37	,	,	PUNCT
easat-8936	117	38	sentiment	sentiment	NOUN
easat-8936	117	39	feedback	feedback	NOUN
easat-8936	117	40	(	(	PUNCT
easat-8936	117	41	positive	positive	ADJ
easat-8936	117	42	,	,	PUNCT
easat-8936	117	43	neutral	neutral	ADJ
easat-8936	117	44	,	,	PUNCT
easat-8936	117	45	negative	negative	ADJ
easat-8936	117	46	)	)	PUNCT
easat-8936	117	47	,	,	PUNCT
easat-8936	117	48	and	and	CCONJ
easat-8936	117	49	ai	ai	AUX
easat-8936	117	50	-	-	PUNCT
easat-8936	117	51	generated	generate	VERB
easat-8936	117	52	captions	caption	NOUN
easat-8936	117	53	evaluated	evaluate	VERB
easat-8936	117	54	for	for	ADP
easat-8936	117	55	semantic	semantic	ADJ
easat-8936	117	56	similarity	similarity	NOUN
easat-8936	117	57	to	to	ADP
easat-8936	117	58	human	human	ADJ
easat-8936	117	59	references	reference	NOUN
easat-8936	117	60	the	the	DET
easat-8936	117	61	second	second	ADJ
easat-8936	117	62	dataset	dataset	NOUN
easat-8936	117	63	was	be	AUX
easat-8936	117	64	collected	collect	VERB
easat-8936	117	65	during	during	ADP
easat-8936	117	66	the	the	DET
easat-8936	117	67	12	12	NUM
easat-8936	117	68	-	-	PUNCT
easat-8936	117	69	month	month	NOUN
easat-8936	117	70	real	real	ADJ
easat-8936	117	71	-	-	PUNCT
easat-8936	117	72	world	world	NOUN
easat-8936	117	73	deployment	deployment	NOUN
easat-8936	117	74	of	of	ADP
easat-8936	117	75	the	the	DET
easat-8936	117	76	mobile	mobile	ADJ
easat-8936	117	77	application	application	NOUN
easat-8936	117	78	at	at	ADP
easat-8936	117	79	the	the	DET
easat-8936	117	80	same	same	ADJ
easat-8936	117	81	heritage	heritage	NOUN
easat-8936	117	82	sites	site	NOUN
easat-8936	117	83	.	.	PUNCT
easat-8936	118	1	it	it	PRON
easat-8936	118	2	included	include	VERB
easat-8936	118	3	anonymized	anonymize	VERB
easat-8936	118	4	interaction	interaction	NOUN
easat-8936	118	5	logs	log	NOUN
easat-8936	118	6	from	from	ADP
easat-8936	118	7	thousands	thousand	NOUN
easat-8936	118	8	of	of	ADP
easat-8936	118	9	tourists	tourist	NOUN
easat-8936	118	10	,	,	PUNCT
easat-8936	118	11	covering	cover	VERB
easat-8936	118	12	:	:	PUNCT
easat-8936	118	13	•	•	PRON
easat-8936	118	14	click	click	VERB
easat-8936	118	15	-	-	PUNCT
easat-8936	118	16	throughs	throughs	NOUN
easat-8936	118	17	on	on	ADP
easat-8936	118	18	ai	ai	ADJ
easat-8936	118	19	recommendations	recommendation	NOUN
easat-8936	118	20	•	•	ADP
easat-8936	118	21	selection	selection	NOUN
easat-8936	118	22	of	of	ADP
easat-8936	118	23	points	point	NOUN
easat-8936	118	24	of	of	ADP
easat-8936	118	25	interest	interest	NOUN
easat-8936	118	26	(	(	PUNCT
easat-8936	118	27	pois	pois	NOUN
easat-8936	118	28	)	)	PUNCT
easat-8936	119	1	•	•	NOUN
easat-8936	120	1	engagement	engagement	NOUN
easat-8936	120	2	with	with	ADP
easat-8936	120	3	ai	ai	ADJ
easat-8936	120	4	-	-	PUNCT
easat-8936	120	5	generated	generate	VERB
easat-8936	120	6	narratives	narrative	NOUN
easat-8936	120	7	and	and	CCONJ
easat-8936	120	8	images	image	NOUN
easat-8936	120	9	•	•	PRON
easat-8936	120	10	usage	usage	NOUN
easat-8936	120	11	patterns	pattern	NOUN
easat-8936	120	12	such	such	ADJ
easat-8936	120	13	as	as	ADP
easat-8936	120	14	language	language	NOUN
easat-8936	120	15	preference	preference	NOUN
easat-8936	120	16	and	and	CCONJ
easat-8936	120	17	interaction	interaction	NOUN
easat-8936	120	18	duration	duration	NOUN
easat-8936	120	19	the	the	DET
easat-8936	120	20	structured	structured	ADJ
easat-8936	120	21	dataset	dataset	NOUN
easat-8936	120	22	was	be	AUX
easat-8936	120	23	used	use	VERB
easat-8936	120	24	for	for	ADP
easat-8936	120	25	model	model	NOUN
easat-8936	120	26	training	training	NOUN
easat-8936	120	27	and	and	CCONJ
easat-8936	120	28	validation	validation	NOUN
easat-8936	120	29	(	(	PUNCT
easat-8936	120	30	see	see	VERB
easat-8936	120	31	section	section	NOUN
easat-8936	120	32	3.2	3.2	NUM
easat-8936	120	33	)	)	PUNCT
easat-8936	120	34	,	,	PUNCT
easat-8936	120	35	while	while	SCONJ
easat-8936	120	36	the	the	DET
easat-8936	120	37	behavioral	behavioral	ADJ
easat-8936	120	38	dataset	dataset	NOUN
easat-8936	120	39	supported	support	VERB
easat-8936	120	40	real	real	ADJ
easat-8936	120	41	-	-	PUNCT
easat-8936	120	42	world	world	NOUN
easat-8936	120	43	platform	platform	NOUN
easat-8936	120	44	evaluation	evaluation	NOUN
easat-8936	120	45	(	(	PUNCT
easat-8936	120	46	see	see	VERB
easat-8936	120	47	section	section	NOUN
easat-8936	120	48	5	5	NUM
easat-8936	120	49	)	)	PUNCT
easat-8936	120	50	.	.	PUNCT
easat-8936	121	1	table	table	NOUN
easat-8936	121	2	2	2	NUM
easat-8936	121	3	.	.	PUNCT
easat-8936	121	4	descriptive	descriptive	ADJ
easat-8936	121	5	statistics	statistic	NOUN
easat-8936	121	6	of	of	ADP
easat-8936	121	7	participants	participant	NOUN
easat-8936	121	8	.	.	PUNCT
easat-8936	122	1	group	group	NOUN
easat-8936	122	2	samples	sample	NOUN
easat-8936	122	3	(	(	PUNCT
easat-8936	122	4	n	n	CCONJ
easat-8936	122	5	)	)	PUNCT
easat-8936	122	6	%	%	NOUN
easat-8936	122	7	mean	mean	NOUN
easat-8936	122	8	age	age	NOUN
easat-8936	122	9	(	(	PUNCT
easat-8936	122	10	years	year	NOUN
easat-8936	122	11	)	)	PUNCT
easat-8936	122	12	sd	sd	NOUN
easat-8936	122	13	(	(	PUNCT
easat-8936	122	14	age	age	NOUN
easat-8936	122	15	)	)	PUNCT
easat-8936	122	16	domestic	domestic	ADJ
easat-8936	122	17	(	(	PUNCT
easat-8936	122	18	thailand	thailand	PROPN
easat-8936	122	19	)	)	PUNCT
easat-8936	122	20	120	120	NUM
easat-8936	122	21	30.00	30.00	NUM
easat-8936	122	22	%	%	NOUN
easat-8936	122	23	29.5	29.5	NUM
easat-8936	122	24	7.2	7.2	NUM
easat-8936	122	25	china	china	PROPN
easat-8936	122	26	85	85	NUM
easat-8936	122	27	21.25	21.25	NUM
easat-8936	122	28	%	%	NOUN
easat-8936	122	29	27.3	27.3	NUM
easat-8936	122	30	6.5	6.5	NUM
easat-8936	122	31	japan	japan	PROPN
easat-8936	122	32	50	50	NUM
easat-8936	122	33	12.50	12.50	NUM
easat-8936	122	34	%	%	NOUN
easat-8936	122	35	28.1	28.1	NUM
easat-8936	122	36	5.9	5.9	NUM
easat-8936	122	37	europe	europe	NOUN
easat-8936	122	38	60	60	NUM
easat-8936	122	39	15.00	15.00	NUM
easat-8936	122	40	%	%	NOUN
easat-8936	122	41	32.4	32.4	NUM
easat-8936	122	42	8	8	NUM
easat-8936	122	43	neighboring	neighboring	NOUN
easat-8936	122	44	countries	country	NOUN
easat-8936	122	45	(	(	PUNCT
easat-8936	122	46	asean	asean	PROPN
easat-8936	122	47	)	)	PUNCT
easat-8936	122	48	55	55	NUM
easat-8936	122	49	13.75	13.75	NUM
easat-8936	122	50	%	%	NOUN
easat-8936	122	51	30	30	NUM
easat-8936	122	52	6.8	6.8	NUM
easat-8936	122	53	other	other	ADJ
easat-8936	122	54	regions	region	NOUN
easat-8936	122	55	30	30	NUM
easat-8936	122	56	7.50	7.50	NUM
easat-8936	122	57	%	%	NOUN
easat-8936	122	58	31.7	31.7	NUM
easat-8936	122	59	7.5	7.5	NUM
easat-8936	122	60	total	total	NOUN
easat-8936	122	61	400	400	NUM
easat-8936	122	62	100	100	NUM
easat-8936	122	63	%	%	NOUN
easat-8936	122	64	—	—	PUNCT
easat-8936	122	65	—	—	PUNCT
easat-8936	122	66	note	note	NOUN
easat-8936	122	67	:	:	PUNCT
easat-8936	122	68	neighboring	neighboring	NOUN
easat-8936	122	69	countries	country	NOUN
easat-8936	122	70	include	include	VERB
easat-8936	122	71	visitors	visitor	NOUN
easat-8936	122	72	from	from	ADP
easat-8936	122	73	asean	asean	ADJ
easat-8936	122	74	member	member	NOUN
easat-8936	122	75	countries	country	NOUN
easat-8936	122	76	such	such	ADJ
easat-8936	122	77	as	as	ADP
easat-8936	122	78	malaysia	malaysia	PROPN
easat-8936	122	79	,	,	PUNCT
easat-8936	122	80	singapore	singapore	PROPN
easat-8936	122	81	,	,	PUNCT
easat-8936	122	82	and	and	CCONJ
easat-8936	122	83	vietnam	vietnam	PROPN
easat-8936	122	84	.	.	PUNCT
easat-8936	123	1	3.2	3.2	NUM
easat-8936	123	2	.	.	PUNCT
easat-8936	124	1	data	datum	NOUN
easat-8936	124	2	preparation	preparation	NOUN
easat-8936	124	3	a	a	DET
easat-8936	124	4	systematic	systematic	ADJ
easat-8936	124	5	data	data	NOUN
easat-8936	124	6	preparation	preparation	NOUN
easat-8936	124	7	process	process	NOUN
easat-8936	124	8	was	be	AUX
easat-8936	124	9	undertaken	undertake	VERB
easat-8936	124	10	to	to	PART
easat-8936	124	11	ensure	ensure	VERB
easat-8936	124	12	reliable	reliable	ADJ
easat-8936	124	13	model	model	NOUN
easat-8936	124	14	training	training	NOUN
easat-8936	124	15	and	and	CCONJ
easat-8936	124	16	robust	robust	ADJ
easat-8936	124	17	performance	performance	NOUN
easat-8936	124	18	evaluation	evaluation	NOUN
easat-8936	124	19	.	.	PUNCT
easat-8936	125	1	the	the	DET
easat-8936	125	2	structured	structured	ADJ
easat-8936	125	3	dataset	dataset	NOUN
easat-8936	125	4	,	,	PUNCT
easat-8936	125	5	collected	collect	VERB
easat-8936	125	6	from	from	ADP
easat-8936	125	7	400	400	NUM
easat-8936	125	8	tourists	tourist	NOUN
easat-8936	125	9	as	as	SCONJ
easat-8936	125	10	outlined	outline	VERB
easat-8936	125	11	in	in	ADP
easat-8936	125	12	section	section	NOUN
easat-8936	125	13	3.1	3.1	NUM
easat-8936	125	14	,	,	PUNCT
easat-8936	125	15	served	serve	VERB
easat-8936	125	16	as	as	ADP
easat-8936	125	17	the	the	DET
easat-8936	125	18	foundation	foundation	NOUN
easat-8936	125	19	for	for	ADP
easat-8936	125	20	ai	ai	PROPN
easat-8936	125	21	model	model	NOUN
easat-8936	125	22	development	development	NOUN
easat-8936	125	23	.	.	PUNCT
easat-8936	126	1	the	the	DET
easat-8936	126	2	dataset	dataset	NOUN
easat-8936	126	3	was	be	AUX
easat-8936	126	4	partitioned	partition	VERB
easat-8936	126	5	using	use	VERB
easat-8936	126	6	an	an	DET
easat-8936	126	7	80/20	80/20	NUM
easat-8936	126	8	train	train	NOUN
easat-8936	126	9	-	-	PUNCT
easat-8936	126	10	test	test	NOUN
easat-8936	126	11	split	split	NOUN
easat-8936	126	12	,	,	PUNCT
easat-8936	126	13	enabling	enable	VERB
easat-8936	126	14	the	the	DET
easat-8936	126	15	model	model	NOUN
easat-8936	126	16	to	to	PART
easat-8936	126	17	learn	learn	VERB
easat-8936	126	18	from	from	ADP
easat-8936	126	19	a	a	DET
easat-8936	126	20	diverse	diverse	ADJ
easat-8936	126	21	set	set	NOUN
easat-8936	126	22	of	of	ADP
easat-8936	126	23	user	user	NOUN
easat-8936	126	24	inputs	input	NOUN
easat-8936	126	25	while	while	SCONJ
easat-8936	126	26	reserving	reserve	VERB
easat-8936	126	27	a	a	DET
easat-8936	126	28	portion	portion	NOUN
easat-8936	126	29	of	of	ADP
easat-8936	126	30	the	the	DET
easat-8936	126	31	data	datum	NOUN
easat-8936	126	32	for	for	ADP
easat-8936	126	33	unbiased	unbiased	ADJ
easat-8936	126	34	assessment	assessment	NOUN
easat-8936	126	35	of	of	ADP
easat-8936	126	36	its	its	PRON
easat-8936	126	37	generalization	generalization	NOUN
easat-8936	126	38	capability	capability	NOUN
easat-8936	126	39	.	.	PUNCT
easat-8936	127	1	the	the	DET
easat-8936	127	2	data	data	NOUN
easat-8936	127	3	preparation	preparation	NOUN
easat-8936	127	4	steps	step	NOUN
easat-8936	127	5	included	include	VERB
easat-8936	127	6	:	:	PUNCT
easat-8936	127	7	•	•	NUM
easat-8936	127	8	text	text	NOUN
easat-8936	127	9	and	and	CCONJ
easat-8936	127	10	speech	speech	NOUN
easat-8936	127	11	inputs	input	NOUN
easat-8936	127	12	were	be	AUX
easat-8936	127	13	cleaned	clean	VERB
easat-8936	127	14	,	,	PUNCT
easat-8936	127	15	tokenized	tokenized	ADJ
easat-8936	127	16	,	,	PUNCT
easat-8936	127	17	and	and	CCONJ
easat-8936	127	18	encoded	encode	VERB
easat-8936	127	19	to	to	PART
easat-8936	127	20	ensure	ensure	VERB
easat-8936	127	21	compatibility	compatibility	NOUN
easat-8936	127	22	with	with	ADP
easat-8936	127	23	the	the	DET
easat-8936	127	24	gpt-4o	gpt-4o	PROPN
easat-8936	127	25	model	model	NOUN
easat-8936	127	26	.	.	PUNCT
easat-8936	128	1	•	•	NUM
easat-8936	128	2	image	image	NOUN
easat-8936	128	3	caption	caption	NOUN
easat-8936	128	4	data	datum	NOUN
easat-8936	128	5	was	be	AUX
easat-8936	128	6	preprocessed	preprocesse	VERB
easat-8936	128	7	to	to	PART
easat-8936	128	8	facilitate	facilitate	VERB
easat-8936	128	9	training	training	NOUN
easat-8936	128	10	of	of	ADP
easat-8936	128	11	the	the	DET
easat-8936	128	12	image	image	NOUN
easat-8936	128	13	generation	generation	NOUN
easat-8936	128	14	and	and	CCONJ
easat-8936	128	15	captioning	caption	VERB
easat-8936	128	16	pipeline	pipeline	NOUN
easat-8936	128	17	,	,	PUNCT
easat-8936	128	18	leveraging	leverage	VERB
easat-8936	128	19	dall·e	dall·e	PRON
easat-8936	128	20	and	and	CCONJ
easat-8936	128	21	hugging	hug	VERB
easat-8936	128	22	face	face	NOUN
easat-8936	128	23	apis	apis	PROPN
easat-8936	128	24	.	.	PUNCT
easat-8936	129	1	•	•	NUM
easat-8936	129	2	sentiment	sentiment	NOUN
easat-8936	129	3	labels	label	VERB
easat-8936	129	4	,	,	PUNCT
easat-8936	129	5	derived	derive	VERB
easat-8936	129	6	from	from	ADP
easat-8936	129	7	participant	participant	ADJ
easat-8936	129	8	feedback	feedback	NOUN
easat-8936	129	9	,	,	PUNCT
easat-8936	129	10	were	be	AUX
easat-8936	129	11	categorized	categorize	VERB
easat-8936	129	12	as	as	ADP
easat-8936	129	13	positive	positive	ADJ
easat-8936	129	14	,	,	PUNCT
easat-8936	129	15	neutral	neutral	ADJ
easat-8936	129	16	,	,	PUNCT
easat-8936	129	17	or	or	CCONJ
easat-8936	129	18	negative	negative	ADJ
easat-8936	129	19	to	to	PART
easat-8936	129	20	guide	guide	VERB
easat-8936	129	21	model	model	NOUN
easat-8936	129	22	refinement	refinement	NOUN
easat-8936	129	23	and	and	CCONJ
easat-8936	129	24	support	support	VERB
easat-8936	129	25	the	the	DET
easat-8936	129	26	development	development	NOUN
easat-8936	129	27	of	of	ADP
easat-8936	129	28	emotionally	emotionally	ADV
easat-8936	129	29	resonant	resonant	ADJ
easat-8936	129	30	model	model	NOUN
easat-8936	129	31	responses	response	NOUN
easat-8936	129	32	.	.	PUNCT
easat-8936	130	1	•	•	NUM
easat-8936	130	2	semantic	semantic	ADJ
easat-8936	130	3	similarity	similarity	NOUN
easat-8936	130	4	scores	score	NOUN
easat-8936	130	5	between	between	ADP
easat-8936	130	6	ai	ai	ADJ
easat-8936	130	7	-	-	PUNCT
easat-8936	130	8	generated	generate	VERB
easat-8936	130	9	captions	caption	NOUN
easat-8936	130	10	and	and	CCONJ
easat-8936	130	11	human	human	NOUN
easat-8936	130	12	-	-	PUNCT
easat-8936	130	13	authored	author	VERB
easat-8936	130	14	references	reference	NOUN
easat-8936	130	15	were	be	AUX
easat-8936	130	16	computed	compute	VERB
easat-8936	130	17	to	to	PART
easat-8936	130	18	support	support	VERB
easat-8936	130	19	subsequent	subsequent	ADJ
easat-8936	130	20	evaluation	evaluation	NOUN
easat-8936	130	21	of	of	ADP
easat-8936	130	22	narrative	narrative	NOUN
easat-8936	130	23	quality	quality	NOUN
easat-8936	130	24	and	and	CCONJ
easat-8936	130	25	contextual	contextual	ADJ
easat-8936	130	26	relevance	relevance	NOUN
easat-8936	130	27	.	.	PUNCT
easat-8936	131	1	to	to	PART
easat-8936	131	2	prevent	prevent	VERB
easat-8936	131	3	data	datum	NOUN
easat-8936	131	4	leakage	leakage	NOUN
easat-8936	131	5	and	and	CCONJ
easat-8936	131	6	ensure	ensure	VERB
easat-8936	131	7	the	the	DET
easat-8936	131	8	validity	validity	NOUN
easat-8936	131	9	of	of	ADP
easat-8936	131	10	applied	applied	ADJ
easat-8936	131	11	model	model	NOUN
easat-8936	131	12	evaluation	evaluation	NOUN
easat-8936	131	13	,	,	PUNCT
easat-8936	131	14	all	all	DET
easat-8936	131	15	interaction	interaction	NOUN
easat-8936	131	16	logs	log	NOUN
easat-8936	131	17	and	and	CCONJ
easat-8936	131	18	behavioral	behavioral	ADJ
easat-8936	131	19	data	datum	NOUN
easat-8936	131	20	obtained	obtain	VERB
easat-8936	131	21	during	during	ADP
easat-8936	131	22	real	real	ADJ
easat-8936	131	23	-	-	PUNCT
easat-8936	131	24	world	world	NOUN
easat-8936	131	25	deployment	deployment	NOUN
easat-8936	131	26	were	be	AUX
easat-8936	131	27	strictly	strictly	ADV
easat-8936	131	28	excluded	exclude	VERB
easat-8936	131	29	from	from	ADP
easat-8936	131	30	the	the	DET
easat-8936	131	31	training	training	NOUN
easat-8936	131	32	process	process	NOUN
easat-8936	131	33	.	.	PUNCT
easat-8936	132	1	these	these	DET
easat-8936	132	2	data	datum	NOUN
easat-8936	132	3	were	be	AUX
easat-8936	132	4	reserved	reserve	VERB
easat-8936	132	5	exclusively	exclusively	ADV
easat-8936	132	6	for	for	ADP
easat-8936	132	7	performance	performance	NOUN
easat-8936	132	8	evaluation	evaluation	NOUN
easat-8936	132	9	in	in	ADP
easat-8936	132	10	the	the	DET
easat-8936	132	11	applied	apply	VERB
easat-8936	132	12	case	case	NOUN
easat-8936	132	13	study	study	NOUN
easat-8936	132	14	(	(	PUNCT
easat-8936	132	15	see	see	VERB
easat-8936	132	16	section	section	NOUN
easat-8936	132	17	5	5	NUM
easat-8936	132	18	)	)	PUNCT
easat-8936	132	19	.	.	PUNCT
easat-8936	133	1	this	this	DET
easat-8936	133	2	structured	structure	VERB
easat-8936	133	3	and	and	CCONJ
easat-8936	133	4	controlled	control	VERB
easat-8936	133	5	approach	approach	NOUN
easat-8936	133	6	ensured	ensure	VERB
easat-8936	133	7	the	the	DET
easat-8936	133	8	ai	ai	PROPN
easat-8936	133	9	model	model	NOUN
easat-8936	133	10	's	's	PART
easat-8936	133	11	capacity	capacity	NOUN
easat-8936	133	12	to	to	PART
easat-8936	133	13	deliver	deliver	VERB
easat-8936	133	14	personalized	personalize	VERB
easat-8936	133	15	,	,	PUNCT
easat-8936	133	16	adaptive	adaptive	ADJ
easat-8936	133	17	,	,	PUNCT
easat-8936	133	18	and	and	CCONJ
easat-8936	133	19	culturally	culturally	ADV
easat-8936	133	20	relevant	relevant	ADJ
easat-8936	133	21	interactions	interaction	NOUN
easat-8936	133	22	while	while	SCONJ
easat-8936	133	23	maintaining	maintain	VERB
easat-8936	133	24	the	the	DET
easat-8936	133	25	integrity	integrity	NOUN
easat-8936	133	26	and	and	CCONJ
easat-8936	133	27	independence	independence	NOUN
easat-8936	133	28	of	of	ADP
easat-8936	133	29	realworld	realworld	PROPN
easat-8936	133	30	model	model	PROPN
easat-8936	133	31	validation	validation	NOUN
easat-8936	133	32	.	.	PUNCT
easat-8936	134	1	1443	1443	NUM
easat-8936	134	2	edelweiss	edelweiss	PROPN
easat-8936	134	3	applied	apply	VERB
easat-8936	134	4	science	science	NOUN
easat-8936	134	5	and	and	CCONJ
easat-8936	134	6	technology	technology	NOUN
easat-8936	134	7	issn	issn	PROPN
easat-8936	134	8	:	:	PUNCT
easat-8936	134	9	2576	2576	NUM
easat-8936	134	10	-	-	SYM
easat-8936	134	11	8484	8484	NUM
easat-8936	134	12	vol	vol	NOUN
easat-8936	134	13	.	.	PROPN
easat-8936	135	1	9	9	NUM
easat-8936	135	2	,	,	PUNCT
easat-8936	135	3	no	no	INTJ
easat-8936	135	4	.	.	NOUN
easat-8936	135	5	7	7	NUM
easat-8936	135	6	:	:	SYM
easat-8936	135	7	1436	1436	NUM
easat-8936	135	8	-	-	SYM
easat-8936	135	9	1451	1451	NUM
easat-8936	135	10	,	,	PUNCT
easat-8936	135	11	2025	2025	NUM
easat-8936	135	12	doi	doi	NOUN
easat-8936	135	13	:	:	PUNCT
easat-8936	135	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	135	15	©	©	PROPN
easat-8936	135	16	2025	2025	NUM
easat-8936	135	17	by	by	ADP
easat-8936	135	18	the	the	DET
easat-8936	135	19	authors	author	NOUN
easat-8936	135	20	;	;	PUNCT
easat-8936	135	21	licensee	licensee	PROPN
easat-8936	135	22	learning	learning	NOUN
easat-8936	135	23	gate	gate	NOUN
easat-8936	135	24	3.3	3.3	NUM
easat-8936	135	25	.	.	PUNCT
easat-8936	136	1	model	model	NOUN
easat-8936	136	2	training	training	NOUN
easat-8936	136	3	following	follow	VERB
easat-8936	136	4	data	datum	NOUN
easat-8936	136	5	preparation	preparation	NOUN
easat-8936	136	6	,	,	PUNCT
easat-8936	136	7	the	the	DET
easat-8936	136	8	ai	ai	NOUN
easat-8936	136	9	model	model	NOUN
easat-8936	136	10	was	be	AUX
easat-8936	136	11	trained	train	VERB
easat-8936	136	12	to	to	PART
easat-8936	136	13	enable	enable	VERB
easat-8936	136	14	personalized	personalize	VERB
easat-8936	136	15	,	,	PUNCT
easat-8936	136	16	adaptive	adaptive	ADJ
easat-8936	136	17	,	,	PUNCT
easat-8936	136	18	and	and	CCONJ
easat-8936	136	19	culturally	culturally	ADV
easat-8936	136	20	relevant	relevant	ADJ
easat-8936	136	21	interactions	interaction	NOUN
easat-8936	136	22	with	with	ADP
easat-8936	136	23	tourists	tourist	NOUN
easat-8936	136	24	.	.	PUNCT
easat-8936	137	1	the	the	DET
easat-8936	137	2	model	model	NOUN
easat-8936	137	3	architecture	architecture	NOUN
easat-8936	137	4	integrated	integrate	VERB
easat-8936	137	5	several	several	ADJ
easat-8936	137	6	key	key	ADJ
easat-8936	137	7	ai	ai	NOUN
easat-8936	137	8	components	component	NOUN
easat-8936	137	9	to	to	PART
easat-8936	137	10	deliver	deliver	VERB
easat-8936	137	11	a	a	DET
easat-8936	137	12	comprehensive	comprehensive	ADJ
easat-8936	137	13	,	,	PUNCT
easat-8936	137	14	multimodal	multimodal	ADJ
easat-8936	137	15	experience	experience	NOUN
easat-8936	137	16	:	:	PUNCT
easat-8936	137	17	•	•	NUM
easat-8936	137	18	large	large	ADJ
easat-8936	137	19	language	language	NOUN
easat-8936	137	20	model	model	NOUN
easat-8936	137	21	(	(	PUNCT
easat-8936	137	22	llm	llm	PROPN
easat-8936	137	23	):	):	PUNCT
easat-8936	137	24	facilitates	facilitate	VERB
easat-8936	137	25	natural	natural	ADJ
easat-8936	137	26	language	language	NOUN
easat-8936	137	27	understanding	understanding	NOUN
easat-8936	137	28	and	and	CCONJ
easat-8936	137	29	response	response	NOUN
easat-8936	137	30	generation	generation	NOUN
easat-8936	137	31	•	•	NOUN
easat-8936	137	32	retrieval	retrieval	NOUN
easat-8936	137	33	-	-	PUNCT
easat-8936	137	34	augmented	augment	VERB
easat-8936	137	35	generation	generation	NOUN
easat-8936	137	36	(	(	PUNCT
easat-8936	137	37	rag	rag	NOUN
easat-8936	137	38	)	)	PUNCT
easat-8936	137	39	system	system	NOUN
easat-8936	137	40	:	:	PUNCT
easat-8936	137	41	powered	power	VERB
easat-8936	137	42	by	by	ADP
easat-8936	137	43	postgresql	postgresql	NOUN
easat-8936	137	44	for	for	ADP
easat-8936	137	45	real	real	ADJ
easat-8936	137	46	-	-	PUNCT
easat-8936	137	47	time	time	NOUN
easat-8936	137	48	knowledge	knowledge	NOUN
easat-8936	137	49	retrieval	retrieval	NOUN
easat-8936	137	50	and	and	CCONJ
easat-8936	137	51	contextual	contextual	ADJ
easat-8936	137	52	adaptation	adaptation	NOUN
easat-8936	137	53	•	•	NOUN
easat-8936	137	54	custom	custom	NOUN
easat-8936	137	55	image	image	NOUN
easat-8936	137	56	generation	generation	NOUN
easat-8936	137	57	pipeline	pipeline	NOUN
easat-8936	137	58	:	:	PUNCT
easat-8936	137	59	utilizes	utilize	VERB
easat-8936	137	60	dall·e	dall·e	PROPN
easat-8936	137	61	and	and	CCONJ
easat-8936	137	62	hugging	hug	VERB
easat-8936	137	63	face	face	NOUN
easat-8936	137	64	apis	apis	ADJ
easat-8936	137	65	to	to	PART
easat-8936	137	66	produce	produce	VERB
easat-8936	137	67	visually	visually	ADV
easat-8936	137	68	enriched	enriched	ADJ
easat-8936	137	69	and	and	CCONJ
easat-8936	137	70	culturally	culturally	ADV
easat-8936	137	71	appropriate	appropriate	ADJ
easat-8936	137	72	content	content	NOUN
easat-8936	137	73	the	the	DET
easat-8936	137	74	model	model	NOUN
easat-8936	137	75	was	be	AUX
easat-8936	137	76	trained	train	VERB
easat-8936	137	77	over	over	ADP
easat-8936	137	78	100	100	NUM
easat-8936	137	79	epochs	epoch	NOUN
easat-8936	137	80	,	,	PUNCT
easat-8936	137	81	using	use	VERB
easat-8936	137	82	a	a	DET
easat-8936	137	83	combined	combine	VERB
easat-8936	137	84	loss	loss	NOUN
easat-8936	137	85	function	function	NOUN
easat-8936	137	86	to	to	PART
easat-8936	137	87	optimize	optimize	VERB
easat-8936	137	88	both	both	DET
easat-8936	137	89	textual	textual	ADJ
easat-8936	137	90	and	and	CCONJ
easat-8936	137	91	visual	visual	ADJ
easat-8936	137	92	outputs	output	NOUN
easat-8936	137	93	:	:	PUNCT
easat-8936	138	1	•	•	NUM
easat-8936	138	2	mean	mean	VERB
easat-8936	138	3	squared	square	VERB
easat-8936	138	4	error	error	NOUN
easat-8936	138	5	(	(	PUNCT
easat-8936	138	6	mse	mse	NOUN
easat-8936	138	7	):	):	PUNCT
easat-8936	138	8	minimized	minimized	ADJ
easat-8936	138	9	discrepancies	discrepancy	NOUN
easat-8936	138	10	between	between	ADP
easat-8936	138	11	ai	ai	ADV
easat-8936	138	12	-	-	PUNCT
easat-8936	138	13	generated	generate	VERB
easat-8936	138	14	responses	response	NOUN
easat-8936	138	15	or	or	CCONJ
easat-8936	138	16	image	image	NOUN
easat-8936	138	17	captions	caption	NOUN
easat-8936	138	18	and	and	CCONJ
easat-8936	138	19	human	human	ADJ
easat-8936	138	20	references	reference	NOUN
easat-8936	138	21	•	•	VERB
easat-8936	138	22	kullback	kullback	NOUN
easat-8936	138	23	-	-	PUNCT
easat-8936	138	24	leibler	leibler	NOUN
easat-8936	138	25	(	(	PUNCT
easat-8936	138	26	kl	kl	INTJ
easat-8936	138	27	divergence	divergence	NOUN
easat-8936	138	28	):	):	PUNCT
easat-8936	138	29	encouraged	encourage	VERB
easat-8936	138	30	the	the	DET
easat-8936	138	31	model	model	NOUN
easat-8936	138	32	to	to	PART
easat-8936	138	33	generate	generate	VERB
easat-8936	138	34	diverse	diverse	ADJ
easat-8936	138	35	yet	yet	CCONJ
easat-8936	138	36	contextually	contextually	ADV
easat-8936	138	37	consistent	consistent	ADJ
easat-8936	138	38	content	content	NOUN
easat-8936	138	39	,	,	PUNCT
easat-8936	138	40	enhancing	enhance	VERB
easat-8936	138	41	the	the	DET
easat-8936	138	42	quality	quality	NOUN
easat-8936	138	43	of	of	ADP
easat-8936	138	44	ai	ai	ADJ
easat-8936	138	45	interactions	interaction	NOUN
easat-8936	138	46	throughout	throughout	ADP
easat-8936	138	47	the	the	DET
easat-8936	138	48	training	training	NOUN
easat-8936	138	49	process	process	NOUN
easat-8936	138	50	,	,	PUNCT
easat-8936	138	51	performance	performance	NOUN
easat-8936	138	52	metrics	metric	NOUN
easat-8936	138	53	such	such	ADJ
easat-8936	138	54	as	as	ADP
easat-8936	138	55	loss	loss	NOUN
easat-8936	138	56	,	,	PUNCT
easat-8936	138	57	accuracy	accuracy	NOUN
easat-8936	138	58	,	,	PUNCT
easat-8936	138	59	and	and	CCONJ
easat-8936	138	60	f1	f1	NOUN
easat-8936	138	61	-	-	PUNCT
easat-8936	138	62	score	score	NOUN
easat-8936	138	63	were	be	AUX
easat-8936	138	64	closely	closely	ADV
easat-8936	138	65	monitored	monitor	VERB
easat-8936	138	66	.	.	PUNCT
easat-8936	139	1	this	this	PRON
easat-8936	139	2	ensured	ensure	VERB
easat-8936	139	3	the	the	DET
easat-8936	139	4	model	model	NOUN
easat-8936	139	5	could	could	AUX
easat-8936	139	6	deliver	deliver	VERB
easat-8936	139	7	reliable	reliable	ADJ
easat-8936	139	8	,	,	PUNCT
easat-8936	139	9	high	high	ADJ
easat-8936	139	10	-	-	PUNCT
easat-8936	139	11	quality	quality	NOUN
easat-8936	139	12	responses	response	NOUN
easat-8936	139	13	that	that	PRON
easat-8936	139	14	met	meet	VERB
easat-8936	139	15	the	the	DET
easat-8936	139	16	expectations	expectation	NOUN
easat-8936	139	17	of	of	ADP
easat-8936	139	18	tourists	tourist	NOUN
easat-8936	139	19	in	in	ADP
easat-8936	139	20	real	real	ADJ
easat-8936	139	21	-	-	PUNCT
easat-8936	139	22	world	world	NOUN
easat-8936	139	23	cultural	cultural	ADJ
easat-8936	139	24	tourism	tourism	NOUN
easat-8936	139	25	scenarios	scenario	NOUN
easat-8936	139	26	.	.	PUNCT
easat-8936	140	1	3.4	3.4	NUM
easat-8936	140	2	.	.	PUNCT
easat-8936	140	3	model	model	NOUN
easat-8936	140	4	evaluation	evaluation	NOUN
easat-8936	140	5	following	follow	VERB
easat-8936	140	6	model	model	NOUN
easat-8936	140	7	training	training	NOUN
easat-8936	140	8	,	,	PUNCT
easat-8936	140	9	a	a	DET
easat-8936	140	10	series	series	NOUN
easat-8936	140	11	of	of	ADP
easat-8936	140	12	controlled	control	VERB
easat-8936	140	13	experiments	experiment	NOUN
easat-8936	140	14	were	be	AUX
easat-8936	140	15	conducted	conduct	VERB
easat-8936	140	16	to	to	PART
easat-8936	140	17	assess	assess	VERB
easat-8936	140	18	the	the	DET
easat-8936	140	19	model	model	NOUN
easat-8936	140	20	's	's	PART
easat-8936	140	21	effectiveness	effectiveness	NOUN
easat-8936	140	22	in	in	ADP
easat-8936	140	23	real	real	ADJ
easat-8936	140	24	-	-	PUNCT
easat-8936	140	25	world	world	NOUN
easat-8936	140	26	tourism	tourism	NOUN
easat-8936	140	27	scenarios	scenario	NOUN
easat-8936	140	28	.	.	PUNCT
easat-8936	141	1	these	these	DET
easat-8936	141	2	tests	test	NOUN
easat-8936	141	3	simulated	simulate	VERB
easat-8936	141	4	typical	typical	ADJ
easat-8936	141	5	tourist	tourist	NOUN
easat-8936	141	6	interactions	interaction	NOUN
easat-8936	141	7	ranging	range	VERB
easat-8936	141	8	from	from	ADP
easat-8936	141	9	simple	simple	ADJ
easat-8936	141	10	greetings	greeting	NOUN
easat-8936	141	11	and	and	CCONJ
easat-8936	141	12	general	general	ADJ
easat-8936	141	13	inquiries	inquiry	NOUN
easat-8936	141	14	to	to	ADP
easat-8936	141	15	more	more	ADV
easat-8936	141	16	complex	complex	ADJ
easat-8936	141	17	tasks	task	NOUN
easat-8936	141	18	such	such	ADJ
easat-8936	141	19	as	as	ADP
easat-8936	141	20	:	:	PUNCT
easat-8936	141	21	•	•	NUM
easat-8936	141	22	providing	provide	VERB
easat-8936	141	23	personalized	personalize	VERB
easat-8936	141	24	,	,	PUNCT
easat-8936	141	25	location	location	NOUN
easat-8936	141	26	-	-	PUNCT
easat-8936	141	27	specific	specific	ADJ
easat-8936	141	28	recommendations	recommendation	NOUN
easat-8936	141	29	•	•	ADP
easat-8936	141	30	generating	generate	VERB
easat-8936	141	31	ai	ai	NOUN
easat-8936	141	32	-	-	PUNCT
easat-8936	141	33	assisted	assist	VERB
easat-8936	141	34	cultural	cultural	ADJ
easat-8936	141	35	narratives	narrative	NOUN
easat-8936	141	36	•	•	ADV
easat-8936	141	37	delivering	deliver	VERB
easat-8936	141	38	visually	visually	ADV
easat-8936	141	39	enriched	enrich	VERB
easat-8936	141	40	content	content	NOUN
easat-8936	141	41	through	through	ADP
easat-8936	141	42	ai	ai	ADJ
easat-8936	141	43	-	-	PUNCT
easat-8936	141	44	generated	generate	VERB
easat-8936	141	45	images	image	NOUN
easat-8936	141	46	and	and	CCONJ
easat-8936	141	47	descriptions	description	NOUN
easat-8936	141	48	the	the	DET
easat-8936	141	49	evaluation	evaluation	NOUN
easat-8936	141	50	process	process	NOUN
easat-8936	141	51	focused	focus	VERB
easat-8936	141	52	on	on	ADP
easat-8936	141	53	two	two	NUM
easat-8936	141	54	key	key	ADJ
easat-8936	141	55	dimensions	dimension	NOUN
easat-8936	141	56	,	,	PUNCT
easat-8936	141	57	aligning	align	VERB
easat-8936	141	58	with	with	ADP
easat-8936	141	59	prior	prior	ADJ
easat-8936	141	60	research	research	NOUN
easat-8936	141	61	highlighting	highlight	VERB
easat-8936	141	62	the	the	DET
easat-8936	141	63	importance	importance	NOUN
easat-8936	141	64	of	of	ADP
easat-8936	141	65	machine	machine	NOUN
easat-8936	141	66	learning	learning	NOUN
easat-8936	141	67	-	-	PUNCT
easat-8936	141	68	driven	drive	VERB
easat-8936	141	69	personalization	personalization	NOUN
easat-8936	141	70	and	and	CCONJ
easat-8936	141	71	intelligent	intelligent	ADJ
easat-8936	141	72	decision	decision	NOUN
easat-8936	141	73	-	-	PUNCT
easat-8936	141	74	making	making	NOUN
easat-8936	141	75	in	in	ADP
easat-8936	141	76	complex	complex	ADJ
easat-8936	141	77	,	,	PUNCT
easat-8936	141	78	user	user	NOUN
easat-8936	141	79	-	-	PUNCT
easat-8936	141	80	centric	centric	ADJ
easat-8936	141	81	environments	environment	NOUN
easat-8936	141	82	[	[	X
easat-8936	141	83	35	35	NUM
easat-8936	141	84	,	,	PUNCT
easat-8936	141	85	36	36	NUM
easat-8936	141	86	]	]	PUNCT
easat-8936	141	87	.	.	PUNCT
easat-8936	142	1	3.4.1	3.4.1	X
easat-8936	142	2	.	.	NOUN
easat-8936	142	3	conversational	conversational	ADJ
easat-8936	142	4	and	and	CCONJ
easat-8936	142	5	recommendation	recommendation	NOUN
easat-8936	142	6	performance	performance	NOUN
easat-8936	142	7	1	1	NUM
easat-8936	142	8	.	.	PUNCT
easat-8936	142	9	accuracy	accuracy	NOUN
easat-8936	142	10	:	:	PUNCT
easat-8936	142	11	measures	measure	VERB
easat-8936	142	12	the	the	DET
easat-8936	142	13	proportion	proportion	NOUN
easat-8936	142	14	of	of	ADP
easat-8936	142	15	correctly	correctly	ADV
easat-8936	142	16	predicted	predict	VERB
easat-8936	142	17	outcomes	outcome	NOUN
easat-8936	142	18	(	(	PUNCT
easat-8936	142	19	both	both	CCONJ
easat-8936	142	20	positive	positive	ADJ
easat-8936	142	21	and	and	CCONJ
easat-8936	142	22	negative	negative	ADJ
easat-8936	142	23	)	)	PUNCT
easat-8936	142	24	relative	relative	ADJ
easat-8936	142	25	to	to	ADP
easat-8936	142	26	the	the	DET
easat-8936	142	27	total	total	ADJ
easat-8936	142	28	number	number	NOUN
easat-8936	142	29	of	of	ADP
easat-8936	142	30	predictions	prediction	NOUN
easat-8936	142	31	.	.	PUNCT
easat-8936	143	1	accuracy	accuracy	NOUN
easat-8936	143	2	=	=	SYM
easat-8936	143	3	𝑇𝑃+𝑇𝑁	𝑇𝑃+𝑇𝑁	X
easat-8936	143	4	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	𝑇𝑃+𝑇𝑁+𝐹𝑃+𝐹𝑁	PUNCT
easat-8936	143	5	(	(	PUNCT
easat-8936	143	6	1	1	NUM
easat-8936	143	7	)	)	SYM
easat-8936	143	8	2	2	NUM
easat-8936	143	9	.	.	X
easat-8936	143	10	precision	precision	NOUN
easat-8936	143	11	:	:	PUNCT
easat-8936	143	12	indicates	indicate	VERB
easat-8936	143	13	the	the	DET
easat-8936	143	14	proportion	proportion	NOUN
easat-8936	143	15	of	of	ADP
easat-8936	143	16	true	true	ADJ
easat-8936	143	17	positive	positive	ADJ
easat-8936	143	18	predictions	prediction	NOUN
easat-8936	143	19	out	out	ADP
easat-8936	143	20	of	of	ADP
easat-8936	143	21	all	all	DET
easat-8936	143	22	positive	positive	ADJ
easat-8936	143	23	predictions	prediction	NOUN
easat-8936	143	24	made	make	VERB
easat-8936	143	25	by	by	ADP
easat-8936	143	26	the	the	DET
easat-8936	143	27	model	model	NOUN
easat-8936	143	28	.	.	PUNCT
easat-8936	144	1	high	high	ADJ
easat-8936	144	2	precision	precision	NOUN
easat-8936	144	3	reflects	reflect	VERB
easat-8936	144	4	fewer	few	ADJ
easat-8936	144	5	false	false	ADJ
easat-8936	144	6	positives	positive	NOUN
easat-8936	144	7	.	.	PUNCT
easat-8936	145	1	precision	precision	NOUN
easat-8936	145	2	=	=	SYM
easat-8936	145	3	𝑇𝑃	𝑇𝑃	PROPN
easat-8936	145	4	𝑇𝑃+𝐹𝑃	𝑇𝑃+𝐹𝑃	NUM
easat-8936	145	5	(	(	PUNCT
easat-8936	145	6	2	2	NUM
easat-8936	145	7	)	)	PUNCT
easat-8936	145	8	3	3	NUM
easat-8936	145	9	.	.	X
easat-8936	145	10	recall	recall	PROPN
easat-8936	145	11	:	:	PUNCT
easat-8936	145	12	reflects	reflect	VERB
easat-8936	145	13	the	the	DET
easat-8936	145	14	model	model	NOUN
easat-8936	145	15	's	's	PART
easat-8936	145	16	ability	ability	NOUN
easat-8936	145	17	to	to	PART
easat-8936	145	18	correctly	correctly	ADV
easat-8936	145	19	identify	identify	VERB
easat-8936	145	20	all	all	DET
easat-8936	145	21	actual	actual	ADJ
easat-8936	145	22	positive	positive	ADJ
easat-8936	145	23	cases	case	NOUN
easat-8936	145	24	,	,	PUNCT
easat-8936	145	25	representing	represent	VERB
easat-8936	145	26	its	its	PRON
easat-8936	145	27	sensitivity	sensitivity	NOUN
easat-8936	145	28	to	to	ADP
easat-8936	145	29	relevant	relevant	ADJ
easat-8936	145	30	outcomes	outcome	NOUN
easat-8936	145	31	.	.	PUNCT
easat-8936	146	1	recall	recall	NOUN
easat-8936	146	2	=	=	SYM
easat-8936	146	3	𝑇𝑃	𝑇𝑃	PROPN
easat-8936	146	4	𝑇𝑃+𝐹𝑁	𝑇𝑃+𝐹𝑁	NOUN
easat-8936	146	5	(	(	PUNCT
easat-8936	146	6	3	3	NUM
easat-8936	146	7	)	)	PUNCT
easat-8936	146	8	f1	f1	NOUN
easat-8936	146	9	-	-	PUNCT
easat-8936	146	10	score	score	NOUN
easat-8936	146	11	:	:	PUNCT
easat-8936	146	12	represents	represent	VERB
easat-8936	146	13	the	the	DET
easat-8936	146	14	harmonic	harmonic	ADJ
easat-8936	146	15	mean	mean	NOUN
easat-8936	146	16	of	of	ADP
easat-8936	146	17	precision	precision	NOUN
easat-8936	146	18	and	and	CCONJ
easat-8936	146	19	recall	recall	NOUN
easat-8936	146	20	,	,	PUNCT
easat-8936	146	21	providing	provide	VERB
easat-8936	146	22	a	a	DET
easat-8936	146	23	balanced	balanced	ADJ
easat-8936	146	24	measure	measure	NOUN
easat-8936	146	25	of	of	ADP
easat-8936	146	26	the	the	DET
easat-8936	146	27	model	model	NOUN
easat-8936	146	28	's	's	PART
easat-8936	146	29	overall	overall	ADJ
easat-8936	146	30	accuracy	accuracy	NOUN
easat-8936	146	31	,	,	PUNCT
easat-8936	146	32	especially	especially	ADV
easat-8936	146	33	useful	useful	ADJ
easat-8936	146	34	in	in	ADP
easat-8936	146	35	cases	case	NOUN
easat-8936	146	36	with	with	ADP
easat-8936	146	37	class	class	NOUN
easat-8936	146	38	imbalance	imbalance	NOUN
easat-8936	146	39	.	.	PUNCT
easat-8936	147	1	f1	f1	NOUN
easat-8936	147	2	-	-	PUNCT
easat-8936	147	3	score	score	NOUN
easat-8936	147	4	=	=	SYM
easat-8936	147	5	2	2	NUM
easat-8936	147	6	×	×	NOUN
easat-8936	147	7	(	(	PUNCT
easat-8936	147	8	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛	PROPN
easat-8936	147	9	𝑥	𝑥	PRON
easat-8936	147	10	𝑅𝑒𝑐𝑎𝑙𝑙	𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-8936	147	11	)	)	PUNCT
easat-8936	147	12	(	(	PUNCT
easat-8936	147	13	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	𝑃𝑟𝑒𝑐𝑖𝑠𝑖𝑜𝑛+𝑅𝑒𝑐𝑎𝑙𝑙	PROPN
easat-8936	147	14	)	)	PUNCT
easat-8936	147	15	(	(	PUNCT
easat-8936	147	16	4	4	NUM
easat-8936	147	17	)	)	PUNCT
easat-8936	147	18	where	where	SCONJ
easat-8936	147	19	:	:	PUNCT
easat-8936	147	20	tp	tp	X
easat-8936	147	21	:	:	PUNCT
easat-8936	147	22	true	true	ADJ
easat-8936	147	23	positives	positive	NOUN
easat-8936	147	24	—	—	PUNCT
easat-8936	147	25	correct	correct	ADJ
easat-8936	147	26	positive	positive	ADJ
easat-8936	147	27	predictions	prediction	NOUN
easat-8936	147	28	tn	tn	NOUN
easat-8936	147	29	:	:	PUNCT
easat-8936	147	30	true	true	ADJ
easat-8936	147	31	negatives	negative	NOUN
easat-8936	147	32	—	—	PUNCT
easat-8936	147	33	correct	correct	ADJ
easat-8936	147	34	negative	negative	ADJ
easat-8936	147	35	predictions	prediction	NOUN
easat-8936	147	36	1444	1444	NUM
easat-8936	147	37	edelweiss	edelweiss	PROPN
easat-8936	147	38	applied	apply	VERB
easat-8936	147	39	science	science	NOUN
easat-8936	147	40	and	and	CCONJ
easat-8936	147	41	technology	technology	NOUN
easat-8936	147	42	issn	issn	PROPN
easat-8936	147	43	:	:	PUNCT
easat-8936	147	44	2576	2576	NUM
easat-8936	147	45	-	-	SYM
easat-8936	147	46	8484	8484	NUM
easat-8936	147	47	vol	vol	NOUN
easat-8936	147	48	.	.	PROPN
easat-8936	148	1	9	9	NUM
easat-8936	148	2	,	,	PUNCT
easat-8936	148	3	no	no	INTJ
easat-8936	148	4	.	.	NOUN
easat-8936	148	5	7	7	NUM
easat-8936	148	6	:	:	SYM
easat-8936	148	7	1436	1436	NUM
easat-8936	148	8	-	-	SYM
easat-8936	148	9	1451	1451	NUM
easat-8936	148	10	,	,	PUNCT
easat-8936	148	11	2025	2025	NUM
easat-8936	148	12	doi	doi	NOUN
easat-8936	148	13	:	:	PUNCT
easat-8936	148	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	148	15	©	©	PROPN
easat-8936	148	16	2025	2025	NUM
easat-8936	148	17	by	by	ADP
easat-8936	148	18	the	the	DET
easat-8936	148	19	authors	author	NOUN
easat-8936	148	20	;	;	PUNCT
easat-8936	148	21	licensee	licensee	PROPN
easat-8936	148	22	learning	learning	NOUN
easat-8936	148	23	gate	gate	NOUN
easat-8936	148	24	fp	fp	PROPN
easat-8936	148	25	:	:	PUNCT
easat-8936	148	26	false	false	ADJ
easat-8936	148	27	positives	positive	NOUN
easat-8936	148	28	—	—	PUNCT
easat-8936	148	29	incorrect	incorrect	ADJ
easat-8936	148	30	positive	positive	ADJ
easat-8936	148	31	predictions	prediction	NOUN
easat-8936	148	32	fn	fn	NOUN
easat-8936	148	33	:	:	PUNCT
easat-8936	148	34	false	false	ADJ
easat-8936	148	35	negatives	negative	NOUN
easat-8936	148	36	—	—	PUNCT
easat-8936	148	37	incorrect	incorrect	ADJ
easat-8936	148	38	negative	negative	ADJ
easat-8936	148	39	predictions	prediction	NOUN
easat-8936	148	40	3.4.2	3.4.2	NUM
easat-8936	148	41	.	.	PUNCT
easat-8936	149	1	visual	visual	ADJ
easat-8936	149	2	content	content	NOUN
easat-8936	149	3	generation	generation	NOUN
easat-8936	149	4	quality	quality	NOUN
easat-8936	149	5	in	in	ADP
easat-8936	149	6	addition	addition	NOUN
easat-8936	149	7	to	to	ADP
easat-8936	149	8	conversational	conversational	ADJ
easat-8936	149	9	evaluation	evaluation	NOUN
easat-8936	149	10	,	,	PUNCT
easat-8936	149	11	the	the	DET
easat-8936	149	12	quality	quality	NOUN
easat-8936	149	13	of	of	ADP
easat-8936	149	14	ai	ai	ADJ
easat-8936	149	15	-	-	PUNCT
easat-8936	149	16	generated	generate	VERB
easat-8936	149	17	image	image	NOUN
easat-8936	149	18	descriptions	description	NOUN
easat-8936	149	19	—	—	PUNCT
easat-8936	149	20	which	which	PRON
easat-8936	149	21	support	support	VERB
easat-8936	149	22	visual	visual	ADJ
easat-8936	149	23	storytelling	storytelling	NOUN
easat-8936	149	24	for	for	ADP
easat-8936	149	25	cultural	cultural	ADJ
easat-8936	149	26	tourism	tourism	NOUN
easat-8936	149	27	—	—	PUNCT
easat-8936	149	28	was	be	AUX
easat-8936	149	29	assessed	assess	VERB
easat-8936	149	30	using	use	VERB
easat-8936	149	31	cosine	cosine	NOUN
easat-8936	149	32	similarity	similarity	NOUN
easat-8936	149	33	,	,	PUNCT
easat-8936	149	34	comparing	compare	VERB
easat-8936	149	35	aigenerated	aigenerate	VERB
easat-8936	149	36	captions	caption	NOUN
easat-8936	149	37	with	with	ADP
easat-8936	149	38	human	human	NOUN
easat-8936	149	39	-	-	PUNCT
easat-8936	149	40	authored	author	VERB
easat-8936	149	41	references	reference	NOUN
easat-8936	149	42	from	from	ADP
easat-8936	149	43	the	the	DET
easat-8936	149	44	test	test	NOUN
easat-8936	149	45	dataset	dataset	NOUN
easat-8936	149	46	.	.	PUNCT
easat-8936	150	1	the	the	DET
easat-8936	150	2	formula	formula	NOUN
easat-8936	150	3	for	for	ADP
easat-8936	150	4	cosine	cosine	NOUN
easat-8936	150	5	similarity	similarity	NOUN
easat-8936	150	6	is	be	AUX
easat-8936	150	7	as	as	SCONJ
easat-8936	150	8	follows	follow	VERB
easat-8936	150	9	:	:	PUNCT
easat-8936	151	1	cosine	cosine	NOUN
easat-8936	151	2	similarity	similarity	NOUN
easat-8936	151	3	=	=	SYM
easat-8936	151	4	𝐴.𝐵	𝐴.𝐵	PROPN
easat-8936	151	5	‖𝐴‖.‖𝐵‖	‖𝐴‖.‖𝐵‖	NUM
easat-8936	151	6	(	(	PUNCT
easat-8936	151	7	5	5	NUM
easat-8936	151	8	)	)	PUNCT
easat-8936	151	9	where	where	SCONJ
easat-8936	151	10	:	:	PUNCT
easat-8936	151	11	𝐴	𝐴	PROPN
easat-8936	151	12	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
easat-8936	151	13	𝐵	𝐵	PROPN
easat-8936	151	14	represent	represent	VERB
easat-8936	151	15	the	the	DET
easat-8936	151	16	tf	tf	PROPN
easat-8936	151	17	-	-	PUNCT
easat-8936	151	18	idf	idf	PROPN
easat-8936	151	19	vector	vector	NOUN
easat-8936	151	20	representations	representation	NOUN
easat-8936	151	21	of	of	ADP
easat-8936	151	22	two	two	NUM
easat-8936	151	23	text	text	NOUN
easat-8936	151	24	descriptions	description	NOUN
easat-8936	151	25	a	a	DET
easat-8936	151	26	⋅	⋅	PROPN
easat-8936	151	27	b	b	PROPN
easat-8936	151	28	is	be	AUX
easat-8936	151	29	the	the	DET
easat-8936	151	30	dot	dot	NOUN
easat-8936	151	31	product	product	NOUN
easat-8936	151	32	of	of	ADP
easat-8936	151	33	the	the	DET
easat-8936	151	34	two	two	NUM
easat-8936	151	35	vectors	vector	NOUN
easat-8936	151	36	‖𝐴‖.	‖𝐴‖.	X
easat-8936	152	1	‖𝐵‖	‖𝐵‖	PROPN
easat-8936	152	2	are	be	AUX
easat-8936	152	3	the	the	DET
easat-8936	152	4	magnitudes	magnitude	NOUN
easat-8936	152	5	(	(	PUNCT
easat-8936	152	6	norms	norm	NOUN
easat-8936	152	7	)	)	PUNCT
easat-8936	152	8	of	of	ADP
easat-8936	152	9	the	the	DET
easat-8936	152	10	respective	respective	ADJ
easat-8936	152	11	vectors	vector	NOUN
easat-8936	152	12	a	a	DET
easat-8936	152	13	higher	high	ADJ
easat-8936	152	14	cosine	cosine	NOUN
easat-8936	152	15	similarity	similarity	NOUN
easat-8936	152	16	score	score	NOUN
easat-8936	152	17	indicates	indicate	VERB
easat-8936	152	18	greater	great	ADJ
easat-8936	152	19	semantic	semantic	ADJ
easat-8936	152	20	alignment	alignment	NOUN
easat-8936	152	21	between	between	ADP
easat-8936	152	22	the	the	DET
easat-8936	152	23	ai	ai	NOUN
easat-8936	152	24	-	-	PUNCT
easat-8936	152	25	generated	generate	VERB
easat-8936	152	26	and	and	CCONJ
easat-8936	152	27	human	human	NOUN
easat-8936	152	28	-	-	PUNCT
easat-8936	152	29	authored	author	VERB
easat-8936	152	30	descriptions	description	NOUN
easat-8936	152	31	,	,	PUNCT
easat-8936	152	32	reflecting	reflect	VERB
easat-8936	152	33	the	the	DET
easat-8936	152	34	model	model	NOUN
easat-8936	152	35	's	's	PART
easat-8936	152	36	ability	ability	NOUN
easat-8936	152	37	to	to	PART
easat-8936	152	38	generate	generate	VERB
easat-8936	152	39	contextually	contextually	ADV
easat-8936	152	40	appropriate	appropriate	ADJ
easat-8936	152	41	and	and	CCONJ
easat-8936	152	42	meaningful	meaningful	ADJ
easat-8936	152	43	visual	visual	ADJ
easat-8936	152	44	content	content	NOUN
easat-8936	152	45	.	.	PUNCT
easat-8936	153	1	4	4	X
easat-8936	153	2	.	.	X
easat-8936	153	3	findings	finding	NOUN
easat-8936	153	4	to	to	PART
easat-8936	153	5	evaluate	evaluate	VERB
easat-8936	153	6	the	the	DET
easat-8936	153	7	performance	performance	NOUN
easat-8936	153	8	of	of	ADP
easat-8936	153	9	the	the	DET
easat-8936	153	10	proposed	propose	VERB
easat-8936	153	11	generative	generative	NOUN
easat-8936	153	12	ai	ai	PROPN
easat-8936	153	13	model	model	NOUN
easat-8936	153	14	for	for	ADP
easat-8936	153	15	personalized	personalized	ADJ
easat-8936	153	16	storytelling	storytelling	NOUN
easat-8936	153	17	in	in	ADP
easat-8936	153	18	cultural	cultural	ADJ
easat-8936	153	19	tourism	tourism	NOUN
easat-8936	153	20	,	,	PUNCT
easat-8936	153	21	an	an	DET
easat-8936	153	22	empirical	empirical	ADJ
easat-8936	153	23	experiment	experiment	NOUN
easat-8936	153	24	was	be	AUX
easat-8936	153	25	conducted	conduct	VERB
easat-8936	153	26	using	use	VERB
easat-8936	153	27	data	datum	NOUN
easat-8936	153	28	collected	collect	VERB
easat-8936	153	29	from	from	ADP
easat-8936	153	30	400	400	NUM
easat-8936	153	31	participants	participant	NOUN
easat-8936	153	32	,	,	PUNCT
easat-8936	153	33	comprising	comprise	VERB
easat-8936	153	34	both	both	CCONJ
easat-8936	153	35	domestic	domestic	ADJ
easat-8936	153	36	and	and	CCONJ
easat-8936	153	37	international	international	ADJ
easat-8936	153	38	tourists	tourist	NOUN
easat-8936	153	39	who	who	PRON
easat-8936	153	40	visited	visit	VERB
easat-8936	153	41	four	four	NUM
easat-8936	153	42	major	major	ADJ
easat-8936	153	43	cultural	cultural	ADJ
easat-8936	153	44	heritage	heritage	NOUN
easat-8936	153	45	sites	site	NOUN
easat-8936	153	46	in	in	ADP
easat-8936	153	47	bangkok	bangkok	PROPN
easat-8936	153	48	.	.	PUNCT
easat-8936	154	1	these	these	DET
easat-8936	154	2	participants	participant	NOUN
easat-8936	154	3	represented	represent	VERB
easat-8936	154	4	diverse	diverse	ADJ
easat-8936	154	5	backgrounds	background	NOUN
easat-8936	154	6	,	,	PUNCT
easat-8936	154	7	including	include	VERB
easat-8936	154	8	visitors	visitor	NOUN
easat-8936	154	9	from	from	ADP
easat-8936	154	10	thailand	thailand	PROPN
easat-8936	154	11	,	,	PUNCT
easat-8936	154	12	china	china	PROPN
easat-8936	154	13	,	,	PUNCT
easat-8936	154	14	japan	japan	PROPN
easat-8936	154	15	,	,	PUNCT
easat-8936	154	16	europe	europe	PROPN
easat-8936	154	17	,	,	PUNCT
easat-8936	154	18	neighboring	neighboring	NOUN
easat-8936	154	19	asean	asean	ADJ
easat-8936	154	20	countries	country	NOUN
easat-8936	154	21	,	,	PUNCT
easat-8936	154	22	and	and	CCONJ
easat-8936	154	23	other	other	ADJ
easat-8936	154	24	regions	region	NOUN
easat-8936	154	25	.	.	PUNCT
easat-8936	155	1	the	the	DET
easat-8936	155	2	dataset	dataset	NOUN
easat-8936	155	3	was	be	AUX
easat-8936	155	4	divided	divide	VERB
easat-8936	155	5	into	into	ADP
easat-8936	155	6	training	training	NOUN
easat-8936	155	7	and	and	CCONJ
easat-8936	155	8	testing	testing	NOUN
easat-8936	155	9	sets	set	NOUN
easat-8936	155	10	using	use	VERB
easat-8936	155	11	an	an	DET
easat-8936	155	12	80/20	80/20	NUM
easat-8936	155	13	split	split	NOUN
easat-8936	155	14	approach	approach	NOUN
easat-8936	155	15	,	,	PUNCT
easat-8936	155	16	ensuring	ensure	VERB
easat-8936	155	17	a	a	DET
easat-8936	155	18	robust	robust	ADJ
easat-8936	155	19	evaluation	evaluation	NOUN
easat-8936	155	20	of	of	ADP
easat-8936	155	21	the	the	DET
easat-8936	155	22	model	model	NOUN
easat-8936	155	23	's	's	PART
easat-8936	155	24	generalization	generalization	NOUN
easat-8936	155	25	capability	capability	NOUN
easat-8936	155	26	.	.	PUNCT
easat-8936	156	1	4.1	4.1	NUM
easat-8936	156	2	.	.	PUNCT
easat-8936	156	3	model	model	NOUN
easat-8936	156	4	training	training	NOUN
easat-8936	156	5	and	and	CCONJ
easat-8936	156	6	learning	learn	VERB
easat-8936	156	7	progress	progress	VERB
easat-8936	156	8	the	the	DET
easat-8936	156	9	model	model	NOUN
easat-8936	156	10	was	be	AUX
easat-8936	156	11	trained	train	VERB
easat-8936	156	12	over	over	ADP
easat-8936	156	13	100	100	NUM
easat-8936	156	14	epochs	epoch	NOUN
easat-8936	156	15	,	,	PUNCT
easat-8936	156	16	with	with	SCONJ
easat-8936	156	17	its	its	PRON
easat-8936	156	18	learning	learn	VERB
easat-8936	156	19	progress	progress	NOUN
easat-8936	156	20	continuously	continuously	ADV
easat-8936	156	21	monitored	monitor	VERB
easat-8936	156	22	through	through	ADP
easat-8936	156	23	loss	loss	NOUN
easat-8936	156	24	and	and	CCONJ
easat-8936	156	25	accuracy	accuracy	NOUN
easat-8936	156	26	metrics	metric	NOUN
easat-8936	156	27	.	.	PUNCT
easat-8936	157	1	as	as	SCONJ
easat-8936	157	2	illustrated	illustrate	VERB
easat-8936	157	3	in	in	ADP
easat-8936	157	4	figure	figure	NOUN
easat-8936	157	5	3	3	NUM
easat-8936	157	6	,	,	PUNCT
easat-8936	157	7	the	the	DET
easat-8936	157	8	loss	loss	NOUN
easat-8936	157	9	values	value	NOUN
easat-8936	157	10	exhibited	exhibit	VERB
easat-8936	157	11	a	a	DET
easat-8936	157	12	consistent	consistent	ADJ
easat-8936	157	13	downward	downward	ADJ
easat-8936	157	14	trend	trend	NOUN
easat-8936	157	15	,	,	PUNCT
easat-8936	157	16	reflecting	reflect	VERB
easat-8936	157	17	the	the	DET
easat-8936	157	18	model	model	NOUN
easat-8936	157	19	's	's	PART
easat-8936	157	20	ability	ability	NOUN
easat-8936	157	21	to	to	PART
easat-8936	157	22	minimize	minimize	VERB
easat-8936	157	23	prediction	prediction	NOUN
easat-8936	157	24	errors	error	NOUN
easat-8936	157	25	during	during	ADP
easat-8936	157	26	training	training	NOUN
easat-8936	157	27	.	.	PUNCT
easat-8936	158	1	in	in	ADP
easat-8936	158	2	parallel	parallel	NOUN
easat-8936	158	3	,	,	PUNCT
easat-8936	158	4	the	the	DET
easat-8936	158	5	accuracy	accuracy	NOUN
easat-8936	158	6	steadily	steadily	ADV
easat-8936	158	7	increased	increase	VERB
easat-8936	158	8	and	and	CCONJ
easat-8936	158	9	stabilized	stabilize	VERB
easat-8936	158	10	at	at	ADP
easat-8936	158	11	approximately	approximately	ADV
easat-8936	158	12	95	95	NUM
easat-8936	158	13	%	%	NOUN
easat-8936	158	14	,	,	PUNCT
easat-8936	158	15	indicating	indicate	VERB
easat-8936	158	16	the	the	DET
easat-8936	158	17	model	model	NOUN
easat-8936	158	18	's	's	PART
easat-8936	158	19	growing	grow	VERB
easat-8936	158	20	proficiency	proficiency	NOUN
easat-8936	158	21	in	in	ADP
easat-8936	158	22	understanding	understanding	NOUN
easat-8936	158	23	and	and	CCONJ
easat-8936	158	24	classifying	classify	VERB
easat-8936	158	25	complex	complex	ADJ
easat-8936	158	26	,	,	PUNCT
easat-8936	158	27	multimodal	multimodal	ADJ
easat-8936	158	28	tourism	tourism	NOUN
easat-8936	158	29	data	datum	NOUN
easat-8936	158	30	.	.	PUNCT
easat-8936	159	1	figure	figure	VERB
easat-8936	159	2	3	3	NUM
easat-8936	159	3	.	.	PUNCT
easat-8936	159	4	model	model	NOUN
easat-8936	159	5	loss	loss	NOUN
easat-8936	159	6	and	and	CCONJ
easat-8936	159	7	accuracy	accuracy	NOUN
easat-8936	159	8	trends	trend	NOUN
easat-8936	159	9	over	over	ADP
easat-8936	159	10	100	100	NUM
easat-8936	159	11	epochs	epoch	NOUN
easat-8936	159	12	of	of	ADP
easat-8936	159	13	training	training	NOUN
easat-8936	159	14	.	.	PUNCT
easat-8936	160	1	1445	1445	NUM
easat-8936	160	2	edelweiss	edelweiss	PROPN
easat-8936	160	3	applied	apply	VERB
easat-8936	160	4	science	science	NOUN
easat-8936	160	5	and	and	CCONJ
easat-8936	160	6	technology	technology	NOUN
easat-8936	160	7	issn	issn	PROPN
easat-8936	160	8	:	:	PUNCT
easat-8936	160	9	2576	2576	NUM
easat-8936	160	10	-	-	SYM
easat-8936	160	11	8484	8484	NUM
easat-8936	160	12	vol	vol	NOUN
easat-8936	160	13	.	.	PROPN
easat-8936	161	1	9	9	NUM
easat-8936	161	2	,	,	PUNCT
easat-8936	161	3	no	no	INTJ
easat-8936	161	4	.	.	NOUN
easat-8936	161	5	7	7	NUM
easat-8936	161	6	:	:	SYM
easat-8936	161	7	1436	1436	NUM
easat-8936	161	8	-	-	SYM
easat-8936	161	9	1451	1451	NUM
easat-8936	161	10	,	,	PUNCT
easat-8936	161	11	2025	2025	NUM
easat-8936	161	12	doi	doi	NOUN
easat-8936	161	13	:	:	PUNCT
easat-8936	161	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	161	15	©	©	PROPN
easat-8936	161	16	2025	2025	NUM
easat-8936	161	17	by	by	ADP
easat-8936	161	18	the	the	DET
easat-8936	161	19	authors	author	NOUN
easat-8936	161	20	;	;	PUNCT
easat-8936	161	21	licensee	licensee	PROPN
easat-8936	161	22	learning	learning	NOUN
easat-8936	161	23	gate	gate	NOUN
easat-8936	161	24	4.2	4.2	NUM
easat-8936	161	25	.	.	PUNCT
easat-8936	162	1	model	model	NOUN
easat-8936	162	2	performance	performance	NOUN
easat-8936	162	3	evaluation	evaluation	NOUN
easat-8936	162	4	following	follow	VERB
easat-8936	162	5	the	the	DET
easat-8936	162	6	completion	completion	NOUN
easat-8936	162	7	of	of	ADP
easat-8936	162	8	training	training	NOUN
easat-8936	162	9	,	,	PUNCT
easat-8936	162	10	the	the	DET
easat-8936	162	11	model	model	NOUN
easat-8936	162	12	was	be	AUX
easat-8936	162	13	evaluated	evaluate	VERB
easat-8936	162	14	using	use	VERB
easat-8936	162	15	the	the	DET
easat-8936	162	16	reserved	reserved	ADJ
easat-8936	162	17	test	test	NOUN
easat-8936	162	18	dataset	dataset	VERB
easat-8936	162	19	.	.	PUNCT
easat-8936	163	1	the	the	DET
easat-8936	163	2	evaluation	evaluation	NOUN
easat-8936	163	3	was	be	AUX
easat-8936	163	4	conducted	conduct	VERB
easat-8936	163	5	based	base	VERB
easat-8936	163	6	on	on	ADP
easat-8936	163	7	880	880	NUM
easat-8936	163	8	interaction	interaction	NOUN
easat-8936	163	9	instances	instance	NOUN
easat-8936	163	10	,	,	PUNCT
easat-8936	163	11	representing	represent	VERB
easat-8936	163	12	text	text	NOUN
easat-8936	163	13	inputs	input	NOUN
easat-8936	163	14	,	,	PUNCT
easat-8936	163	15	speech	speech	NOUN
easat-8936	163	16	queries	query	NOUN
easat-8936	163	17	,	,	PUNCT
easat-8936	163	18	and	and	CCONJ
easat-8936	163	19	image	image	NOUN
easat-8936	163	20	prompts	prompt	NOUN
easat-8936	163	21	submitted	submit	VERB
easat-8936	163	22	by	by	ADP
easat-8936	163	23	users	user	NOUN
easat-8936	163	24	during	during	ADP
easat-8936	163	25	model	model	NOUN
easat-8936	163	26	testing	testing	NOUN
easat-8936	163	27	.	.	PUNCT
easat-8936	164	1	the	the	DET
easat-8936	164	2	classification	classification	NOUN
easat-8936	164	3	results	result	NOUN
easat-8936	164	4	are	be	AUX
easat-8936	164	5	summarized	summarize	VERB
easat-8936	164	6	in	in	ADP
easat-8936	164	7	the	the	DET
easat-8936	164	8	confusion	confusion	NOUN
easat-8936	164	9	matrix	matrix	NOUN
easat-8936	164	10	below	below	ADP
easat-8936	164	11	:	:	PUNCT
easat-8936	164	12	table	table	NOUN
easat-8936	164	13	3	3	NUM
easat-8936	164	14	.	.	PUNCT
easat-8936	164	15	classification	classification	NOUN
easat-8936	164	16	outcomes	outcome	NOUN
easat-8936	164	17	and	and	CCONJ
easat-8936	164	18	performance	performance	NOUN
easat-8936	164	19	metrics	metric	NOUN
easat-8936	164	20	of	of	ADP
easat-8936	164	21	generative	generative	ADJ
easat-8936	164	22	ai	ai	PROPN
easat-8936	164	23	model	model	NOUN
easat-8936	164	24	item	item	NOUN
easat-8936	164	25	value	value	NOUN
easat-8936	164	26	true	true	ADJ
easat-8936	164	27	positives	positive	NOUN
easat-8936	164	28	(	(	PUNCT
easat-8936	164	29	tp	tp	NOUN
easat-8936	164	30	)	)	PUNCT
easat-8936	164	31	496	496	NUM
easat-8936	164	32	true	true	ADJ
easat-8936	164	33	negatives	negative	NOUN
easat-8936	164	34	(	(	PUNCT
easat-8936	164	35	tn	tn	NOUN
easat-8936	164	36	)	)	PUNCT
easat-8936	164	37	273	273	NUM
easat-8936	164	38	false	false	ADJ
easat-8936	164	39	positives	positive	NOUN
easat-8936	164	40	(	(	PUNCT
easat-8936	164	41	fp	fp	NOUN
easat-8936	164	42	)	)	PUNCT
easat-8936	164	43	74	74	NUM
easat-8936	164	44	false	false	ADJ
easat-8936	164	45	negatives	negative	NOUN
easat-8936	164	46	(	(	PUNCT
easat-8936	164	47	fn	fn	NOUN
easat-8936	164	48	)	)	PUNCT
easat-8936	164	49	37	37	NUM
easat-8936	164	50	precision	precision	NOUN
easat-8936	164	51	87.02	87.02	NUM
easat-8936	164	52	%	%	NOUN
easat-8936	164	53	recall	recall	NOUN
easat-8936	164	54	93.06	93.06	NUM
easat-8936	164	55	%	%	NOUN
easat-8936	164	56	f1	f1	NOUN
easat-8936	164	57	-	-	PUNCT
easat-8936	164	58	score	score	NOUN
easat-8936	164	59	89.94	89.94	NUM
easat-8936	164	60	%	%	NOUN
easat-8936	164	61	accuracy	accuracy	NOUN
easat-8936	164	62	87.39	87.39	NUM
easat-8936	164	63	%	%	NOUN
easat-8936	164	64	these	these	DET
easat-8936	164	65	results	result	NOUN
easat-8936	164	66	demonstrate	demonstrate	VERB
easat-8936	164	67	the	the	DET
easat-8936	164	68	model	model	NOUN
easat-8936	164	69	's	's	PART
easat-8936	164	70	high	high	ADJ
easat-8936	164	71	reliability	reliability	NOUN
easat-8936	164	72	in	in	ADP
easat-8936	164	73	accurately	accurately	ADV
easat-8936	164	74	identifying	identify	VERB
easat-8936	164	75	user	user	NOUN
easat-8936	164	76	intents	intent	NOUN
easat-8936	164	77	and	and	CCONJ
easat-8936	164	78	generating	generate	VERB
easat-8936	164	79	relevant	relevant	ADJ
easat-8936	164	80	,	,	PUNCT
easat-8936	164	81	context	context	NOUN
easat-8936	164	82	-	-	PUNCT
easat-8936	164	83	aware	aware	ADJ
easat-8936	164	84	responses	response	NOUN
easat-8936	164	85	across	across	ADP
easat-8936	164	86	diverse	diverse	ADJ
easat-8936	164	87	interaction	interaction	NOUN
easat-8936	164	88	scenarios	scenario	NOUN
easat-8936	164	89	.	.	PUNCT
easat-8936	165	1	in	in	ADP
easat-8936	165	2	addition	addition	NOUN
easat-8936	165	3	,	,	PUNCT
easat-8936	165	4	sentiment	sentiment	NOUN
easat-8936	165	5	analysis	analysis	NOUN
easat-8936	165	6	of	of	ADP
easat-8936	165	7	user	user	NOUN
easat-8936	165	8	feedback	feedback	NOUN
easat-8936	165	9	achieved	achieve	VERB
easat-8936	165	10	85.4	85.4	NUM
easat-8936	165	11	%	%	NOUN
easat-8936	165	12	classification	classification	NOUN
easat-8936	165	13	accuracy	accuracy	NOUN
easat-8936	165	14	,	,	PUNCT
easat-8936	165	15	providing	provide	VERB
easat-8936	165	16	reliable	reliable	ADJ
easat-8936	165	17	insights	insight	NOUN
easat-8936	165	18	into	into	ADP
easat-8936	165	19	tourist	tourist	NOUN
easat-8936	165	20	emotional	emotional	ADJ
easat-8936	165	21	responses	response	NOUN
easat-8936	165	22	and	and	CCONJ
easat-8936	165	23	supporting	support	VERB
easat-8936	165	24	model	model	NOUN
easat-8936	165	25	refinement	refinement	NOUN
easat-8936	165	26	for	for	ADP
easat-8936	165	27	improved	improved	ADJ
easat-8936	165	28	narrative	narrative	NOUN
easat-8936	165	29	delivery	delivery	NOUN
easat-8936	165	30	.	.	PUNCT
easat-8936	166	1	4.3	4.3	NUM
easat-8936	166	2	.	.	PUNCT
easat-8936	166	3	caption	caption	NOUN
easat-8936	166	4	generation	generation	NOUN
easat-8936	166	5	evaluation	evaluation	NOUN
easat-8936	166	6	beyond	beyond	ADP
easat-8936	166	7	classification	classification	NOUN
easat-8936	166	8	performance	performance	NOUN
easat-8936	166	9	,	,	PUNCT
easat-8936	166	10	the	the	DET
easat-8936	166	11	model	model	NOUN
easat-8936	166	12	's	's	PART
easat-8936	166	13	capability	capability	NOUN
easat-8936	166	14	to	to	PART
easat-8936	166	15	generate	generate	VERB
easat-8936	166	16	meaningful	meaningful	ADJ
easat-8936	166	17	and	and	CCONJ
easat-8936	166	18	contextually	contextually	ADV
easat-8936	166	19	appropriate	appropriate	ADJ
easat-8936	166	20	image	image	NOUN
easat-8936	166	21	captions	caption	NOUN
easat-8936	166	22	was	be	AUX
easat-8936	166	23	assessed	assess	VERB
easat-8936	166	24	by	by	ADP
easat-8936	166	25	comparing	compare	VERB
easat-8936	166	26	ai	ai	ADJ
easat-8936	166	27	-	-	PUNCT
easat-8936	166	28	generated	generate	VERB
easat-8936	166	29	captions	caption	NOUN
easat-8936	166	30	to	to	ADP
easat-8936	166	31	human	human	NOUN
easat-8936	166	32	-	-	PUNCT
easat-8936	166	33	labeled	label	VERB
easat-8936	166	34	references	reference	NOUN
easat-8936	166	35	using	use	VERB
easat-8936	166	36	semantic	semantic	ADJ
easat-8936	166	37	similarity	similarity	NOUN
easat-8936	166	38	analysis	analysis	NOUN
easat-8936	166	39	.	.	PUNCT
easat-8936	167	1	the	the	DET
easat-8936	167	2	similarity	similarity	NOUN
easat-8936	167	3	scores	score	NOUN
easat-8936	167	4	ranged	range	VERB
easat-8936	167	5	from	from	ADP
easat-8936	167	6	0.80	0.80	NUM
easat-8936	167	7	to	to	ADP
easat-8936	167	8	0.95	0.95	NUM
easat-8936	167	9	,	,	PUNCT
easat-8936	167	10	highlighting	highlight	VERB
easat-8936	167	11	the	the	DET
easat-8936	167	12	model	model	NOUN
easat-8936	167	13	's	's	PART
easat-8936	167	14	ability	ability	NOUN
easat-8936	167	15	to	to	PART
easat-8936	167	16	produce	produce	VERB
easat-8936	167	17	coherent	coherent	ADJ
easat-8936	167	18	and	and	CCONJ
easat-8936	167	19	culturally	culturally	ADV
easat-8936	167	20	relevant	relevant	ADJ
easat-8936	167	21	visual	visual	ADJ
easat-8936	167	22	descriptions	description	NOUN
easat-8936	167	23	.	.	PUNCT
easat-8936	168	1	table	table	NOUN
easat-8936	168	2	4	4	NUM
easat-8936	168	3	.	.	NOUN
easat-8936	168	4	caption	caption	NOUN
easat-8936	168	5	generation	generation	NOUN
easat-8936	168	6	similarity	similarity	NOUN
easat-8936	168	7	scores	score	NOUN
easat-8936	168	8	compared	compare	VERB
easat-8936	168	9	to	to	ADP
easat-8936	168	10	human	human	NOUN
easat-8936	168	11	-	-	PUNCT
easat-8936	168	12	labeled	label	VERB
easat-8936	168	13	data	datum	NOUN
easat-8936	168	14	.	.	PUNCT
easat-8936	169	1	test	test	NOUN
easat-8936	169	2	sample	sample	PROPN
easat-8936	169	3	human	human	NOUN
easat-8936	169	4	-	-	PUNCT
easat-8936	169	5	labeled	label	VERB
easat-8936	169	6	caption	caption	NOUN
easat-8936	169	7	ai	ai	NOUN
easat-8936	169	8	-	-	PUNCT
easat-8936	169	9	generated	generate	VERB
easat-8936	169	10	caption	caption	NOUN
easat-8936	169	11	similarity	similarity	NOUN
easat-8936	169	12	score	score	NOUN
easat-8936	169	13	1	1	NUM
easat-8936	169	14	"	"	PUNCT
easat-8936	169	15	tourists	tourist	NOUN
easat-8936	169	16	explore	explore	VERB
easat-8936	169	17	the	the	DET
easat-8936	169	18	temple	temple	PROPN
easat-8936	169	19	courtyard	courtyard	NOUN
easat-8936	169	20	"	"	PUNCT
easat-8936	169	21	"	"	PUNCT
easat-8936	169	22	visitors	visitor	NOUN
easat-8936	169	23	walk	walk	VERB
easat-8936	169	24	through	through	ADP
easat-8936	169	25	the	the	DET
easat-8936	169	26	temple	temple	PROPN
easat-8936	169	27	area	area	NOUN
easat-8936	169	28	"	"	PUNCT
easat-8936	169	29	0.92	0.92	NUM
easat-8936	169	30	2	2	NUM
easat-8936	169	31	"	"	PUNCT
easat-8936	169	32	traditional	traditional	ADJ
easat-8936	169	33	dance	dance	NOUN
easat-8936	169	34	performance	performance	NOUN
easat-8936	169	35	on	on	ADP
easat-8936	169	36	stage	stage	NOUN
easat-8936	169	37	"	"	PUNCT
easat-8936	169	38	"	"	PUNCT
easat-8936	169	39	cultural	cultural	ADJ
easat-8936	169	40	dance	dance	NOUN
easat-8936	169	41	show	show	NOUN
easat-8936	169	42	at	at	ADP
easat-8936	169	43	the	the	DET
easat-8936	169	44	stage	stage	NOUN
easat-8936	169	45	"	"	PUNCT
easat-8936	169	46	0.89	0.89	NUM
easat-8936	169	47	3	3	NUM
easat-8936	169	48	"	"	PUNCT
easat-8936	169	49	street	street	NOUN
easat-8936	169	50	market	market	NOUN
easat-8936	169	51	with	with	ADP
easat-8936	169	52	local	local	ADJ
easat-8936	169	53	food	food	NOUN
easat-8936	169	54	vendors	vendor	NOUN
easat-8936	169	55	"	"	PUNCT
easat-8936	169	56	"	"	PUNCT
easat-8936	169	57	local	local	ADJ
easat-8936	169	58	street	street	NOUN
easat-8936	169	59	vendors	vendor	NOUN
easat-8936	169	60	sell	sell	VERB
easat-8936	169	61	traditional	traditional	ADJ
easat-8936	169	62	food	food	NOUN
easat-8936	169	63	"	"	PUNCT
easat-8936	169	64	0.85	0.85	NUM
easat-8936	169	65	4	4	NUM
easat-8936	169	66	"	"	PUNCT
easat-8936	169	67	boats	boat	NOUN
easat-8936	169	68	along	along	ADP
easat-8936	169	69	the	the	DET
easat-8936	169	70	riverside	riverside	NOUN
easat-8936	169	71	during	during	ADP
easat-8936	169	72	sunset	sunset	NOUN
easat-8936	169	73	"	"	PUNCT
easat-8936	169	74	"	"	PUNCT
easat-8936	169	75	small	small	ADJ
easat-8936	169	76	boats	boat	NOUN
easat-8936	169	77	seen	see	VERB
easat-8936	169	78	at	at	ADP
easat-8936	169	79	riverside	riverside	NOUN
easat-8936	169	80	at	at	ADP
easat-8936	169	81	dusk	dusk	NOUN
easat-8936	169	82	"	"	PUNCT
easat-8936	169	83	0.9	0.9	NUM
easat-8936	169	84	5	5	NUM
easat-8936	169	85	"	"	PUNCT
easat-8936	169	86	visitors	visitor	NOUN
easat-8936	169	87	viewing	view	VERB
easat-8936	169	88	ancient	ancient	ADJ
easat-8936	169	89	mural	mural	ADJ
easat-8936	169	90	paintings	painting	NOUN
easat-8936	169	91	"	"	PUNCT
easat-8936	169	92	"	"	PUNCT
easat-8936	169	93	tourists	tourist	NOUN
easat-8936	169	94	observe	observe	VERB
easat-8936	169	95	mural	mural	ADJ
easat-8936	169	96	art	art	NOUN
easat-8936	169	97	on	on	ADP
easat-8936	169	98	walls	wall	NOUN
easat-8936	169	99	"	"	PUNCT
easat-8936	169	100	0.95	0.95	NUM
easat-8936	169	101	6	6	NUM
easat-8936	169	102	"	"	PUNCT
easat-8936	169	103	children	child	NOUN
easat-8936	169	104	playing	play	VERB
easat-8936	169	105	near	near	ADP
easat-8936	169	106	the	the	DET
easat-8936	169	107	cultural	cultural	ADJ
easat-8936	169	108	center	center	NOUN
easat-8936	169	109	"	"	PUNCT
easat-8936	169	110	"	"	PUNCT
easat-8936	169	111	kids	kid	NOUN
easat-8936	169	112	enjoy	enjoy	VERB
easat-8936	169	113	games	game	NOUN
easat-8936	169	114	close	close	ADJ
easat-8936	169	115	to	to	ADP
easat-8936	169	116	cultural	cultural	ADJ
easat-8936	169	117	building	building	NOUN
easat-8936	169	118	"	"	PUNCT
easat-8936	169	119	0.8	0.8	NUM
easat-8936	169	120	7	7	NUM
easat-8936	169	121	"	"	PUNCT
easat-8936	169	122	tourists	tourist	NOUN
easat-8936	169	123	taking	take	VERB
easat-8936	169	124	photos	photo	NOUN
easat-8936	169	125	of	of	ADP
easat-8936	169	126	the	the	DET
easat-8936	169	127	pagoda	pagoda	NOUN
easat-8936	169	128	"	"	PUNCT
easat-8936	169	129	"	"	PUNCT
easat-8936	169	130	visitors	visitor	NOUN
easat-8936	169	131	capture	capture	VERB
easat-8936	169	132	images	image	NOUN
easat-8936	169	133	of	of	ADP
easat-8936	169	134	the	the	DET
easat-8936	169	135	pagoda	pagoda	NOUN
easat-8936	169	136	"	"	PUNCT
easat-8936	169	137	0.91	0.91	NUM
easat-8936	169	138	8	8	NUM
easat-8936	169	139	"	"	PUNCT
easat-8936	169	140	locals	local	NOUN
easat-8936	169	141	and	and	CCONJ
easat-8936	169	142	tourists	tourist	NOUN
easat-8936	169	143	enjoy	enjoy	VERB
easat-8936	169	144	night	night	NOUN
easat-8936	169	145	festival	festival	NOUN
easat-8936	169	146	"	"	PUNCT
easat-8936	169	147	"	"	PUNCT
easat-8936	169	148	festival	festival	NOUN
easat-8936	169	149	-	-	PUNCT
easat-8936	169	150	goers	goer	NOUN
easat-8936	169	151	participate	participate	VERB
easat-8936	169	152	in	in	ADP
easat-8936	169	153	night	night	NOUN
easat-8936	169	154	event	event	NOUN
easat-8936	169	155	"	"	PUNCT
easat-8936	169	156	0.88	0.88	NUM
easat-8936	169	157	note	note	NOUN
easat-8936	169	158	:	:	PUNCT
easat-8936	169	159	similarity	similarity	NOUN
easat-8936	169	160	scores	score	NOUN
easat-8936	169	161	were	be	AUX
easat-8936	169	162	calculated	calculate	VERB
easat-8936	169	163	using	use	VERB
easat-8936	169	164	semantic	semantic	ADJ
easat-8936	169	165	similarity	similarity	NOUN
easat-8936	169	166	measures	measure	NOUN
easat-8936	169	167	between	between	ADP
easat-8936	169	168	human	human	NOUN
easat-8936	169	169	-	-	PUNCT
easat-8936	169	170	labeled	label	VERB
easat-8936	169	171	and	and	CCONJ
easat-8936	169	172	ai	ai	ADJ
easat-8936	169	173	-	-	PUNCT
easat-8936	169	174	generated	generate	VERB
easat-8936	169	175	captions	caption	NOUN
easat-8936	169	176	.	.	PUNCT
easat-8936	170	1	4.4	4.4	NUM
easat-8936	170	2	.	.	PUNCT
easat-8936	170	3	model	model	NOUN
easat-8936	170	4	comparison	comparison	NOUN
easat-8936	170	5	and	and	CCONJ
easat-8936	170	6	performance	performance	NOUN
easat-8936	170	7	analysis	analysis	NOUN
easat-8936	170	8	to	to	PART
easat-8936	170	9	further	far	ADV
easat-8936	170	10	validate	validate	VERB
easat-8936	170	11	the	the	DET
easat-8936	170	12	effectiveness	effectiveness	NOUN
easat-8936	170	13	of	of	ADP
easat-8936	170	14	the	the	DET
easat-8936	170	15	proposed	propose	VERB
easat-8936	170	16	generative	generative	ADJ
easat-8936	170	17	ai	ai	NOUN
easat-8936	170	18	-	-	PUNCT
easat-8936	170	19	powered	powered	ADJ
easat-8936	170	20	storytelling	storytelling	NOUN
easat-8936	170	21	model	model	NOUN
easat-8936	170	22	,	,	PUNCT
easat-8936	170	23	a	a	DET
easat-8936	170	24	comparative	comparative	ADJ
easat-8936	170	25	evaluation	evaluation	NOUN
easat-8936	170	26	was	be	AUX
easat-8936	170	27	conducted	conduct	VERB
easat-8936	170	28	against	against	ADP
easat-8936	170	29	baseline	baseline	NOUN
easat-8936	170	30	models	model	NOUN
easat-8936	170	31	,	,	PUNCT
easat-8936	170	32	including	include	VERB
easat-8936	170	33	random	random	ADJ
easat-8936	170	34	forest	forest	NOUN
easat-8936	170	35	and	and	CCONJ
easat-8936	170	36	gradient	gradient	NOUN
easat-8936	170	37	boosting	boosting	NOUN
easat-8936	170	38	,	,	PUNCT
easat-8936	170	39	commonly	commonly	ADV
easat-8936	170	40	used	use	VERB
easat-8936	170	41	in	in	ADP
easat-8936	170	42	classification	classification	NOUN
easat-8936	170	43	tasks	task	NOUN
easat-8936	170	44	.	.	PUNCT
easat-8936	171	1	this	this	DET
easat-8936	171	2	approach	approach	NOUN
easat-8936	171	3	aligns	align	VERB
easat-8936	171	4	with	with	ADP
easat-8936	171	5	recent	recent	ADJ
easat-8936	171	6	research	research	NOUN
easat-8936	171	7	emphasizing	emphasize	VERB
easat-8936	171	8	the	the	DET
easat-8936	171	9	importance	importance	NOUN
easat-8936	171	10	of	of	ADP
easat-8936	171	11	benchmarking	benchmarke	VERB
easat-8936	171	12	ai	ai	NOUN
easat-8936	171	13	models	model	NOUN
easat-8936	171	14	in	in	ADP
easat-8936	171	15	applied	applied	ADJ
easat-8936	171	16	decision	decision	NOUN
easat-8936	171	17	-	-	PUNCT
easat-8936	171	18	making	make	VERB
easat-8936	171	19	contexts	context	NOUN
easat-8936	171	20	,	,	PUNCT
easat-8936	171	21	where	where	SCONJ
easat-8936	171	22	random	random	ADJ
easat-8936	171	23	forest	forest	NOUN
easat-8936	171	24	and	and	CCONJ
easat-8936	171	25	gradient	gradient	NOUN
easat-8936	171	26	boosting	boosting	NOUN
easat-8936	171	27	remain	remain	VERB
easat-8936	171	28	competitive	competitive	ADJ
easat-8936	171	29	baselines	baseline	NOUN
easat-8936	171	30	in	in	ADP
easat-8936	171	31	classification	classification	NOUN
easat-8936	171	32	tasks	task	NOUN
easat-8936	171	33	[	[	X
easat-8936	171	34	37	37	NUM
easat-8936	171	35	,	,	PUNCT
easat-8936	171	36	38	38	NUM
easat-8936	171	37	]	]	PUNCT
easat-8936	171	38	.	.	PUNCT
easat-8936	172	1	moreover	moreover	ADV
easat-8936	172	2	,	,	PUNCT
easat-8936	172	3	comparative	comparative	ADJ
easat-8936	172	4	studies	study	NOUN
easat-8936	172	5	show	show	VERB
easat-8936	172	6	the	the	DET
easat-8936	172	7	growing	grow	VERB
easat-8936	172	8	effectiveness	effectiveness	NOUN
easat-8936	172	9	of	of	ADP
easat-8936	172	10	generative	generative	ADJ
easat-8936	172	11	ai	ai	PROPN
easat-8936	172	12	models	model	NOUN
easat-8936	172	13	in	in	ADP
easat-8936	172	14	outperforming	outperform	VERB
easat-8936	172	15	these	these	DET
easat-8936	172	16	traditional	traditional	ADJ
easat-8936	172	17	classifiers	classifier	NOUN
easat-8936	172	18	under	under	ADP
easat-8936	172	19	specific	specific	ADJ
easat-8936	172	20	conditions	condition	NOUN
easat-8936	172	21	[	[	X
easat-8936	172	22	39	39	NUM
easat-8936	172	23	]	]	PUNCT
easat-8936	172	24	.	.	PUNCT
easat-8936	173	1	1446	1446	NUM
easat-8936	173	2	edelweiss	edelweiss	PROPN
easat-8936	173	3	applied	apply	VERB
easat-8936	173	4	science	science	NOUN
easat-8936	173	5	and	and	CCONJ
easat-8936	173	6	technology	technology	NOUN
easat-8936	173	7	issn	issn	PROPN
easat-8936	173	8	:	:	PUNCT
easat-8936	173	9	2576	2576	NUM
easat-8936	173	10	-	-	SYM
easat-8936	173	11	8484	8484	NUM
easat-8936	173	12	vol	vol	NOUN
easat-8936	173	13	.	.	PROPN
easat-8936	174	1	9	9	NUM
easat-8936	174	2	,	,	PUNCT
easat-8936	174	3	no	no	INTJ
easat-8936	174	4	.	.	NOUN
easat-8936	174	5	7	7	NUM
easat-8936	174	6	:	:	SYM
easat-8936	174	7	1436	1436	NUM
easat-8936	174	8	-	-	SYM
easat-8936	174	9	1451	1451	NUM
easat-8936	174	10	,	,	PUNCT
easat-8936	174	11	2025	2025	NUM
easat-8936	174	12	doi	doi	NOUN
easat-8936	174	13	:	:	PUNCT
easat-8936	174	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	174	15	©	©	PROPN
easat-8936	174	16	2025	2025	NUM
easat-8936	174	17	by	by	ADP
easat-8936	174	18	the	the	DET
easat-8936	174	19	authors	author	NOUN
easat-8936	174	20	;	;	PUNCT
easat-8936	174	21	licensee	licensee	PROPN
easat-8936	174	22	learning	learning	NOUN
easat-8936	174	23	gate	gate	NOUN
easat-8936	174	24	as	as	SCONJ
easat-8936	174	25	illustrated	illustrate	VERB
easat-8936	174	26	in	in	ADP
easat-8936	174	27	figure	figure	NOUN
easat-8936	174	28	4	4	NUM
easat-8936	174	29	,	,	PUNCT
easat-8936	174	30	the	the	DET
easat-8936	174	31	receiver	receiver	NOUN
easat-8936	174	32	operating	operate	VERB
easat-8936	174	33	characteristic	characteristic	NOUN
easat-8936	174	34	(	(	PUNCT
easat-8936	174	35	roc	roc	PROPN
easat-8936	174	36	)	)	PUNCT
easat-8936	174	37	curves	curve	NOUN
easat-8936	174	38	compare	compare	VERB
easat-8936	174	39	the	the	DET
easat-8936	174	40	proposed	propose	VERB
easat-8936	174	41	model	model	NOUN
easat-8936	174	42	with	with	ADP
easat-8936	174	43	the	the	DET
easat-8936	174	44	baseline	baseline	NOUN
easat-8936	174	45	models	model	NOUN
easat-8936	174	46	.	.	PUNCT
easat-8936	175	1	the	the	DET
easat-8936	175	2	x	x	X
easat-8936	175	3	-	-	NOUN
easat-8936	175	4	axis	axis	NOUN
easat-8936	175	5	represents	represent	VERB
easat-8936	175	6	the	the	DET
easat-8936	175	7	false	false	ADJ
easat-8936	175	8	positive	positive	ADJ
easat-8936	175	9	rate	rate	NOUN
easat-8936	175	10	,	,	PUNCT
easat-8936	175	11	while	while	SCONJ
easat-8936	175	12	the	the	DET
easat-8936	175	13	yaxis	yaxis	NOUN
easat-8936	175	14	represents	represent	VERB
easat-8936	175	15	the	the	DET
easat-8936	175	16	true	true	ADJ
easat-8936	175	17	positive	positive	ADJ
easat-8936	175	18	rate	rate	NOUN
easat-8936	175	19	.	.	PUNCT
easat-8936	176	1	a	a	DET
easat-8936	176	2	larger	large	ADJ
easat-8936	176	3	area	area	NOUN
easat-8936	176	4	under	under	ADP
easat-8936	176	5	the	the	DET
easat-8936	176	6	curve	curve	NOUN
easat-8936	176	7	(	(	PUNCT
easat-8936	176	8	auc	auc	NOUN
easat-8936	176	9	)	)	PUNCT
easat-8936	176	10	reflects	reflect	VERB
easat-8936	176	11	superior	superior	ADJ
easat-8936	176	12	discrimination	discrimination	NOUN
easat-8936	176	13	capability	capability	NOUN
easat-8936	176	14	.	.	PUNCT
easat-8936	177	1	the	the	DET
easat-8936	177	2	results	result	NOUN
easat-8936	177	3	demonstrate	demonstrate	VERB
easat-8936	177	4	that	that	SCONJ
easat-8936	177	5	the	the	DET
easat-8936	177	6	proposed	propose	VERB
easat-8936	177	7	ai	ai	PROPN
easat-8936	177	8	model	model	NOUN
easat-8936	177	9	(	(	PUNCT
easat-8936	177	10	depicted	depict	VERB
easat-8936	177	11	with	with	ADP
easat-8936	177	12	a	a	DET
easat-8936	177	13	solid	solid	ADJ
easat-8936	177	14	black	black	ADJ
easat-8936	177	15	line	line	NOUN
easat-8936	177	16	)	)	PUNCT
easat-8936	177	17	outperforms	outperform	VERB
easat-8936	177	18	the	the	DET
easat-8936	177	19	baseline	baseline	NOUN
easat-8936	177	20	methods	method	NOUN
easat-8936	177	21	,	,	PUNCT
easat-8936	177	22	achieving	achieve	VERB
easat-8936	177	23	superior	superior	ADJ
easat-8936	177	24	classification	classification	NOUN
easat-8936	177	25	performance	performance	NOUN
easat-8936	177	26	across	across	ADP
easat-8936	177	27	various	various	ADJ
easat-8936	177	28	decision	decision	NOUN
easat-8936	177	29	thresholds	threshold	NOUN
easat-8936	177	30	.	.	PUNCT
easat-8936	178	1	figure	figure	VERB
easat-8936	178	2	4	4	NUM
easat-8936	178	3	.	.	PUNCT
easat-8936	179	1	roc	roc	PROPN
easat-8936	179	2	curves	curve	NOUN
easat-8936	179	3	for	for	ADP
easat-8936	179	4	multimodal	multimodal	NOUN
easat-8936	179	5	ai	ai	PROPN
easat-8936	179	6	tourism	tourism	NOUN
easat-8936	179	7	guidance	guidance	NOUN
easat-8936	179	8	model	model	NOUN
easat-8936	179	9	compared	compare	VERB
easat-8936	179	10	to	to	ADP
easat-8936	179	11	baseline	baseline	ADJ
easat-8936	179	12	methods	method	NOUN
easat-8936	179	13	.	.	PUNCT
easat-8936	180	1	in	in	ADP
easat-8936	180	2	addition	addition	NOUN
easat-8936	180	3	,	,	PUNCT
easat-8936	180	4	a	a	DET
easat-8936	180	5	subgroup	subgroup	NOUN
easat-8936	180	6	analysis	analysis	NOUN
easat-8936	180	7	was	be	AUX
easat-8936	180	8	performed	perform	VERB
easat-8936	180	9	to	to	PART
easat-8936	180	10	assess	assess	VERB
easat-8936	180	11	model	model	NOUN
easat-8936	180	12	performance	performance	NOUN
easat-8936	180	13	across	across	ADP
easat-8936	180	14	different	different	ADJ
easat-8936	180	15	tourist	tourist	NOUN
easat-8936	180	16	segments	segment	NOUN
easat-8936	180	17	.	.	PUNCT
easat-8936	181	1	the	the	DET
easat-8936	181	2	results	result	NOUN
easat-8936	181	3	are	be	AUX
easat-8936	181	4	presented	present	VERB
easat-8936	181	5	in	in	ADP
easat-8936	181	6	table	table	NOUN
easat-8936	181	7	5	5	NUM
easat-8936	181	8	,	,	PUNCT
easat-8936	181	9	highlighting	highlight	VERB
easat-8936	181	10	key	key	ADJ
easat-8936	181	11	metrics	metric	NOUN
easat-8936	181	12	,	,	PUNCT
easat-8936	181	13	including	include	VERB
easat-8936	181	14	auc	auc	NOUN
easat-8936	181	15	-	-	PUNCT
easat-8936	181	16	roc	roc	NOUN
easat-8936	181	17	,	,	PUNCT
easat-8936	181	18	precision	precision	NOUN
easat-8936	181	19	,	,	PUNCT
easat-8936	181	20	recall	recall	NOUN
easat-8936	181	21	,	,	PUNCT
easat-8936	181	22	f1	f1	NOUN
easat-8936	181	23	-	-	PUNCT
easat-8936	181	24	score	score	NOUN
easat-8936	181	25	,	,	PUNCT
easat-8936	181	26	and	and	CCONJ
easat-8936	181	27	accuracy	accuracy	NOUN
easat-8936	181	28	for	for	ADP
easat-8936	181	29	each	each	DET
easat-8936	181	30	group	group	NOUN
easat-8936	181	31	.	.	PUNCT
easat-8936	182	1	table	table	NOUN
easat-8936	182	2	5	5	NUM
easat-8936	182	3	.	.	PUNCT
easat-8936	182	4	performance	performance	NOUN
easat-8936	182	5	metrics	metric	NOUN
easat-8936	182	6	across	across	ADP
easat-8936	182	7	tourist	tourist	NOUN
easat-8936	182	8	segments	segment	NOUN
easat-8936	182	9	.	.	PUNCT
easat-8936	183	1	metric	metric	ADJ
easat-8936	183	2	overall	overall	ADJ
easat-8936	183	3	thai	thai	PROPN
easat-8936	183	4	tourists	tourist	NOUN
easat-8936	183	5	international	international	ADJ
easat-8936	183	6	tourists	tourist	NOUN
easat-8936	183	7	frequent	frequent	ADJ
easat-8936	183	8	visitors	visitor	NOUN
easat-8936	183	9	first	first	ADJ
easat-8936	183	10	-	-	PUNCT
easat-8936	183	11	time	time	NOUN
easat-8936	183	12	visitors	visitor	NOUN
easat-8936	183	13	auc	auc	NOUN
easat-8936	183	14	-	-	PUNCT
easat-8936	183	15	roc	roc	NOUN
easat-8936	183	16	0.92	0.92	NUM
easat-8936	183	17	0.94	0.94	NUM
easat-8936	183	18	0.91	0.91	NUM
easat-8936	183	19	0.93	0.93	NUM
easat-8936	183	20	0.89	0.89	NUM
easat-8936	183	21	precision	precision	NOUN
easat-8936	183	22	0.87	0.87	NUM
easat-8936	183	23	0.89	0.89	NUM
easat-8936	183	24	0.86	0.86	NUM
easat-8936	183	25	0.88	0.88	NUM
easat-8936	183	26	0.85	0.85	NUM
easat-8936	183	27	recall	recall	NOUN
easat-8936	183	28	0.91	0.91	NUM
easat-8936	183	29	0.93	0.93	NUM
easat-8936	183	30	0.89	0.89	NUM
easat-8936	183	31	0.92	0.92	NUM
easat-8936	183	32	0.87	0.87	NUM
easat-8936	183	33	f1	f1	NOUN
easat-8936	183	34	-	-	PUNCT
easat-8936	183	35	score	score	NOUN
easat-8936	183	36	0.89	0.89	NUM
easat-8936	183	37	0.91	0.91	NUM
easat-8936	183	38	0.87	0.87	NUM
easat-8936	183	39	0.9	0.9	NUM
easat-8936	183	40	0.86	0.86	NUM
easat-8936	183	41	accuracy	accuracy	NOUN
easat-8936	183	42	0.88	0.88	NUM
easat-8936	183	43	0.9	0.9	NUM
easat-8936	183	44	0.87	0.87	NUM
easat-8936	183	45	0.89	0.89	NUM
easat-8936	183	46	0.86	0.86	NUM
easat-8936	183	47	4.5	4.5	NUM
easat-8936	183	48	.	.	PUNCT
easat-8936	184	1	case	case	NOUN
easat-8936	184	2	study	study	NOUN
easat-8936	184	3	:	:	PUNCT
easat-8936	184	4	application	application	NOUN
easat-8936	184	5	of	of	ADP
easat-8936	184	6	the	the	DET
easat-8936	184	7	model	model	NOUN
easat-8936	184	8	in	in	ADP
easat-8936	184	9	real	real	ADJ
easat-8936	184	10	tourism	tourism	NOUN
easat-8936	184	11	scenarios	scenario	NOUN
easat-8936	184	12	to	to	PART
easat-8936	184	13	assess	assess	VERB
easat-8936	184	14	the	the	DET
easat-8936	184	15	real	real	ADJ
easat-8936	184	16	-	-	PUNCT
easat-8936	184	17	world	world	NOUN
easat-8936	184	18	applicability	applicability	NOUN
easat-8936	184	19	of	of	ADP
easat-8936	184	20	the	the	DET
easat-8936	184	21	ai	ai	NOUN
easat-8936	184	22	-	-	PUNCT
easat-8936	184	23	powered	power	VERB
easat-8936	184	24	multimodal	multimodal	NOUN
easat-8936	184	25	tourism	tourism	NOUN
easat-8936	184	26	guidance	guidance	NOUN
easat-8936	184	27	model	model	NOUN
easat-8936	184	28	,	,	PUNCT
easat-8936	184	29	an	an	DET
easat-8936	184	30	observational	observational	ADJ
easat-8936	184	31	field	field	NOUN
easat-8936	184	32	study	study	NOUN
easat-8936	184	33	with	with	ADP
easat-8936	184	34	pre	pre	ADJ
easat-8936	184	35	-	-	ADJ
easat-8936	184	36	post	post	ADJ
easat-8936	184	37	comparisons	comparison	NOUN
easat-8936	184	38	was	be	AUX
easat-8936	184	39	conducted	conduct	VERB
easat-8936	184	40	over	over	ADP
easat-8936	184	41	a	a	DET
easat-8936	184	42	12	12	NUM
easat-8936	184	43	-	-	PUNCT
easat-8936	184	44	month	month	NOUN
easat-8936	184	45	period	period	NOUN
easat-8936	184	46	at	at	ADP
easat-8936	184	47	four	four	NUM
easat-8936	184	48	major	major	ADJ
easat-8936	184	49	cultural	cultural	ADJ
easat-8936	184	50	heritage	heritage	NOUN
easat-8936	184	51	sites	site	NOUN
easat-8936	184	52	in	in	ADP
easat-8936	184	53	bangkok	bangkok	PROPN
easat-8936	184	54	,	,	PUNCT
easat-8936	184	55	thailand	thailand	PROPN
easat-8936	184	56	.	.	PUNCT
easat-8936	185	1	this	this	DET
easat-8936	185	2	deployment	deployment	NOUN
easat-8936	185	3	followed	follow	VERB
easat-8936	185	4	the	the	DET
easat-8936	185	5	controlled	control	VERB
easat-8936	185	6	field	field	NOUN
easat-8936	185	7	trials	trial	NOUN
easat-8936	185	8	and	and	CCONJ
easat-8936	185	9	model	model	NOUN
easat-8936	185	10	training	training	NOUN
easat-8936	185	11	with	with	ADP
easat-8936	185	12	400	400	NUM
easat-8936	185	13	tourists	tourist	NOUN
easat-8936	185	14	,	,	PUNCT
easat-8936	185	15	as	as	SCONJ
easat-8936	185	16	described	describe	VERB
easat-8936	185	17	in	in	ADP
easat-8936	185	18	section	section	NOUN
easat-8936	185	19	3.1	3.1	NUM
easat-8936	185	20	.	.	PUNCT
easat-8936	185	21	1447	1447	NUM
easat-8936	185	22	edelweiss	edelweiss	PROPN
easat-8936	185	23	applied	apply	VERB
easat-8936	185	24	science	science	NOUN
easat-8936	185	25	and	and	CCONJ
easat-8936	185	26	technology	technology	NOUN
easat-8936	185	27	issn	issn	PROPN
easat-8936	185	28	:	:	PUNCT
easat-8936	185	29	2576	2576	NUM
easat-8936	185	30	-	-	SYM
easat-8936	185	31	8484	8484	NUM
easat-8936	185	32	vol	vol	NOUN
easat-8936	185	33	.	.	PROPN
easat-8936	186	1	9	9	NUM
easat-8936	186	2	,	,	PUNCT
easat-8936	186	3	no	no	INTJ
easat-8936	186	4	.	.	NOUN
easat-8936	186	5	7	7	NUM
easat-8936	186	6	:	:	SYM
easat-8936	186	7	1436	1436	NUM
easat-8936	186	8	-	-	SYM
easat-8936	186	9	1451	1451	NUM
easat-8936	186	10	,	,	PUNCT
easat-8936	186	11	2025	2025	NUM
easat-8936	186	12	doi	doi	NOUN
easat-8936	186	13	:	:	PUNCT
easat-8936	186	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	186	15	©	©	PROPN
easat-8936	186	16	2025	2025	NUM
easat-8936	186	17	by	by	ADP
easat-8936	186	18	the	the	DET
easat-8936	186	19	authors	author	NOUN
easat-8936	186	20	;	;	PUNCT
easat-8936	186	21	licensee	licensee	PROPN
easat-8936	186	22	learning	learning	NOUN
easat-8936	186	23	gate	gate	NOUN
easat-8936	186	24	during	during	ADP
easat-8936	186	25	the	the	DET
easat-8936	186	26	study	study	NOUN
easat-8936	186	27	period	period	NOUN
easat-8936	186	28	,	,	PUNCT
easat-8936	186	29	anonymized	anonymize	VERB
easat-8936	186	30	interaction	interaction	NOUN
easat-8936	186	31	data	datum	NOUN
easat-8936	186	32	were	be	AUX
easat-8936	186	33	collected	collect	VERB
easat-8936	186	34	from	from	ADP
easat-8936	186	35	approximately	approximately	ADV
easat-8936	186	36	12,400	12,400	NUM
easat-8936	186	37	unique	unique	ADJ
easat-8936	186	38	tourist	tourist	NOUN
easat-8936	186	39	sessions	session	NOUN
easat-8936	186	40	(	(	PUNCT
easat-8936	186	41	averaging	average	VERB
easat-8936	186	42	roughly	roughly	ADV
easat-8936	186	43	1,000	1,000	NUM
easat-8936	186	44	sessions	session	NOUN
easat-8936	186	45	per	per	ADP
easat-8936	186	46	site	site	NOUN
easat-8936	186	47	per	per	ADP
easat-8936	186	48	quarter	quarter	NOUN
easat-8936	186	49	)	)	PUNCT
easat-8936	186	50	.	.	PUNCT
easat-8936	187	1	these	these	DET
easat-8936	187	2	interactions	interaction	NOUN
easat-8936	187	3	included	include	VERB
easat-8936	187	4	multilingual	multilingual	ADJ
easat-8936	187	5	text	text	NOUN
easat-8936	187	6	queries	query	NOUN
easat-8936	187	7	,	,	PUNCT
easat-8936	187	8	speech	speech	NOUN
easat-8936	187	9	inputs	input	NOUN
easat-8936	187	10	,	,	PUNCT
easat-8936	187	11	engagement	engagement	NOUN
easat-8936	187	12	with	with	ADP
easat-8936	187	13	ai	ai	ADJ
easat-8936	187	14	-	-	PUNCT
easat-8936	187	15	generated	generate	VERB
easat-8936	187	16	visual	visual	ADJ
easat-8936	187	17	content	content	NOUN
easat-8936	187	18	,	,	PUNCT
easat-8936	187	19	and	and	CCONJ
easat-8936	187	20	click	click	VERB
easat-8936	187	21	-	-	PUNCT
easat-8936	187	22	through	through	ADP
easat-8936	187	23	events	event	NOUN
easat-8936	187	24	on	on	ADP
easat-8936	187	25	ai	ai	ADJ
easat-8936	187	26	-	-	PUNCT
easat-8936	187	27	recommended	recommend	VERB
easat-8936	187	28	points	point	NOUN
easat-8936	187	29	of	of	ADP
easat-8936	187	30	interest	interest	NOUN
easat-8936	187	31	(	(	PUNCT
easat-8936	187	32	pois	pois	NOUN
easat-8936	187	33	)	)	PUNCT
easat-8936	187	34	.	.	PUNCT
easat-8936	188	1	to	to	PART
easat-8936	188	2	evaluate	evaluate	VERB
easat-8936	188	3	model	model	NOUN
easat-8936	188	4	effectiveness	effectiveness	NOUN
easat-8936	188	5	,	,	PUNCT
easat-8936	188	6	key	key	ADJ
easat-8936	188	7	performance	performance	NOUN
easat-8936	188	8	indicators	indicator	NOUN
easat-8936	188	9	(	(	PUNCT
easat-8936	188	10	kpis	kpis	PROPN
easat-8936	188	11	)	)	PUNCT
easat-8936	188	12	were	be	AUX
easat-8936	188	13	compared	compare	VERB
easat-8936	188	14	between	between	ADP
easat-8936	188	15	the	the	DET
easat-8936	188	16	initial	initial	ADJ
easat-8936	188	17	deployment	deployment	NOUN
easat-8936	188	18	phase	phase	NOUN
easat-8936	188	19	(	(	PUNCT
easat-8936	188	20	first	first	ADJ
easat-8936	188	21	month	month	NOUN
easat-8936	188	22	)	)	PUNCT
easat-8936	188	23	and	and	CCONJ
easat-8936	188	24	subsequent	subsequent	ADJ
easat-8936	188	25	periods	period	NOUN
easat-8936	188	26	.	.	PUNCT
easat-8936	189	1	additionally	additionally	ADV
easat-8936	189	2	,	,	PUNCT
easat-8936	189	3	follow	follow	VERB
easat-8936	189	4	-	-	PUNCT
easat-8936	189	5	up	up	ADP
easat-8936	189	6	survey	survey	NOUN
easat-8936	189	7	responses	response	NOUN
easat-8936	189	8	were	be	AUX
easat-8936	189	9	obtained	obtain	VERB
easat-8936	189	10	from	from	ADP
easat-8936	189	11	a	a	DET
easat-8936	189	12	randomly	randomly	ADV
easat-8936	189	13	selected	select	VERB
easat-8936	189	14	sub	sub	NOUN
easat-8936	189	15	-	-	NOUN
easat-8936	189	16	sample	sample	NOUN
easat-8936	189	17	of	of	ADP
easat-8936	189	18	600	600	NUM
easat-8936	189	19	tourists	tourist	NOUN
easat-8936	189	20	,	,	PUNCT
easat-8936	189	21	providing	provide	VERB
easat-8936	189	22	self	self	NOUN
easat-8936	189	23	-	-	PUNCT
easat-8936	189	24	reported	report	VERB
easat-8936	189	25	measures	measure	NOUN
easat-8936	189	26	of	of	ADP
easat-8936	189	27	cultural	cultural	ADJ
easat-8936	189	28	understanding	understanding	NOUN
easat-8936	189	29	and	and	CCONJ
easat-8936	189	30	visitor	visitor	NOUN
easat-8936	189	31	satisfaction	satisfaction	NOUN
easat-8936	189	32	.	.	PUNCT
easat-8936	190	1	the	the	DET
easat-8936	190	2	following	follow	VERB
easat-8936	190	3	results	result	NOUN
easat-8936	190	4	summarize	summarize	VERB
easat-8936	190	5	the	the	DET
easat-8936	190	6	observed	observe	VERB
easat-8936	190	7	improvements	improvement	NOUN
easat-8936	190	8	relative	relative	ADJ
easat-8936	190	9	to	to	ADP
easat-8936	190	10	the	the	DET
easat-8936	190	11	pre	pre	ADJ
easat-8936	190	12	-	-	ADJ
easat-8936	190	13	deployment	deployment	ADJ
easat-8936	190	14	baseline	baseline	NOUN
easat-8936	190	15	:	:	PUNCT
easat-8936	190	16	•	•	NUM
easat-8936	190	17	attraction	attraction	NOUN
easat-8936	190	18	recommendation	recommendation	NOUN
easat-8936	190	19	click	click	NOUN
easat-8936	190	20	-	-	PUNCT
easat-8936	190	21	through	through	ADP
easat-8936	190	22	rate	rate	NOUN
easat-8936	190	23	increased	increase	VERB
easat-8936	190	24	by	by	ADP
easat-8936	190	25	17.6	17.6	NUM
easat-8936	190	26	%	%	NOUN
easat-8936	190	27	(	(	PUNCT
easat-8936	190	28	p	p	X
easat-8936	190	29	<	<	X
easat-8936	190	30	0.05	0.05	NUM
easat-8936	190	31	)	)	PUNCT
easat-8936	190	32	•	•	NUM
easat-8936	190	33	venue	venue	NOUN
easat-8936	190	34	visit	visit	NOUN
easat-8936	190	35	conversion	conversion	NOUN
easat-8936	190	36	rate	rate	NOUN
easat-8936	190	37	rose	rise	VERB
easat-8936	190	38	by	by	ADP
easat-8936	190	39	12.8	12.8	NUM
easat-8936	190	40	%	%	NOUN
easat-8936	190	41	(	(	PUNCT
easat-8936	190	42	p	p	X
easat-8936	190	43	<	<	X
easat-8936	190	44	0.05	0.05	NUM
easat-8936	190	45	)	)	PUNCT
easat-8936	190	46	•	•	NOUN
easat-8936	190	47	cultural	cultural	ADJ
easat-8936	190	48	understanding	understand	VERB
easat-8936	190	49	self	self	NOUN
easat-8936	190	50	-	-	PUNCT
easat-8936	190	51	assessment	assessment	NOUN
easat-8936	190	52	scores	score	NOUN
easat-8936	190	53	improved	improve	VERB
easat-8936	190	54	by	by	ADP
easat-8936	190	55	9.4	9.4	NUM
easat-8936	190	56	%	%	NOUN
easat-8936	190	57	(	(	PUNCT
easat-8936	190	58	p	p	X
easat-8936	190	59	<	<	X
easat-8936	190	60	0.05	0.05	NUM
easat-8936	190	61	)	)	PUNCT
easat-8936	190	62	•	•	NUM
easat-8936	190	63	visitor	visitor	NOUN
easat-8936	190	64	retention	retention	NOUN
easat-8936	190	65	intention	intention	NOUN
easat-8936	190	66	(	(	PUNCT
easat-8936	190	67	likelihood	likelihood	NOUN
easat-8936	190	68	of	of	ADP
easat-8936	190	69	future	future	ADJ
easat-8936	190	70	visit	visit	NOUN
easat-8936	190	71	or	or	CCONJ
easat-8936	190	72	recommendation	recommendation	NOUN
easat-8936	190	73	)	)	PUNCT
easat-8936	190	74	increased	increase	VERB
easat-8936	190	75	by	by	ADP
easat-8936	190	76	11.2	11.2	NUM
easat-8936	190	77	%	%	NOUN
easat-8936	190	78	(	(	PUNCT
easat-8936	190	79	p	p	X
easat-8936	190	80	<	<	X
easat-8936	190	81	0.05	0.05	NUM
easat-8936	190	82	)	)	PUNCT
easat-8936	190	83	these	these	DET
easat-8936	190	84	findings	finding	NOUN
easat-8936	190	85	align	align	VERB
easat-8936	190	86	with	with	ADP
easat-8936	190	87	prior	prior	ADJ
easat-8936	190	88	research	research	NOUN
easat-8936	190	89	on	on	ADP
easat-8936	190	90	ai	ai	ADJ
easat-8936	190	91	-	-	PUNCT
easat-8936	190	92	driven	drive	VERB
easat-8936	190	93	tourism	tourism	NOUN
easat-8936	190	94	personalization	personalization	NOUN
easat-8936	190	95	andrianto	andrianto	NOUN
easat-8936	190	96	,	,	PUNCT
easat-8936	190	97	et	et	PROPN
easat-8936	190	98	al	al	PROPN
easat-8936	190	99	.	.	PUNCT
easat-8936	191	1	[	[	X
easat-8936	191	2	18	18	NUM
easat-8936	191	3	]	]	PUNCT
easat-8936	191	4	and	and	CCONJ
easat-8936	191	5	alharbi	alharbi	PROPN
easat-8936	191	6	,	,	PUNCT
easat-8936	191	7	et	et	PROPN
easat-8936	191	8	al	al	PROPN
easat-8936	191	9	.	.	PUNCT
easat-8936	192	1	[	[	X
easat-8936	192	2	19	19	NUM
easat-8936	192	3	]	]	PUNCT
easat-8936	192	4	and	and	CCONJ
easat-8936	192	5	indicate	indicate	VERB
easat-8936	192	6	the	the	DET
easat-8936	192	7	model	model	NOUN
easat-8936	192	8	's	's	PART
easat-8936	192	9	potential	potential	NOUN
easat-8936	192	10	to	to	PART
easat-8936	192	11	enhance	enhance	VERB
easat-8936	192	12	tourist	tourist	NOUN
easat-8936	192	13	engagement	engagement	NOUN
easat-8936	192	14	and	and	CCONJ
easat-8936	192	15	satisfaction	satisfaction	NOUN
easat-8936	192	16	in	in	ADP
easat-8936	192	17	real	real	ADJ
easat-8936	192	18	-	-	PUNCT
easat-8936	192	19	world	world	NOUN
easat-8936	192	20	heritage	heritage	NOUN
easat-8936	192	21	settings	setting	NOUN
easat-8936	192	22	.	.	PUNCT
easat-8936	193	1	figure	figure	VERB
easat-8936	193	2	5	5	NUM
easat-8936	193	3	.	.	PUNCT
easat-8936	193	4	key	key	ADJ
easat-8936	193	5	performance	performance	NOUN
easat-8936	193	6	indicators	indicator	NOUN
easat-8936	193	7	over	over	ADP
easat-8936	193	8	12	12	NUM
easat-8936	193	9	-	-	PUNCT
easat-8936	193	10	month	month	NOUN
easat-8936	193	11	ai	ai	PROPN
easat-8936	193	12	model	model	NOUN
easat-8936	193	13	deployment	deployment	NOUN
easat-8936	193	14	for	for	ADP
easat-8936	193	15	tourism	tourism	NOUN
easat-8936	193	16	.	.	PUNCT
easat-8936	194	1	further	further	ADJ
easat-8936	194	2	analysis	analysis	NOUN
easat-8936	194	3	of	of	ADP
easat-8936	194	4	the	the	DET
easat-8936	194	5	model	model	NOUN
easat-8936	194	6	's	's	PART
easat-8936	194	7	effectiveness	effectiveness	NOUN
easat-8936	194	8	across	across	ADP
easat-8936	194	9	distinct	distinct	ADJ
easat-8936	194	10	tourist	tourist	NOUN
easat-8936	194	11	segments	segment	NOUN
easat-8936	194	12	revealed	reveal	VERB
easat-8936	194	13	consistent	consistent	ADJ
easat-8936	194	14	and	and	CCONJ
easat-8936	194	15	statistically	statistically	ADV
easat-8936	194	16	significant	significant	ADJ
easat-8936	194	17	performance	performance	NOUN
easat-8936	194	18	improvements	improvement	NOUN
easat-8936	194	19	,	,	PUNCT
easat-8936	194	20	as	as	SCONJ
easat-8936	194	21	summarized	summarize	VERB
easat-8936	194	22	in	in	ADP
easat-8936	194	23	table	table	NOUN
easat-8936	194	24	6	6	NUM
easat-8936	194	25	.	.	PUNCT
easat-8936	195	1	the	the	DET
easat-8936	195	2	findings	finding	NOUN
easat-8936	195	3	indicate	indicate	VERB
easat-8936	195	4	1448	1448	NUM
easat-8936	195	5	edelweiss	edelweiss	PROPN
easat-8936	195	6	applied	apply	VERB
easat-8936	195	7	science	science	NOUN
easat-8936	195	8	and	and	CCONJ
easat-8936	195	9	technology	technology	NOUN
easat-8936	195	10	issn	issn	PROPN
easat-8936	195	11	:	:	PUNCT
easat-8936	195	12	2576	2576	NUM
easat-8936	195	13	-	-	SYM
easat-8936	195	14	8484	8484	NUM
easat-8936	195	15	vol	vol	NOUN
easat-8936	195	16	.	.	PROPN
easat-8936	196	1	9	9	NUM
easat-8936	196	2	,	,	PUNCT
easat-8936	196	3	no	no	INTJ
easat-8936	196	4	.	.	NOUN
easat-8936	196	5	7	7	NUM
easat-8936	196	6	:	:	SYM
easat-8936	196	7	1436	1436	NUM
easat-8936	196	8	-	-	SYM
easat-8936	196	9	1451	1451	NUM
easat-8936	196	10	,	,	PUNCT
easat-8936	196	11	2025	2025	NUM
easat-8936	196	12	doi	doi	NOUN
easat-8936	196	13	:	:	PUNCT
easat-8936	196	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	196	15	©	©	PROPN
easat-8936	196	16	2025	2025	NUM
easat-8936	196	17	by	by	ADP
easat-8936	196	18	the	the	DET
easat-8936	196	19	authors	author	NOUN
easat-8936	196	20	;	;	PUNCT
easat-8936	196	21	licensee	licensee	PROPN
easat-8936	196	22	learning	learning	NOUN
easat-8936	196	23	gate	gate	NOUN
easat-8936	196	24	that	that	SCONJ
easat-8936	196	25	the	the	DET
easat-8936	196	26	model	model	NOUN
easat-8936	196	27	positively	positively	ADV
easat-8936	196	28	influences	influence	VERB
easat-8936	196	29	key	key	ADJ
easat-8936	196	30	engagement	engagement	NOUN
easat-8936	196	31	and	and	CCONJ
easat-8936	196	32	cultural	cultural	ADJ
easat-8936	196	33	indicators	indicator	NOUN
easat-8936	196	34	,	,	PUNCT
easat-8936	196	35	including	include	VERB
easat-8936	196	36	click	click	NOUN
easat-8936	196	37	-	-	PUNCT
easat-8936	196	38	through	through	ADP
easat-8936	196	39	rate	rate	NOUN
easat-8936	196	40	,	,	PUNCT
easat-8936	196	41	conversion	conversion	NOUN
easat-8936	196	42	rate	rate	NOUN
easat-8936	196	43	,	,	PUNCT
easat-8936	196	44	cultural	cultural	ADJ
easat-8936	196	45	understanding	understanding	NOUN
easat-8936	196	46	,	,	PUNCT
easat-8936	196	47	and	and	CCONJ
easat-8936	196	48	retention	retention	NOUN
easat-8936	196	49	intention	intention	NOUN
easat-8936	196	50	,	,	PUNCT
easat-8936	196	51	across	across	ADP
easat-8936	196	52	both	both	CCONJ
easat-8936	196	53	domestic	domestic	ADJ
easat-8936	196	54	and	and	CCONJ
easat-8936	196	55	international	international	ADJ
easat-8936	196	56	tourist	tourist	NOUN
easat-8936	196	57	groups	group	NOUN
easat-8936	196	58	.	.	PUNCT
easat-8936	197	1	table	table	NOUN
easat-8936	197	2	6	6	NUM
easat-8936	197	3	.	.	PUNCT
easat-8936	198	1	performance	performance	NOUN
easat-8936	198	2	metrics	metric	NOUN
easat-8936	198	3	improvement	improvement	NOUN
easat-8936	198	4	across	across	ADP
easat-8936	198	5	tourist	tourist	NOUN
easat-8936	198	6	segments	segment	NOUN
easat-8936	198	7	tourist	tourist	NOUN
easat-8936	198	8	segment	segment	NOUN
easat-8936	198	9	click	click	VERB
easat-8936	198	10	-	-	PUNCT
easat-8936	198	11	through	through	ADP
easat-8936	198	12	rate	rate	NOUN
easat-8936	198	13	conversion	conversion	NOUN
easat-8936	198	14	rate	rate	NOUN
easat-8936	198	15	cultural	cultural	ADJ
easat-8936	198	16	understanding	understanding	NOUN
easat-8936	198	17	retention	retention	NOUN
easat-8936	198	18	intention	intention	NOUN
easat-8936	198	19	thai	thai	NOUN
easat-8936	198	20	tourists	tourist	NOUN
easat-8936	199	1	+18.5	+18.5	X
easat-8936	199	2	%	%	NOUN
easat-8936	199	3	(	(	PUNCT
easat-8936	199	4	p	p	X
easat-8936	199	5	<	<	X
easat-8936	199	6	0.05	0.05	NUM
easat-8936	199	7	)	)	PUNCT
easat-8936	199	8	+13.2	+13.2	NUM
easat-8936	200	1	%	%	NOUN
easat-8936	200	2	(	(	PUNCT
easat-8936	200	3	p	p	X
easat-8936	200	4	<	<	X
easat-8936	200	5	0.05	0.05	NUM
easat-8936	200	6	)	)	PUNCT
easat-8936	200	7	+10.3	+10.3	PROPN
easat-8936	201	1	%	%	NOUN
easat-8936	201	2	(	(	PUNCT
easat-8936	201	3	p	p	X
easat-8936	201	4	<	<	X
easat-8936	201	5	0.05	0.05	NUM
easat-8936	201	6	)	)	PUNCT
easat-8936	201	7	+12.5	+12.5	NUM
easat-8936	201	8	%	%	NOUN
easat-8936	201	9	(	(	PUNCT
easat-8936	201	10	p	p	X
easat-8936	201	11	<	<	X
easat-8936	201	12	0.05	0.05	NUM
easat-8936	201	13	)	)	PUNCT
easat-8936	201	14	international	international	ADJ
easat-8936	201	15	tourists	tourist	NOUN
easat-8936	201	16	+16.8	+16.8	X
easat-8936	201	17	%	%	NOUN
easat-8936	201	18	(	(	PUNCT
easat-8936	201	19	p	p	X
easat-8936	201	20	<	<	X
easat-8936	201	21	0.05	0.05	NUM
easat-8936	201	22	)	)	PUNCT
easat-8936	201	23	+12.4	+12.4	NOUN
easat-8936	201	24	%	%	NOUN
easat-8936	201	25	(	(	PUNCT
easat-8936	201	26	p	p	X
easat-8936	201	27	<	<	X
easat-8936	201	28	0.05	0.05	NUM
easat-8936	201	29	)	)	PUNCT
easat-8936	201	30	+8.7	+8.7	ADJ
easat-8936	201	31	%	%	NOUN
easat-8936	201	32	(	(	PUNCT
easat-8936	201	33	p	p	X
easat-8936	201	34	<	<	X
easat-8936	201	35	0.05	0.05	NUM
easat-8936	201	36	)	)	PUNCT
easat-8936	201	37	+10.6	+10.6	NOUN
easat-8936	201	38	%	%	NOUN
easat-8936	201	39	(	(	PUNCT
easat-8936	201	40	p	p	X
easat-8936	201	41	<	<	X
easat-8936	201	42	0.05	0.05	NUM
easat-8936	201	43	)	)	PUNCT
easat-8936	201	44	repeat	repeat	NOUN
easat-8936	201	45	visitors	visitor	NOUN
easat-8936	201	46	+15.9	+15.9	NOUN
easat-8936	201	47	%	%	NOUN
easat-8936	201	48	(	(	PUNCT
easat-8936	201	49	p	p	X
easat-8936	201	50	<	<	X
easat-8936	201	51	0.05	0.05	NUM
easat-8936	201	52	)	)	PUNCT
easat-8936	201	53	+11.1	+11.1	ADJ
easat-8936	201	54	%	%	NOUN
easat-8936	201	55	(	(	PUNCT
easat-8936	201	56	p	p	X
easat-8936	201	57	<	<	X
easat-8936	201	58	0.05	0.05	NUM
easat-8936	201	59	)	)	PUNCT
easat-8936	201	60	+9.2	+9.2	NOUN
easat-8936	201	61	%	%	NOUN
easat-8936	201	62	(	(	PUNCT
easat-8936	201	63	p	p	X
easat-8936	201	64	<	<	X
easat-8936	201	65	0.05	0.05	NUM
easat-8936	201	66	)	)	PUNCT
easat-8936	201	67	+10.4	+10.4	NUM
easat-8936	201	68	%	%	NOUN
easat-8936	201	69	(	(	PUNCT
easat-8936	201	70	p	p	X
easat-8936	201	71	<	<	X
easat-8936	201	72	0.05	0.05	NUM
easat-8936	201	73	)	)	PUNCT
easat-8936	201	74	first	first	ADJ
easat-8936	201	75	-	-	PUNCT
easat-8936	201	76	time	time	NOUN
easat-8936	201	77	visitors	visitor	NOUN
easat-8936	201	78	+18.1	+18.1	ADP
easat-8936	201	79	%	%	NOUN
easat-8936	201	80	(	(	PUNCT
easat-8936	201	81	p	p	X
easat-8936	201	82	<	<	X
easat-8936	201	83	0.05	0.05	NUM
easat-8936	201	84	)	)	PUNCT
easat-8936	201	85	+13.5	+13.5	NUM
easat-8936	201	86	%	%	NOUN
easat-8936	201	87	(	(	PUNCT
easat-8936	201	88	p	p	X
easat-8936	201	89	<	<	X
easat-8936	201	90	0.05	0.05	NUM
easat-8936	201	91	)	)	PUNCT
easat-8936	201	92	+9.6	+9.6	NUM
easat-8936	201	93	%	%	NOUN
easat-8936	201	94	(	(	PUNCT
easat-8936	201	95	p	p	X
easat-8936	201	96	<	<	X
easat-8936	201	97	0.05	0.05	NUM
easat-8936	201	98	)	)	PUNCT
easat-8936	201	99	+11.8	+11.8	NUM
easat-8936	201	100	%	%	NOUN
easat-8936	201	101	(	(	PUNCT
easat-8936	201	102	p	p	X
easat-8936	201	103	<	<	X
easat-8936	201	104	0.05	0.05	NUM
easat-8936	201	105	)	)	PUNCT
easat-8936	201	106	note	note	NOUN
easat-8936	201	107	:	:	PUNCT
easat-8936	201	108	improvements	improvement	NOUN
easat-8936	201	109	were	be	AUX
easat-8936	201	110	measured	measure	VERB
easat-8936	201	111	against	against	ADP
easat-8936	201	112	model	model	NOUN
easat-8936	201	113	usage	usage	NOUN
easat-8936	201	114	data	datum	NOUN
easat-8936	201	115	from	from	ADP
easat-8936	201	116	the	the	DET
easat-8936	201	117	first	first	ADJ
easat-8936	201	118	month	month	NOUN
easat-8936	201	119	of	of	ADP
easat-8936	201	120	deployment	deployment	NOUN
easat-8936	201	121	.	.	PUNCT
easat-8936	202	1	statistical	statistical	ADJ
easat-8936	202	2	significance	significance	NOUN
easat-8936	202	3	was	be	AUX
easat-8936	202	4	confirmed	confirm	VERB
easat-8936	202	5	using	use	VERB
easat-8936	202	6	paired	pair	VERB
easat-8936	202	7	t	t	NOUN
easat-8936	202	8	-	-	PUNCT
easat-8936	202	9	tests	test	NOUN
easat-8936	202	10	at	at	ADP
easat-8936	202	11	a	a	DET
easat-8936	202	12	95	95	NUM
easat-8936	202	13	%	%	NOUN
easat-8936	202	14	confidence	confidence	NOUN
easat-8936	202	15	level	level	NOUN
easat-8936	202	16	.	.	PUNCT
easat-8936	203	1	while	while	SCONJ
easat-8936	203	2	the	the	DET
easat-8936	203	3	results	result	NOUN
easat-8936	203	4	highlight	highlight	VERB
easat-8936	203	5	the	the	DET
easat-8936	203	6	model	model	NOUN
easat-8936	203	7	's	's	PART
easat-8936	203	8	potential	potential	NOUN
easat-8936	203	9	to	to	PART
easat-8936	203	10	enhance	enhance	VERB
easat-8936	203	11	short	short	ADJ
easat-8936	203	12	-	-	PUNCT
easat-8936	203	13	term	term	NOUN
easat-8936	203	14	tourist	tourist	NOUN
easat-8936	203	15	engagement	engagement	NOUN
easat-8936	203	16	and	and	CCONJ
easat-8936	203	17	cultural	cultural	ADJ
easat-8936	203	18	understanding	understanding	NOUN
easat-8936	203	19	,	,	PUNCT
easat-8936	203	20	they	they	PRON
easat-8936	203	21	primarily	primarily	ADV
easat-8936	203	22	reflect	reflect	VERB
easat-8936	203	23	initial	initial	ADJ
easat-8936	203	24	user	user	NOUN
easat-8936	203	25	interactions	interaction	NOUN
easat-8936	203	26	.	.	PUNCT
easat-8936	204	1	longitudinal	longitudinal	ADJ
easat-8936	204	2	research	research	NOUN
easat-8936	204	3	is	be	AUX
easat-8936	204	4	required	require	VERB
easat-8936	204	5	to	to	PART
easat-8936	204	6	assess	assess	VERB
easat-8936	204	7	its	its	PRON
easat-8936	204	8	long	long	ADJ
easat-8936	204	9	-	-	PUNCT
easat-8936	204	10	term	term	NOUN
easat-8936	204	11	effectiveness	effectiveness	NOUN
easat-8936	204	12	,	,	PUNCT
easat-8936	204	13	including	include	VERB
easat-8936	204	14	knowledge	knowledge	NOUN
easat-8936	204	15	retention	retention	NOUN
easat-8936	204	16	,	,	PUNCT
easat-8936	204	17	sustained	sustained	ADJ
easat-8936	204	18	behavior	behavior	NOUN
easat-8936	204	19	change	change	NOUN
easat-8936	204	20	,	,	PUNCT
easat-8936	204	21	and	and	CCONJ
easat-8936	204	22	cross	cross	ADJ
easat-8936	204	23	-	-	ADJ
easat-8936	204	24	cultural	cultural	ADJ
easat-8936	204	25	applicability	applicability	NOUN
easat-8936	204	26	.	.	PUNCT
easat-8936	205	1	future	future	ADJ
easat-8936	205	2	studies	study	NOUN
easat-8936	205	3	should	should	AUX
easat-8936	205	4	also	also	ADV
easat-8936	205	5	consider	consider	VERB
easat-8936	205	6	how	how	SCONJ
easat-8936	205	7	factors	factor	NOUN
easat-8936	205	8	such	such	ADJ
easat-8936	205	9	as	as	ADP
easat-8936	205	10	prior	prior	ADJ
easat-8936	205	11	cultural	cultural	ADJ
easat-8936	205	12	exposure	exposure	NOUN
easat-8936	205	13	and	and	CCONJ
easat-8936	205	14	digital	digital	ADJ
easat-8936	205	15	literacy	literacy	NOUN
easat-8936	205	16	may	may	AUX
easat-8936	205	17	influence	influence	VERB
easat-8936	205	18	these	these	DET
easat-8936	205	19	outcomes	outcome	NOUN
easat-8936	205	20	.	.	PUNCT
easat-8936	206	1	5	5	X
easat-8936	206	2	.	.	X
easat-8936	206	3	discussion	discussion	NOUN
easat-8936	206	4	the	the	DET
easat-8936	206	5	applicability	applicability	NOUN
easat-8936	206	6	of	of	ADP
easat-8936	206	7	generative	generative	NOUN
easat-8936	206	8	ai	ai	VERB
easat-8936	206	9	in	in	ADP
easat-8936	206	10	enhancing	enhance	VERB
easat-8936	206	11	immersive	immersive	ADJ
easat-8936	206	12	cultural	cultural	ADJ
easat-8936	206	13	tourism	tourism	NOUN
easat-8936	206	14	experiences	experience	NOUN
easat-8936	206	15	through	through	ADP
easat-8936	206	16	adaptive	adaptive	ADJ
easat-8936	206	17	,	,	PUNCT
easat-8936	206	18	multimodal	multimodal	NOUN
easat-8936	206	19	,	,	PUNCT
easat-8936	206	20	and	and	CCONJ
easat-8936	206	21	tailored	tailor	VERB
easat-8936	206	22	storytelling	storytelling	NOUN
easat-8936	206	23	was	be	AUX
easat-8936	206	24	a	a	DET
easat-8936	206	25	central	central	ADJ
easat-8936	206	26	focus	focus	NOUN
easat-8936	206	27	of	of	ADP
easat-8936	206	28	this	this	DET
easat-8936	206	29	research	research	NOUN
easat-8936	206	30	.	.	PUNCT
easat-8936	207	1	the	the	DET
easat-8936	207	2	empirical	empirical	ADJ
easat-8936	207	3	results	result	NOUN
easat-8936	207	4	provide	provide	VERB
easat-8936	207	5	clear	clear	ADJ
easat-8936	207	6	support	support	NOUN
easat-8936	207	7	for	for	ADP
easat-8936	207	8	this	this	DET
easat-8936	207	9	objective	objective	NOUN
easat-8936	207	10	,	,	PUNCT
easat-8936	207	11	demonstrating	demonstrate	VERB
easat-8936	207	12	that	that	PRON
easat-8936	207	13	ai	ai	NOUN
easat-8936	207	14	-	-	PUNCT
easat-8936	207	15	based	base	VERB
easat-8936	207	16	digital	digital	ADJ
easat-8936	207	17	storytelling	storytelling	NOUN
easat-8936	207	18	can	can	AUX
easat-8936	207	19	effectively	effectively	ADV
easat-8936	207	20	increase	increase	VERB
easat-8936	207	21	visitor	visitor	NOUN
easat-8936	207	22	engagement	engagement	NOUN
easat-8936	207	23	and	and	CCONJ
easat-8936	207	24	promote	promote	VERB
easat-8936	207	25	deeper	deep	ADJ
easat-8936	207	26	cultural	cultural	ADJ
easat-8936	207	27	understanding	understanding	NOUN
easat-8936	207	28	in	in	ADP
easat-8936	207	29	heritage	heritage	NOUN
easat-8936	207	30	environments	environment	NOUN
easat-8936	207	31	.	.	PUNCT
easat-8936	208	1	these	these	DET
easat-8936	208	2	findings	finding	NOUN
easat-8936	208	3	align	align	VERB
easat-8936	208	4	with	with	ADP
easat-8936	208	5	the	the	DET
easat-8936	208	6	growing	grow	VERB
easat-8936	208	7	body	body	NOUN
easat-8936	208	8	of	of	ADP
easat-8936	208	9	research	research	NOUN
easat-8936	208	10	emphasizing	emphasize	VERB
easat-8936	208	11	ai	ai	PROPN
easat-8936	208	12	's	's	PART
easat-8936	208	13	role	role	NOUN
easat-8936	208	14	in	in	ADP
easat-8936	208	15	modernizing	modernize	VERB
easat-8936	208	16	tourism	tourism	NOUN
easat-8936	208	17	services	service	NOUN
easat-8936	208	18	[	[	X
easat-8936	208	19	18	18	NUM
easat-8936	208	20	,	,	PUNCT
easat-8936	208	21	19	19	NUM
easat-8936	208	22	]	]	PUNCT
easat-8936	208	23	.	.	PUNCT
easat-8936	209	1	beyond	beyond	ADP
easat-8936	209	2	its	its	PRON
easat-8936	209	3	demonstrated	demonstrate	VERB
easat-8936	209	4	technical	technical	ADJ
easat-8936	209	5	capabilities	capability	NOUN
easat-8936	209	6	,	,	PUNCT
easat-8936	209	7	the	the	DET
easat-8936	209	8	implementation	implementation	NOUN
easat-8936	209	9	of	of	ADP
easat-8936	209	10	generative	generative	ADJ
easat-8936	209	11	ai	ai	VERB
easat-8936	209	12	in	in	ADP
easat-8936	209	13	this	this	DET
easat-8936	209	14	context	context	NOUN
easat-8936	209	15	raises	raise	VERB
easat-8936	209	16	important	important	ADJ
easat-8936	209	17	theoretical	theoretical	ADJ
easat-8936	209	18	and	and	CCONJ
easat-8936	209	19	practical	practical	ADJ
easat-8936	209	20	considerations	consideration	NOUN
easat-8936	209	21	.	.	PUNCT
easat-8936	210	1	the	the	DET
easat-8936	210	2	model	model	NOUN
easat-8936	210	3	’s	’s	PART
easat-8936	210	4	performance	performance	NOUN
easat-8936	210	5	,	,	PUNCT
easat-8936	210	6	as	as	SCONJ
easat-8936	210	7	evidenced	evidence	VERB
easat-8936	210	8	by	by	ADP
easat-8936	210	9	precision	precision	NOUN
easat-8936	210	10	(	(	PUNCT
easat-8936	210	11	87.02	87.02	NUM
easat-8936	210	12	%	%	NOUN
easat-8936	210	13	)	)	PUNCT
easat-8936	210	14	,	,	PUNCT
easat-8936	210	15	recall	recall	INTJ
easat-8936	210	16	(	(	PUNCT
easat-8936	210	17	93.06	93.06	NUM
easat-8936	210	18	%	%	NOUN
easat-8936	210	19	)	)	PUNCT
easat-8936	210	20	,	,	PUNCT
easat-8936	210	21	f1	f1	NOUN
easat-8936	210	22	-	-	PUNCT
easat-8936	210	23	score	score	NOUN
easat-8936	210	24	(	(	PUNCT
easat-8936	210	25	89.94	89.94	NUM
easat-8936	210	26	%	%	NOUN
easat-8936	210	27	)	)	PUNCT
easat-8936	210	28	,	,	PUNCT
easat-8936	210	29	and	and	CCONJ
easat-8936	210	30	high	high	ADJ
easat-8936	210	31	semantic	semantic	ADJ
easat-8936	210	32	similarity	similarity	NOUN
easat-8936	210	33	scores	score	NOUN
easat-8936	210	34	for	for	ADP
easat-8936	210	35	aigenerated	aigenerated	ADJ
easat-8936	210	36	captions	caption	NOUN
easat-8936	210	37	(	(	PUNCT
easat-8936	210	38	0.80–0.95	0.80–0.95	NOUN
easat-8936	210	39	)	)	PUNCT
easat-8936	210	40	,	,	PUNCT
easat-8936	210	41	highlights	highlight	VERB
easat-8936	210	42	its	its	PRON
easat-8936	210	43	ability	ability	NOUN
easat-8936	210	44	to	to	PART
easat-8936	210	45	process	process	VERB
easat-8936	210	46	user	user	NOUN
easat-8936	210	47	input	input	NOUN
easat-8936	210	48	and	and	CCONJ
easat-8936	210	49	generate	generate	VERB
easat-8936	210	50	contextually	contextually	ADV
easat-8936	210	51	relevant	relevant	ADJ
easat-8936	210	52	narratives	narrative	NOUN
easat-8936	210	53	.	.	PUNCT
easat-8936	211	1	these	these	DET
easat-8936	211	2	results	result	NOUN
easat-8936	211	3	correspond	correspond	VERB
easat-8936	211	4	with	with	ADP
easat-8936	211	5	existing	exist	VERB
easat-8936	211	6	research	research	NOUN
easat-8936	211	7	highlighting	highlight	VERB
easat-8936	211	8	the	the	DET
easat-8936	211	9	contributions	contribution	NOUN
easat-8936	211	10	of	of	ADP
easat-8936	211	11	adaptive	adaptive	ADJ
easat-8936	211	12	ai	ai	VERB
easat-8936	211	13	and	and	CCONJ
easat-8936	211	14	deep	deep	ADJ
easat-8936	211	15	learning	learn	VERB
easat-8936	211	16	algorithms	algorithm	NOUN
easat-8936	211	17	to	to	ADP
easat-8936	211	18	real	real	ADJ
easat-8936	211	19	-	-	PUNCT
easat-8936	211	20	time	time	NOUN
easat-8936	211	21	content	content	NOUN
easat-8936	211	22	delivery	delivery	NOUN
easat-8936	211	23	and	and	CCONJ
easat-8936	211	24	enhanced	enhance	VERB
easat-8936	211	25	user	user	NOUN
easat-8936	211	26	experiences	experience	NOUN
easat-8936	211	27	in	in	ADP
easat-8936	211	28	tourism	tourism	NOUN
easat-8936	211	29	[	[	X
easat-8936	211	30	40	40	NUM
easat-8936	211	31	,	,	PUNCT
easat-8936	211	32	41	41	NUM
easat-8936	211	33	]	]	PUNCT
easat-8936	211	34	and	and	CCONJ
easat-8936	211	35	business	business	NOUN
easat-8936	211	36	applications	application	NOUN
easat-8936	211	37	[	[	X
easat-8936	211	38	36	36	NUM
easat-8936	211	39	]	]	PUNCT
easat-8936	211	40	.	.	PUNCT
easat-8936	212	1	building	build	VERB
easat-8936	212	2	upon	upon	SCONJ
easat-8936	212	3	previous	previous	ADJ
easat-8936	212	4	research	research	NOUN
easat-8936	212	5	,	,	PUNCT
easat-8936	212	6	the	the	DET
easat-8936	212	7	present	present	ADJ
easat-8936	212	8	work	work	NOUN
easat-8936	212	9	positions	position	NOUN
easat-8936	212	10	generative	generative	VERB
easat-8936	212	11	ai	ai	VERB
easat-8936	212	12	not	not	PART
easat-8936	212	13	merely	merely	ADV
easat-8936	212	14	as	as	ADP
easat-8936	212	15	a	a	DET
easat-8936	212	16	functional	functional	ADJ
easat-8936	212	17	tool	tool	NOUN
easat-8936	212	18	for	for	ADP
easat-8936	212	19	itinerary	itinerary	ADJ
easat-8936	212	20	planning	planning	NOUN
easat-8936	212	21	or	or	CCONJ
easat-8936	212	22	information	information	NOUN
easat-8936	212	23	delivery	delivery	NOUN
easat-8936	213	1	[	[	X
easat-8936	213	2	19	19	NUM
easat-8936	213	3	,	,	PUNCT
easat-8936	213	4	21	21	NUM
easat-8936	213	5	]	]	PUNCT
easat-8936	213	6	but	but	CCONJ
easat-8936	213	7	as	as	ADP
easat-8936	213	8	an	an	DET
easat-8936	213	9	active	active	ADJ
easat-8936	213	10	agent	agent	NOUN
easat-8936	213	11	in	in	ADP
easat-8936	213	12	the	the	DET
easat-8936	213	13	cocreation	cocreation	NOUN
easat-8936	213	14	of	of	ADP
easat-8936	213	15	immersive	immersive	NOUN
easat-8936	213	16	,	,	PUNCT
easat-8936	213	17	narrative	narrative	NOUN
easat-8936	213	18	-	-	PUNCT
easat-8936	213	19	driven	drive	VERB
easat-8936	213	20	cultural	cultural	ADJ
easat-8936	213	21	experiences	experience	NOUN
easat-8936	213	22	.	.	PUNCT
easat-8936	214	1	through	through	ADP
easat-8936	214	2	the	the	DET
easat-8936	214	3	integration	integration	NOUN
easat-8936	214	4	of	of	ADP
easat-8936	214	5	multimodal	multimodal	NOUN
easat-8936	214	6	inputs	input	NOUN
easat-8936	214	7	(	(	PUNCT
easat-8936	214	8	text	text	NOUN
easat-8936	214	9	,	,	PUNCT
easat-8936	214	10	audio	audio	NOUN
easat-8936	214	11	,	,	PUNCT
easat-8936	214	12	and	and	CCONJ
easat-8936	214	13	image	image	NOUN
easat-8936	214	14	prompts	prompt	NOUN
easat-8936	214	15	)	)	PUNCT
easat-8936	214	16	and	and	CCONJ
easat-8936	214	17	outputs	output	NOUN
easat-8936	214	18	(	(	PUNCT
easat-8936	214	19	visual	visual	ADJ
easat-8936	214	20	content	content	NOUN
easat-8936	214	21	and	and	CCONJ
easat-8936	214	22	personalized	personalized	ADJ
easat-8936	214	23	recommendations	recommendation	NOUN
easat-8936	214	24	)	)	PUNCT
easat-8936	214	25	,	,	PUNCT
easat-8936	214	26	the	the	DET
easat-8936	214	27	model	model	NOUN
easat-8936	214	28	demonstrates	demonstrate	VERB
easat-8936	214	29	how	how	SCONJ
easat-8936	214	30	ai	ai	AUX
easat-8936	214	31	can	can	AUX
easat-8936	214	32	facilitate	facilitate	VERB
easat-8936	214	33	interactive	interactive	ADJ
easat-8936	214	34	and	and	CCONJ
easat-8936	214	35	emotionally	emotionally	ADV
easat-8936	214	36	resonant	resonant	VERB
easat-8936	214	37	heritage	heritage	NOUN
easat-8936	214	38	interpretation	interpretation	NOUN
easat-8936	214	39	.	.	PUNCT
easat-8936	215	1	this	this	DET
easat-8936	215	2	development	development	NOUN
easat-8936	215	3	reflects	reflect	VERB
easat-8936	215	4	a	a	DET
easat-8936	215	5	broader	broad	ADJ
easat-8936	215	6	technological	technological	ADJ
easat-8936	215	7	shift	shift	NOUN
easat-8936	215	8	in	in	ADP
easat-8936	215	9	which	which	PRON
easat-8936	215	10	ai	ai	AUX
easat-8936	215	11	increasingly	increasingly	ADV
easat-8936	215	12	enables	enable	VERB
easat-8936	215	13	personalized	personalized	ADJ
easat-8936	215	14	and	and	CCONJ
easat-8936	215	15	engaging	engage	VERB
easat-8936	215	16	tourism	tourism	NOUN
easat-8936	215	17	experiences	experience	NOUN
easat-8936	215	18	[	[	X
easat-8936	215	19	18	18	NUM
easat-8936	215	20	,	,	PUNCT
easat-8936	215	21	23	23	NUM
easat-8936	215	22	]	]	PUNCT
easat-8936	215	23	.	.	PUNCT
easat-8936	216	1	however	however	ADV
easat-8936	216	2	,	,	PUNCT
easat-8936	216	3	the	the	DET
easat-8936	216	4	application	application	NOUN
easat-8936	216	5	of	of	ADP
easat-8936	216	6	ai	ai	NOUN
easat-8936	216	7	in	in	ADP
easat-8936	216	8	cultural	cultural	ADJ
easat-8936	216	9	tourism	tourism	NOUN
easat-8936	216	10	introduces	introduce	VERB
easat-8936	216	11	considerable	considerable	ADJ
easat-8936	216	12	ethical	ethical	ADJ
easat-8936	216	13	and	and	CCONJ
easat-8936	216	14	epistemological	epistemological	ADJ
easat-8936	216	15	challenges	challenge	NOUN
easat-8936	216	16	.	.	PUNCT
easat-8936	217	1	while	while	SCONJ
easat-8936	217	2	the	the	DET
easat-8936	217	3	model	model	NOUN
easat-8936	217	4	successfully	successfully	ADV
easat-8936	217	5	generated	generate	VERB
easat-8936	217	6	adaptive	adaptive	ADJ
easat-8936	217	7	content	content	NOUN
easat-8936	217	8	,	,	PUNCT
easat-8936	217	9	concerns	concern	NOUN
easat-8936	217	10	remain	remain	VERB
easat-8936	217	11	regarding	regard	VERB
easat-8936	217	12	the	the	DET
easat-8936	217	13	risk	risk	NOUN
easat-8936	217	14	of	of	ADP
easat-8936	217	15	algorithmic	algorithmic	ADJ
easat-8936	217	16	storytelling	storytelling	NOUN
easat-8936	217	17	oversimplifying	oversimplifying	NOUN
easat-8936	217	18	or	or	CCONJ
easat-8936	217	19	misrepresenting	misrepresent	VERB
easat-8936	217	20	complex	complex	ADJ
easat-8936	217	21	cultural	cultural	ADJ
easat-8936	217	22	meanings	meaning	NOUN
easat-8936	217	23	—	—	PUNCT
easat-8936	217	24	issues	issue	NOUN
easat-8936	217	25	that	that	PRON
easat-8936	217	26	have	have	AUX
easat-8936	217	27	been	be	AUX
easat-8936	217	28	widely	widely	ADV
easat-8936	217	29	discussed	discuss	VERB
easat-8936	217	30	in	in	ADP
easat-8936	217	31	the	the	DET
easat-8936	217	32	literature	literature	NOUN
easat-8936	217	33	on	on	ADP
easat-8936	217	34	ai	ai	PROPN
easat-8936	217	35	and	and	CCONJ
easat-8936	217	36	cultural	cultural	ADJ
easat-8936	217	37	authenticity	authenticity	NOUN
easat-8936	217	38	[	[	X
easat-8936	217	39	42	42	NUM
easat-8936	217	40	]	]	PUNCT
easat-8936	217	41	.	.	PUNCT
easat-8936	218	1	to	to	PART
easat-8936	218	2	mitigate	mitigate	VERB
easat-8936	218	3	these	these	DET
easat-8936	218	4	risks	risk	NOUN
easat-8936	218	5	,	,	PUNCT
easat-8936	218	6	the	the	DET
easat-8936	218	7	model	model	NOUN
easat-8936	218	8	incorporated	incorporate	VERB
easat-8936	218	9	a	a	DET
easat-8936	218	10	semiotic	semiotic	ADJ
easat-8936	218	11	-	-	PUNCT
easat-8936	218	12	inspired	inspire	VERB
easat-8936	218	13	framework	framework	NOUN
easat-8936	218	14	informed	inform	VERB
easat-8936	218	15	by	by	ADP
easat-8936	218	16	baudrillard	baudrillard	PROPN
easat-8936	218	17	's	's	PART
easat-8936	218	18	theory	theory	NOUN
easat-8936	218	19	to	to	PART
easat-8936	218	20	help	help	VERB
easat-8936	218	21	preserve	preserve	VERB
easat-8936	218	22	the	the	DET
easat-8936	218	23	symbolic	symbolic	ADJ
easat-8936	218	24	richness	richness	NOUN
easat-8936	218	25	of	of	ADP
easat-8936	218	26	cultural	cultural	ADJ
easat-8936	218	27	expressions	expression	NOUN
easat-8936	218	28	.	.	PUNCT
easat-8936	219	1	this	this	DET
easat-8936	219	2	approach	approach	NOUN
easat-8936	219	3	is	be	AUX
easat-8936	219	4	consistent	consistent	ADJ
easat-8936	219	5	with	with	ADP
easat-8936	219	6	contemporary	contemporary	ADJ
easat-8936	219	7	academic	academic	ADJ
easat-8936	219	8	discourse	discourse	NOUN
easat-8936	219	9	,	,	PUNCT
easat-8936	219	10	which	which	PRON
easat-8936	219	11	emphasizes	emphasize	VERB
easat-8936	219	12	the	the	DET
easat-8936	219	13	importance	importance	NOUN
easat-8936	219	14	of	of	ADP
easat-8936	219	15	preserving	preserve	VERB
easat-8936	219	16	cultural	cultural	ADJ
easat-8936	219	17	integrity	integrity	NOUN
easat-8936	219	18	and	and	CCONJ
easat-8936	219	19	ensuring	ensure	VERB
easat-8936	219	20	that	that	SCONJ
easat-8936	219	21	cultural	cultural	ADJ
easat-8936	219	22	richness	richness	NOUN
easat-8936	219	23	is	be	AUX
easat-8936	219	24	maintained	maintain	VERB
easat-8936	219	25	in	in	ADP
easat-8936	219	26	ai	ai	ADJ
easat-8936	219	27	-	-	PUNCT
easat-8936	219	28	driven	drive	VERB
easat-8936	219	29	heritage	heritage	NOUN
easat-8936	219	30	tourism	tourism	NOUN
easat-8936	219	31	experiences	experience	NOUN
easat-8936	219	32	[	[	X
easat-8936	219	33	6	6	NUM
easat-8936	219	34	,	,	PUNCT
easat-8936	219	35	12	12	NUM
easat-8936	219	36	]	]	PUNCT
easat-8936	219	37	.	.	PUNCT
easat-8936	220	1	1449	1449	NUM
easat-8936	220	2	edelweiss	edelweiss	PROPN
easat-8936	220	3	applied	apply	VERB
easat-8936	220	4	science	science	NOUN
easat-8936	220	5	and	and	CCONJ
easat-8936	220	6	technology	technology	NOUN
easat-8936	220	7	issn	issn	PROPN
easat-8936	220	8	:	:	PUNCT
easat-8936	220	9	2576	2576	NUM
easat-8936	220	10	-	-	SYM
easat-8936	220	11	8484	8484	NUM
easat-8936	220	12	vol	vol	NOUN
easat-8936	220	13	.	.	PROPN
easat-8936	221	1	9	9	NUM
easat-8936	221	2	,	,	PUNCT
easat-8936	221	3	no	no	INTJ
easat-8936	221	4	.	.	NOUN
easat-8936	221	5	7	7	NUM
easat-8936	221	6	:	:	SYM
easat-8936	221	7	1436	1436	NUM
easat-8936	221	8	-	-	SYM
easat-8936	221	9	1451	1451	NUM
easat-8936	221	10	,	,	PUNCT
easat-8936	221	11	2025	2025	NUM
easat-8936	221	12	doi	doi	NOUN
easat-8936	221	13	:	:	PUNCT
easat-8936	221	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	221	15	©	©	PROPN
easat-8936	221	16	2025	2025	NUM
easat-8936	221	17	by	by	ADP
easat-8936	221	18	the	the	DET
easat-8936	221	19	authors	author	NOUN
easat-8936	221	20	;	;	PUNCT
easat-8936	221	21	licensee	licensee	PROPN
easat-8936	221	22	learning	learning	NOUN
easat-8936	221	23	gate	gate	NOUN
easat-8936	221	24	in	in	ADP
easat-8936	221	25	addition	addition	NOUN
easat-8936	221	26	to	to	ADP
easat-8936	221	27	its	its	PRON
easat-8936	221	28	theoretical	theoretical	ADJ
easat-8936	221	29	contributions	contribution	NOUN
easat-8936	221	30	,	,	PUNCT
easat-8936	221	31	the	the	DET
easat-8936	221	32	model	model	NOUN
easat-8936	221	33	's	's	PART
easat-8936	221	34	practical	practical	ADJ
easat-8936	221	35	deployment	deployment	NOUN
easat-8936	221	36	yielded	yield	VERB
easat-8936	221	37	consistent	consistent	ADJ
easat-8936	221	38	improvements	improvement	NOUN
easat-8936	221	39	in	in	ADP
easat-8936	221	40	key	key	ADJ
easat-8936	221	41	performance	performance	NOUN
easat-8936	221	42	indicators	indicator	NOUN
easat-8936	221	43	,	,	PUNCT
easat-8936	221	44	including	include	VERB
easat-8936	221	45	click	click	NOUN
easat-8936	221	46	-	-	PUNCT
easat-8936	221	47	through	through	ADP
easat-8936	221	48	rates	rate	NOUN
easat-8936	221	49	,	,	PUNCT
easat-8936	221	50	conversion	conversion	NOUN
easat-8936	221	51	rates	rate	NOUN
easat-8936	221	52	,	,	PUNCT
easat-8936	221	53	cultural	cultural	ADJ
easat-8936	221	54	understanding	understanding	NOUN
easat-8936	221	55	,	,	PUNCT
easat-8936	221	56	and	and	CCONJ
easat-8936	221	57	visitor	visitor	NOUN
easat-8936	221	58	retention	retention	NOUN
easat-8936	221	59	across	across	ADP
easat-8936	221	60	diverse	diverse	ADJ
easat-8936	221	61	tourist	tourist	NOUN
easat-8936	221	62	groups	group	NOUN
easat-8936	221	63	.	.	PUNCT
easat-8936	222	1	these	these	DET
easat-8936	222	2	empirical	empirical	ADJ
easat-8936	222	3	results	result	NOUN
easat-8936	222	4	reinforce	reinforce	VERB
easat-8936	222	5	the	the	DET
easat-8936	222	6	potential	potential	NOUN
easat-8936	222	7	of	of	ADP
easat-8936	222	8	generative	generative	ADJ
easat-8936	222	9	ai	ai	VERB
easat-8936	222	10	as	as	ADV
easat-8936	222	11	both	both	CCONJ
easat-8936	222	12	a	a	DET
easat-8936	222	13	scientific	scientific	ADJ
easat-8936	222	14	innovation	innovation	NOUN
easat-8936	222	15	and	and	CCONJ
easat-8936	222	16	a	a	DET
easat-8936	222	17	practical	practical	ADJ
easat-8936	222	18	tool	tool	NOUN
easat-8936	222	19	for	for	ADP
easat-8936	222	20	advancing	advance	VERB
easat-8936	222	21	tourism	tourism	NOUN
easat-8936	222	22	development	development	NOUN
easat-8936	222	23	strategies	strategy	NOUN
easat-8936	222	24	[	[	X
easat-8936	222	25	20	20	NUM
easat-8936	222	26	,	,	PUNCT
easat-8936	222	27	26	26	NUM
easat-8936	222	28	,	,	PUNCT
easat-8936	222	29	29	29	NUM
easat-8936	222	30	]	]	PUNCT
easat-8936	222	31	.	.	PUNCT
easat-8936	223	1	finally	finally	ADV
easat-8936	223	2	,	,	PUNCT
easat-8936	223	3	this	this	DET
easat-8936	223	4	work	work	NOUN
easat-8936	223	5	contributes	contribute	VERB
easat-8936	223	6	to	to	ADP
easat-8936	223	7	a	a	DET
easat-8936	223	8	broader	broad	ADJ
easat-8936	223	9	understanding	understanding	NOUN
easat-8936	223	10	of	of	ADP
easat-8936	223	11	ai	ai	PROPN
easat-8936	223	12	's	's	PART
easat-8936	223	13	transformative	transformative	ADJ
easat-8936	223	14	role	role	NOUN
easat-8936	223	15	in	in	ADP
easat-8936	223	16	creating	create	VERB
easat-8936	223	17	business	business	NOUN
easat-8936	223	18	value	value	NOUN
easat-8936	223	19	and	and	CCONJ
easat-8936	223	20	supporting	support	VERB
easat-8936	223	21	informed	informed	ADJ
easat-8936	223	22	decision	decision	NOUN
easat-8936	223	23	-	-	PUNCT
easat-8936	223	24	making	making	NOUN
easat-8936	223	25	.	.	PUNCT
easat-8936	224	1	the	the	DET
easat-8936	224	2	results	result	NOUN
easat-8936	224	3	underline	underline	VERB
easat-8936	224	4	the	the	DET
easat-8936	224	5	potential	potential	NOUN
easat-8936	224	6	of	of	ADP
easat-8936	224	7	generative	generative	NOUN
easat-8936	224	8	ai	ai	VERB
easat-8936	224	9	to	to	PART
easat-8936	224	10	deliver	deliver	VERB
easat-8936	224	11	personalized	personalize	VERB
easat-8936	224	12	,	,	PUNCT
easat-8936	224	13	context	context	NOUN
easat-8936	224	14	-	-	PUNCT
easat-8936	224	15	aware	aware	ADJ
easat-8936	224	16	cultural	cultural	ADJ
easat-8936	224	17	interpretation	interpretation	NOUN
easat-8936	224	18	,	,	PUNCT
easat-8936	224	19	while	while	SCONJ
easat-8936	224	20	also	also	ADV
easat-8936	224	21	emphasizing	emphasize	VERB
easat-8936	224	22	the	the	DET
easat-8936	224	23	importance	importance	NOUN
easat-8936	224	24	of	of	ADP
easat-8936	224	25	responsible	responsible	ADJ
easat-8936	224	26	implementation	implementation	NOUN
easat-8936	224	27	to	to	PART
easat-8936	224	28	safeguard	safeguard	VERB
easat-8936	224	29	cultural	cultural	ADJ
easat-8936	224	30	integrity	integrity	NOUN
easat-8936	224	31	[	[	X
easat-8936	224	32	23	23	NUM
easat-8936	224	33	,	,	PUNCT
easat-8936	224	34	43	43	NUM
easat-8936	224	35	]	]	PUNCT
easat-8936	224	36	.	.	PUNCT
easat-8936	225	1	6	6	X
easat-8936	225	2	.	.	X
easat-8936	225	3	conclusion	conclusion	NOUN
easat-8936	225	4	this	this	DET
easat-8936	225	5	study	study	NOUN
easat-8936	225	6	demonstrates	demonstrate	VERB
easat-8936	225	7	the	the	DET
easat-8936	225	8	feasibility	feasibility	NOUN
easat-8936	225	9	of	of	ADP
easat-8936	225	10	leveraging	leverage	VERB
easat-8936	225	11	generative	generative	NOUN
easat-8936	225	12	ai	ai	VERB
easat-8936	225	13	to	to	PART
easat-8936	225	14	deliver	deliver	VERB
easat-8936	225	15	culturally	culturally	ADV
easat-8936	225	16	immersive	immersive	ADJ
easat-8936	225	17	tourism	tourism	NOUN
easat-8936	225	18	experiences	experience	NOUN
easat-8936	225	19	.	.	PUNCT
easat-8936	226	1	through	through	ADP
easat-8936	226	2	the	the	DET
easat-8936	226	3	integration	integration	NOUN
easat-8936	226	4	of	of	ADP
easat-8936	226	5	gpt-4o	gpt-4o	PROPN
easat-8936	226	6	,	,	PUNCT
easat-8936	226	7	a	a	DET
easat-8936	226	8	rag	rag	NOUN
easat-8936	226	9	database	database	NOUN
easat-8936	226	10	,	,	PUNCT
easat-8936	226	11	and	and	CCONJ
easat-8936	226	12	custom	custom	NOUN
easat-8936	226	13	image	image	NOUN
easat-8936	226	14	generation	generation	NOUN
easat-8936	226	15	pipelines	pipeline	NOUN
easat-8936	226	16	,	,	PUNCT
easat-8936	226	17	the	the	DET
easat-8936	226	18	model	model	NOUN
easat-8936	226	19	provided	provide	VERB
easat-8936	226	20	personalized	personalize	VERB
easat-8936	226	21	,	,	PUNCT
easat-8936	226	22	real	real	ADJ
easat-8936	226	23	-	-	PUNCT
easat-8936	226	24	time	time	NOUN
easat-8936	226	25	narratives	narrative	NOUN
easat-8936	226	26	and	and	CCONJ
easat-8936	226	27	visuals	visual	NOUN
easat-8936	226	28	that	that	SCONJ
easat-8936	226	29	enriched	enriched	ADJ
easat-8936	226	30	visitor	visitor	NOUN
easat-8936	226	31	experiences	experience	NOUN
easat-8936	226	32	at	at	ADP
easat-8936	226	33	four	four	NUM
easat-8936	226	34	heritage	heritage	NOUN
easat-8936	226	35	sites	site	NOUN
easat-8936	226	36	in	in	ADP
easat-8936	226	37	bangkok	bangkok	PROPN
easat-8936	226	38	,	,	PUNCT
easat-8936	226	39	thailand	thailand	PROPN
easat-8936	226	40	.	.	PUNCT
easat-8936	227	1	the	the	DET
easat-8936	227	2	results	result	NOUN
easat-8936	227	3	confirmed	confirm	VERB
easat-8936	227	4	that	that	SCONJ
easat-8936	227	5	the	the	DET
easat-8936	227	6	ai	ai	NOUN
easat-8936	227	7	-	-	PUNCT
easat-8936	227	8	based	base	VERB
easat-8936	227	9	platform	platform	NOUN
easat-8936	227	10	effectively	effectively	ADV
easat-8936	227	11	enhanced	enhance	VERB
easat-8936	227	12	user	user	NOUN
easat-8936	227	13	engagement	engagement	NOUN
easat-8936	227	14	,	,	PUNCT
easat-8936	227	15	cultural	cultural	ADJ
easat-8936	227	16	learning	learning	NOUN
easat-8936	227	17	,	,	PUNCT
easat-8936	227	18	and	and	CCONJ
easat-8936	227	19	overall	overall	ADJ
easat-8936	227	20	visitor	visitor	NOUN
easat-8936	227	21	satisfaction	satisfaction	NOUN
easat-8936	227	22	.	.	PUNCT
easat-8936	228	1	furthermore	furthermore	ADV
easat-8936	228	2	,	,	PUNCT
easat-8936	228	3	the	the	DET
easat-8936	228	4	model	model	NOUN
easat-8936	228	5	demonstrated	demonstrate	VERB
easat-8936	228	6	strong	strong	ADJ
easat-8936	228	7	performance	performance	NOUN
easat-8936	228	8	and	and	CCONJ
easat-8936	228	9	consistent	consistent	ADJ
easat-8936	228	10	improvements	improvement	NOUN
easat-8936	228	11	across	across	ADP
easat-8936	228	12	key	key	ADJ
easat-8936	228	13	real	real	ADJ
easat-8936	228	14	-	-	PUNCT
easat-8936	228	15	world	world	NOUN
easat-8936	228	16	indicators	indicator	NOUN
easat-8936	228	17	,	,	PUNCT
easat-8936	228	18	validating	validate	VERB
easat-8936	228	19	its	its	PRON
easat-8936	228	20	potential	potential	NOUN
easat-8936	228	21	to	to	PART
easat-8936	228	22	support	support	VERB
easat-8936	228	23	more	more	ADV
easat-8936	228	24	meaningful	meaningful	ADJ
easat-8936	228	25	and	and	CCONJ
easat-8936	228	26	inclusive	inclusive	ADJ
easat-8936	228	27	cultural	cultural	ADJ
easat-8936	228	28	tourism	tourism	NOUN
easat-8936	228	29	experiences	experience	NOUN
easat-8936	228	30	.	.	PUNCT
easat-8936	229	1	despite	despite	SCONJ
easat-8936	229	2	these	these	DET
easat-8936	229	3	promising	promising	ADJ
easat-8936	229	4	outcomes	outcome	NOUN
easat-8936	229	5	,	,	PUNCT
easat-8936	229	6	several	several	ADJ
easat-8936	229	7	limitations	limitation	NOUN
easat-8936	229	8	must	must	AUX
easat-8936	229	9	be	be	AUX
easat-8936	229	10	acknowledged	acknowledge	VERB
easat-8936	229	11	.	.	PUNCT
easat-8936	230	1	the	the	DET
easat-8936	230	2	model	model	NOUN
easat-8936	230	3	evaluation	evaluation	NOUN
easat-8936	230	4	was	be	AUX
easat-8936	230	5	conducted	conduct	VERB
easat-8936	230	6	through	through	ADP
easat-8936	230	7	short	short	ADJ
easat-8936	230	8	-	-	PUNCT
easat-8936	230	9	term	term	NOUN
easat-8936	230	10	deployments	deployment	NOUN
easat-8936	230	11	at	at	ADP
easat-8936	230	12	selected	select	VERB
easat-8936	230	13	heritage	heritage	NOUN
easat-8936	230	14	sites	site	NOUN
easat-8936	230	15	,	,	PUNCT
easat-8936	230	16	leaving	leave	VERB
easat-8936	230	17	long	long	ADJ
easat-8936	230	18	-	-	PUNCT
easat-8936	230	19	term	term	NOUN
easat-8936	230	20	impacts	impact	NOUN
easat-8936	230	21	on	on	ADP
easat-8936	230	22	cultural	cultural	ADJ
easat-8936	230	23	knowledge	knowledge	NOUN
easat-8936	230	24	retention	retention	NOUN
easat-8936	230	25	and	and	CCONJ
easat-8936	230	26	visitor	visitor	NOUN
easat-8936	230	27	behavior	behavior	NOUN
easat-8936	230	28	unexamined	unexamined	ADJ
easat-8936	230	29	.	.	PUNCT
easat-8936	231	1	in	in	ADP
easat-8936	231	2	addition	addition	NOUN
easat-8936	231	3	,	,	PUNCT
easat-8936	231	4	although	although	SCONJ
easat-8936	231	5	cultural	cultural	ADJ
easat-8936	231	6	sensitivity	sensitivity	NOUN
easat-8936	231	7	was	be	AUX
easat-8936	231	8	considered	consider	VERB
easat-8936	231	9	during	during	ADP
easat-8936	231	10	ai	ai	PROPN
easat-8936	231	11	content	content	NOUN
easat-8936	231	12	generation	generation	NOUN
easat-8936	231	13	,	,	PUNCT
easat-8936	231	14	challenges	challenge	NOUN
easat-8936	231	15	related	relate	VERB
easat-8936	231	16	to	to	ADP
easat-8936	231	17	authenticity	authenticity	NOUN
easat-8936	231	18	,	,	PUNCT
easat-8936	231	19	bias	bias	NOUN
easat-8936	231	20	,	,	PUNCT
easat-8936	231	21	and	and	CCONJ
easat-8936	231	22	broader	broad	ADJ
easat-8936	231	23	ethical	ethical	ADJ
easat-8936	231	24	implications	implication	NOUN
easat-8936	231	25	remain	remain	VERB
easat-8936	231	26	and	and	CCONJ
easat-8936	231	27	require	require	VERB
easat-8936	231	28	further	further	ADJ
easat-8936	231	29	exploration	exploration	NOUN
easat-8936	231	30	.	.	PUNCT
easat-8936	232	1	future	future	ADJ
easat-8936	232	2	research	research	NOUN
easat-8936	232	3	should	should	AUX
easat-8936	232	4	investigate	investigate	VERB
easat-8936	232	5	the	the	DET
easat-8936	232	6	longitudinal	longitudinal	ADJ
easat-8936	232	7	effects	effect	NOUN
easat-8936	232	8	of	of	ADP
easat-8936	232	9	ai	ai	ADV
easat-8936	232	10	-	-	PUNCT
easat-8936	232	11	enhanced	enhanced	ADJ
easat-8936	232	12	storytelling	storytelling	NOUN
easat-8936	232	13	on	on	ADP
easat-8936	232	14	cultural	cultural	ADJ
easat-8936	232	15	learning	learning	NOUN
easat-8936	232	16	,	,	PUNCT
easat-8936	232	17	expand	expand	VERB
easat-8936	232	18	testing	testing	NOUN
easat-8936	232	19	across	across	ADP
easat-8936	232	20	diverse	diverse	ADJ
easat-8936	232	21	cultural	cultural	ADJ
easat-8936	232	22	and	and	CCONJ
easat-8936	232	23	linguistic	linguistic	ADJ
easat-8936	232	24	contexts	context	NOUN
easat-8936	232	25	,	,	PUNCT
easat-8936	232	26	and	and	CCONJ
easat-8936	232	27	develop	develop	VERB
easat-8936	232	28	comprehensive	comprehensive	ADJ
easat-8936	232	29	ethical	ethical	ADJ
easat-8936	232	30	guidelines	guideline	NOUN
easat-8936	232	31	to	to	PART
easat-8936	232	32	ensure	ensure	VERB
easat-8936	232	33	responsible	responsible	ADJ
easat-8936	232	34	use	use	NOUN
easat-8936	232	35	of	of	ADP
easat-8936	232	36	generative	generative	ADJ
easat-8936	232	37	ai	ai	VERB
easat-8936	232	38	in	in	ADP
easat-8936	232	39	tourism	tourism	NOUN
easat-8936	232	40	.	.	PUNCT
easat-8936	233	1	such	such	ADJ
easat-8936	233	2	efforts	effort	NOUN
easat-8936	233	3	are	be	AUX
easat-8936	233	4	essential	essential	ADJ
easat-8936	233	5	to	to	PART
easat-8936	233	6	ensure	ensure	VERB
easat-8936	233	7	that	that	SCONJ
easat-8936	233	8	ai	ai	VERB
easat-8936	233	9	technologies	technology	NOUN
easat-8936	233	10	not	not	PART
easat-8936	233	11	only	only	ADV
easat-8936	233	12	enhance	enhance	VERB
easat-8936	233	13	visitor	visitor	NOUN
easat-8936	233	14	experiences	experience	NOUN
easat-8936	233	15	but	but	CCONJ
easat-8936	233	16	also	also	ADV
easat-8936	233	17	contribute	contribute	VERB
easat-8936	233	18	to	to	ADP
easat-8936	233	19	sustainable	sustainable	ADJ
easat-8936	233	20	,	,	PUNCT
easat-8936	233	21	culturally	culturally	ADV
easat-8936	233	22	sensitive	sensitive	ADJ
easat-8936	233	23	,	,	PUNCT
easat-8936	233	24	and	and	CCONJ
easat-8936	233	25	inclusive	inclusive	ADJ
easat-8936	233	26	tourism	tourism	NOUN
easat-8936	233	27	development	development	NOUN
easat-8936	233	28	in	in	ADP
easat-8936	233	29	thailand	thailand	PROPN
easat-8936	233	30	and	and	CCONJ
easat-8936	233	31	beyond	beyond	ADP
easat-8936	233	32	.	.	PUNCT
easat-8936	234	1	transparency	transparency	NOUN
easat-8936	234	2	:	:	PUNCT
easat-8936	234	3	the	the	DET
easat-8936	234	4	authors	author	NOUN
easat-8936	234	5	confirm	confirm	VERB
easat-8936	234	6	that	that	SCONJ
easat-8936	234	7	the	the	DET
easat-8936	234	8	manuscript	manuscript	NOUN
easat-8936	234	9	is	be	AUX
easat-8936	234	10	an	an	DET
easat-8936	234	11	honest	honest	ADJ
easat-8936	234	12	,	,	PUNCT
easat-8936	234	13	accurate	accurate	ADJ
easat-8936	234	14	,	,	PUNCT
easat-8936	234	15	and	and	CCONJ
easat-8936	234	16	transparent	transparent	ADJ
easat-8936	234	17	account	account	NOUN
easat-8936	234	18	of	of	ADP
easat-8936	234	19	the	the	DET
easat-8936	234	20	study	study	NOUN
easat-8936	234	21	;	;	PUNCT
easat-8936	234	22	that	that	SCONJ
easat-8936	234	23	no	no	DET
easat-8936	234	24	vital	vital	ADJ
easat-8936	234	25	features	feature	NOUN
easat-8936	234	26	of	of	ADP
easat-8936	234	27	the	the	DET
easat-8936	234	28	study	study	NOUN
easat-8936	234	29	have	have	AUX
easat-8936	234	30	been	be	AUX
easat-8936	234	31	omitted	omit	VERB
easat-8936	234	32	;	;	PUNCT
easat-8936	234	33	and	and	CCONJ
easat-8936	234	34	that	that	SCONJ
easat-8936	234	35	any	any	DET
easat-8936	234	36	discrepancies	discrepancy	NOUN
easat-8936	234	37	from	from	ADP
easat-8936	234	38	the	the	DET
easat-8936	234	39	study	study	NOUN
easat-8936	234	40	as	as	SCONJ
easat-8936	234	41	planned	plan	VERB
easat-8936	234	42	have	have	AUX
easat-8936	234	43	been	be	AUX
easat-8936	234	44	explained	explain	VERB
easat-8936	234	45	.	.	PUNCT
easat-8936	235	1	this	this	DET
easat-8936	235	2	study	study	NOUN
easat-8936	235	3	followed	follow	VERB
easat-8936	235	4	all	all	DET
easat-8936	235	5	ethical	ethical	ADJ
easat-8936	235	6	practices	practice	NOUN
easat-8936	235	7	during	during	ADP
easat-8936	235	8	writing	writing	NOUN
easat-8936	235	9	.	.	PUNCT
easat-8936	236	1	copyright	copyright	NOUN
easat-8936	236	2	:	:	PUNCT
easat-8936	236	3	©	©	PROPN
easat-8936	236	4	2025	2025	NUM
easat-8936	236	5	by	by	ADP
easat-8936	236	6	the	the	DET
easat-8936	236	7	authors	author	NOUN
easat-8936	236	8	.	.	PUNCT
easat-8936	237	1	this	this	DET
easat-8936	237	2	open	open	ADJ
easat-8936	237	3	-	-	PUNCT
easat-8936	237	4	access	access	NOUN
easat-8936	237	5	article	article	NOUN
easat-8936	237	6	is	be	AUX
easat-8936	237	7	distributed	distribute	VERB
easat-8936	237	8	under	under	ADP
easat-8936	237	9	the	the	DET
easat-8936	237	10	terms	term	NOUN
easat-8936	237	11	and	and	CCONJ
easat-8936	237	12	conditions	condition	NOUN
easat-8936	237	13	of	of	ADP
easat-8936	237	14	the	the	DET
easat-8936	237	15	creative	creative	ADJ
easat-8936	237	16	commons	common	NOUN
easat-8936	237	17	attribution	attribution	NOUN
easat-8936	237	18	(	(	PUNCT
easat-8936	237	19	cc	cc	NOUN
easat-8936	237	20	by	by	ADP
easat-8936	237	21	)	)	PUNCT
easat-8936	237	22	license	license	NOUN
easat-8936	237	23	(	(	PUNCT
easat-8936	237	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8936	237	25	)	)	PUNCT
easat-8936	237	26	.	.	PUNCT
easat-8936	238	1	references	reference	NOUN
easat-8936	238	2	[	[	X
easat-8936	238	3	1	1	X
easat-8936	238	4	]	]	PUNCT
easat-8936	238	5	s.	s.	PROPN
easat-8936	238	6	c.	c.	PROPN
easat-8936	238	7	mogre	mogre	PROPN
easat-8936	238	8	,	,	PUNCT
easat-8936	238	9	j.	j.	PROPN
easat-8936	238	10	s.	s.	PROPN
easat-8936	238	11	nikam	nikam	PROPN
easat-8936	238	12	,	,	PUNCT
easat-8936	238	13	p.	p.	NOUN
easat-8936	238	14	damani	damani	PROPN
easat-8936	238	15	,	,	PUNCT
easat-8936	238	16	and	and	CCONJ
easat-8936	238	17	a.	a.	NOUN
easat-8936	238	18	banik	banik	NOUN
easat-8936	238	19	,	,	PUNCT
easat-8936	238	20	"	"	PUNCT
easat-8936	238	21	generative	generative	NOUN
easat-8936	238	22	ai	ai	VERB
easat-8936	238	23	for	for	ADP
easat-8936	238	24	cultural	cultural	ADJ
easat-8936	238	25	heritage	heritage	NOUN
easat-8936	238	26	preservation	preservation	NOUN
easat-8936	238	27	using	use	VERB
easat-8936	238	28	ar	ar	PROPN
easat-8936	238	29	and	and	CCONJ
easat-8936	238	30	data	datum	NOUN
easat-8936	238	31	science	science	NOUN
easat-8936	238	32	,	,	PUNCT
easat-8936	238	33	"	"	PUNCT
easat-8936	238	34	in	in	ADP
easat-8936	238	35	2025	2025	NUM
easat-8936	238	36	international	international	ADJ
easat-8936	238	37	conference	conference	NOUN
easat-8936	238	38	on	on	ADP
easat-8936	238	39	machine	machine	NOUN
easat-8936	238	40	learning	learning	NOUN
easat-8936	238	41	and	and	CCONJ
easat-8936	238	42	autonomous	autonomous	ADJ
easat-8936	238	43	systems	system	NOUN
easat-8936	238	44	(	(	PUNCT
easat-8936	238	45	icmlas	icmlas	PROPN
easat-8936	238	46	)	)	PUNCT
easat-8936	238	47	,	,	PUNCT
easat-8936	238	48	2025	2025	NUM
easat-8936	238	49	:	:	PUNCT
easat-8936	238	50	ieee	ieee	NOUN
easat-8936	238	51	,	,	PUNCT
easat-8936	238	52	pp	pp	ADJ
easat-8936	238	53	.	.	PUNCT
easat-8936	239	1	1068	1068	NUM
easat-8936	239	2	-	-	SYM
easat-8936	239	3	1073	1073	NUM
easat-8936	239	4	,	,	PUNCT
easat-8936	239	5	doi	doi	NOUN
easat-8936	239	6	:	:	PUNCT
easat-8936	239	7	https://doi.org/10.1109/icmlas64557.2025.10968619	https://doi.org/10.1109/icmlas64557.2025.10968619	NUM
easat-8936	239	8	.	.	PUNCT
easat-8936	240	1	https://doi.org/10.1109/icmlas64557.2025.10968619	https://doi.org/10.1109/icmlas64557.2025.10968619	NUM
easat-8936	241	1	[	[	X
easat-8936	241	2	2	2	NUM
easat-8936	241	3	]	]	PUNCT
easat-8936	241	4	c.	c.	PROPN
easat-8936	241	5	oztabak	oztabak	PROPN
easat-8936	241	6	,	,	PUNCT
easat-8936	241	7	"	"	PUNCT
easat-8936	241	8	ai	ai	ADJ
easat-8936	241	9	-	-	PUNCT
easat-8936	241	10	generated	generate	VERB
easat-8936	241	11	folklore	folklore	NOUN
easat-8936	241	12	for	for	ADP
easat-8936	241	13	culturally	culturally	ADV
easat-8936	241	14	resonant	resonant	ADJ
easat-8936	241	15	storytelling	storytelling	NOUN
easat-8936	241	16	in	in	ADP
easat-8936	241	17	the	the	DET
easat-8936	241	18	digital	digital	ADJ
easat-8936	241	19	age	age	NOUN
easat-8936	241	20	:	:	PUNCT
easat-8936	241	21	bridging	bridge	VERB
easat-8936	241	22	tradition	tradition	NOUN
easat-8936	241	23	and	and	CCONJ
easat-8936	241	24	technology	technology	NOUN
easat-8936	241	25	in	in	ADP
easat-8936	241	26	storytelling	storytelling	NOUN
easat-8936	241	27	,	,	PUNCT
easat-8936	241	28	"	"	PUNCT
easat-8936	241	29	in	in	ADP
easat-8936	241	30	understanding	understand	VERB
easat-8936	241	31	generative	generative	NOUN
easat-8936	241	32	ai	ai	VERB
easat-8936	241	33	in	in	ADP
easat-8936	241	34	a	a	DET
easat-8936	241	35	cultural	cultural	ADJ
easat-8936	241	36	context	context	NOUN
easat-8936	241	37	:	:	PUNCT
easat-8936	241	38	artificial	artificial	ADJ
easat-8936	241	39	myths	myth	NOUN
easat-8936	241	40	and	and	CCONJ
easat-8936	241	41	human	human	ADJ
easat-8936	241	42	realities	reality	NOUN
easat-8936	241	43	:	:	PUNCT
easat-8936	241	44	igi	igi	PROPN
easat-8936	241	45	global	global	ADJ
easat-8936	241	46	scientific	scientific	ADJ
easat-8936	241	47	publishing	publishing	NOUN
easat-8936	241	48	,	,	PUNCT
easat-8936	241	49	2025	2025	NUM
easat-8936	241	50	,	,	PUNCT
easat-8936	241	51	pp	pp	ADJ
easat-8936	241	52	.	.	PUNCT
easat-8936	242	1	161	161	NUM
easat-8936	242	2	-	-	SYM
easat-8936	242	3	184	184	NUM
easat-8936	242	4	.	.	PUNCT
easat-8936	243	1	https://doi.org/10.4018/979-8-3693-7235-7.ch007	https://doi.org/10.4018/979-8-3693-7235-7.ch007	VERB
easat-8936	243	2	[	[	X
easat-8936	243	3	3	3	NUM
easat-8936	243	4	]	]	PUNCT
easat-8936	243	5	l.	l.	PROPN
easat-8936	243	6	martinez	martinez	PROPN
easat-8936	243	7	,	,	PUNCT
easat-8936	243	8	b.	b.	PROPN
easat-8936	243	9	caramiaux	caramiaux	PROPN
easat-8936	243	10	,	,	PUNCT
easat-8936	243	11	and	and	CCONJ
easat-8936	243	12	s.	s.	PROPN
easat-8936	243	13	fdili	fdili	PROPN
easat-8936	243	14	alaoui	alaoui	ADV
easat-8936	243	15	,	,	PUNCT
easat-8936	243	16	"	"	PUNCT
easat-8936	243	17	generative	generative	ADJ
easat-8936	243	18	ai	ai	VERB
easat-8936	243	19	in	in	ADP
easat-8936	243	20	documentary	documentary	NOUN
easat-8936	243	21	photography	photography	NOUN
easat-8936	243	22	:	:	PUNCT
easat-8936	243	23	exploring	explore	VERB
easat-8936	243	24	opportunities	opportunity	NOUN
easat-8936	243	25	and	and	CCONJ
easat-8936	243	26	challenges	challenge	NOUN
easat-8936	243	27	for	for	ADP
easat-8936	243	28	visual	visual	ADJ
easat-8936	243	29	storytelling	storytelling	NOUN
easat-8936	243	30	,	,	PUNCT
easat-8936	243	31	"	"	PUNCT
easat-8936	243	32	in	in	ADP
easat-8936	243	33	proceedings	proceeding	NOUN
easat-8936	243	34	of	of	ADP
easat-8936	243	35	the	the	DET
easat-8936	243	36	2025	2025	NUM
easat-8936	243	37	chi	chi	ADJ
easat-8936	243	38	conference	conference	NOUN
easat-8936	243	39	on	on	ADP
easat-8936	243	40	human	human	ADJ
easat-8936	243	41	factors	factor	NOUN
easat-8936	243	42	in	in	ADP
easat-8936	243	43	computing	computing	NOUN
easat-8936	243	44	systems	system	NOUN
easat-8936	243	45	,	,	PUNCT
easat-8936	243	46	2025	2025	NUM
easat-8936	243	47	,	,	PUNCT
easat-8936	243	48	pp	pp	ADJ
easat-8936	243	49	.	.	PUNCT
easat-8936	244	1	1	1	NUM
easat-8936	244	2	-	-	SYM
easat-8936	244	3	13	13	NUM
easat-8936	244	4	,	,	PUNCT
easat-8936	244	5	doi	doi	NOUN
easat-8936	244	6	:	:	PUNCT
easat-8936	244	7	https://doi.org/10.1145/3706598.3714200	https://doi.org/10.1145/3706598.3714200	PROPN
easat-8936	244	8	.	.	PUNCT
easat-8936	245	1	https://doi.org/10.1145/3706598.3714200	https://doi.org/10.1145/3706598.3714200	PROPN
easat-8936	245	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-8936	245	3	https://doi.org/10.1109/icmlas64557.2025.10968619	https://doi.org/10.1109/icmlas64557.2025.10968619	PROPN
easat-8936	245	4	https://doi.org/10.1109/icmlas64557.2025.10968619	https://doi.org/10.1109/icmlas64557.2025.10968619	PROPN
easat-8936	245	5	https://doi.org/10.4018/979-8-3693-7235-7.ch007	https://doi.org/10.4018/979-8-3693-7235-7.ch007	VERB
easat-8936	245	6	https://doi.org/10.1145/3706598.3714200	https://doi.org/10.1145/3706598.3714200	NOUN
easat-8936	245	7	https://doi.org/10.1145/3706598.3714200	https://doi.org/10.1145/3706598.3714200	PROPN
easat-8936	245	8	1450	1450	NUM
easat-8936	245	9	edelweiss	edelweiss	PROPN
easat-8936	245	10	applied	apply	VERB
easat-8936	245	11	science	science	NOUN
easat-8936	245	12	and	and	CCONJ
easat-8936	245	13	technology	technology	NOUN
easat-8936	245	14	issn	issn	PROPN
easat-8936	245	15	:	:	PUNCT
easat-8936	245	16	2576	2576	NUM
easat-8936	245	17	-	-	SYM
easat-8936	245	18	8484	8484	NUM
easat-8936	245	19	vol	vol	NOUN
easat-8936	245	20	.	.	PROPN
easat-8936	246	1	9	9	NUM
easat-8936	246	2	,	,	PUNCT
easat-8936	246	3	no	no	INTJ
easat-8936	246	4	.	.	NOUN
easat-8936	246	5	7	7	NUM
easat-8936	246	6	:	:	SYM
easat-8936	246	7	1436	1436	NUM
easat-8936	246	8	-	-	SYM
easat-8936	246	9	1451	1451	NUM
easat-8936	246	10	,	,	PUNCT
easat-8936	246	11	2025	2025	NUM
easat-8936	246	12	doi	doi	NOUN
easat-8936	246	13	:	:	PUNCT
easat-8936	246	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	246	15	©	©	PROPN
easat-8936	246	16	2025	2025	NUM
easat-8936	246	17	by	by	ADP
easat-8936	246	18	the	the	DET
easat-8936	246	19	authors	author	NOUN
easat-8936	246	20	;	;	PUNCT
easat-8936	246	21	licensee	licensee	PROPN
easat-8936	246	22	learning	learning	NOUN
easat-8936	246	23	gate	gate	NOUN
easat-8936	247	1	[	[	X
easat-8936	247	2	4	4	NUM
easat-8936	247	3	]	]	X
easat-8936	247	4	g.	g.	PROPN
easat-8936	247	5	g.	g.	PROPN
easat-8936	247	6	landini	landini	PROPN
easat-8936	247	7	,	,	PUNCT
easat-8936	247	8	"	"	PUNCT
easat-8936	247	9	traditional	traditional	ADJ
easat-8936	247	10	knowledge	knowledge	NOUN
easat-8936	247	11	,	,	PUNCT
easat-8936	247	12	environmental	environmental	ADJ
easat-8936	247	13	challenges	challenge	NOUN
easat-8936	247	14	,	,	PUNCT
easat-8936	247	15	and	and	CCONJ
easat-8936	247	16	artificial	artificial	ADJ
easat-8936	247	17	intelligence	intelligence	NOUN
easat-8936	247	18	:	:	PUNCT
easat-8936	247	19	ethical	ethical	ADJ
easat-8936	247	20	generative	generative	ADJ
easat-8936	247	21	ai	ai	VERB
easat-8936	247	22	use	use	NOUN
easat-8936	247	23	and	and	CCONJ
easat-8936	247	24	sustainable	sustainable	ADJ
easat-8936	247	25	approaches	approach	NOUN
easat-8936	247	26	,	,	PUNCT
easat-8936	247	27	"	"	PUNCT
easat-8936	247	28	in	in	ADP
easat-8936	247	29	the	the	DET
easat-8936	247	30	routledge	routledge	PROPN
easat-8936	247	31	handbook	handbook	PROPN
easat-8936	247	32	of	of	ADP
easat-8936	247	33	artificial	artificial	ADJ
easat-8936	247	34	intelligence	intelligence	NOUN
easat-8936	247	35	and	and	CCONJ
easat-8936	247	36	international	international	ADJ
easat-8936	247	37	relations	relation	NOUN
easat-8936	247	38	:	:	PUNCT
easat-8936	247	39	routledge	routledge	PROPN
easat-8936	247	40	,	,	PUNCT
easat-8936	247	41	2025	2025	NUM
easat-8936	247	42	,	,	PUNCT
easat-8936	247	43	pp	pp	ADJ
easat-8936	247	44	.	.	PUNCT
easat-8936	248	1	304	304	NUM
easat-8936	248	2	-	-	SYM
easat-8936	248	3	321	321	NUM
easat-8936	248	4	.	.	PUNCT
easat-8936	249	1	https://doi.org/10.4324/9781003518495-29	https://doi.org/10.4324/9781003518495-29	PUNCT
easat-8936	250	1	[	[	X
easat-8936	250	2	5	5	NUM
easat-8936	250	3	]	]	X
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easat-8936	250	6	,	,	PUNCT
easat-8936	250	7	j.	j.	PROPN
easat-8936	250	8	storie	storie	PROPN
easat-8936	250	9	,	,	PUNCT
easat-8936	250	10	s.	s.	PROPN
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easat-8936	250	12	,	,	PUNCT
easat-8936	250	13	and	and	CCONJ
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easat-8936	250	16	,	,	PUNCT
easat-8936	250	17	"	"	PUNCT
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easat-8936	250	19	imaginative	imaginative	ADJ
easat-8936	250	20	geographies	geography	NOUN
easat-8936	250	21	:	:	PUNCT
easat-8936	250	22	generative	generative	NOUN
easat-8936	250	23	ai	ai	NOUN
easat-8936	250	24	and	and	CCONJ
easat-8936	250	25	the	the	DET
easat-8936	250	26	representation	representation	NOUN
easat-8936	250	27	of	of	ADP
easat-8936	250	28	landscape	landscape	NOUN
easat-8936	250	29	imagery	imagery	NOUN
easat-8936	250	30	,	,	PUNCT
easat-8936	250	31	"	"	PUNCT
easat-8936	250	32	geographies	geography	NOUN
easat-8936	250	33	,	,	PUNCT
easat-8936	250	34	vol	vol	NOUN
easat-8936	250	35	.	.	PROPN
easat-8936	250	36	5	5	NUM
easat-8936	250	37	,	,	PUNCT
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easat-8936	250	39	.	.	NOUN
easat-8936	250	40	1	1	NUM
easat-8936	250	41	,	,	PUNCT
easat-8936	250	42	p.	p.	NOUN
easat-8936	250	43	9	9	NUM
easat-8936	250	44	,	,	PUNCT
easat-8936	250	45	2025	2025	NUM
easat-8936	250	46	.	.	PUNCT
easat-8936	251	1	https://doi.org/10.3390/geographies5010009	https://doi.org/10.3390/geographies5010009	PROPN
easat-8936	251	2	[	[	X
easat-8936	251	3	6	6	NUM
easat-8936	251	4	]	]	PUNCT
easat-8936	251	5	f.	f.	PROPN
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easat-8936	251	7	and	and	CCONJ
easat-8936	251	8	f.	f.	PROPN
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easat-8936	251	10	,	,	PUNCT
easat-8936	251	11	"	"	PUNCT
easat-8936	251	12	creativity	creativity	NOUN
easat-8936	251	13	and	and	CCONJ
easat-8936	251	14	awareness	awareness	NOUN
easat-8936	251	15	in	in	ADP
easat-8936	251	16	co	co	NOUN
easat-8936	251	17	-	-	NOUN
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easat-8936	251	19	of	of	ADP
easat-8936	251	20	art	art	NOUN
easat-8936	251	21	using	use	VERB
easat-8936	251	22	artificial	artificial	ADJ
easat-8936	251	23	intelligence	intelligence	NOUN
easat-8936	251	24	-	-	PUNCT
easat-8936	251	25	based	base	VERB
easat-8936	251	26	systems	system	NOUN
easat-8936	251	27	in	in	ADP
easat-8936	251	28	heritage	heritage	NOUN
easat-8936	251	29	education	education	NOUN
easat-8936	251	30	,	,	PUNCT
easat-8936	251	31	"	"	PUNCT
easat-8936	251	32	heritage	heritage	NOUN
easat-8936	251	33	,	,	PUNCT
easat-8936	251	34	vol	vol	NOUN
easat-8936	251	35	.	.	PROPN
easat-8936	251	36	8	8	NUM
easat-8936	251	37	,	,	PUNCT
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easat-8936	251	39	.	.	NOUN
easat-8936	251	40	5	5	NUM
easat-8936	251	41	,	,	PUNCT
easat-8936	251	42	p.	p.	NOUN
easat-8936	251	43	157	157	NUM
easat-8936	251	44	,	,	PUNCT
easat-8936	251	45	2025	2025	NUM
easat-8936	251	46	.	.	PUNCT
easat-8936	252	1	https://doi.org/10.3390/heritage8050157	https://doi.org/10.3390/heritage8050157	PROPN
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easat-8936	252	3	7	7	X
easat-8936	252	4	]	]	X
easat-8936	252	5	b.	b.	PROPN
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easat-8936	252	7	and	and	CCONJ
easat-8936	252	8	a.	a.	NOUN
easat-8936	252	9	p.	p.	PROPN
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easat-8936	252	11	,	,	PUNCT
easat-8936	252	12	"	"	PUNCT
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easat-8936	252	15	american	american	ADJ
easat-8936	252	16	tourism	tourism	NOUN
easat-8936	252	17	entrepreneurs	entrepreneur	NOUN
easat-8936	252	18	with	with	ADP
easat-8936	252	19	generative	generative	ADJ
easat-8936	252	20	ai	ai	NOUN
easat-8936	252	21	:	:	PUNCT
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easat-8936	252	23	innovation	innovation	NOUN
easat-8936	252	24	and	and	CCONJ
easat-8936	252	25	cultural	cultural	ADJ
easat-8936	252	26	heritage	heritage	NOUN
easat-8936	252	27	,	,	PUNCT
easat-8936	252	28	"	"	PUNCT
easat-8936	252	29	societies	society	NOUN
easat-8936	252	30	,	,	PUNCT
easat-8936	252	31	vol	vol	NOUN
easat-8936	252	32	.	.	PROPN
easat-8936	252	33	15	15	NUM
easat-8936	252	34	,	,	PUNCT
easat-8936	252	35	no	no	INTJ
easat-8936	252	36	.	.	NOUN
easat-8936	252	37	2	2	NUM
easat-8936	252	38	,	,	PUNCT
easat-8936	252	39	p.	p.	NOUN
easat-8936	252	40	34	34	NUM
easat-8936	252	41	,	,	PUNCT
easat-8936	252	42	2025	2025	NUM
easat-8936	252	43	.	.	PUNCT
easat-8936	253	1	https://doi.org/10.3390/soc15020034	https://doi.org/10.3390/soc15020034	PRON
easat-8936	254	1	[	[	X
easat-8936	254	2	8	8	NUM
easat-8936	254	3	]	]	PUNCT
easat-8936	254	4	e.	e.	PROPN
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easat-8936	254	10	"	"	PUNCT
easat-8936	254	11	creative	creative	ADJ
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easat-8936	254	20	and	and	CCONJ
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easat-8936	254	22	,	,	PUNCT
easat-8936	254	23	"	"	PUNCT
easat-8936	254	24	thinking	thinking	NOUN
easat-8936	254	25	skills	skill	NOUN
easat-8936	254	26	and	and	CCONJ
easat-8936	254	27	creativity	creativity	NOUN
easat-8936	254	28	,	,	PUNCT
easat-8936	254	29	vol	vol	NOUN
easat-8936	254	30	.	.	PROPN
easat-8936	254	31	56	56	NUM
easat-8936	254	32	,	,	PUNCT
easat-8936	254	33	p.	p.	NOUN
easat-8936	254	34	101727	101727	NUM
easat-8936	254	35	,	,	PUNCT
easat-8936	254	36	2025	2025	NUM
easat-8936	254	37	.	.	PUNCT
easat-8936	254	38	https://doi.org/10.1016/j.tsc.2024.101727	https://doi.org/10.1016/j.tsc.2024.101727	PUNCT
easat-8936	255	1	[	[	X
easat-8936	255	2	9	9	X
easat-8936	255	3	]	]	X
easat-8936	255	4	b.	b.	PROPN
easat-8936	255	5	dilaveroglu	dilaveroglu	PROPN
easat-8936	255	6	,	,	PUNCT
easat-8936	255	7	"	"	PUNCT
easat-8936	255	8	the	the	DET
easat-8936	255	9	architecture	architecture	NOUN
easat-8936	255	10	of	of	ADP
easat-8936	255	11	visual	visual	ADJ
easat-8936	255	12	narrative	narrative	NOUN
easat-8936	255	13	:	:	PUNCT
easat-8936	255	14	can	can	AUX
easat-8936	255	15	text	text	VERB
easat-8936	255	16	-	-	PUNCT
easat-8936	255	17	to	to	ADP
easat-8936	255	18	-	-	PUNCT
easat-8936	255	19	image	image	NOUN
easat-8936	255	20	algorithms	algorithm	NOUN
easat-8936	255	21	enhance	enhance	VERB
easat-8936	255	22	the	the	DET
easat-8936	255	23	power	power	NOUN
easat-8936	255	24	of	of	ADP
easat-8936	255	25	stylistic	stylistic	ADJ
easat-8936	255	26	narrative	narrative	NOUN
easat-8936	255	27	for	for	ADP
easat-8936	255	28	architecture	architecture	NOUN
easat-8936	255	29	,	,	PUNCT
easat-8936	255	30	"	"	PUNCT
easat-8936	255	31	international	international	ADJ
easat-8936	255	32	journal	journal	NOUN
easat-8936	255	33	of	of	ADP
easat-8936	255	34	architectural	architectural	ADJ
easat-8936	255	35	computing	computing	NOUN
easat-8936	255	36	,	,	PUNCT
easat-8936	255	37	vol	vol	NOUN
easat-8936	255	38	.	.	PROPN
easat-8936	256	1	22	22	NUM
easat-8936	256	2	,	,	PUNCT
easat-8936	256	3	no	no	INTJ
easat-8936	256	4	.	.	NOUN
easat-8936	256	5	3	3	NUM
easat-8936	256	6	,	,	PUNCT
easat-8936	256	7	pp	pp	ADJ
easat-8936	256	8	.	.	PUNCT
easat-8936	257	1	432	432	NUM
easat-8936	257	2	-	-	SYM
easat-8936	257	3	457	457	NUM
easat-8936	257	4	,	,	PUNCT
easat-8936	257	5	2024	2024	NUM
easat-8936	257	6	.	.	PUNCT
easat-8936	258	1	https://doi.org/10.1177/14780771241234449	https://doi.org/10.1177/14780771241234449	NOUN
easat-8936	259	1	[	[	X
easat-8936	259	2	10	10	NUM
easat-8936	259	3	]	]	PUNCT
easat-8936	259	4	m.	m.	NOUN
easat-8936	259	5	massidda	massidda	PROPN
easat-8936	259	6	,	,	PUNCT
easat-8936	259	7	l.	l.	PROPN
easat-8936	259	8	travaglini	travaglini	PROPN
easat-8936	259	9	,	,	PUNCT
easat-8936	259	10	and	and	CCONJ
easat-8936	259	11	s.	s.	PROPN
easat-8936	259	12	pescarin	pescarin	PROPN
easat-8936	259	13	,	,	PUNCT
easat-8936	259	14	"	"	PUNCT
easat-8936	259	15	designing	design	VERB
easat-8936	259	16	hybrid	hybrid	NOUN
easat-8936	259	17	and	and	CCONJ
easat-8936	259	18	xr	xr	PROPN
easat-8936	259	19	narrative	narrative	PROPN
easat-8936	259	20	applications	application	NOUN
easat-8936	259	21	:	:	PUNCT
easat-8936	259	22	a	a	DET
easat-8936	259	23	framework	framework	NOUN
easat-8936	259	24	to	to	PART
easat-8936	259	25	describe	describe	VERB
easat-8936	259	26	authoring	author	VERB
easat-8936	259	27	tools	tool	NOUN
easat-8936	259	28	in	in	ADP
easat-8936	259	29	cultural	cultural	ADJ
easat-8936	259	30	domain	domain	NOUN
easat-8936	259	31	,	,	PUNCT
easat-8936	259	32	"	"	PUNCT
easat-8936	259	33	digital	digital	ADJ
easat-8936	259	34	applications	application	NOUN
easat-8936	259	35	in	in	ADP
easat-8936	259	36	archaeology	archaeology	NOUN
easat-8936	259	37	and	and	CCONJ
easat-8936	259	38	cultural	cultural	ADJ
easat-8936	259	39	heritage	heritage	NOUN
easat-8936	259	40	,	,	PUNCT
easat-8936	259	41	p.	p.	NOUN
easat-8936	259	42	e00424	e00424	PROPN
easat-8936	259	43	,	,	PUNCT
easat-8936	259	44	2025	2025	NUM
easat-8936	259	45	.	.	PUNCT
easat-8936	259	46	https://doi.org/10.1016/j.daach.2025.e00424	https://doi.org/10.1016/j.daach.2025.e00424	VERB
easat-8936	260	1	[	[	X
easat-8936	260	2	11	11	NUM
easat-8936	260	3	]	]	PUNCT
easat-8936	260	4	c.	c.	PROPN
easat-8936	260	5	h.	h.	PROPN
easat-8936	260	6	chuan	chuan	PROPN
easat-8936	260	7	,	,	PUNCT
easat-8936	260	8	"	"	PUNCT
easat-8936	260	9	a	a	DET
easat-8936	260	10	critical	critical	ADJ
easat-8936	260	11	review	review	NOUN
easat-8936	260	12	of	of	ADP
easat-8936	260	13	news	news	NOUN
easat-8936	260	14	framing	framing	NOUN
easat-8936	260	15	of	of	ADP
easat-8936	260	16	artificial	artificial	ADJ
easat-8936	260	17	intelligence	intelligence	NOUN
easat-8936	260	18	,	,	PUNCT
easat-8936	260	19	"	"	PUNCT
easat-8936	260	20	handbook	handbook	NOUN
easat-8936	260	21	of	of	ADP
easat-8936	260	22	critical	critical	ADJ
easat-8936	260	23	studies	study	NOUN
easat-8936	260	24	of	of	ADP
easat-8936	260	25	artificial	artificial	ADJ
easat-8936	260	26	intelligence	intelligence	NOUN
easat-8936	260	27	,	,	PUNCT
easat-8936	260	28	pp	pp	X
easat-8936	260	29	.	.	PUNCT
easat-8936	261	1	266–276	266–276	NUM
easat-8936	261	2	,	,	PUNCT
easat-8936	261	3	2023	2023	NUM
easat-8936	261	4	.	.	PUNCT
easat-8936	262	1	https://doi.org/10.4337/9781803928562.00029	https://doi.org/10.4337/9781803928562.00029	PROPN
easat-8936	263	1	[	[	X
easat-8936	263	2	12	12	NUM
easat-8936	263	3	]	]	PUNCT
easat-8936	263	4	k.	k.	PROPN
easat-8936	263	5	feher	feher	PROPN
easat-8936	263	6	and	and	CCONJ
easat-8936	263	7	a.	a.	NOUN
easat-8936	263	8	generative	generative	NOUN
easat-8936	263	9	,	,	PUNCT
easat-8936	263	10	media	medium	NOUN
easat-8936	263	11	,	,	PUNCT
easat-8936	263	12	and	and	CCONJ
easat-8936	263	13	society	society	NOUN
easat-8936	263	14	,	,	PUNCT
easat-8936	263	15	1st	1st	ADJ
easat-8936	263	16	ed	ed	NOUN
easat-8936	263	17	.	.	PUNCT
easat-8936	264	1	london	london	PROPN
easat-8936	264	2	:	:	PUNCT
easat-8936	264	3	routledge	routledge	PROPN
easat-8936	264	4	,	,	PUNCT
easat-8936	264	5	2025	2025	NUM
easat-8936	264	6	.	.	PUNCT
easat-8936	264	7	https://doi.org/10.4324/9781003591023	https://doi.org/10.4324/9781003591023	X
easat-8936	265	1	[	[	X
easat-8936	265	2	13	13	NUM
easat-8936	265	3	]	]	PUNCT
easat-8936	265	4	s.	s.	PROPN
easat-8936	265	5	barbosu	barbosu	PROPN
easat-8936	265	6	and	and	CCONJ
easat-8936	265	7	p.	p.	PROPN
easat-8936	265	8	khashabi	khashabi	PROPN
easat-8936	265	9	,	,	PUNCT
easat-8936	265	10	"	"	PUNCT
easat-8936	265	11	dali	dali	PROPN
easat-8936	265	12	or	or	CCONJ
easat-8936	265	13	dall	dall	NOUN
easat-8936	265	14	-	-	PUNCT
easat-8936	265	15	e	e	NOUN
easat-8936	265	16	?	?	PUNCT
easat-8936	265	17	popper	popper	NOUN
easat-8936	265	18	or	or	CCONJ
easat-8936	265	19	…	…	PUNCT
easat-8936	265	20	?	?	PUNCT
easat-8936	266	1	the	the	DET
easat-8936	266	2	implications	implication	NOUN
easat-8936	266	3	of	of	ADP
easat-8936	266	4	emerging	emerge	VERB
easat-8936	266	5	generative	generative	NOUN
easat-8936	266	6	ai	ai	VERB
easat-8936	266	7	on	on	ADP
easat-8936	266	8	the	the	DET
easat-8936	266	9	future	future	NOUN
easat-8936	266	10	of	of	ADP
easat-8936	266	11	creative	creative	ADJ
easat-8936	266	12	work	work	NOUN
easat-8936	266	13	,	,	PUNCT
easat-8936	266	14	"	"	PUNCT
easat-8936	266	15	ssrn	ssrn	PROPN
easat-8936	266	16	electron	electron	PROPN
easat-8936	266	17	journal	journal	PROPN
easat-8936	266	18	,	,	PUNCT
easat-8936	266	19	2023	2023	NUM
easat-8936	266	20	.	.	PUNCT
easat-8936	267	1	https://doi.org/10.2139/ssrn.4586863	https://doi.org/10.2139/ssrn.4586863	NOUN
easat-8936	268	1	[	[	X
easat-8936	268	2	14	14	NUM
easat-8936	268	3	]	]	X
easat-8936	268	4	a.	a.	NOUN
easat-8936	268	5	asrifan	asrifan	PROPN
easat-8936	268	6	,	,	PUNCT
easat-8936	268	7	m.	m.	PROPN
easat-8936	268	8	f.	f.	PROPN
easat-8936	268	9	hasa	hasa	PROPN
easat-8936	268	10	,	,	PUNCT
easat-8936	268	11	s.	s.	PROPN
easat-8936	268	12	syafryadin	syafryadin	PROPN
easat-8936	268	13	,	,	PUNCT
easat-8936	268	14	and	and	CCONJ
easat-8936	268	15	h.	h.	PROPN
easat-8936	268	16	pelu	pelu	NOUN
easat-8936	268	17	,	,	PUNCT
easat-8936	268	18	"	"	PUNCT
easat-8936	268	19	narrative	narrative	NOUN
easat-8936	268	20	machines	machine	NOUN
easat-8936	268	21	:	:	PUNCT
easat-8936	268	22	the	the	DET
easat-8936	268	23	evolution	evolution	NOUN
easat-8936	268	24	of	of	ADP
easat-8936	268	25	storytelling	storytelle	VERB
easat-8936	268	26	in	in	ADP
easat-8936	268	27	the	the	DET
easat-8936	268	28	age	age	NOUN
easat-8936	268	29	of	of	ADP
easat-8936	268	30	generative	generative	ADJ
easat-8936	268	31	ai	ai	PROPN
easat-8936	268	32	,	,	PUNCT
easat-8936	268	33	"	"	PUNCT
easat-8936	268	34	in	in	ADP
easat-8936	268	35	generative	generative	ADJ
easat-8936	268	36	ai	ai	INTJ
easat-8936	268	37	foundations	foundation	NOUN
easat-8936	268	38	,	,	PUNCT
easat-8936	268	39	developments	development	NOUN
easat-8936	268	40	,	,	PUNCT
easat-8936	268	41	and	and	CCONJ
easat-8936	268	42	applications	application	NOUN
easat-8936	268	43	:	:	PUNCT
easat-8936	268	44	igi	igi	PROPN
easat-8936	268	45	global	global	ADJ
easat-8936	268	46	scientific	scientific	ADJ
easat-8936	268	47	publishing	publishing	NOUN
easat-8936	268	48	,	,	PUNCT
easat-8936	268	49	2025	2025	NUM
easat-8936	268	50	,	,	PUNCT
easat-8936	268	51	pp	pp	ADJ
easat-8936	268	52	.	.	PUNCT
easat-8936	269	1	81	81	NUM
easat-8936	269	2	-	-	SYM
easat-8936	269	3	110	110	NUM
easat-8936	269	4	.	.	PUNCT
easat-8936	270	1	https://doi.org/10.4018/979-8-3693-6255-6.ch004	https://doi.org/10.4018/979-8-3693-6255-6.ch004	NOUN
easat-8936	271	1	[	[	X
easat-8936	271	2	15	15	NUM
easat-8936	271	3	]	]	X
easat-8936	271	4	v.	v.	ADP
easat-8936	271	5	n.	n.	PROPN
easat-8936	271	6	antony	antony	PROPN
easat-8936	271	7	and	and	CCONJ
easat-8936	271	8	c.-m	c.-m	PROPN
easat-8936	271	9	.	.	PUNCT
easat-8936	272	1	huang	huang	PROPN
easat-8936	272	2	,	,	PUNCT
easat-8936	272	3	"	"	PUNCT
easat-8936	272	4	i	i	PRON
easat-8936	272	5	d.	d.	PROPN
easat-8936	272	6	8	8	NUM
easat-8936	272	7	:	:	PUNCT
easat-8936	272	8	co	co	VERB
easat-8936	272	9	-	-	VERB
easat-8936	272	10	creating	create	VERB
easat-8936	272	11	visual	visual	ADJ
easat-8936	272	12	stories	story	NOUN
easat-8936	272	13	with	with	ADP
easat-8936	272	14	generative	generative	ADJ
easat-8936	272	15	ai	ai	NOUN
easat-8936	272	16	,	,	PUNCT
easat-8936	272	17	"	"	PUNCT
easat-8936	272	18	acm	acm	NOUN
easat-8936	272	19	transactions	transaction	NOUN
easat-8936	272	20	on	on	ADP
easat-8936	272	21	interactive	interactive	ADJ
easat-8936	272	22	intelligent	intelligent	ADJ
easat-8936	272	23	systems	system	NOUN
easat-8936	272	24	,	,	PUNCT
easat-8936	272	25	vol	vol	NOUN
easat-8936	272	26	.	.	PROPN
easat-8936	273	1	14	14	NUM
easat-8936	273	2	,	,	PUNCT
easat-8936	273	3	no	no	INTJ
easat-8936	273	4	.	.	NOUN
easat-8936	273	5	3	3	NUM
easat-8936	273	6	,	,	PUNCT
easat-8936	273	7	pp	pp	ADJ
easat-8936	273	8	.	.	PUNCT
easat-8936	274	1	1	1	NUM
easat-8936	274	2	-	-	SYM
easat-8936	274	3	29	29	NUM
easat-8936	274	4	,	,	PUNCT
easat-8936	274	5	2025	2025	NUM
easat-8936	274	6	.	.	PUNCT
easat-8936	275	1	https://doi.org/10.1145/3672277	https://doi.org/10.1145/3672277	PRON
easat-8936	276	1	[	[	X
easat-8936	276	2	16	16	X
easat-8936	276	3	]	]	PUNCT
easat-8936	276	4	v.	v.	CCONJ
easat-8936	276	5	attaluri	attaluri	PROPN
easat-8936	276	6	and	and	CCONJ
easat-8936	276	7	l.	l.	PROPN
easat-8936	276	8	n.	n.	PROPN
easat-8936	276	9	r.	r.	PROPN
easat-8936	276	10	mudunuri	mudunuri	PROPN
easat-8936	276	11	,	,	PUNCT
easat-8936	276	12	"	"	PUNCT
easat-8936	276	13	generative	generative	NOUN
easat-8936	276	14	ai	ai	VERB
easat-8936	276	15	for	for	ADP
easat-8936	276	16	creative	creative	ADJ
easat-8936	276	17	learning	learning	NOUN
easat-8936	276	18	content	content	NOUN
easat-8936	276	19	creation	creation	NOUN
easat-8936	276	20	:	:	PUNCT
easat-8936	276	21	project	project	NOUN
easat-8936	276	22	-	-	PUNCT
easat-8936	276	23	based	base	VERB
easat-8936	276	24	learning	learning	NOUN
easat-8936	276	25	and	and	CCONJ
easat-8936	276	26	art	art	NOUN
easat-8936	276	27	generation	generation	NOUN
easat-8936	276	28	,	,	PUNCT
easat-8936	276	29	"	"	PUNCT
easat-8936	276	30	in	in	ADP
easat-8936	276	31	smart	smart	ADJ
easat-8936	276	32	education	education	NOUN
easat-8936	276	33	and	and	CCONJ
easat-8936	276	34	sustainable	sustainable	ADJ
easat-8936	276	35	learning	learning	NOUN
easat-8936	276	36	environments	environment	NOUN
easat-8936	276	37	in	in	ADP
easat-8936	276	38	smart	smart	ADJ
easat-8936	276	39	cities	city	NOUN
easat-8936	276	40	:	:	PUNCT
easat-8936	276	41	igi	igi	PROPN
easat-8936	276	42	global	global	ADJ
easat-8936	276	43	scientific	scientific	ADJ
easat-8936	276	44	publishing	publishing	NOUN
easat-8936	276	45	,	,	PUNCT
easat-8936	276	46	2025	2025	NUM
easat-8936	276	47	,	,	PUNCT
easat-8936	276	48	pp	pp	ADJ
easat-8936	276	49	.	.	PUNCT
easat-8936	277	1	239	239	NUM
easat-8936	277	2	-	-	SYM
easat-8936	277	3	252	252	NUM
easat-8936	277	4	.	.	PUNCT
easat-8936	278	1	https://doi.org/10.4018/979-8-3693-7723-9.ch014	https://doi.org/10.4018/979-8-3693-7723-9.ch014	VERB
easat-8936	279	1	[	[	X
easat-8936	279	2	17	17	NUM
easat-8936	279	3	]	]	X
easat-8936	279	4	f.	f.	PROPN
easat-8936	279	5	lys	lys	PROPN
easat-8936	279	6	,	,	PUNCT
easat-8936	279	7	creating	create	VERB
easat-8936	279	8	stories	story	NOUN
easat-8936	279	9	:	:	PUNCT
easat-8936	279	10	generative	generative	ADJ
easat-8936	279	11	artificial	artificial	ADJ
easat-8936	279	12	intelligence	intelligence	NOUN
easat-8936	279	13	tools	tool	NOUN
easat-8936	279	14	as	as	ADP
easat-8936	279	15	writing	write	VERB
easat-8936	279	16	tutors	tutor	NOUN
easat-8936	279	17	,	,	PUNCT
easat-8936	279	18	"	"	PUNCT
easat-8936	279	19	in	in	ADP
easat-8936	279	20	ai	ai	NOUN
easat-8936	279	21	in	in	ADP
easat-8936	279	22	language	language	NOUN
easat-8936	279	23	teaching	teaching	NOUN
easat-8936	279	24	,	,	PUNCT
easat-8936	279	25	learning	learning	NOUN
easat-8936	279	26	,	,	PUNCT
easat-8936	279	27	and	and	CCONJ
easat-8936	279	28	assessment	assessment	NOUN
easat-8936	279	29	.	.	PUNCT
easat-8936	280	1	hershey	hershey	PROPN
easat-8936	280	2	,	,	PUNCT
easat-8936	280	3	pa	pa	PROPN
easat-8936	280	4	,	,	PUNCT
easat-8936	280	5	usa	usa	PROPN
easat-8936	280	6	:	:	PUNCT
easat-8936	280	7	igi	igi	PROPN
easat-8936	280	8	global	global	PROPN
easat-8936	280	9	,	,	PUNCT
easat-8936	280	10	2024	2024	NUM
easat-8936	280	11	,	,	PUNCT
easat-8936	280	12	pp	pp	ADV
easat-8936	280	13	.	.	PUNCT
easat-8936	281	1	222–243	222–243	NUM
easat-8936	281	2	.	.	PUNCT
easat-8936	282	1	https://doi.org/10.4018/979-8-3693-0872-1.ch011	https://doi.org/10.4018/979-8-3693-0872-1.ch011	NOUN
easat-8936	283	1	[	[	X
easat-8936	283	2	18	18	NUM
easat-8936	283	3	]	]	PUNCT
easat-8936	283	4	t.	t.	PROPN
easat-8936	283	5	andrianto	andrianto	NOUN
easat-8936	283	6	,	,	PUNCT
easat-8936	283	7	t.	t.	PROPN
easat-8936	283	8	m.	m.	NOUN
easat-8936	283	9	tangit	tangit	PROPN
easat-8936	283	10	,	,	PUNCT
easat-8936	283	11	and	and	CCONJ
easat-8936	283	12	n.	n.	PROPN
easat-8936	283	13	c.	c.	PROPN
easat-8936	283	14	minh	minh	PROPN
easat-8936	283	15	,	,	PUNCT
easat-8936	283	16	"	"	PUNCT
easat-8936	283	17	adoption	adoption	NOUN
easat-8936	283	18	of	of	ADP
easat-8936	283	19	artificial	artificial	ADJ
easat-8936	283	20	intelligence	intelligence	NOUN
easat-8936	283	21	(	(	PUNCT
easat-8936	283	22	ai	ai	NOUN
easat-8936	283	23	)	)	PUNCT
easat-8936	283	24	technology	technology	NOUN
easat-8936	283	25	in	in	ADP
easat-8936	283	26	enhancing	enhance	VERB
easat-8936	283	27	tourist	tourist	NOUN
easat-8936	283	28	experience	experience	NOUN
easat-8936	283	29	:	:	PUNCT
easat-8936	283	30	a	a	DET
easat-8936	283	31	conceptual	conceptual	ADJ
easat-8936	283	32	model	model	NOUN
easat-8936	283	33	,	,	PUNCT
easat-8936	283	34	"	"	PUNCT
easat-8936	283	35	journal	journal	NOUN
easat-8936	283	36	of	of	ADP
easat-8936	283	37	tourism	tourism	NOUN
easat-8936	283	38	,	,	PUNCT
easat-8936	283	39	hospitality	hospitality	NOUN
easat-8936	283	40	and	and	CCONJ
easat-8936	283	41	travel	travel	NOUN
easat-8936	283	42	management	management	NOUN
easat-8936	283	43	,	,	PUNCT
easat-8936	283	44	vol	vol	NOUN
easat-8936	283	45	.	.	PROPN
easat-8936	283	46	3	3	NUM
easat-8936	283	47	,	,	PUNCT
easat-8936	283	48	no	no	INTJ
easat-8936	283	49	.	.	NOUN
easat-8936	283	50	1	1	NUM
easat-8936	283	51	,	,	PUNCT
easat-8936	283	52	pp	pp	ADJ
easat-8936	283	53	.	.	PUNCT
easat-8936	284	1	53	53	NUM
easat-8936	284	2	-	-	SYM
easat-8936	284	3	66	66	NUM
easat-8936	284	4	,	,	PUNCT
easat-8936	284	5	2025	2025	NUM
easat-8936	284	6	.	.	PUNCT
easat-8936	285	1	https://doi.org/10.58229/jthtm.v3i1.302	https://doi.org/10.58229/jthtm.v3i1.302	NOUN
easat-8936	285	2	[	[	X
easat-8936	285	3	19	19	NUM
easat-8936	285	4	]	]	PUNCT
easat-8936	285	5	a.	a.	NOUN
easat-8936	285	6	alharbi	alharbi	PROPN
easat-8936	285	7	,	,	PUNCT
easat-8936	285	8	a.	a.	NOUN
easat-8936	285	9	pandit	pandit	NOUN
easat-8936	285	10	,	,	PUNCT
easat-8936	285	11	p.	p.	NOUN
easat-8936	285	12	j.	j.	PROPN
easat-8936	285	13	rosenberger	rosenberger	PROPN
easat-8936	285	14	iii	iii	PROPN
easat-8936	285	15	,	,	PUNCT
easat-8936	285	16	and	and	CCONJ
easat-8936	285	17	s.	s.	PROPN
easat-8936	285	18	miah	miah	PROPN
easat-8936	285	19	,	,	PUNCT
easat-8936	285	20	"	"	PUNCT
easat-8936	285	21	understanding	understand	VERB
easat-8936	285	22	ai	ai	AUX
easat-8936	285	23	-	-	PUNCT
easat-8936	285	24	enabled	enable	VERB
easat-8936	285	25	conversational	conversational	ADJ
easat-8936	285	26	agent	agent	NOUN
easat-8936	285	27	customer	customer	NOUN
easat-8936	285	28	experiences	experience	NOUN
easat-8936	285	29	in	in	ADP
easat-8936	285	30	religious	religious	ADJ
easat-8936	285	31	tourism	tourism	NOUN
easat-8936	285	32	,	,	PUNCT
easat-8936	285	33	"	"	PUNCT
easat-8936	285	34	journal	journal	NOUN
easat-8936	285	35	of	of	ADP
easat-8936	285	36	islamic	islamic	PROPN
easat-8936	285	37	marketing	marketing	NOUN
easat-8936	285	38	,	,	PUNCT
easat-8936	285	39	2025	2025	NUM
easat-8936	285	40	.	.	PUNCT
easat-8936	286	1	https://doi.org/10.1108/jima-07-2024-0309	https://doi.org/10.1108/jima-07-2024-0309	NOUN
easat-8936	287	1	[	[	X
easat-8936	287	2	20	20	NUM
easat-8936	287	3	]	]	PUNCT
easat-8936	287	4	w.	w.	PROPN
easat-8936	287	5	chiengkul	chiengkul	PROPN
easat-8936	287	6	,	,	PUNCT
easat-8936	287	7	p.	p.	PROPN
easat-8936	287	8	kumjorn	kumjorn	VERB
easat-8936	287	9	,	,	PUNCT
easat-8936	287	10	t.	t.	PROPN
easat-8936	287	11	tantipanichkul	tantipanichkul	PROPN
easat-8936	287	12	,	,	PUNCT
easat-8936	287	13	and	and	CCONJ
easat-8936	287	14	k.	k.	PROPN
easat-8936	287	15	suphan	suphan	PROPN
easat-8936	287	16	,	,	PUNCT
easat-8936	287	17	"	"	PUNCT
easat-8936	287	18	engaging	engage	VERB
easat-8936	287	19	with	with	ADP
easat-8936	287	20	ai	ai	NOUN
easat-8936	287	21	in	in	ADP
easat-8936	287	22	tourism	tourism	NOUN
easat-8936	287	23	:	:	PUNCT
easat-8936	287	24	a	a	DET
easat-8936	287	25	key	key	NOUN
easat-8936	287	26	to	to	ADP
easat-8936	287	27	enhancing	enhance	VERB
easat-8936	287	28	smart	smart	ADJ
easat-8936	287	29	experiences	experience	NOUN
easat-8936	287	30	and	and	CCONJ
easat-8936	287	31	emotional	emotional	ADJ
easat-8936	287	32	bonds	bond	NOUN
easat-8936	287	33	,	,	PUNCT
easat-8936	287	34	"	"	PUNCT
easat-8936	287	35	asia	asia	PROPN
easat-8936	287	36	-	-	PUNCT
easat-8936	287	37	pacific	pacific	PROPN
easat-8936	287	38	journal	journal	PROPN
easat-8936	287	39	of	of	ADP
easat-8936	287	40	business	business	PROPN
easat-8936	287	41	administration	administration	NOUN
easat-8936	287	42	,	,	PUNCT
easat-8936	287	43	2025	2025	NUM
easat-8936	287	44	.	.	PUNCT
easat-8936	288	1	https://doi.org/10.1108/apjba-09-2024-0488	https://doi.org/10.1108/apjba-09-2024-0488	PROPN
easat-8936	288	2	[	[	X
easat-8936	288	3	21	21	NUM
easat-8936	288	4	]	]	X
easat-8936	288	5	l.	l.	PROPN
easat-8936	288	6	benaddi	benaddi	PROPN
easat-8936	288	7	,	,	PUNCT
easat-8936	288	8	c.	c.	PROPN
easat-8936	288	9	ouaddi	ouaddi	PROPN
easat-8936	288	10	,	,	PUNCT
easat-8936	288	11	a.	a.	NOUN
easat-8936	288	12	jakimi	jakimi	PROPN
easat-8936	288	13	,	,	PUNCT
easat-8936	288	14	and	and	CCONJ
easat-8936	288	15	b.	b.	PROPN
easat-8936	288	16	ouchao	ouchao	PROPN
easat-8936	288	17	,	,	PUNCT
easat-8936	288	18	"	"	PUNCT
easat-8936	288	19	a	a	DET
easat-8936	288	20	systematic	systematic	ADJ
easat-8936	288	21	review	review	NOUN
easat-8936	288	22	of	of	ADP
easat-8936	288	23	chatbots	chatbot	NOUN
easat-8936	288	24	:	:	PUNCT
easat-8936	289	1	classification	classification	NOUN
easat-8936	289	2	,	,	PUNCT
easat-8936	289	3	development	development	NOUN
easat-8936	289	4	,	,	PUNCT
easat-8936	289	5	and	and	CCONJ
easat-8936	289	6	their	their	PRON
easat-8936	289	7	impact	impact	NOUN
easat-8936	289	8	on	on	ADP
easat-8936	289	9	tourism	tourism	NOUN
easat-8936	289	10	,	,	PUNCT
easat-8936	289	11	"	"	PUNCT
easat-8936	289	12	ieee	ieee	NOUN
easat-8936	289	13	access	access	NOUN
easat-8936	289	14	,	,	PUNCT
easat-8936	289	15	2024	2024	NUM
easat-8936	289	16	.	.	PUNCT
easat-8936	290	1	https://doi.org/10.1109/access.2024.3408108	https://doi.org/10.1109/access.2024.3408108	X
easat-8936	291	1	[	[	X
easat-8936	291	2	22	22	NUM
easat-8936	291	3	]	]	X
easat-8936	291	4	w.	w.	PROPN
easat-8936	291	5	m.	m.	PROPN
easat-8936	291	6	to	to	ADP
easat-8936	291	7	and	and	CCONJ
easat-8936	291	8	b.	b.	PROPN
easat-8936	291	9	t.	t.	PROPN
easat-8936	291	10	yu	yu	PROPN
easat-8936	291	11	,	,	PUNCT
easat-8936	291	12	"	"	PUNCT
easat-8936	291	13	artificial	artificial	ADJ
easat-8936	291	14	intelligence	intelligence	NOUN
easat-8936	291	15	research	research	NOUN
easat-8936	291	16	in	in	ADP
easat-8936	291	17	tourism	tourism	NOUN
easat-8936	291	18	and	and	CCONJ
easat-8936	291	19	hospitality	hospitality	NOUN
easat-8936	291	20	journals	journal	NOUN
easat-8936	291	21	:	:	PUNCT
easat-8936	291	22	trends	trend	NOUN
easat-8936	291	23	,	,	PUNCT
easat-8936	291	24	emerging	emerge	VERB
easat-8936	291	25	themes	theme	NOUN
easat-8936	291	26	,	,	PUNCT
easat-8936	291	27	and	and	CCONJ
easat-8936	291	28	the	the	DET
easat-8936	291	29	rise	rise	NOUN
easat-8936	291	30	of	of	ADP
easat-8936	291	31	generative	generative	ADJ
easat-8936	291	32	ai	ai	NOUN
easat-8936	291	33	,	,	PUNCT
easat-8936	291	34	"	"	PUNCT
easat-8936	291	35	tourism	tourism	NOUN
easat-8936	291	36	and	and	CCONJ
easat-8936	291	37	hospitality	hospitality	NOUN
easat-8936	291	38	,	,	PUNCT
easat-8936	291	39	vol	vol	NOUN
easat-8936	291	40	.	.	PROPN
easat-8936	291	41	6	6	NUM
easat-8936	291	42	,	,	PUNCT
easat-8936	291	43	no	no	INTJ
easat-8936	291	44	.	.	NOUN
easat-8936	291	45	2	2	NUM
easat-8936	291	46	,	,	PUNCT
easat-8936	291	47	p.	p.	NOUN
easat-8936	291	48	63	63	NUM
easat-8936	291	49	,	,	PUNCT
easat-8936	291	50	2025	2025	NUM
easat-8936	291	51	.	.	PUNCT
easat-8936	292	1	https://doi.org/10.3390/tourhosp6020063	https://doi.org/10.3390/tourhosp6020063	PROPN
easat-8936	292	2	[	[	X
easat-8936	292	3	23	23	NUM
easat-8936	292	4	]	]	PUNCT
easat-8936	292	5	i.	i.	PROPN
easat-8936	292	6	m.	m.	PROPN
easat-8936	292	7	enholm	enholm	PROPN
easat-8936	292	8	,	,	PUNCT
easat-8936	292	9	e.	e.	PROPN
easat-8936	292	10	papagiannidis	papagiannidis	PROPN
easat-8936	292	11	,	,	PUNCT
easat-8936	292	12	p.	p.	NOUN
easat-8936	292	13	mikalef	mikalef	NOUN
easat-8936	292	14	,	,	PUNCT
easat-8936	292	15	and	and	CCONJ
easat-8936	292	16	j.	j.	PROPN
easat-8936	292	17	krogstie	krogstie	PROPN
easat-8936	292	18	,	,	PUNCT
easat-8936	292	19	"	"	PUNCT
easat-8936	292	20	artificial	artificial	ADJ
easat-8936	292	21	intelligence	intelligence	NOUN
easat-8936	292	22	and	and	CCONJ
easat-8936	292	23	business	business	NOUN
easat-8936	292	24	value	value	NOUN
easat-8936	292	25	:	:	PUNCT
easat-8936	292	26	a	a	DET
easat-8936	292	27	literature	literature	NOUN
easat-8936	292	28	review	review	NOUN
easat-8936	292	29	,	,	PUNCT
easat-8936	292	30	"	"	PUNCT
easat-8936	292	31	information	information	NOUN
easat-8936	292	32	systems	system	NOUN
easat-8936	292	33	frontiers	frontier	NOUN
easat-8936	292	34	,	,	PUNCT
easat-8936	292	35	vol	vol	NOUN
easat-8936	292	36	.	.	PROPN
easat-8936	293	1	24	24	NUM
easat-8936	293	2	,	,	PUNCT
easat-8936	293	3	no	no	INTJ
easat-8936	293	4	.	.	NOUN
easat-8936	293	5	5	5	NUM
easat-8936	293	6	,	,	PUNCT
easat-8936	293	7	pp	pp	ADJ
easat-8936	293	8	.	.	PUNCT
easat-8936	294	1	1709	1709	NUM
easat-8936	294	2	-	-	SYM
easat-8936	294	3	1734	1734	NUM
easat-8936	294	4	,	,	PUNCT
easat-8936	294	5	2022	2022	NUM
easat-8936	294	6	.	.	PUNCT
easat-8936	294	7	https://doi.org/10.1007/s10796-02110186-w	https://doi.org/10.1007/s10796-02110186-w	NOUN
easat-8936	295	1	[	[	X
easat-8936	295	2	24	24	NUM
easat-8936	295	3	]	]	PUNCT
easat-8936	295	4	a.	a.	NOUN
easat-8936	295	5	m.	m.	PROPN
easat-8936	295	6	fouad	fouad	PROPN
easat-8936	295	7	,	,	PUNCT
easat-8936	295	8	i.	i.	PROPN
easat-8936	295	9	e.	e.	PROPN
easat-8936	295	10	salem	salem	PROPN
easat-8936	295	11	,	,	PUNCT
easat-8936	295	12	and	and	CCONJ
easat-8936	295	13	e.	e.	PROPN
easat-8936	295	14	a.	a.	PROPN
easat-8936	295	15	fathy	fathy	PROPN
easat-8936	295	16	,	,	PUNCT
easat-8936	295	17	"	"	PUNCT
easat-8936	295	18	generative	generative	ADJ
easat-8936	295	19	ai	ai	VERB
easat-8936	295	20	insights	insight	NOUN
easat-8936	295	21	in	in	ADP
easat-8936	295	22	tourism	tourism	NOUN
easat-8936	295	23	and	and	CCONJ
easat-8936	295	24	hospitality	hospitality	NOUN
easat-8936	295	25	:	:	PUNCT
easat-8936	295	26	a	a	DET
easat-8936	295	27	comprehensive	comprehensive	ADJ
easat-8936	295	28	review	review	NOUN
easat-8936	295	29	and	and	CCONJ
easat-8936	295	30	strategic	strategic	ADJ
easat-8936	295	31	research	research	NOUN
easat-8936	295	32	roadmap	roadmap	NOUN
easat-8936	295	33	,	,	PUNCT
easat-8936	295	34	"	"	PUNCT
easat-8936	295	35	tourism	tourism	NOUN
easat-8936	295	36	and	and	CCONJ
easat-8936	295	37	hospitality	hospitality	NOUN
easat-8936	295	38	research	research	NOUN
easat-8936	295	39	,	,	PUNCT
easat-8936	295	40	vol	vol	NOUN
easat-8936	295	41	.	.	PROPN
easat-8936	295	42	0	0	NUM
easat-8936	295	43	,	,	PUNCT
easat-8936	295	44	no	no	INTJ
easat-8936	295	45	.	.	NOUN
easat-8936	295	46	0	0	NUM
easat-8936	295	47	,	,	PUNCT
easat-8936	295	48	p.	p.	NOUN
easat-8936	295	49	14673584241293125	14673584241293125	NUM
easat-8936	295	50	,	,	PUNCT
easat-8936	295	51	2024	2024	NUM
easat-8936	295	52	.	.	PUNCT
easat-8936	296	1	https://doi.org/10.1177/14673584241293125	https://doi.org/10.1177/14673584241293125	VERB
easat-8936	297	1	[	[	X
easat-8936	297	2	25	25	NUM
easat-8936	297	3	]	]	PUNCT
easat-8936	297	4	z.	z.	PROPN
easat-8936	297	5	f.	f.	PROPN
easat-8936	297	6	sidiq	sidiq	PROPN
easat-8936	297	7	and	and	CCONJ
easat-8936	297	8	z.	z.	PROPN
easat-8936	297	9	sahman	sahman	PROPN
easat-8936	297	10	,	,	PUNCT
easat-8936	297	11	"	"	PUNCT
easat-8936	297	12	the	the	DET
easat-8936	297	13	role	role	NOUN
easat-8936	297	14	of	of	ADP
easat-8936	297	15	artificial	artificial	ADJ
easat-8936	297	16	intelligence	intelligence	NOUN
easat-8936	297	17	in	in	ADP
easat-8936	297	18	transforming	transform	VERB
easat-8936	297	19	smart	smart	ADJ
easat-8936	297	20	tourism	tourism	NOUN
easat-8936	297	21	:	:	PUNCT
easat-8936	297	22	enhancing	enhance	VERB
easat-8936	297	23	customer	customer	NOUN
easat-8936	297	24	experience	experience	NOUN
easat-8936	297	25	and	and	CCONJ
easat-8936	297	26	service	service	NOUN
easat-8936	297	27	personalization	personalization	NOUN
easat-8936	297	28	,	,	PUNCT
easat-8936	297	29	"	"	PUNCT
easat-8936	297	30	journal	journal	NOUN
easat-8936	297	31	of	of	ADP
easat-8936	297	32	sharia	sharia	PROPN
easat-8936	297	33	economy	economy	PROPN
easat-8936	297	34	and	and	CCONJ
easat-8936	297	35	islamic	islamic	ADJ
easat-8936	297	36	tourism	tourism	NOUN
easat-8936	297	37	,	,	PUNCT
easat-8936	297	38	vol	vol	NOUN
easat-8936	297	39	.	.	PROPN
easat-8936	297	40	5	5	NUM
easat-8936	297	41	,	,	PUNCT
easat-8936	297	42	no	no	INTJ
easat-8936	297	43	.	.	NOUN
easat-8936	297	44	2	2	NUM
easat-8936	297	45	,	,	PUNCT
easat-8936	297	46	pp	pp	ADJ
easat-8936	297	47	.	.	PUNCT
easat-8936	298	1	82	82	NUM
easat-8936	298	2	-	-	SYM
easat-8936	298	3	98	98	NUM
easat-8936	298	4	,	,	PUNCT
easat-8936	298	5	2025	2025	NUM
easat-8936	298	6	.	.	PUNCT
easat-8936	299	1	https://doi.org/10.31764/jseit.v5i2.30705	https://doi.org/10.31764/jseit.v5i2.30705	NOUN
easat-8936	300	1	[	[	X
easat-8936	300	2	26	26	NUM
easat-8936	300	3	]	]	PUNCT
easat-8936	300	4	a.	a.	PROPN
easat-8936	300	5	r.	r.	PROPN
easat-8936	300	6	herawati	herawati	PROPN
easat-8936	300	7	,	,	PUNCT
easat-8936	300	8	a.	a.	PROPN
easat-8936	300	9	e.	e.	PROPN
easat-8936	300	10	pradana	pradana	PROPN
easat-8936	300	11	,	,	PUNCT
easat-8936	300	12	and	and	CCONJ
easat-8936	300	13	n.	n.	PROPN
easat-8936	300	14	shahira	shahira	PROPN
easat-8936	300	15	,	,	PUNCT
easat-8936	300	16	"	"	PUNCT
easat-8936	300	17	integrating	integrate	VERB
easat-8936	300	18	artificial	artificial	ADJ
easat-8936	300	19	intelligence	intelligence	NOUN
easat-8936	300	20	(	(	PUNCT
easat-8936	300	21	ai	ai	NOUN
easat-8936	300	22	)	)	PUNCT
easat-8936	300	23	into	into	ADP
easat-8936	300	24	sustainable	sustainable	ADJ
easat-8936	300	25	tourism	tourism	NOUN
easat-8936	300	26	management	management	NOUN
easat-8936	300	27	in	in	ADP
easat-8936	300	28	indonesia	indonesia	PROPN
easat-8936	300	29	and	and	CCONJ
easat-8936	300	30	the	the	DET
easat-8936	300	31	impact	impact	NOUN
easat-8936	300	32	on	on	ADP
easat-8936	300	33	customer	customer	NOUN
easat-8936	300	34	experience	experience	NOUN
easat-8936	300	35	:	:	PUNCT
easat-8936	300	36	a	a	DET
easat-8936	300	37	literature	literature	NOUN
easat-8936	300	38	review	review	NOUN
easat-8936	300	39	,	,	PUNCT
easat-8936	300	40	"	"	PUNCT
easat-8936	300	41	in	in	ADP
easat-8936	300	42	international	international	ADJ
easat-8936	300	43	conference	conference	NOUN
easat-8936	300	44	on	on	ADP
easat-8936	300	45	medical	medical	ADJ
easat-8936	300	46	imaging	imaging	NOUN
easat-8936	300	47	,	,	PUNCT
easat-8936	300	48	electronic	electronic	ADJ
easat-8936	300	49	imaging	imaging	NOUN
easat-8936	300	50	,	,	PUNCT
easat-8936	300	51	information	information	NOUN
easat-8936	300	52	technologies	technology	NOUN
easat-8936	300	53	,	,	PUNCT
easat-8936	300	54	and	and	CCONJ
easat-8936	300	55	sensors	sensor	NOUN
easat-8936	300	56	(	(	PUNCT
easat-8936	300	57	mieits	mieit	NOUN
easat-8936	300	58	2025	2025	NUM
easat-8936	300	59	)	)	PUNCT
easat-8936	300	60	,	,	PUNCT
easat-8936	300	61	2025	2025	NUM
easat-8936	300	62	,	,	PUNCT
easat-8936	300	63	vol	vol	NOUN
easat-8936	300	64	.	.	PUNCT
easat-8936	300	65	13631	13631	NUM
easat-8936	300	66	:	:	PUNCT
easat-8936	300	67	spie	spie	ADJ
easat-8936	300	68	,	,	PUNCT
easat-8936	300	69	pp	pp	ADJ
easat-8936	300	70	.	.	PUNCT
easat-8936	301	1	24	24	NUM
easat-8936	301	2	-	-	SYM
easat-8936	301	3	35	35	NUM
easat-8936	301	4	,	,	PUNCT
easat-8936	301	5	doi	doi	NOUN
easat-8936	301	6	:	:	PUNCT
easat-8936	301	7	https://doi.org/10.1117/12.3058730	https://doi.org/10.1117/12.3058730	X
easat-8936	301	8	.	.	PUNCT
easat-8936	302	1	https://doi.org/10.1117/12.3058730	https://doi.org/10.1117/12.3058730	PROPN
easat-8936	302	2	https://doi.org/10.4324/9781003518495-29	https://doi.org/10.4324/9781003518495-29	PROPN
easat-8936	302	3	https://doi.org/10.3390/geographies5010009	https://doi.org/10.3390/geographies5010009	PROPN
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easat-8936	302	6	https://doi.org/10.1016/j.tsc.2024.101727	https://doi.org/10.1016/j.tsc.2024.101727	PROPN
easat-8936	302	7	https://doi.org/10.1177/14780771241234449	https://doi.org/10.1177/14780771241234449	NOUN
easat-8936	302	8	https://doi.org/10.1016/j.daach.2025.e00424	https://doi.org/10.1016/j.daach.2025.e00424	VERB
easat-8936	302	9	https://doi.org/10.4337/9781803928562.00029	https://doi.org/10.4337/9781803928562.00029	PROPN
easat-8936	302	10	https://doi.org/10.4324/9781003591023	https://doi.org/10.4324/9781003591023	X
easat-8936	302	11	https://doi.org/10.2139/ssrn.4586863	https://doi.org/10.2139/ssrn.4586863	NOUN
easat-8936	302	12	https://doi.org/10.4018/979-8-3693-6255-6.ch004	https://doi.org/10.4018/979-8-3693-6255-6.ch004	NOUN
easat-8936	302	13	https://doi.org/10.1145/3672277	https://doi.org/10.1145/3672277	NOUN
easat-8936	302	14	https://doi.org/10.4018/979-8-3693-7723-9.ch014	https://doi.org/10.4018/979-8-3693-7723-9.ch014	VERB
easat-8936	302	15	https://doi.org/10.4018/979-8-3693-0872-1.ch011	https://doi.org/10.4018/979-8-3693-0872-1.ch011	PROPN
easat-8936	302	16	https://doi.org/10.58229/jthtm.v3i1.302	https://doi.org/10.58229/jthtm.v3i1.302	PROPN
easat-8936	302	17	https://doi.org/10.1108/jima-07-2024-0309	https://doi.org/10.1108/jima-07-2024-0309	PROPN
easat-8936	302	18	https://doi.org/10.1108/apjba-09-2024-0488	https://doi.org/10.1108/apjba-09-2024-0488	PROPN
easat-8936	303	1	https://doi.org/10.1109/access.2024.3408108	https://doi.org/10.1109/access.2024.3408108	PROPN
easat-8936	303	2	https://doi.org/10.3390/tourhosp6020063	https://doi.org/10.3390/tourhosp6020063	PROPN
easat-8936	303	3	https://doi.org/10.1007/s10796-021-10186-w	https://doi.org/10.1007/s10796-021-10186-w	PROPN
easat-8936	303	4	https://doi.org/10.1007/s10796-021-10186-w	https://doi.org/10.1007/s10796-021-10186-w	PROPN
easat-8936	303	5	https://doi.org/10.1177/14673584241293125	https://doi.org/10.1177/14673584241293125	NOUN
easat-8936	303	6	https://doi.org/10.31764/jseit.v5i2.30705	https://doi.org/10.31764/jseit.v5i2.30705	NOUN
easat-8936	303	7	https://doi.org/10.1117/12.3058730	https://doi.org/10.1117/12.3058730	ADV
easat-8936	303	8	https://doi.org/10.1117/12.3058730	https://doi.org/10.1117/12.3058730	PROPN
easat-8936	303	9	1451	1451	NUM
easat-8936	303	10	edelweiss	edelweiss	PROPN
easat-8936	303	11	applied	apply	VERB
easat-8936	303	12	science	science	NOUN
easat-8936	303	13	and	and	CCONJ
easat-8936	303	14	technology	technology	NOUN
easat-8936	303	15	issn	issn	PROPN
easat-8936	303	16	:	:	PUNCT
easat-8936	303	17	2576	2576	NUM
easat-8936	303	18	-	-	SYM
easat-8936	303	19	8484	8484	NUM
easat-8936	303	20	vol	vol	NOUN
easat-8936	303	21	.	.	PROPN
easat-8936	304	1	9	9	NUM
easat-8936	304	2	,	,	PUNCT
easat-8936	304	3	no	no	INTJ
easat-8936	304	4	.	.	NOUN
easat-8936	304	5	7	7	NUM
easat-8936	304	6	:	:	SYM
easat-8936	304	7	1436	1436	NUM
easat-8936	304	8	-	-	SYM
easat-8936	304	9	1451	1451	NUM
easat-8936	304	10	,	,	PUNCT
easat-8936	304	11	2025	2025	NUM
easat-8936	304	12	doi	doi	NOUN
easat-8936	304	13	:	:	PUNCT
easat-8936	304	14	10.55214/25768484.v9i7.8936	10.55214/25768484.v9i7.8936	NUM
easat-8936	304	15	©	©	PROPN
easat-8936	304	16	2025	2025	NUM
easat-8936	304	17	by	by	ADP
easat-8936	304	18	the	the	DET
easat-8936	304	19	authors	author	NOUN
easat-8936	304	20	;	;	PUNCT
easat-8936	304	21	licensee	licensee	PROPN
easat-8936	304	22	learning	learning	NOUN
easat-8936	304	23	gate	gate	NOUN
easat-8936	305	1	[	[	X
easat-8936	305	2	27	27	NUM
easat-8936	305	3	]	]	X
easat-8936	305	4	h.	h.	PROPN
easat-8936	305	5	tosyali	tosyali	PROPN
easat-8936	305	6	,	,	PUNCT
easat-8936	305	7	f.	f.	PROPN
easat-8936	305	8	tosyali	tosyali	PROPN
easat-8936	305	9	,	,	PUNCT
easat-8936	305	10	and	and	CCONJ
easat-8936	305	11	e.	e.	PROPN
easat-8936	305	12	coban	coban	PROPN
easat-8936	305	13	-	-	PUNCT
easat-8936	305	14	tosyali	tosyali	NOUN
easat-8936	305	15	,	,	PUNCT
easat-8936	305	16	"	"	PUNCT
easat-8936	305	17	role	role	NOUN
easat-8936	305	18	of	of	ADP
easat-8936	305	19	tourist	tourist	NOUN
easat-8936	305	20	-	-	PUNCT
easat-8936	305	21	chatbot	chatbot	NOUN
easat-8936	305	22	interaction	interaction	NOUN
easat-8936	305	23	on	on	ADP
easat-8936	305	24	visit	visit	NOUN
easat-8936	305	25	intention	intention	NOUN
easat-8936	305	26	in	in	ADP
easat-8936	305	27	tourism	tourism	NOUN
easat-8936	305	28	:	:	PUNCT
easat-8936	305	29	the	the	DET
easat-8936	305	30	mediating	mediate	VERB
easat-8936	305	31	role	role	NOUN
easat-8936	305	32	of	of	ADP
easat-8936	305	33	destination	destination	NOUN
easat-8936	305	34	image	image	NOUN
easat-8936	305	35	,	,	PUNCT
easat-8936	305	36	"	"	PUNCT
easat-8936	305	37	current	current	ADJ
easat-8936	305	38	issues	issue	NOUN
easat-8936	305	39	in	in	ADP
easat-8936	305	40	tourism	tourism	NOUN
easat-8936	305	41	,	,	PUNCT
easat-8936	305	42	vol	vol	NOUN
easat-8936	305	43	.	.	PROPN
easat-8936	305	44	28	28	NUM
easat-8936	305	45	,	,	PUNCT
easat-8936	305	46	no	no	INTJ
easat-8936	305	47	.	.	NOUN
easat-8936	305	48	4	4	NUM
easat-8936	305	49	,	,	PUNCT
easat-8936	305	50	pp	pp	ADJ
easat-8936	305	51	.	.	PUNCT
easat-8936	306	1	511	511	NUM
easat-8936	306	2	-	-	SYM
easat-8936	306	3	526	526	NUM
easat-8936	306	4	,	,	PUNCT
easat-8936	306	5	2025	2025	NUM
easat-8936	306	6	.	.	PUNCT
easat-8936	307	1	https://doi.org/10.1080/13683500.2023.2288937	https://doi.org/10.1080/13683500.2023.2288937	PUNCT
easat-8936	308	1	[	[	X
easat-8936	308	2	28	28	NUM
easat-8936	308	3	]	]	X
easat-8936	308	4	s.	s.	PROPN
easat-8936	308	5	mishra	mishra	PROPN
easat-8936	308	6	,	,	PUNCT
easat-8936	308	7	m.	m.	NOUN
easat-8936	308	8	anifa	anifa	PROPN
easat-8936	308	9	,	,	PUNCT
easat-8936	308	10	and	and	CCONJ
easat-8936	308	11	j.	j.	PROPN
easat-8936	308	12	naidu	naidu	PROPN
easat-8936	308	13	,	,	PUNCT
easat-8936	308	14	"	"	PUNCT
easat-8936	308	15	ai	ai	ADJ
easat-8936	308	16	-	-	PUNCT
easat-8936	308	17	driven	drive	VERB
easat-8936	308	18	personalization	personalization	NOUN
easat-8936	308	19	in	in	ADP
easat-8936	308	20	tourism	tourism	NOUN
easat-8936	308	21	services	service	NOUN
easat-8936	308	22	:	:	PUNCT
easat-8936	308	23	enhancing	enhance	VERB
easat-8936	308	24	tourist	tourist	NOUN
easat-8936	308	25	experiences	experience	NOUN
easat-8936	308	26	and	and	CCONJ
easat-8936	308	27	business	business	NOUN
easat-8936	308	28	performance	performance	NOUN
easat-8936	308	29	,	,	PUNCT
easat-8936	308	30	"	"	PUNCT
easat-8936	308	31	in	in	ADP
easat-8936	308	32	integrating	integrate	VERB
easat-8936	308	33	architecture	architecture	NOUN
easat-8936	308	34	and	and	CCONJ
easat-8936	308	35	design	design	NOUN
easat-8936	308	36	into	into	ADP
easat-8936	308	37	sustainable	sustainable	ADJ
easat-8936	308	38	tourism	tourism	NOUN
easat-8936	308	39	development	development	NOUN
easat-8936	308	40	:	:	PUNCT
easat-8936	308	41	igi	igi	PROPN
easat-8936	308	42	global	global	ADJ
easat-8936	308	43	scientific	scientific	ADJ
easat-8936	308	44	publishing	publishing	NOUN
easat-8936	308	45	,	,	PUNCT
easat-8936	308	46	2025	2025	NUM
easat-8936	308	47	,	,	PUNCT
easat-8936	308	48	pp	pp	ADJ
easat-8936	308	49	.	.	PUNCT
easat-8936	309	1	1	1	NUM
easat-8936	309	2	-	-	SYM
easat-8936	309	3	20	20	NUM
easat-8936	309	4	.	.	PUNCT
easat-8936	310	1	[	[	X
easat-8936	310	2	29	29	NUM
easat-8936	310	3	]	]	X
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easat-8936	310	5	j.	j.	PROPN
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easat-8936	310	9	foroudi	foroudi	NOUN
easat-8936	310	10	,	,	PUNCT
easat-8936	310	11	and	and	CCONJ
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easat-8936	310	14	,	,	PUNCT
easat-8936	310	15	"	"	PUNCT
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easat-8936	310	17	intelligence	intelligence	NOUN
easat-8936	310	18	(	(	PUNCT
easat-8936	310	19	ai	ai	NOUN
easat-8936	310	20	)	)	PUNCT
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easat-8936	310	22	,	,	PUNCT
easat-8936	310	23	customer	customer	NOUN
easat-8936	310	24	experience	experience	NOUN
easat-8936	310	25	and	and	CCONJ
easat-8936	310	26	preference	preference	NOUN
easat-8936	310	27	in	in	ADP
easat-8936	310	28	the	the	DET
easat-8936	310	29	tourism	tourism	NOUN
easat-8936	310	30	industry	industry	NOUN
easat-8936	310	31	in	in	ADP
easat-8936	310	32	ghana	ghana	PROPN
easat-8936	310	33	:	:	PUNCT
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easat-8936	310	35	on	on	ADP
easat-8936	310	36	accra	accra	PROPN
easat-8936	310	37	metropolis	metropolis	PROPN
easat-8936	310	38	,	,	PUNCT
easat-8936	310	39	"	"	PUNCT
easat-8936	310	40	in	in	ADP
easat-8936	310	41	contemporary	contemporary	ADJ
easat-8936	310	42	marketing	marketing	NOUN
easat-8936	310	43	and	and	CCONJ
easat-8936	310	44	consumer	consumer	NOUN
easat-8936	310	45	behaviour	behaviour	NOUN
easat-8936	310	46	in	in	ADP
easat-8936	310	47	sustainable	sustainable	ADJ
easat-8936	310	48	tourism	tourism	NOUN
easat-8936	310	49	:	:	PUNCT
easat-8936	310	50	routledge	routledge	PROPN
easat-8936	310	51	,	,	PUNCT
easat-8936	310	52	2024	2024	NUM
easat-8936	310	53	,	,	PUNCT
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easat-8936	310	55	.	.	PUNCT
easat-8936	311	1	208	208	NUM
easat-8936	311	2	-	-	SYM
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easat-8936	312	3	30	30	NUM
easat-8936	312	4	]	]	X
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easat-8936	312	11	s.	s.	PROPN
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easat-8936	312	15	and	and	CCONJ
easat-8936	312	16	f.	f.	PROPN
easat-8936	312	17	l.	l.	PROPN
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easat-8936	312	22	dorsal	dorsal	NOUN
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easat-8936	313	9	thammaboosadee	thammaboosadee	PROPN
easat-8936	313	10	,	,	PUNCT
easat-8936	313	11	and	and	CCONJ
easat-8936	313	12	h.	h.	PROPN
easat-8936	313	13	yu	yu	PROPN
easat-8936	313	14	,	,	PUNCT
easat-8936	313	15	"	"	PUNCT
easat-8936	313	16	a	a	DET
easat-8936	313	17	personalized	personalize	VERB
easat-8936	313	18	hybrid	hybrid	ADJ
easat-8936	313	19	tourist	tourist	NOUN
easat-8936	313	20	destination	destination	NOUN
easat-8936	313	21	recommendation	recommendation	NOUN
easat-8936	313	22	system	system	NOUN
easat-8936	313	23	:	:	PUNCT
easat-8936	313	24	an	an	DET
easat-8936	313	25	integration	integration	NOUN
easat-8936	313	26	of	of	ADP
easat-8936	313	27	emotion	emotion	NOUN
easat-8936	313	28	and	and	CCONJ
easat-8936	313	29	sentiment	sentiment	NOUN
easat-8936	313	30	approach	approach	NOUN
easat-8936	313	31	,	,	PUNCT
easat-8936	313	32	"	"	PUNCT
easat-8936	313	33	international	international	ADJ
easat-8936	313	34	journal	journal	NOUN
easat-8936	313	35	of	of	ADP
easat-8936	313	36	advanced	advanced	ADJ
easat-8936	313	37	computer	computer	NOUN
easat-8936	313	38	science	science	NOUN
easat-8936	313	39	&	&	CCONJ
easat-8936	313	40	applications	application	NOUN
easat-8936	313	41	,	,	PUNCT
easat-8936	313	42	vol	vol	NOUN
easat-8936	313	43	.	.	PROPN
easat-8936	313	44	15	15	NUM
easat-8936	313	45	,	,	PUNCT
easat-8936	313	46	no	no	INTJ
easat-8936	313	47	.	.	NOUN
easat-8936	313	48	8	8	NUM
easat-8936	313	49	,	,	PUNCT
easat-8936	313	50	2024	2024	NUM
easat-8936	313	51	.	.	PUNCT
easat-8936	314	1	https://doi.org/10.14569/ijacsa.2024.0150803	https://doi.org/10.14569/ijacsa.2024.0150803	NOUN
easat-8936	314	2	[	[	X
easat-8936	314	3	32	32	NUM
easat-8936	314	4	]	]	PUNCT
easat-8936	314	5	h.	h.	PROPN
easat-8936	314	6	pallathadka	pallathadka	PROPN
easat-8936	314	7	,	,	PUNCT
easat-8936	314	8	e.	e.	PROPN
easat-8936	314	9	h.	h.	PROPN
easat-8936	314	10	ramirez	ramirez	PROPN
easat-8936	314	11	-	-	PUNCT
easat-8936	314	12	asis	asis	PROPN
easat-8936	314	13	,	,	PUNCT
easat-8936	314	14	t.	t.	PROPN
easat-8936	314	15	p.	p.	PROPN
easat-8936	314	16	loli	loli	PROPN
easat-8936	314	17	-	-	PUNCT
easat-8936	314	18	poma	poma	PROPN
easat-8936	314	19	,	,	PUNCT
easat-8936	314	20	k.	k.	PROPN
easat-8936	314	21	kaliyaperumal	kaliyaperumal	PROPN
easat-8936	314	22	,	,	PUNCT
easat-8936	314	23	r.	r.	PROPN
easat-8936	314	24	j.	j.	PROPN
easat-8936	314	25	m.	m.	PROPN
easat-8936	314	26	ventayen	ventayen	PROPN
easat-8936	314	27	,	,	PUNCT
easat-8936	314	28	and	and	CCONJ
easat-8936	314	29	m.	m.	NOUN
easat-8936	314	30	naved	naved	ADJ
easat-8936	314	31	,	,	PUNCT
easat-8936	314	32	"	"	PUNCT
easat-8936	314	33	applications	application	NOUN
easat-8936	314	34	of	of	ADP
easat-8936	314	35	artificial	artificial	ADJ
easat-8936	314	36	intelligence	intelligence	NOUN
easat-8936	314	37	in	in	ADP
easat-8936	314	38	business	business	NOUN
easat-8936	314	39	management	management	NOUN
easat-8936	314	40	,	,	PUNCT
easat-8936	314	41	e	e	NOUN
easat-8936	314	42	-	-	NOUN
easat-8936	314	43	commerce	commerce	NOUN
easat-8936	314	44	and	and	CCONJ
easat-8936	314	45	finance	finance	NOUN
easat-8936	314	46	,	,	PUNCT
easat-8936	314	47	"	"	PUNCT
easat-8936	314	48	materials	material	NOUN
easat-8936	314	49	today	today	NOUN
easat-8936	314	50	:	:	PUNCT
easat-8936	314	51	proceedings	proceeding	NOUN
easat-8936	314	52	,	,	PUNCT
easat-8936	314	53	vol	vol	NOUN
easat-8936	314	54	.	.	PROPN
easat-8936	314	55	80	80	NUM
easat-8936	314	56	,	,	PUNCT
easat-8936	314	57	pp	pp	ADJ
easat-8936	314	58	.	.	PUNCT
easat-8936	315	1	2610	2610	NUM
easat-8936	315	2	-	-	SYM
easat-8936	315	3	2613	2613	NUM
easat-8936	315	4	,	,	PUNCT
easat-8936	315	5	2023	2023	NUM
easat-8936	315	6	.	.	PUNCT
easat-8936	316	1	https://doi.org/10.1016/j.matpr.2021.06.419	https://doi.org/10.1016/j.matpr.2021.06.419	PROPN
easat-8936	316	2	[	[	X
easat-8936	316	3	33	33	NUM
easat-8936	316	4	]	]	PUNCT
easat-8936	316	5	p.	p.	NOUN
easat-8936	316	6	gomes	gomes	PROPN
easat-8936	316	7	,	,	PUNCT
easat-8936	316	8	l.	l.	PROPN
easat-8936	316	9	verçosa	verçosa	PROPN
easat-8936	316	10	,	,	PUNCT
easat-8936	316	11	f.	f.	PROPN
easat-8936	316	12	melo	melo	PROPN
easat-8936	316	13	,	,	PUNCT
easat-8936	316	14	v.	v.	PROPN
easat-8936	316	15	silva	silva	PROPN
easat-8936	316	16	,	,	PUNCT
easat-8936	316	17	c.	c.	PROPN
easat-8936	316	18	b.	b.	PROPN
easat-8936	316	19	filho	filho	PROPN
easat-8936	316	20	,	,	PUNCT
easat-8936	316	21	and	and	CCONJ
easat-8936	316	22	b.	b.	PROPN
easat-8936	316	23	bezerra	bezerra	PROPN
easat-8936	316	24	,	,	PUNCT
easat-8936	316	25	"	"	PUNCT
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easat-8936	316	28	-	-	PUNCT
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easat-8936	316	31	for	for	ADP
easat-8936	316	32	business	business	NOUN
easat-8936	316	33	processes	process	NOUN
easat-8936	316	34	:	:	PUNCT
easat-8936	316	35	a	a	DET
easat-8936	316	36	systematic	systematic	ADJ
easat-8936	316	37	literature	literature	NOUN
easat-8936	316	38	review	review	NOUN
easat-8936	316	39	,	,	PUNCT
easat-8936	316	40	"	"	PUNCT
easat-8936	316	41	applied	apply	VERB
easat-8936	316	42	sciences	science	NOUN
easat-8936	316	43	,	,	PUNCT
easat-8936	316	44	vol	vol	NOUN
easat-8936	316	45	.	.	PROPN
easat-8936	316	46	12	12	NUM
easat-8936	316	47	,	,	PUNCT
easat-8936	316	48	no	no	INTJ
easat-8936	316	49	.	.	NOUN
easat-8936	316	50	5	5	NUM
easat-8936	316	51	,	,	PUNCT
easat-8936	316	52	p.	p.	NOUN
easat-8936	316	53	2314	2314	NUM
easat-8936	316	54	,	,	PUNCT
easat-8936	316	55	2022	2022	NUM
easat-8936	316	56	.	.	PUNCT
easat-8936	317	1	https://doi.org/10.3390/app12052314	https://doi.org/10.3390/app12052314	PROPN
easat-8936	318	1	[	[	X
easat-8936	318	2	34	34	NUM
easat-8936	318	3	]	]	PUNCT
easat-8936	318	4	t.	t.	PROPN
easat-8936	318	5	yamane	yamane	PROPN
easat-8936	318	6	,	,	PUNCT
easat-8936	318	7	statistics	statistic	NOUN
easat-8936	318	8	:	:	PUNCT
easat-8936	318	9	an	an	DET
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easat-8936	318	12	,	,	PUNCT
easat-8936	318	13	2nd	2nd	ADJ
easat-8936	318	14	ed	ed	NOUN
easat-8936	318	15	.	.	PUNCT
easat-8936	319	1	new	new	PROPN
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easat-8936	319	7	,	,	PUNCT
easat-8936	319	8	1967	1967	NUM
easat-8936	319	9	.	.	PUNCT
easat-8936	320	1	[	[	X
easat-8936	320	2	35	35	NUM
easat-8936	320	3	]	]	PUNCT
easat-8936	320	4	m.	m.	NOUN
easat-8936	320	5	o.	o.	PROPN
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easat-8936	320	7	,	,	PUNCT
easat-8936	320	8	r.	r.	PROPN
easat-8936	320	9	ibrahim	ibrahim	PROPN
easat-8936	320	10	,	,	PUNCT
easat-8936	320	11	and	and	CCONJ
easat-8936	320	12	m.	m.	NOUN
easat-8936	320	13	m.	m.	PROPN
easat-8936	320	14	khan	khan	PROPN
easat-8936	320	15	,	,	PUNCT
easat-8936	320	16	"	"	PUNCT
easat-8936	320	17	analysis	analysis	NOUN
easat-8936	320	18	of	of	ADP
easat-8936	320	19	recommender	recommender	NOUN
easat-8936	320	20	system	system	NOUN
easat-8936	320	21	using	use	VERB
easat-8936	320	22	generative	generative	ADJ
easat-8936	320	23	artificial	artificial	ADJ
easat-8936	320	24	intelligence	intelligence	NOUN
easat-8936	320	25	:	:	PUNCT
easat-8936	320	26	a	a	DET
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easat-8936	320	28	literature	literature	NOUN
easat-8936	320	29	review	review	NOUN
easat-8936	320	30	,	,	PUNCT
easat-8936	320	31	"	"	PUNCT
easat-8936	320	32	ssrn	ssrn	PROPN
easat-8936	320	33	electron	electron	PROPN
easat-8936	320	34	journal	journal	PROPN
easat-8936	320	35	,	,	PUNCT
easat-8936	320	36	2024	2024	NUM
easat-8936	320	37	.	.	PUNCT
easat-8936	321	1	https://doi.org/10.2139/ssrn.4922584	https://doi.org/10.2139/ssrn.4922584	X
easat-8936	322	1	[	[	X
easat-8936	322	2	36	36	NUM
easat-8936	322	3	]	]	PUNCT
easat-8936	322	4	m.	m.	NOUN
easat-8936	322	5	hamzehi	hamzehi	PROPN
easat-8936	322	6	and	and	CCONJ
easat-8936	322	7	s.	s.	PROPN
easat-8936	322	8	hosseini	hosseini	PROPN
easat-8936	322	9	,	,	PUNCT
easat-8936	322	10	"	"	PUNCT
easat-8936	322	11	business	business	NOUN
easat-8936	322	12	intelligence	intelligence	NOUN
easat-8936	322	13	using	use	VERB
easat-8936	322	14	machine	machine	NOUN
easat-8936	322	15	learning	learning	NOUN
easat-8936	322	16	algorithms	algorithm	NOUN
easat-8936	322	17	,	,	PUNCT
easat-8936	322	18	"	"	PUNCT
easat-8936	322	19	multimedia	multimedia	NOUN
easat-8936	322	20	tools	tool	NOUN
easat-8936	322	21	and	and	CCONJ
easat-8936	322	22	applications	application	NOUN
easat-8936	322	23	,	,	PUNCT
easat-8936	322	24	vol	vol	NOUN
easat-8936	322	25	.	.	PROPN
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easat-8936	322	27	,	,	PUNCT
easat-8936	322	28	no	no	INTJ
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easat-8936	322	30	23	23	NUM
easat-8936	322	31	,	,	PUNCT
easat-8936	322	32	pp	pp	ADJ
easat-8936	322	33	.	.	PUNCT
easat-8936	323	1	33233	33233	NUM
easat-8936	323	2	-	-	SYM
easat-8936	323	3	33251	33251	NUM
easat-8936	323	4	,	,	PUNCT
easat-8936	323	5	2022	2022	NUM
easat-8936	323	6	.	.	PUNCT
easat-8936	324	1	https://doi.org/10.1007/s11042-022-13132-3	https://doi.org/10.1007/s11042-022-13132-3	NUM
easat-8936	325	1	[	[	X
easat-8936	325	2	37	37	NUM
easat-8936	325	3	]	]	PUNCT
easat-8936	325	4	l.	l.	PROPN
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easat-8936	325	6	,	,	PUNCT
easat-8936	325	7	e.	e.	PROPN
easat-8936	325	8	oyallon	oyallon	PROPN
easat-8936	325	9	,	,	PUNCT
easat-8936	325	10	and	and	CCONJ
easat-8936	325	11	g.	g.	PROPN
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easat-8936	325	13	,	,	PUNCT
easat-8936	325	14	"	"	PUNCT
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easat-8936	325	16	do	do	AUX
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easat-8936	325	25	algorithm	algorithm	NOUN
easat-8936	325	26	?	?	PUNCT
easat-8936	325	27	,	,	PUNCT
easat-8936	325	28	"	"	PUNCT
easat-8936	325	29	machine	machine	NOUN
easat-8936	325	30	learning	learning	NOUN
easat-8936	325	31	and	and	CCONJ
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easat-8936	325	33	extraction	extraction	NOUN
easat-8936	325	34	,	,	PUNCT
easat-8936	325	35	vol	vol	NOUN
easat-8936	325	36	.	.	PROPN
easat-8936	325	37	6	6	NUM
easat-8936	325	38	,	,	PUNCT
easat-8936	325	39	no	no	INTJ
easat-8936	325	40	.	.	NOUN
easat-8936	325	41	1	1	NUM
easat-8936	325	42	,	,	PUNCT
easat-8936	325	43	pp	pp	ADJ
easat-8936	325	44	.	.	PUNCT
easat-8936	326	1	658	658	NUM
easat-8936	326	2	-	-	SYM
easat-8936	326	3	678	678	NUM
easat-8936	326	4	,	,	PUNCT
easat-8936	326	5	2024	2024	NUM
easat-8936	326	6	.	.	PUNCT
easat-8936	327	1	https://doi.org/10.3390/make6010031	https://doi.org/10.3390/make6010031	NOUN
easat-8936	327	2	[	[	X
easat-8936	327	3	38	38	NUM
easat-8936	327	4	]	]	PUNCT
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easat-8936	327	7	,	,	PUNCT
easat-8936	327	8	d.	d.	PROPN
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easat-8936	327	10	,	,	PUNCT
easat-8936	327	11	t.	t.	PROPN
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easat-8936	327	13	,	,	PUNCT
easat-8936	327	14	r.	r.	PROPN
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easat-8936	327	16	,	,	PUNCT
easat-8936	327	17	and	and	CCONJ
easat-8936	327	18	a.	a.	NOUN
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easat-8936	327	21	"	"	PUNCT
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easat-8936	327	25	comparison	comparison	NOUN
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easat-8936	327	31	tabular	tabular	NOUN
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easat-8936	327	34	,	,	PUNCT
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easat-8936	327	43	,	,	PUNCT
easat-8936	327	44	singapore	singapore	PROPN
easat-8936	327	45	,	,	PUNCT
easat-8936	327	46	v.	v.	ADP
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easat-8936	327	48	,	,	PUNCT
easat-8936	327	49	a.	a.	PROPN
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easat-8936	327	52	j.	j.	PROPN
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easat-8936	327	54	,	,	PUNCT
easat-8936	327	55	and	and	CCONJ
easat-8936	327	56	m.	m.	PROPN
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easat-8936	327	62	,	,	PUNCT
easat-8936	327	63	2024//	2024//	PRON
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easat-8936	327	65	:	:	PUNCT
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easat-8936	327	68	singapore	singapore	PROPN
easat-8936	327	69	,	,	PUNCT
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easat-8936	327	71	.	.	PUNCT
easat-8936	327	72	461479	461479	NUM
easat-8936	327	73	,	,	PUNCT
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easat-8936	327	77	.	.	PUNCT
easat-8936	328	1	https://doi.org/10.1007/978-981-97-4533-3_36	https://doi.org/10.1007/978-981-97-4533-3_36	X
easat-8936	328	2	[	[	X
easat-8936	328	3	39	39	NUM
easat-8936	328	4	]	]	PUNCT
easat-8936	328	5	m.	m.	NOUN
easat-8936	328	6	a.	a.	PROPN
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easat-8936	328	9	al	al	PROPN
easat-8936	328	10	.	.	PROPN
easat-8936	328	11	,	,	PUNCT
easat-8936	328	12	"	"	PUNCT
easat-8936	328	13	generative	generative	ADJ
easat-8936	328	14	large	large	ADJ
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easat-8936	328	16	model	model	NOUN
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easat-8936	328	19	conversational	conversational	ADJ
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easat-8936	328	21	app	app	NOUN
easat-8936	328	22	for	for	ADP
easat-8936	328	23	personalized	personalized	ADJ
easat-8936	328	24	risk	risk	NOUN
easat-8936	328	25	assessment	assessment	NOUN
easat-8936	328	26	:	:	PUNCT
easat-8936	328	27	case	case	NOUN
easat-8936	328	28	study	study	NOUN
easat-8936	328	29	in	in	ADP
easat-8936	328	30	covid-19	covid-19	PROPN
easat-8936	328	31	,	,	PUNCT
easat-8936	328	32	"	"	PUNCT
easat-8936	328	33	jmir	jmir	PROPN
easat-8936	328	34	ai	ai	PROPN
easat-8936	328	35	,	,	PUNCT
easat-8936	328	36	vol	vol	NOUN
easat-8936	328	37	.	.	PROPN
easat-8936	329	1	4	4	NUM
easat-8936	329	2	,	,	PUNCT
easat-8936	329	3	no	no	INTJ
easat-8936	329	4	.	.	NOUN
easat-8936	329	5	1	1	NUM
easat-8936	329	6	,	,	PUNCT
easat-8936	329	7	p.	p.	NOUN
easat-8936	329	8	e67363	e67363	NOUN
easat-8936	329	9	,	,	PUNCT
easat-8936	329	10	2025	2025	NUM
easat-8936	329	11	.	.	PUNCT
easat-8936	330	1	https://doi.org/10.2196/67363	https://doi.org/10.2196/67363	NOUN
easat-8936	331	1	[	[	X
easat-8936	331	2	40	40	NUM
easat-8936	331	3	]	]	PUNCT
easat-8936	331	4	s.	s.	PROPN
easat-8936	331	5	agarwal	agarwal	PROPN
easat-8936	331	6	,	,	PUNCT
easat-8936	331	7	"	"	PUNCT
easat-8936	331	8	deep	deep	ADJ
easat-8936	331	9	learning	learning	NOUN
easat-8936	331	10	-	-	PUNCT
easat-8936	331	11	based	base	VERB
easat-8936	331	12	sentiment	sentiment	NOUN
easat-8936	331	13	analysis	analysis	NOUN
easat-8936	331	14	:	:	PUNCT
easat-8936	331	15	establishing	establish	VERB
easat-8936	331	16	customer	customer	NOUN
easat-8936	331	17	dimension	dimension	NOUN
easat-8936	331	18	as	as	ADP
easat-8936	331	19	the	the	DET
easat-8936	331	20	lifeblood	lifeblood	NOUN
easat-8936	331	21	of	of	ADP
easat-8936	331	22	business	business	NOUN
easat-8936	331	23	management	management	NOUN
easat-8936	331	24	,	,	PUNCT
easat-8936	331	25	"	"	PUNCT
easat-8936	331	26	global	global	ADJ
easat-8936	331	27	business	business	NOUN
easat-8936	331	28	review	review	PROPN
easat-8936	331	29	,	,	PUNCT
easat-8936	331	30	vol	vol	NOUN
easat-8936	331	31	.	.	PROPN
easat-8936	331	32	23	23	NUM
easat-8936	331	33	,	,	PUNCT
easat-8936	331	34	no	no	INTJ
easat-8936	331	35	.	.	NOUN
easat-8936	331	36	1	1	NUM
easat-8936	331	37	,	,	PUNCT
easat-8936	331	38	pp	pp	ADJ
easat-8936	331	39	.	.	PUNCT
easat-8936	332	1	119	119	NUM
easat-8936	332	2	-	-	SYM
easat-8936	332	3	136	136	NUM
easat-8936	332	4	,	,	PUNCT
easat-8936	332	5	2022	2022	NUM
easat-8936	332	6	.	.	PUNCT
easat-8936	333	1	https://doi.org/10.1177/0972150919845160	https://doi.org/10.1177/0972150919845160	X
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easat-8936	334	8	paramesha	paramesha	PROPN
easat-8936	334	9	,	,	PUNCT
easat-8936	334	10	s.	s.	PROPN
easat-8936	334	11	choudhary	choudhary	PROPN
easat-8936	334	12	,	,	PUNCT
easat-8936	334	13	and	and	CCONJ
easat-8936	334	14	j.	j.	PROPN
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easat-8936	334	17	"	"	PUNCT
easat-8936	334	18	business	business	NOUN
easat-8936	334	19	intelligence	intelligence	NOUN
easat-8936	334	20	and	and	CCONJ
easat-8936	334	21	business	business	NOUN
easat-8936	334	22	analytics	analytic	NOUN
easat-8936	334	23	with	with	ADP
easat-8936	334	24	artificial	artificial	ADJ
easat-8936	334	25	intelligence	intelligence	NOUN
easat-8936	334	26	and	and	CCONJ
easat-8936	334	27	machine	machine	NOUN
easat-8936	334	28	learning	learning	NOUN
easat-8936	334	29	:	:	PUNCT
easat-8936	334	30	trends	trend	NOUN
easat-8936	334	31	,	,	PUNCT
easat-8936	334	32	techniques	technique	NOUN
easat-8936	334	33	,	,	PUNCT
easat-8936	334	34	and	and	CCONJ
easat-8936	334	35	opportunities	opportunity	NOUN
easat-8936	334	36	,	,	PUNCT
easat-8936	334	37	"	"	PUNCT
easat-8936	334	38	techniques	technique	NOUN
easat-8936	334	39	,	,	PUNCT
easat-8936	334	40	and	and	CCONJ
easat-8936	334	41	opportunities	opportunity	NOUN
easat-8936	334	42	,	,	PUNCT
easat-8936	334	43	2024	2024	NUM
easat-8936	334	44	.	.	PUNCT
easat-8936	334	45	https://doi.org/10.2139/ssrn.4831920	https://doi.org/10.2139/ssrn.4831920	ADJ
easat-8936	335	1	[	[	X
easat-8936	335	2	42	42	NUM
easat-8936	335	3	]	]	PUNCT
easat-8936	335	4	b.	b.	PROPN
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easat-8936	335	7	a.	a.	PROPN
easat-8936	335	8	van	van	PROPN
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easat-8936	335	11	"	"	PUNCT
easat-8936	335	12	machine	machine	NOUN
easat-8936	335	13	learning	learning	NOUN
easat-8936	335	14	in	in	ADP
easat-8936	335	15	international	international	ADJ
easat-8936	335	16	business	business	NOUN
easat-8936	335	17	,	,	PUNCT
easat-8936	335	18	"	"	PUNCT
easat-8936	335	19	journal	journal	NOUN
easat-8936	335	20	of	of	ADP
easat-8936	335	21	international	international	ADJ
easat-8936	335	22	business	business	NOUN
easat-8936	335	23	studies	study	NOUN
easat-8936	335	24	,	,	PUNCT
easat-8936	335	25	vol	vol	NOUN
easat-8936	335	26	.	.	PROPN
easat-8936	336	1	55	55	NUM
easat-8936	336	2	,	,	PUNCT
easat-8936	336	3	no	no	INTJ
easat-8936	336	4	.	.	NOUN
easat-8936	336	5	6	6	NUM
easat-8936	336	6	,	,	PUNCT
easat-8936	336	7	pp	pp	ADJ
easat-8936	336	8	.	.	PUNCT
easat-8936	337	1	676	676	NUM
easat-8936	337	2	-	-	SYM
easat-8936	337	3	702	702	NUM
easat-8936	337	4	,	,	PUNCT
easat-8936	337	5	2024	2024	NUM
easat-8936	337	6	.	.	PUNCT
easat-8936	338	1	https://doi.org/10.1057/s41267-024-00687-6	https://doi.org/10.1057/s41267-024-00687-6	NUM
easat-8936	338	2	[	[	X
easat-8936	338	3	43	43	NUM
easat-8936	338	4	]	]	PUNCT
easat-8936	338	5	a.	a.	PROPN
easat-8936	338	6	r.	r.	PROPN
easat-8936	338	7	doshi	doshi	PROPN
easat-8936	338	8	,	,	PUNCT
easat-8936	338	9	j.	j.	PROPN
easat-8936	338	10	j.	j.	PROPN
easat-8936	338	11	bell	bell	PROPN
easat-8936	338	12	,	,	PUNCT
easat-8936	338	13	e.	e.	PROPN
easat-8936	338	14	mirzayev	mirzayev	PROPN
easat-8936	338	15	,	,	PUNCT
easat-8936	338	16	and	and	CCONJ
easat-8936	338	17	b.	b.	PROPN
easat-8936	338	18	s.	s.	PROPN
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easat-8936	338	20	,	,	PUNCT
easat-8936	338	21	"	"	PUNCT
easat-8936	338	22	generative	generative	ADJ
easat-8936	338	23	artificial	artificial	ADJ
easat-8936	338	24	intelligence	intelligence	NOUN
easat-8936	338	25	and	and	CCONJ
easat-8936	338	26	evaluating	evaluate	VERB
easat-8936	338	27	strategic	strategic	ADJ
easat-8936	338	28	decisions	decision	NOUN
easat-8936	338	29	,	,	PUNCT
easat-8936	338	30	"	"	PUNCT
easat-8936	338	31	strategic	strategic	ADJ
easat-8936	338	32	management	management	NOUN
easat-8936	338	33	journal	journal	NOUN
easat-8936	338	34	,	,	PUNCT
easat-8936	338	35	vol	vol	NOUN
easat-8936	338	36	.	.	PROPN
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easat-8936	339	2	,	,	PUNCT
easat-8936	339	3	no	no	INTJ
easat-8936	339	4	.	.	NOUN
easat-8936	339	5	3	3	NUM
easat-8936	339	6	,	,	PUNCT
easat-8936	339	7	pp	pp	ADJ
easat-8936	339	8	.	.	PUNCT
easat-8936	340	1	583	583	NUM
easat-8936	340	2	-	-	SYM
easat-8936	340	3	610	610	NUM
easat-8936	340	4	,	,	PUNCT
easat-8936	340	5	2025	2025	NUM
easat-8936	340	6	.	.	PUNCT
easat-8936	341	1	https://doi.org/10.1002/smj.3677	https://doi.org/10.1002/smj.3677	NOUN
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easat-8936	342	1	https://doi.org/10.4324/9781003388593-15	https://doi.org/10.4324/9781003388593-15	NOUN
easat-8936	342	2	https://doi.org/10.19101/ijatee.2023.10102512	https://doi.org/10.19101/ijatee.2023.10102512	PROPN
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easat-8936	342	7	https://doi.org/10.1007/s11042-022-13132-3	https://doi.org/10.1007/s11042-022-13132-3	NUM
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easat-8936	342	11	https://doi.org/10.2196/67363	https://doi.org/10.2196/67363	SCONJ
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easat-8936	342	14	https://doi.org/10.1057/s41267-024-00687-6	https://doi.org/10.1057/s41267-024-00687-6	NUM
easat-8936	342	15	https://doi.org/10.1002/smj.3677	https://doi.org/10.1002/smj.3677	NOUN