id	sid	tid	token	lemma	pos
easat-11493	1	1	edelweiss	edelweiss	PROPN
easat-11493	1	2	applied	apply	VERB
easat-11493	1	3	science	science	NOUN
easat-11493	1	4	and	and	CCONJ
easat-11493	1	5	technology	technology	NOUN
easat-11493	1	6	issn	issn	PROPN
easat-11493	1	7	:	:	PUNCT
easat-11493	1	8	2576	2576	NUM
easat-11493	1	9	-	-	SYM
easat-11493	1	10	8484	8484	NUM
easat-11493	1	11	vol	vol	NOUN
easat-11493	1	12	.	.	PROPN
easat-11493	2	1	10	10	NUM
easat-11493	2	2	,	,	PUNCT
easat-11493	2	3	no	no	INTJ
easat-11493	2	4	.	.	NOUN
easat-11493	2	5	1	1	NUM
easat-11493	2	6	,	,	PUNCT
easat-11493	2	7	60	60	NUM
easat-11493	2	8	-	-	SYM
easat-11493	2	9	76	76	NUM
easat-11493	2	10	2026	2026	NUM
easat-11493	2	11	publisher	publisher	NOUN
easat-11493	2	12	:	:	PUNCT
easat-11493	2	13	learning	learn	VERB
easat-11493	2	14	gate	gate	NOUN
easat-11493	2	15	doi	doi	PROPN
easat-11493	2	16	:	:	PUNCT
easat-11493	2	17	10.55214/2576	10.55214/2576	NUM
easat-11493	2	18	-	-	PUNCT
easat-11493	2	19	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	3	1	©	©	PROPN
easat-11493	3	2	2026	2026	NUM
easat-11493	3	3	by	by	ADP
easat-11493	3	4	the	the	DET
easat-11493	3	5	author	author	NOUN
easat-11493	3	6	;	;	PUNCT
easat-11493	3	7	licensee	licensee	PROPN
easat-11493	3	8	learning	learning	NOUN
easat-11493	3	9	gate	gate	NOUN
easat-11493	3	10	©	©	PROPN
easat-11493	3	11	2026	2026	NUM
easat-11493	3	12	by	by	ADP
easat-11493	3	13	the	the	DET
easat-11493	3	14	author	author	NOUN
easat-11493	3	15	;	;	PUNCT
easat-11493	3	16	licensee	licensee	PROPN
easat-11493	3	17	learning	learning	NOUN
easat-11493	3	18	gate	gate	NOUN
easat-11493	3	19	history	history	NOUN
easat-11493	3	20	:	:	PUNCT
easat-11493	3	21	received	receive	VERB
easat-11493	3	22	:	:	PUNCT
easat-11493	3	23	9	9	NUM
easat-11493	3	24	october	october	NOUN
easat-11493	3	25	2025	2025	NUM
easat-11493	3	26	;	;	PUNCT
easat-11493	3	27	revised	revise	VERB
easat-11493	3	28	:	:	PUNCT
easat-11493	3	29	26	26	NUM
easat-11493	3	30	november	november	NOUN
easat-11493	3	31	2025	2025	NUM
easat-11493	3	32	;	;	PUNCT
easat-11493	3	33	accepted	accept	VERB
easat-11493	3	34	:	:	PUNCT
easat-11493	3	35	2	2	NUM
easat-11493	3	36	december	december	NOUN
easat-11493	3	37	2025	2025	NUM
easat-11493	3	38	;	;	PUNCT
easat-11493	3	39	published	publish	VERB
easat-11493	3	40	:	:	PUNCT
easat-11493	3	41	1	1	NUM
easat-11493	3	42	january	january	PROPN
easat-11493	3	43	2026	2026	NUM
easat-11493	3	44	*	*	PUNCT
easat-11493	3	45	correspondence	correspondence	NOUN
easat-11493	3	46	:	:	PUNCT
easat-11493	3	47	ealoufi@ut.edu.sa	ealoufi@ut.edu.sa	PROPN
easat-11493	3	48	technical	technical	ADJ
easat-11493	3	49	and	and	CCONJ
easat-11493	3	50	organizational	organizational	ADJ
easat-11493	3	51	challenges	challenge	NOUN
easat-11493	3	52	in	in	ADP
easat-11493	3	53	the	the	DET
easat-11493	3	54	adoption	adoption	NOUN
easat-11493	3	55	of	of	ADP
easat-11493	3	56	large	large	ADJ
easat-11493	3	57	language	language	NOUN
easat-11493	3	58	models	model	NOUN
easat-11493	3	59	within	within	ADP
easat-11493	3	60	enterprises	enterprise	NOUN
easat-11493	3	61	:	:	PUNCT
easat-11493	3	62	a	a	DET
easat-11493	3	63	comparative	comparative	ADJ
easat-11493	3	64	study	study	NOUN
easat-11493	3	65	of	of	ADP
easat-11493	3	66	cloud	cloud	NOUN
easat-11493	3	67	,	,	PUNCT
easat-11493	3	68	on	on	ADP
easat-11493	3	69	-	-	PUNCT
easat-11493	3	70	premises	premise	NOUN
easat-11493	3	71	,	,	PUNCT
easat-11493	3	72	and	and	CCONJ
easat-11493	3	73	hybrid	hybrid	ADJ
easat-11493	3	74	environments	environment	NOUN
easat-11493	3	75	esam	esam	PROPN
easat-11493	3	76	mohammed	mohammed	PROPN
easat-11493	3	77	aloufi1	aloufi1	PROPN
easat-11493	4	1	*	*	PUNCT
easat-11493	4	2	1⁠department	1⁠department	PROPN
easat-11493	4	3	of	of	ADP
easat-11493	4	4	management	management	NOUN
easat-11493	4	5	information	information	NOUN
easat-11493	4	6	systems	system	NOUN
easat-11493	4	7	,	,	PUNCT
easat-11493	4	8	⁠college	⁠college	PROPN
easat-11493	4	9	of	of	ADP
easat-11493	4	10	business	business	PROPN
easat-11493	4	11	administration	administration	PROPN
easat-11493	4	12	,	,	PUNCT
easat-11493	4	13	university	university	NOUN
easat-11493	4	14	of	of	ADP
easat-11493	4	15	tabuk	tabuk	PROPN
easat-11493	4	16	.	.	PUNCT
easat-11493	5	1	tabuk	tabuk	PROPN
easat-11493	5	2	,	,	PUNCT
easat-11493	5	3	ksa	ksa	PROPN
easat-11493	5	4	;	;	PUNCT
easat-11493	5	5	ealoufi@ut.edu.sa	ealoufi@ut.edu.sa	PROPN
easat-11493	5	6	(	(	PUNCT
easat-11493	5	7	e.m.a	e.m.a	NOUN
easat-11493	5	8	.	.	PUNCT
easat-11493	5	9	)	)	PUNCT
easat-11493	5	10	.	.	PUNCT
easat-11493	6	1	abstract	abstract	ADV
easat-11493	6	2	:	:	PUNCT
easat-11493	6	3	this	this	DET
easat-11493	6	4	study	study	NOUN
easat-11493	6	5	examines	examine	VERB
easat-11493	6	6	the	the	DET
easat-11493	6	7	technical	technical	ADJ
easat-11493	6	8	and	and	CCONJ
easat-11493	6	9	organizational	organizational	ADJ
easat-11493	6	10	challenges	challenge	NOUN
easat-11493	6	11	arab	arab	ADJ
easat-11493	6	12	enterprises	enterprise	NOUN
easat-11493	6	13	face	face	VERB
easat-11493	6	14	when	when	SCONJ
easat-11493	6	15	adopting	adopt	VERB
easat-11493	6	16	large	large	ADJ
easat-11493	6	17	language	language	NOUN
easat-11493	6	18	models	model	NOUN
easat-11493	6	19	(	(	PUNCT
easat-11493	6	20	llms	llm	NOUN
easat-11493	6	21	)	)	PUNCT
easat-11493	6	22	across	across	ADP
easat-11493	6	23	cloud	cloud	NOUN
easat-11493	6	24	,	,	PUNCT
easat-11493	6	25	on	on	ADP
easat-11493	6	26	-	-	PUNCT
easat-11493	6	27	premises	premise	NOUN
easat-11493	6	28	,	,	PUNCT
easat-11493	6	29	and	and	CCONJ
easat-11493	6	30	hybrid	hybrid	ADJ
easat-11493	6	31	deployment	deployment	NOUN
easat-11493	6	32	environments	environment	NOUN
easat-11493	6	33	,	,	PUNCT
easat-11493	6	34	aiming	aim	VERB
easat-11493	6	35	to	to	PART
easat-11493	6	36	identify	identify	VERB
easat-11493	6	37	how	how	SCONJ
easat-11493	6	38	infrastructure	infrastructure	NOUN
easat-11493	6	39	choices	choice	NOUN
easat-11493	6	40	influence	influence	VERB
easat-11493	6	41	institutional	institutional	ADJ
easat-11493	6	42	readiness	readiness	NOUN
easat-11493	6	43	and	and	CCONJ
easat-11493	6	44	implementation	implementation	NOUN
easat-11493	6	45	success	success	NOUN
easat-11493	6	46	.	.	PUNCT
easat-11493	7	1	a	a	DET
easat-11493	7	2	mixed	mixed	ADJ
easat-11493	7	3	-	-	PUNCT
easat-11493	7	4	methods	method	NOUN
easat-11493	7	5	approach	approach	NOUN
easat-11493	7	6	was	be	AUX
easat-11493	7	7	employed	employ	VERB
easat-11493	7	8	,	,	PUNCT
easat-11493	7	9	combining	combine	VERB
easat-11493	7	10	quantitative	quantitative	ADJ
easat-11493	7	11	data	datum	NOUN
easat-11493	7	12	from	from	ADP
easat-11493	7	13	structured	structured	ADJ
easat-11493	7	14	surveys	survey	NOUN
easat-11493	7	15	with	with	ADP
easat-11493	7	16	qualitative	qualitative	ADJ
easat-11493	7	17	insights	insight	NOUN
easat-11493	7	18	from	from	ADP
easat-11493	7	19	expert	expert	NOUN
easat-11493	7	20	interviews	interview	NOUN
easat-11493	7	21	and	and	CCONJ
easat-11493	7	22	policy	policy	NOUN
easat-11493	7	23	analysis	analysis	NOUN
easat-11493	7	24	.	.	PUNCT
easat-11493	8	1	statistical	statistical	ADJ
easat-11493	8	2	techniques	technique	NOUN
easat-11493	8	3	,	,	PUNCT
easat-11493	8	4	including	include	VERB
easat-11493	8	5	anova	anova	PROPN
easat-11493	8	6	and	and	CCONJ
easat-11493	8	7	regression	regression	VERB
easat-11493	8	8	analysis	analysis	NOUN
easat-11493	8	9	,	,	PUNCT
easat-11493	8	10	assessed	assess	VERB
easat-11493	8	11	relationships	relationship	NOUN
easat-11493	8	12	between	between	ADP
easat-11493	8	13	deployment	deployment	NOUN
easat-11493	8	14	environments	environment	NOUN
easat-11493	8	15	,	,	PUNCT
easat-11493	8	16	technical	technical	ADJ
easat-11493	8	17	barriers	barrier	NOUN
easat-11493	8	18	,	,	PUNCT
easat-11493	8	19	governance	governance	NOUN
easat-11493	8	20	factors	factor	NOUN
easat-11493	8	21	,	,	PUNCT
easat-11493	8	22	and	and	CCONJ
easat-11493	8	23	institutional	institutional	ADJ
easat-11493	8	24	performance	performance	NOUN
easat-11493	8	25	.	.	PUNCT
easat-11493	9	1	technical	technical	ADJ
easat-11493	9	2	challenges	challenge	NOUN
easat-11493	9	3	,	,	PUNCT
easat-11493	9	4	particularly	particularly	ADV
easat-11493	9	5	integration	integration	NOUN
easat-11493	9	6	complexity	complexity	NOUN
easat-11493	9	7	,	,	PUNCT
easat-11493	9	8	cybersecurity	cybersecurity	NOUN
easat-11493	9	9	concerns	concern	NOUN
easat-11493	9	10	,	,	PUNCT
easat-11493	9	11	and	and	CCONJ
easat-11493	9	12	resource	resource	NOUN
easat-11493	9	13	constraints	constraint	NOUN
easat-11493	9	14	,	,	PUNCT
easat-11493	9	15	emerged	emerge	VERB
easat-11493	9	16	as	as	ADP
easat-11493	9	17	the	the	DET
easat-11493	9	18	strongest	strong	ADJ
easat-11493	9	19	predictors	predictor	NOUN
easat-11493	9	20	of	of	ADP
easat-11493	9	21	institutional	institutional	ADJ
easat-11493	9	22	performance	performance	NOUN
easat-11493	9	23	.	.	PUNCT
easat-11493	10	1	organizational	organizational	ADJ
easat-11493	10	2	factors	factor	NOUN
easat-11493	10	3	such	such	ADJ
easat-11493	10	4	as	as	ADP
easat-11493	10	5	leadership	leadership	NOUN
easat-11493	10	6	support	support	NOUN
easat-11493	10	7	and	and	CCONJ
easat-11493	10	8	governance	governance	NOUN
easat-11493	10	9	readiness	readiness	NOUN
easat-11493	10	10	function	function	NOUN
easat-11493	10	11	as	as	ADP
easat-11493	10	12	enabling	enable	VERB
easat-11493	10	13	conditions	condition	NOUN
easat-11493	10	14	.	.	PUNCT
easat-11493	11	1	the	the	DET
easat-11493	11	2	hybrid	hybrid	ADJ
easat-11493	11	3	deployment	deployment	NOUN
easat-11493	11	4	model	model	NOUN
easat-11493	11	5	demonstrated	demonstrate	VERB
easat-11493	11	6	context	context	NOUN
easat-11493	11	7	-	-	PUNCT
easat-11493	11	8	sensitive	sensitive	ADJ
easat-11493	11	9	advantages	advantage	NOUN
easat-11493	11	10	,	,	PUNCT
easat-11493	11	11	offering	offer	VERB
easat-11493	11	12	flexibility	flexibility	NOUN
easat-11493	11	13	and	and	CCONJ
easat-11493	11	14	control	control	NOUN
easat-11493	11	15	while	while	SCONJ
easat-11493	11	16	requiring	require	VERB
easat-11493	11	17	advanced	advanced	ADJ
easat-11493	11	18	coordination	coordination	NOUN
easat-11493	11	19	.	.	PUNCT
easat-11493	12	1	successful	successful	ADJ
easat-11493	12	2	llm	llm	PROPN
easat-11493	12	3	implementation	implementation	NOUN
easat-11493	12	4	requires	require	VERB
easat-11493	12	5	alignment	alignment	NOUN
easat-11493	12	6	between	between	ADP
easat-11493	12	7	infrastructure	infrastructure	NOUN
easat-11493	12	8	choices	choice	NOUN
easat-11493	12	9	and	and	CCONJ
easat-11493	12	10	organizational	organizational	ADJ
easat-11493	12	11	maturity	maturity	NOUN
easat-11493	12	12	levels	level	NOUN
easat-11493	12	13	,	,	PUNCT
easat-11493	12	14	with	with	ADP
easat-11493	12	15	deployment	deployment	NOUN
easat-11493	12	16	strategies	strategy	NOUN
easat-11493	12	17	tailored	tailor	VERB
easat-11493	12	18	to	to	ADP
easat-11493	12	19	institutional	institutional	ADJ
easat-11493	12	20	capabilities	capability	NOUN
easat-11493	12	21	.	.	PUNCT
easat-11493	13	1	organizations	organization	NOUN
easat-11493	13	2	should	should	AUX
easat-11493	13	3	prioritize	prioritize	VERB
easat-11493	13	4	developing	develop	VERB
easat-11493	13	5	ai	ai	NOUN
easat-11493	13	6	governance	governance	NOUN
easat-11493	13	7	frameworks	framework	NOUN
easat-11493	13	8	,	,	PUNCT
easat-11493	13	9	investing	invest	VERB
easat-11493	13	10	in	in	ADP
easat-11493	13	11	specialized	specialized	ADJ
easat-11493	13	12	training	training	NOUN
easat-11493	13	13	programs	program	NOUN
easat-11493	13	14	,	,	PUNCT
easat-11493	13	15	and	and	CCONJ
easat-11493	13	16	selecting	select	VERB
easat-11493	13	17	deployment	deployment	NOUN
easat-11493	13	18	models	model	NOUN
easat-11493	13	19	matched	match	VERB
easat-11493	13	20	to	to	ADP
easat-11493	13	21	their	their	PRON
easat-11493	13	22	technical	technical	ADJ
easat-11493	13	23	and	and	CCONJ
easat-11493	13	24	organizational	organizational	ADJ
easat-11493	13	25	readiness	readiness	NOUN
easat-11493	13	26	,	,	PUNCT
easat-11493	13	27	particularly	particularly	ADV
easat-11493	13	28	relevant	relevant	ADJ
easat-11493	13	29	for	for	ADP
easat-11493	13	30	enterprises	enterprise	NOUN
easat-11493	13	31	undergoing	undergo	VERB
easat-11493	13	32	digital	digital	ADJ
easat-11493	13	33	transformation	transformation	NOUN
easat-11493	13	34	in	in	ADP
easat-11493	13	35	the	the	DET
easat-11493	13	36	arab	arab	ADJ
easat-11493	13	37	region	region	NOUN
easat-11493	13	38	.	.	PUNCT
easat-11493	14	1	keywords	keyword	NOUN
easat-11493	14	2	:	:	PUNCT
easat-11493	14	3	ai	ai	PROPN
easat-11493	14	4	governance	governance	NOUN
easat-11493	14	5	,	,	PUNCT
easat-11493	14	6	arab	arab	ADJ
easat-11493	14	7	enterprises	enterprise	NOUN
easat-11493	14	8	,	,	PUNCT
easat-11493	14	9	cloud	cloud	NOUN
easat-11493	14	10	computing	computing	NOUN
easat-11493	14	11	,	,	PUNCT
easat-11493	14	12	digital	digital	ADJ
easat-11493	14	13	transformation	transformation	NOUN
easat-11493	14	14	,	,	PUNCT
easat-11493	14	15	hybrid	hybrid	ADJ
easat-11493	14	16	environments	environment	NOUN
easat-11493	14	17	,	,	PUNCT
easat-11493	14	18	large	large	ADJ
easat-11493	14	19	language	language	NOUN
easat-11493	14	20	models	model	NOUN
easat-11493	14	21	(	(	PUNCT
easat-11493	14	22	llms	llm	NOUN
easat-11493	14	23	)	)	PUNCT
easat-11493	14	24	,	,	PUNCT
easat-11493	14	25	on	on	ADP
easat-11493	14	26	-	-	PUNCT
easat-11493	14	27	premises	premise	NOUN
easat-11493	14	28	deployment	deployment	NOUN
easat-11493	14	29	,	,	PUNCT
easat-11493	14	30	organizational	organizational	ADJ
easat-11493	14	31	challenges	challenge	NOUN
easat-11493	14	32	,	,	PUNCT
easat-11493	14	33	technical	technical	ADJ
easat-11493	14	34	challenges	challenge	NOUN
easat-11493	14	35	.	.	PUNCT
easat-11493	15	1	1	1	X
easat-11493	15	2	.	.	X
easat-11493	15	3	introduction	introduction	NOUN
easat-11493	15	4	large	large	ADJ
easat-11493	15	5	language	language	NOUN
easat-11493	15	6	models	model	NOUN
easat-11493	15	7	(	(	PUNCT
easat-11493	15	8	llms	llm	NOUN
easat-11493	15	9	)	)	PUNCT
easat-11493	15	10	have	have	AUX
easat-11493	15	11	sparked	spark	VERB
easat-11493	15	12	a	a	DET
easat-11493	15	13	significant	significant	ADJ
easat-11493	15	14	shift	shift	NOUN
easat-11493	15	15	in	in	ADP
easat-11493	15	16	the	the	DET
easat-11493	15	17	application	application	NOUN
easat-11493	15	18	of	of	ADP
easat-11493	15	19	artificial	artificial	ADJ
easat-11493	15	20	intelligence	intelligence	NOUN
easat-11493	15	21	.	.	PUNCT
easat-11493	16	1	these	these	DET
easat-11493	16	2	models	model	NOUN
easat-11493	16	3	utilize	utilize	VERB
easat-11493	16	4	advanced	advanced	ADJ
easat-11493	16	5	architectures	architecture	NOUN
easat-11493	16	6	,	,	PUNCT
easat-11493	16	7	such	such	ADJ
easat-11493	16	8	as	as	ADP
easat-11493	16	9	transformer	transformer	ADJ
easat-11493	16	10	frameworks	framework	NOUN
easat-11493	16	11	,	,	PUNCT
easat-11493	16	12	and	and	CCONJ
easat-11493	16	13	learning	learn	VERB
easat-11493	16	14	methods	method	NOUN
easat-11493	16	15	enhanced	enhance	VERB
easat-11493	16	16	by	by	ADP
easat-11493	16	17	big	big	ADJ
easat-11493	16	18	data	datum	NOUN
easat-11493	16	19	and	and	CCONJ
easat-11493	16	20	human	human	ADJ
easat-11493	16	21	feedback	feedback	NOUN
easat-11493	16	22	to	to	PART
easat-11493	16	23	improve	improve	VERB
easat-11493	16	24	understanding	understanding	NOUN
easat-11493	16	25	and	and	CCONJ
easat-11493	16	26	generate	generate	VERB
easat-11493	16	27	human	human	ADJ
easat-11493	16	28	-	-	PUNCT
easat-11493	16	29	like	like	ADJ
easat-11493	16	30	text	text	NOUN
easat-11493	16	31	efficiently	efficiently	ADV
easat-11493	16	32	and	and	CCONJ
easat-11493	16	33	automatically	automatically	ADV
easat-11493	17	1	[	[	X
easat-11493	17	2	1	1	NUM
easat-11493	17	3	-	-	SYM
easat-11493	17	4	4	4	NUM
easat-11493	17	5	]	]	PUNCT
easat-11493	17	6	.	.	PUNCT
easat-11493	18	1	consequently	consequently	ADV
easat-11493	18	2	,	,	PUNCT
easat-11493	18	3	solutions	solution	NOUN
easat-11493	18	4	based	base	VERB
easat-11493	18	5	on	on	ADP
easat-11493	18	6	llms	llm	NOUN
easat-11493	18	7	have	have	AUX
easat-11493	18	8	quickly	quickly	ADV
easat-11493	18	9	spread	spread	VERB
easat-11493	18	10	across	across	ADP
easat-11493	18	11	various	various	ADJ
easat-11493	18	12	sectors	sector	NOUN
easat-11493	18	13	,	,	PUNCT
easat-11493	18	14	including	include	VERB
easat-11493	18	15	business	business	NOUN
easat-11493	18	16	,	,	PUNCT
easat-11493	18	17	management	management	NOUN
easat-11493	18	18	,	,	PUNCT
easat-11493	18	19	healthcare	healthcare	PROPN
easat-11493	18	20	,	,	PUNCT
easat-11493	18	21	education	education	NOUN
easat-11493	18	22	,	,	PUNCT
easat-11493	18	23	and	and	CCONJ
easat-11493	18	24	finance	finance	NOUN
easat-11493	18	25	,	,	PUNCT
easat-11493	18	26	because	because	SCONJ
easat-11493	18	27	of	of	ADP
easat-11493	18	28	their	their	PRON
easat-11493	18	29	dual	dual	ADJ
easat-11493	18	30	advantages	advantage	NOUN
easat-11493	18	31	in	in	ADP
easat-11493	18	32	automating	automate	VERB
easat-11493	18	33	tasks	task	NOUN
easat-11493	18	34	,	,	PUNCT
easat-11493	18	35	analyzing	analyze	VERB
easat-11493	18	36	data	datum	NOUN
easat-11493	18	37	,	,	PUNCT
easat-11493	18	38	and	and	CCONJ
easat-11493	18	39	supporting	support	VERB
easat-11493	18	40	intelligent	intelligent	ADJ
easat-11493	18	41	decision	decision	NOUN
easat-11493	18	42	-	-	PUNCT
easat-11493	18	43	making	making	NOUN
easat-11493	18	44	[	[	X
easat-11493	18	45	1	1	NUM
easat-11493	18	46	,	,	PUNCT
easat-11493	18	47	4	4	NUM
easat-11493	18	48	-	-	SYM
easat-11493	18	49	6	6	NUM
easat-11493	18	50	]	]	PUNCT
easat-11493	18	51	.	.	PUNCT
easat-11493	19	1	recent	recent	ADJ
easat-11493	19	2	systematic	systematic	ADJ
easat-11493	19	3	studies	study	NOUN
easat-11493	19	4	show	show	VERB
easat-11493	19	5	that	that	SCONJ
easat-11493	19	6	leading	lead	VERB
easat-11493	19	7	llm	llm	NOUN
easat-11493	19	8	platforms	platform	NOUN
easat-11493	19	9	,	,	PUNCT
easat-11493	19	10	such	such	ADJ
easat-11493	19	11	as	as	ADP
easat-11493	19	12	gpt-4	gpt-4	NOUN
easat-11493	19	13	,	,	PUNCT
easat-11493	19	14	bard	bard	ADJ
easat-11493	19	15	,	,	PUNCT
easat-11493	19	16	llama	llama	NOUN
easat-11493	19	17	,	,	PUNCT
easat-11493	19	18	and	and	CCONJ
easat-11493	19	19	claude	claude	PROPN
easat-11493	19	20	,	,	PUNCT
easat-11493	19	21	have	have	AUX
easat-11493	19	22	become	become	VERB
easat-11493	19	23	central	central	ADJ
easat-11493	19	24	to	to	ADP
easat-11493	19	25	both	both	DET
easat-11493	19	26	scientific	scientific	ADJ
easat-11493	19	27	research	research	NOUN
easat-11493	19	28	and	and	CCONJ
easat-11493	19	29	enterprise	enterprise	NOUN
easat-11493	19	30	applications	application	NOUN
easat-11493	19	31	.	.	PUNCT
easat-11493	20	1	the	the	DET
easat-11493	20	2	adoption	adoption	NOUN
easat-11493	20	3	of	of	ADP
easat-11493	20	4	these	these	DET
easat-11493	20	5	models	model	NOUN
easat-11493	20	6	accounts	account	VERB
easat-11493	20	7	for	for	ADP
easat-11493	20	8	over	over	ADP
easat-11493	20	9	80	80	NUM
easat-11493	20	10	%	%	NOUN
easat-11493	20	11	of	of	ADP
easat-11493	20	12	innovative	innovative	ADJ
easat-11493	20	13	technology	technology	NOUN
easat-11493	20	14	initiatives	initiative	NOUN
easat-11493	20	15	as	as	ADP
easat-11493	20	16	of	of	ADP
easat-11493	20	17	2025	2025	NUM
easat-11493	20	18	[	[	X
easat-11493	20	19	1	1	NUM
easat-11493	20	20	-	-	SYM
easat-11493	20	21	4	4	NUM
easat-11493	20	22	,	,	PUNCT
easat-11493	20	23	6	6	NUM
easat-11493	20	24	-	-	SYM
easat-11493	20	25	8	8	NUM
easat-11493	20	26	]	]	PUNCT
easat-11493	20	27	.	.	PUNCT
easat-11493	21	1	the	the	DET
easat-11493	21	2	ability	ability	NOUN
easat-11493	21	3	to	to	PART
easat-11493	21	4	generate	generate	VERB
easat-11493	21	5	accurate	accurate	ADJ
easat-11493	21	6	,	,	PUNCT
easat-11493	21	7	data	data	NOUN
easat-11493	21	8	-	-	PUNCT
easat-11493	21	9	driven	drive	VERB
easat-11493	21	10	text	text	NOUN
easat-11493	21	11	reliably	reliably	ADV
easat-11493	21	12	is	be	AUX
easat-11493	21	13	a	a	DET
easat-11493	21	14	key	key	ADJ
easat-11493	21	15	differentiator	differentiator	NOUN
easat-11493	21	16	;	;	PUNCT
easat-11493	21	17	llms	llm	NOUN
easat-11493	21	18	are	be	AUX
easat-11493	21	19	essential	essential	ADJ
easat-11493	21	20	for	for	ADP
easat-11493	21	21	knowledge	knowledge	NOUN
easat-11493	21	22	management	management	NOUN
easat-11493	21	23	,	,	PUNCT
easat-11493	21	24	decision	decision	NOUN
easat-11493	21	25	-	-	PUNCT
easat-11493	21	26	making	making	NOUN
easat-11493	21	27	,	,	PUNCT
easat-11493	21	28	and	and	CCONJ
easat-11493	21	29	streamlining	streamline	VERB
easat-11493	21	30	complex	complex	ADJ
easat-11493	21	31	business	business	NOUN
easat-11493	21	32	processes	process	NOUN
easat-11493	21	33	[	[	X
easat-11493	21	34	5	5	NUM
easat-11493	21	35	-	-	SYM
easat-11493	21	36	7	7	NUM
easat-11493	21	37	]	]	PUNCT
easat-11493	21	38	.	.	PUNCT
easat-11493	22	1	despite	despite	SCONJ
easat-11493	22	2	technological	technological	ADJ
easat-11493	22	3	advances	advance	NOUN
easat-11493	22	4	,	,	PUNCT
easat-11493	22	5	organizations	organization	NOUN
easat-11493	22	6	face	face	VERB
easat-11493	22	7	significant	significant	ADJ
easat-11493	22	8	technical	technical	ADJ
easat-11493	22	9	challenges	challenge	NOUN
easat-11493	22	10	,	,	PUNCT
easat-11493	22	11	most	most	ADV
easat-11493	22	12	notably	notably	ADV
easat-11493	22	13	the	the	DET
easat-11493	22	14	need	need	NOUN
easat-11493	22	15	to	to	PART
easat-11493	22	16	https://orcid.org/0009-0000-2279-2844	https://orcid.org/0009-0000-2279-2844	NOUN
easat-11493	22	17	61	61	NUM
easat-11493	22	18	edelweiss	edelweiss	PROPN
easat-11493	22	19	applied	apply	VERB
easat-11493	22	20	science	science	NOUN
easat-11493	22	21	and	and	CCONJ
easat-11493	22	22	technology	technology	NOUN
easat-11493	22	23	issn	issn	PROPN
easat-11493	22	24	:	:	PUNCT
easat-11493	22	25	2576	2576	NUM
easat-11493	22	26	-	-	SYM
easat-11493	22	27	8484	8484	NUM
easat-11493	22	28	vol	vol	NOUN
easat-11493	22	29	.	.	PROPN
easat-11493	23	1	10	10	NUM
easat-11493	23	2	,	,	PUNCT
easat-11493	23	3	no	no	INTJ
easat-11493	23	4	.	.	NOUN
easat-11493	23	5	1	1	NUM
easat-11493	23	6	:	:	SYM
easat-11493	23	7	60	60	NUM
easat-11493	23	8	-	-	SYM
easat-11493	23	9	76	76	NUM
easat-11493	23	10	,	,	PUNCT
easat-11493	23	11	2026	2026	NUM
easat-11493	23	12	doi	doi	NOUN
easat-11493	23	13	:	:	PUNCT
easat-11493	23	14	10.55214/2576	10.55214/2576	NUM
easat-11493	23	15	-	-	PUNCT
easat-11493	23	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	24	1	©	©	PROPN
easat-11493	24	2	2026	2026	NUM
easat-11493	24	3	by	by	ADP
easat-11493	24	4	the	the	DET
easat-11493	24	5	author	author	NOUN
easat-11493	24	6	;	;	PUNCT
easat-11493	24	7	licensee	licensee	NOUN
easat-11493	24	8	learning	learn	VERB
easat-11493	24	9	gate	gate	NOUN
easat-11493	24	10	ensure	ensure	VERB
easat-11493	24	11	data	datum	NOUN
easat-11493	24	12	security	security	NOUN
easat-11493	24	13	and	and	CCONJ
easat-11493	24	14	privacy	privacy	NOUN
easat-11493	24	15	,	,	PUNCT
easat-11493	24	16	difficulties	difficulty	NOUN
easat-11493	24	17	in	in	ADP
easat-11493	24	18	integrating	integrate	VERB
easat-11493	24	19	with	with	ADP
easat-11493	24	20	legacy	legacy	NOUN
easat-11493	24	21	systems	system	NOUN
easat-11493	24	22	,	,	PUNCT
easat-11493	24	23	limitations	limitation	NOUN
easat-11493	24	24	in	in	ADP
easat-11493	24	25	customizing	customizing	NOUN
easat-11493	24	26	model	model	NOUN
easat-11493	24	27	performance	performance	NOUN
easat-11493	24	28	to	to	PART
easat-11493	24	29	meet	meet	VERB
easat-11493	24	30	evolving	evolve	VERB
easat-11493	24	31	internal	internal	ADJ
easat-11493	24	32	business	business	NOUN
easat-11493	24	33	requirements	requirement	NOUN
easat-11493	24	34	,	,	PUNCT
easat-11493	24	35	and	and	CCONJ
easat-11493	24	36	challenges	challenge	NOUN
easat-11493	24	37	related	relate	VERB
easat-11493	24	38	to	to	ADP
easat-11493	24	39	employee	employee	NOUN
easat-11493	24	40	training	training	NOUN
easat-11493	24	41	and	and	CCONJ
easat-11493	24	42	developing	develop	VERB
easat-11493	24	43	“	"	PUNCT
easat-11493	24	44	prompt	prompt	ADJ
easat-11493	24	45	engineering	engineering	NOUN
easat-11493	24	46	”	"	PUNCT
easat-11493	24	47	skills	skill	NOUN
easat-11493	24	48	[	[	X
easat-11493	24	49	2	2	NUM
easat-11493	24	50	-	-	SYM
easat-11493	24	51	5	5	NUM
easat-11493	24	52	,	,	PUNCT
easat-11493	24	53	7	7	NUM
easat-11493	24	54	,	,	PUNCT
easat-11493	24	55	8	8	NUM
easat-11493	24	56	]	]	PUNCT
easat-11493	24	57	.	.	PUNCT
easat-11493	25	1	on	on	ADP
easat-11493	25	2	an	an	DET
easat-11493	25	3	organizational	organizational	ADJ
easat-11493	25	4	level	level	NOUN
easat-11493	25	5	,	,	PUNCT
easat-11493	25	6	there	there	PRON
easat-11493	25	7	are	be	VERB
easat-11493	25	8	significant	significant	ADJ
easat-11493	25	9	challenges	challenge	NOUN
easat-11493	25	10	related	relate	VERB
easat-11493	25	11	to	to	ADP
easat-11493	25	12	governance	governance	NOUN
easat-11493	25	13	and	and	CCONJ
easat-11493	25	14	regulatory	regulatory	ADJ
easat-11493	25	15	compliance	compliance	NOUN
easat-11493	25	16	,	,	PUNCT
easat-11493	25	17	including	include	VERB
easat-11493	25	18	reluctance	reluctance	NOUN
easat-11493	25	19	or	or	CCONJ
easat-11493	25	20	hesitation	hesitation	NOUN
easat-11493	25	21	among	among	ADP
easat-11493	25	22	leadership	leadership	NOUN
easat-11493	25	23	,	,	PUNCT
easat-11493	25	24	resistance	resistance	NOUN
easat-11493	25	25	to	to	ADP
easat-11493	25	26	organizational	organizational	ADJ
easat-11493	25	27	change	change	NOUN
easat-11493	25	28	,	,	PUNCT
easat-11493	25	29	the	the	DET
easat-11493	25	30	need	need	NOUN
easat-11493	25	31	for	for	ADP
easat-11493	25	32	gradual	gradual	ADJ
easat-11493	25	33	adoption	adoption	NOUN
easat-11493	25	34	strategies	strategy	NOUN
easat-11493	25	35	,	,	PUNCT
easat-11493	25	36	and	and	CCONJ
easat-11493	25	37	the	the	DET
easat-11493	25	38	development	development	NOUN
easat-11493	25	39	of	of	ADP
easat-11493	25	40	clear	clear	ADJ
easat-11493	25	41	policies	policy	NOUN
easat-11493	25	42	on	on	ADP
easat-11493	25	43	data	datum	NOUN
easat-11493	25	44	management	management	NOUN
easat-11493	25	45	,	,	PUNCT
easat-11493	25	46	output	output	NOUN
easat-11493	25	47	quality	quality	NOUN
easat-11493	25	48	assurance	assurance	NOUN
easat-11493	25	49	,	,	PUNCT
easat-11493	25	50	and	and	CCONJ
easat-11493	25	51	oversight	oversight	NOUN
easat-11493	25	52	of	of	ADP
easat-11493	25	53	ai	ai	ADV
easat-11493	25	54	-	-	PUNCT
easat-11493	25	55	supported	support	VERB
easat-11493	25	56	decision	decision	NOUN
easat-11493	25	57	-	-	PUNCT
easat-11493	25	58	making	make	VERB
easat-11493	25	59	processes	process	NOUN
easat-11493	25	60	[	[	X
easat-11493	25	61	1	1	NUM
easat-11493	25	62	-	-	SYM
easat-11493	25	63	5	5	NUM
easat-11493	25	64	]	]	PUNCT
easat-11493	25	65	.	.	PUNCT
easat-11493	26	1	additionally	additionally	ADV
easat-11493	26	2	,	,	PUNCT
easat-11493	26	3	concerns	concern	NOUN
easat-11493	26	4	about	about	ADP
easat-11493	26	5	information	information	NOUN
easat-11493	26	6	integrity	integrity	NOUN
easat-11493	26	7	,	,	PUNCT
easat-11493	26	8	hidden	hidden	ADJ
easat-11493	26	9	biases	bias	NOUN
easat-11493	26	10	,	,	PUNCT
easat-11493	26	11	and	and	CCONJ
easat-11493	26	12	the	the	DET
easat-11493	26	13	risk	risk	NOUN
easat-11493	26	14	of	of	ADP
easat-11493	26	15	inconsistent	inconsistent	ADJ
easat-11493	26	16	or	or	CCONJ
easat-11493	26	17	non	non	ADJ
easat-11493	26	18	-	-	ADJ
easat-11493	26	19	transparent	transparent	ADJ
easat-11493	26	20	outputs	output	NOUN
easat-11493	26	21	remain	remain	VERB
easat-11493	26	22	persistent	persistent	ADJ
easat-11493	26	23	[	[	X
easat-11493	26	24	1	1	NUM
easat-11493	26	25	,	,	PUNCT
easat-11493	26	26	4	4	NUM
easat-11493	26	27	]	]	PUNCT
easat-11493	26	28	.	.	PUNCT
easat-11493	27	1	a	a	DET
easat-11493	27	2	comprehensive	comprehensive	ADJ
easat-11493	27	3	2025	2025	NUM
easat-11493	27	4	review	review	NOUN
easat-11493	27	5	by	by	ADP
easat-11493	27	6	busch	busch	PROPN
easat-11493	27	7	et	et	PROPN
easat-11493	27	8	al	al	PROPN
easat-11493	27	9	.	.	PROPN
easat-11493	27	10	on	on	ADP
easat-11493	27	11	integrating	integrate	VERB
easat-11493	27	12	llms	llm	NOUN
easat-11493	27	13	in	in	ADP
easat-11493	27	14	healthcare	healthcare	NOUN
easat-11493	27	15	and	and	CCONJ
easat-11493	27	16	management	management	NOUN
easat-11493	27	17	identified	identify	VERB
easat-11493	27	18	two	two	NUM
easat-11493	27	19	main	main	ADJ
easat-11493	27	20	obstacles	obstacle	NOUN
easat-11493	27	21	:	:	PUNCT
easat-11493	27	22	first	first	ADV
easat-11493	27	23	,	,	PUNCT
easat-11493	27	24	issues	issue	NOUN
easat-11493	27	25	related	relate	VERB
easat-11493	27	26	to	to	ADP
easat-11493	27	27	model	model	NOUN
easat-11493	27	28	design	design	NOUN
easat-11493	27	29	and	and	CCONJ
easat-11493	27	30	dataset	dataset	NOUN
easat-11493	27	31	confidentiality	confidentiality	NOUN
easat-11493	27	32	;	;	PUNCT
easat-11493	27	33	second	second	ADJ
easat-11493	27	34	,	,	PUNCT
easat-11493	27	35	concerns	concern	NOUN
easat-11493	27	36	about	about	ADP
easat-11493	27	37	output	output	NOUN
easat-11493	27	38	quality	quality	NOUN
easat-11493	27	39	,	,	PUNCT
easat-11493	27	40	including	include	VERB
easat-11493	27	41	scope	scope	NOUN
easat-11493	27	42	,	,	PUNCT
easat-11493	27	43	accuracy	accuracy	NOUN
easat-11493	27	44	,	,	PUNCT
easat-11493	27	45	safety	safety	NOUN
easat-11493	27	46	,	,	PUNCT
easat-11493	27	47	and	and	CCONJ
easat-11493	27	48	reproducibility	reproducibility	NOUN
easat-11493	27	49	[	[	X
easat-11493	27	50	1	1	NUM
easat-11493	27	51	]	]	PUNCT
easat-11493	27	52	.	.	PUNCT
easat-11493	28	1	it	it	PRON
easat-11493	28	2	is	be	AUX
easat-11493	28	3	noteworthy	noteworthy	ADJ
easat-11493	28	4	that	that	SCONJ
easat-11493	28	5	llm	llm	PROPN
easat-11493	28	6	adoption	adoption	NOUN
easat-11493	28	7	is	be	AUX
easat-11493	28	8	fundamentally	fundamentally	ADV
easat-11493	28	9	shaped	shape	VERB
easat-11493	28	10	by	by	ADP
easat-11493	28	11	the	the	DET
easat-11493	28	12	deployment	deployment	NOUN
easat-11493	28	13	environment	environment	NOUN
easat-11493	28	14	:	:	PUNCT
easat-11493	28	15	cloud	cloud	NOUN
easat-11493	28	16	environments	environment	NOUN
easat-11493	28	17	enable	enable	VERB
easat-11493	28	18	model	model	NOUN
easat-11493	28	19	development	development	NOUN
easat-11493	28	20	at	at	ADP
easat-11493	28	21	an	an	DET
easat-11493	28	22	unprecedented	unprecedented	ADJ
easat-11493	28	23	scale	scale	NOUN
easat-11493	28	24	and	and	CCONJ
easat-11493	28	25	provide	provide	VERB
easat-11493	28	26	access	access	NOUN
easat-11493	28	27	to	to	ADP
easat-11493	28	28	substantial	substantial	ADJ
easat-11493	28	29	computational	computational	ADJ
easat-11493	28	30	resources	resource	NOUN
easat-11493	28	31	,	,	PUNCT
easat-11493	28	32	but	but	CCONJ
easat-11493	28	33	they	they	PRON
easat-11493	28	34	also	also	ADV
easat-11493	28	35	carry	carry	VERB
easat-11493	28	36	risks	risk	NOUN
easat-11493	28	37	related	relate	VERB
easat-11493	28	38	to	to	ADP
easat-11493	28	39	data	datum	NOUN
easat-11493	28	40	exposure	exposure	NOUN
easat-11493	28	41	beyond	beyond	ADP
easat-11493	28	42	institutional	institutional	ADJ
easat-11493	28	43	boundaries	boundary	NOUN
easat-11493	28	44	and	and	CCONJ
easat-11493	28	45	challenges	challenge	NOUN
easat-11493	28	46	in	in	ADP
easat-11493	28	47	meeting	meet	VERB
easat-11493	28	48	strict	strict	ADJ
easat-11493	28	49	local	local	ADJ
easat-11493	28	50	and	and	CCONJ
easat-11493	28	51	international	international	ADJ
easat-11493	28	52	privacy	privacy	NOUN
easat-11493	28	53	standards	standard	NOUN
easat-11493	28	54	[	[	X
easat-11493	28	55	3	3	NUM
easat-11493	28	56	,	,	PUNCT
easat-11493	28	57	4	4	NUM
easat-11493	28	58	,	,	PUNCT
easat-11493	28	59	7	7	NUM
easat-11493	28	60	]	]	PUNCT
easat-11493	28	61	.	.	PUNCT
easat-11493	29	1	on	on	ADP
easat-11493	29	2	-	-	PUNCT
easat-11493	29	3	premise	premise	NOUN
easat-11493	29	4	solutions	solution	NOUN
easat-11493	29	5	offer	offer	VERB
easat-11493	29	6	greater	great	ADJ
easat-11493	29	7	control	control	NOUN
easat-11493	29	8	over	over	ADP
easat-11493	29	9	data	datum	NOUN
easat-11493	29	10	and	and	CCONJ
easat-11493	29	11	infrastructure	infrastructure	NOUN
easat-11493	29	12	;	;	PUNCT
easat-11493	29	13	however	however	ADV
easat-11493	29	14	,	,	PUNCT
easat-11493	29	15	organizations	organization	NOUN
easat-11493	29	16	must	must	AUX
easat-11493	29	17	continually	continually	ADV
easat-11493	29	18	invest	invest	VERB
easat-11493	29	19	in	in	ADP
easat-11493	29	20	capital	capital	NOUN
easat-11493	29	21	and	and	CCONJ
easat-11493	29	22	technical	technical	ADJ
easat-11493	29	23	resources	resource	NOUN
easat-11493	29	24	to	to	PART
easat-11493	29	25	ensure	ensure	VERB
easat-11493	29	26	secure	secure	ADJ
easat-11493	29	27	and	and	CCONJ
easat-11493	29	28	efficient	efficient	ADJ
easat-11493	29	29	model	model	NOUN
easat-11493	29	30	operations	operation	NOUN
easat-11493	29	31	[	[	X
easat-11493	29	32	6	6	NUM
easat-11493	29	33	,	,	PUNCT
easat-11493	29	34	7	7	NUM
easat-11493	29	35	]	]	PUNCT
easat-11493	29	36	.	.	PUNCT
easat-11493	30	1	hybrid	hybrid	ADJ
easat-11493	30	2	environments	environment	NOUN
easat-11493	30	3	combine	combine	VERB
easat-11493	30	4	flexibility	flexibility	NOUN
easat-11493	30	5	and	and	CCONJ
easat-11493	30	6	reliability	reliability	NOUN
easat-11493	30	7	,	,	PUNCT
easat-11493	30	8	but	but	CCONJ
easat-11493	30	9	they	they	PRON
easat-11493	30	10	also	also	ADV
easat-11493	30	11	introduce	introduce	VERB
easat-11493	30	12	additional	additional	ADJ
easat-11493	30	13	challenges	challenge	NOUN
easat-11493	30	14	in	in	ADP
easat-11493	30	15	coordination	coordination	NOUN
easat-11493	30	16	,	,	PUNCT
easat-11493	30	17	integration	integration	NOUN
easat-11493	30	18	,	,	PUNCT
easat-11493	30	19	and	and	CCONJ
easat-11493	30	20	sharing	share	VERB
easat-11493	30	21	governance	governance	NOUN
easat-11493	30	22	responsibilities	responsibility	NOUN
easat-11493	30	23	between	between	ADP
easat-11493	30	24	internal	internal	ADJ
easat-11493	30	25	and	and	CCONJ
easat-11493	30	26	external	external	ADJ
easat-11493	30	27	systems	system	NOUN
easat-11493	30	28	[	[	X
easat-11493	30	29	3	3	NUM
easat-11493	30	30	,	,	PUNCT
easat-11493	30	31	7	7	NUM
easat-11493	30	32	,	,	PUNCT
easat-11493	30	33	8	8	NUM
easat-11493	30	34	]	]	PUNCT
easat-11493	30	35	.	.	PUNCT
easat-11493	31	1	a	a	DET
easat-11493	31	2	recent	recent	ADJ
easat-11493	31	3	study	study	NOUN
easat-11493	31	4	(	(	PUNCT
easat-11493	31	5	2025	2025	NUM
easat-11493	31	6	)	)	PUNCT
easat-11493	31	7	examining	examine	VERB
easat-11493	31	8	the	the	DET
easat-11493	31	9	adoption	adoption	NOUN
easat-11493	31	10	of	of	ADP
easat-11493	31	11	llm	llm	NOUN
easat-11493	31	12	-	-	PUNCT
easat-11493	31	13	based	base	VERB
easat-11493	31	14	innovative	innovative	ADJ
easat-11493	31	15	tools	tool	NOUN
easat-11493	31	16	in	in	ADP
easat-11493	31	17	healthcare	healthcare	PROPN
easat-11493	31	18	management	management	NOUN
easat-11493	31	19	found	find	VERB
easat-11493	31	20	that	that	SCONJ
easat-11493	31	21	,	,	PUNCT
easat-11493	31	22	although	although	SCONJ
easat-11493	31	23	organizational	organizational	ADJ
easat-11493	31	24	interest	interest	NOUN
easat-11493	31	25	is	be	AUX
easat-11493	31	26	high	high	ADJ
easat-11493	31	27	,	,	PUNCT
easat-11493	31	28	actual	actual	ADJ
easat-11493	31	29	adoption	adoption	NOUN
easat-11493	31	30	rates	rate	NOUN
easat-11493	31	31	remain	remain	VERB
easat-11493	31	32	limited	limited	ADJ
easat-11493	31	33	.	.	PUNCT
easat-11493	32	1	key	key	ADJ
easat-11493	32	2	obstacles	obstacle	NOUN
easat-11493	32	3	include	include	VERB
easat-11493	32	4	limited	limited	ADJ
easat-11493	32	5	technical	technical	ADJ
easat-11493	32	6	knowledge	knowledge	NOUN
easat-11493	32	7	,	,	PUNCT
easat-11493	32	8	insufficient	insufficient	ADJ
easat-11493	32	9	hands	hand	NOUN
easat-11493	32	10	-	-	PUNCT
easat-11493	32	11	on	on	ADP
easat-11493	32	12	training	training	NOUN
easat-11493	32	13	,	,	PUNCT
easat-11493	32	14	difficulty	difficulty	NOUN
easat-11493	32	15	maintaining	maintain	VERB
easat-11493	32	16	output	output	NOUN
easat-11493	32	17	quality	quality	NOUN
easat-11493	32	18	,	,	PUNCT
easat-11493	32	19	and	and	CCONJ
easat-11493	32	20	concerns	concern	NOUN
easat-11493	32	21	about	about	ADP
easat-11493	32	22	the	the	DET
easat-11493	32	23	system	system	NOUN
easat-11493	32	24	’s	’s	PART
easat-11493	32	25	reliability	reliability	NOUN
easat-11493	32	26	in	in	ADP
easat-11493	32	27	handling	handle	VERB
easat-11493	32	28	sensitive	sensitive	ADJ
easat-11493	32	29	or	or	CCONJ
easat-11493	32	30	routine	routine	ADJ
easat-11493	32	31	data	datum	NOUN
easat-11493	32	32	.	.	PUNCT
easat-11493	33	1	the	the	DET
easat-11493	33	2	same	same	ADJ
easat-11493	33	3	study	study	NOUN
easat-11493	33	4	recommended	recommend	VERB
easat-11493	33	5	launching	launch	VERB
easat-11493	33	6	practical	practical	ADJ
easat-11493	33	7	training	training	NOUN
easat-11493	33	8	programs	program	NOUN
easat-11493	33	9	,	,	PUNCT
easat-11493	33	10	fostering	foster	VERB
easat-11493	33	11	institutional	institutional	ADJ
easat-11493	33	12	support	support	NOUN
easat-11493	33	13	,	,	PUNCT
easat-11493	33	14	and	and	CCONJ
easat-11493	33	15	developing	develop	VERB
easat-11493	33	16	governance	governance	NOUN
easat-11493	33	17	policies	policy	NOUN
easat-11493	33	18	that	that	PRON
easat-11493	33	19	align	align	VERB
easat-11493	33	20	with	with	ADP
easat-11493	33	21	organizational	organizational	ADJ
easat-11493	33	22	needs	need	NOUN
easat-11493	33	23	to	to	PART
easat-11493	33	24	ensure	ensure	VERB
easat-11493	33	25	the	the	DET
easat-11493	33	26	sustainable	sustainable	ADJ
easat-11493	33	27	and	and	CCONJ
easat-11493	33	28	effective	effective	ADJ
easat-11493	33	29	adoption	adoption	NOUN
easat-11493	33	30	of	of	ADP
easat-11493	33	31	llms	llm	NOUN
easat-11493	33	32	[	[	X
easat-11493	33	33	1	1	NUM
easat-11493	33	34	,	,	PUNCT
easat-11493	33	35	4	4	NUM
easat-11493	33	36	,	,	PUNCT
easat-11493	33	37	5	5	NUM
easat-11493	33	38	]	]	PUNCT
easat-11493	33	39	.	.	PUNCT
easat-11493	34	1	therefore	therefore	ADV
easat-11493	34	2	,	,	PUNCT
easat-11493	34	3	this	this	DET
easat-11493	34	4	research	research	NOUN
easat-11493	34	5	provides	provide	VERB
easat-11493	34	6	an	an	DET
easat-11493	34	7	advanced	advanced	ADJ
easat-11493	34	8	academic	academic	ADJ
easat-11493	34	9	response	response	NOUN
easat-11493	34	10	to	to	ADP
easat-11493	34	11	bridging	bridge	VERB
easat-11493	34	12	the	the	DET
easat-11493	34	13	gap	gap	NOUN
easat-11493	34	14	between	between	ADP
easat-11493	34	15	current	current	ADJ
easat-11493	34	16	technological	technological	ADJ
easat-11493	34	17	capabilities	capability	NOUN
easat-11493	34	18	and	and	CCONJ
easat-11493	34	19	real	real	ADJ
easat-11493	34	20	-	-	PUNCT
easat-11493	34	21	world	world	NOUN
easat-11493	34	22	institutional	institutional	ADJ
easat-11493	34	23	challenges	challenge	NOUN
easat-11493	34	24	,	,	PUNCT
easat-11493	34	25	offering	offer	VERB
easat-11493	34	26	a	a	DET
easat-11493	34	27	comparative	comparative	ADJ
easat-11493	34	28	and	and	CCONJ
easat-11493	34	29	systematic	systematic	ADJ
easat-11493	34	30	analysis	analysis	NOUN
easat-11493	34	31	of	of	ADP
easat-11493	34	32	technical	technical	ADJ
easat-11493	34	33	and	and	CCONJ
easat-11493	34	34	organizational	organizational	ADJ
easat-11493	34	35	challenges	challenge	NOUN
easat-11493	34	36	based	base	VERB
easat-11493	34	37	on	on	ADP
easat-11493	34	38	the	the	DET
easat-11493	34	39	deployment	deployment	NOUN
easat-11493	34	40	environment	environment	NOUN
easat-11493	34	41	.	.	PUNCT
easat-11493	35	1	the	the	DET
easat-11493	35	2	most	most	ADV
easat-11493	35	3	recent	recent	ADJ
easat-11493	35	4	and	and	CCONJ
easat-11493	35	5	reputable	reputable	ADJ
easat-11493	35	6	literature	literature	NOUN
easat-11493	35	7	thoroughly	thoroughly	ADV
easat-11493	35	8	supports	support	VERB
easat-11493	35	9	it	it	PRON
easat-11493	35	10	up	up	ADP
easat-11493	35	11	to	to	ADP
easat-11493	35	12	2025	2025	NUM
easat-11493	35	13	.	.	PUNCT
easat-11493	36	1	1.1	1.1	NUM
easat-11493	36	2	.	.	PUNCT
easat-11493	37	1	research	research	NOUN
easat-11493	37	2	problem	problem	NOUN
easat-11493	37	3	although	although	SCONJ
easat-11493	37	4	large	large	ADJ
easat-11493	37	5	language	language	NOUN
easat-11493	37	6	models	model	NOUN
easat-11493	37	7	(	(	PUNCT
easat-11493	37	8	llms	llm	NOUN
easat-11493	37	9	)	)	PUNCT
easat-11493	37	10	have	have	AUX
easat-11493	37	11	made	make	VERB
easat-11493	37	12	significant	significant	ADJ
easat-11493	37	13	progress	progress	NOUN
easat-11493	37	14	in	in	ADP
easat-11493	37	15	supporting	support	VERB
easat-11493	37	16	institutional	institutional	ADJ
easat-11493	37	17	digital	digital	ADJ
easat-11493	37	18	transformation	transformation	NOUN
easat-11493	37	19	,	,	PUNCT
easat-11493	37	20	organizations	organization	NOUN
easat-11493	37	21	still	still	ADV
easat-11493	37	22	face	face	VERB
easat-11493	37	23	a	a	DET
easat-11493	37	24	large	large	ADJ
easat-11493	37	25	gap	gap	NOUN
easat-11493	37	26	between	between	ADP
easat-11493	37	27	their	their	PRON
easat-11493	37	28	theoretical	theoretical	ADJ
easat-11493	37	29	potential	potential	NOUN
easat-11493	37	30	and	and	CCONJ
easat-11493	37	31	real	real	ADJ
easat-11493	37	32	-	-	PUNCT
easat-11493	37	33	world	world	NOUN
easat-11493	37	34	application	application	NOUN
easat-11493	37	35	,	,	PUNCT
easat-11493	37	36	especially	especially	ADV
easat-11493	37	37	in	in	ADP
easat-11493	37	38	the	the	DET
easat-11493	37	39	arab	arab	ADJ
easat-11493	37	40	region	region	NOUN
easat-11493	37	41	.	.	PUNCT
easat-11493	38	1	this	this	DET
easat-11493	38	2	challenge	challenge	NOUN
easat-11493	38	3	primarily	primarily	ADV
easat-11493	38	4	arises	arise	VERB
easat-11493	38	5	from	from	ADP
easat-11493	38	6	the	the	DET
easat-11493	38	7	complex	complex	ADJ
easat-11493	38	8	technical	technical	ADJ
easat-11493	38	9	and	and	CCONJ
easat-11493	38	10	organizational	organizational	ADJ
easat-11493	38	11	barriers	barrier	NOUN
easat-11493	38	12	associated	associate	VERB
easat-11493	38	13	with	with	ADP
easat-11493	38	14	adopting	adopt	VERB
easat-11493	38	15	llms	llm	NOUN
easat-11493	38	16	,	,	PUNCT
easat-11493	38	17	which	which	PRON
easat-11493	38	18	are	be	AUX
easat-11493	38	19	closely	closely	ADV
easat-11493	38	20	tied	tie	VERB
easat-11493	38	21	to	to	ADP
easat-11493	38	22	the	the	DET
easat-11493	38	23	institution	institution	NOUN
easat-11493	38	24	's	's	PART
easat-11493	38	25	chosen	choose	VERB
easat-11493	38	26	deployment	deployment	NOUN
easat-11493	38	27	environment	environment	NOUN
easat-11493	38	28	,	,	PUNCT
easat-11493	38	29	whether	whether	SCONJ
easat-11493	38	30	cloud	cloud	ADJ
easat-11493	38	31	,	,	PUNCT
easat-11493	38	32	on	on	ADP
easat-11493	38	33	-	-	PUNCT
easat-11493	38	34	premises	premise	NOUN
easat-11493	38	35	,	,	PUNCT
easat-11493	38	36	or	or	CCONJ
easat-11493	38	37	hybrid	hybrid	NOUN
easat-11493	38	38	.	.	PUNCT
easat-11493	39	1	consequently	consequently	ADV
easat-11493	39	2	,	,	PUNCT
easat-11493	39	3	there	there	PRON
easat-11493	39	4	is	be	VERB
easat-11493	39	5	a	a	DET
easat-11493	39	6	strong	strong	ADJ
easat-11493	39	7	scientific	scientific	ADJ
easat-11493	39	8	need	need	NOUN
easat-11493	39	9	to	to	PART
easat-11493	39	10	conduct	conduct	VERB
easat-11493	39	11	a	a	DET
easat-11493	39	12	detailed	detailed	ADJ
easat-11493	39	13	comparative	comparative	ADJ
easat-11493	39	14	analysis	analysis	NOUN
easat-11493	39	15	of	of	ADP
easat-11493	39	16	these	these	DET
easat-11493	39	17	challenges	challenge	NOUN
easat-11493	39	18	,	,	PUNCT
easat-11493	39	19	thereby	thereby	ADV
easat-11493	39	20	creating	create	VERB
easat-11493	39	21	a	a	DET
easat-11493	39	22	solid	solid	ADJ
easat-11493	39	23	foundation	foundation	NOUN
easat-11493	39	24	for	for	ADP
easat-11493	39	25	selecting	select	VERB
easat-11493	39	26	the	the	DET
easat-11493	39	27	optimal	optimal	ADJ
easat-11493	39	28	operational	operational	ADJ
easat-11493	39	29	environment	environment	NOUN
easat-11493	39	30	and	and	CCONJ
easat-11493	39	31	informing	inform	VERB
easat-11493	39	32	strategic	strategic	ADJ
easat-11493	39	33	decision	decision	NOUN
easat-11493	39	34	-	-	PUNCT
easat-11493	39	35	making	making	NOUN
easat-11493	39	36	[	[	X
easat-11493	39	37	9	9	NUM
easat-11493	39	38	-	-	SYM
easat-11493	39	39	11	11	NUM
easat-11493	39	40	]	]	PUNCT
easat-11493	39	41	.	.	PUNCT
easat-11493	40	1	1.2	1.2	NUM
easat-11493	40	2	.	.	PUNCT
easat-11493	40	3	research	research	NOUN
easat-11493	40	4	questions	question	NOUN
easat-11493	40	5	what	what	PRON
easat-11493	40	6	are	be	AUX
easat-11493	40	7	the	the	DET
easat-11493	40	8	key	key	ADJ
easat-11493	40	9	technical	technical	ADJ
easat-11493	40	10	and	and	CCONJ
easat-11493	40	11	organizational	organizational	ADJ
easat-11493	40	12	factors	factor	NOUN
easat-11493	40	13	that	that	PRON
easat-11493	40	14	influence	influence	VERB
easat-11493	40	15	the	the	DET
easat-11493	40	16	success	success	NOUN
easat-11493	40	17	or	or	CCONJ
easat-11493	40	18	failure	failure	NOUN
easat-11493	40	19	of	of	ADP
easat-11493	40	20	llm	llm	PROPN
easat-11493	40	21	adoption	adoption	NOUN
easat-11493	40	22	in	in	ADP
easat-11493	40	23	organizations	organization	NOUN
easat-11493	40	24	across	across	ADP
easat-11493	40	25	cloud	cloud	NOUN
easat-11493	40	26	,	,	PUNCT
easat-11493	40	27	on	on	ADP
easat-11493	40	28	-	-	PUNCT
easat-11493	40	29	premises	premise	NOUN
easat-11493	40	30	,	,	PUNCT
easat-11493	40	31	and	and	CCONJ
easat-11493	40	32	hybrid	hybrid	ADJ
easat-11493	40	33	environments	environment	NOUN
easat-11493	40	34	?	?	PUNCT
easat-11493	41	1	how	how	SCONJ
easat-11493	41	2	do	do	VERB
easat-11493	41	3	differences	difference	NOUN
easat-11493	41	4	in	in	ADP
easat-11493	41	5	security	security	NOUN
easat-11493	41	6	challenges	challenge	NOUN
easat-11493	41	7	,	,	PUNCT
easat-11493	41	8	governance	governance	NOUN
easat-11493	41	9	,	,	PUNCT
easat-11493	41	10	institutional	institutional	ADJ
easat-11493	41	11	integration	integration	NOUN
easat-11493	41	12	,	,	PUNCT
easat-11493	41	13	and	and	CCONJ
easat-11493	41	14	data	datum	NOUN
easat-11493	41	15	management	management	NOUN
easat-11493	41	16	manifest	manifest	NOUN
easat-11493	41	17	across	across	ADP
easat-11493	41	18	these	these	DET
easat-11493	41	19	environments	environment	NOUN
easat-11493	41	20	?	?	PUNCT
easat-11493	42	1	62	62	NUM
easat-11493	42	2	edelweiss	edelweiss	PROPN
easat-11493	42	3	applied	apply	VERB
easat-11493	42	4	science	science	NOUN
easat-11493	42	5	and	and	CCONJ
easat-11493	42	6	technology	technology	NOUN
easat-11493	42	7	issn	issn	PROPN
easat-11493	42	8	:	:	PUNCT
easat-11493	42	9	2576	2576	NUM
easat-11493	42	10	-	-	SYM
easat-11493	42	11	8484	8484	NUM
easat-11493	42	12	vol	vol	NOUN
easat-11493	42	13	.	.	PROPN
easat-11493	43	1	10	10	NUM
easat-11493	43	2	,	,	PUNCT
easat-11493	43	3	no	no	INTJ
easat-11493	43	4	.	.	NOUN
easat-11493	43	5	1	1	NUM
easat-11493	43	6	:	:	SYM
easat-11493	43	7	60	60	NUM
easat-11493	43	8	-	-	SYM
easat-11493	43	9	76	76	NUM
easat-11493	43	10	,	,	PUNCT
easat-11493	43	11	2026	2026	NUM
easat-11493	43	12	doi	doi	NOUN
easat-11493	43	13	:	:	PUNCT
easat-11493	43	14	10.55214/2576	10.55214/2576	NUM
easat-11493	43	15	-	-	PUNCT
easat-11493	43	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	44	1	©	©	PROPN
easat-11493	44	2	2026	2026	NUM
easat-11493	44	3	by	by	ADP
easat-11493	44	4	the	the	DET
easat-11493	44	5	author	author	NOUN
easat-11493	44	6	;	;	PUNCT
easat-11493	44	7	licensee	licensee	PROPN
easat-11493	44	8	learning	learning	NOUN
easat-11493	44	9	gate	gate	VERB
easat-11493	44	10	what	what	PRON
easat-11493	44	11	is	be	AUX
easat-11493	44	12	the	the	DET
easat-11493	44	13	relationship	relationship	NOUN
easat-11493	44	14	between	between	ADP
easat-11493	44	15	infrastructure	infrastructure	NOUN
easat-11493	44	16	environment	environment	NOUN
easat-11493	44	17	determinants	determinant	NOUN
easat-11493	44	18	and	and	CCONJ
easat-11493	44	19	the	the	DET
easat-11493	44	20	actual	actual	ADJ
easat-11493	44	21	organizational	organizational	ADJ
easat-11493	44	22	performance	performance	NOUN
easat-11493	44	23	of	of	ADP
easat-11493	44	24	llms	llm	NOUN
easat-11493	44	25	in	in	ADP
easat-11493	44	26	practice	practice	NOUN
easat-11493	44	27	?	?	PUNCT
easat-11493	45	1	which	which	PRON
easat-11493	45	2	scientific	scientific	ADJ
easat-11493	45	3	recommendations	recommendation	NOUN
easat-11493	45	4	are	be	AUX
easat-11493	45	5	most	most	ADV
easat-11493	45	6	effective	effective	ADJ
easat-11493	45	7	in	in	ADP
easat-11493	45	8	helping	help	VERB
easat-11493	45	9	decision	decision	NOUN
easat-11493	45	10	-	-	PUNCT
easat-11493	45	11	makers	maker	NOUN
easat-11493	45	12	prepare	prepare	VERB
easat-11493	45	13	organizations	organization	NOUN
easat-11493	45	14	and	and	CCONJ
easat-11493	45	15	guide	guide	VERB
easat-11493	45	16	the	the	DET
easat-11493	45	17	sustainable	sustainable	ADJ
easat-11493	45	18	transition	transition	NOUN
easat-11493	45	19	toward	toward	ADP
easat-11493	45	20	llm	llm	PROPN
easat-11493	45	21	adoption	adoption	NOUN
easat-11493	45	22	?	?	PUNCT
easat-11493	46	1	1.3	1.3	NUM
easat-11493	46	2	.	.	PUNCT
easat-11493	47	1	research	research	NOUN
easat-11493	47	2	objectives	objective	NOUN
easat-11493	47	3	to	to	PART
easat-11493	47	4	offer	offer	VERB
easat-11493	47	5	an	an	DET
easat-11493	47	6	accurate	accurate	ADJ
easat-11493	47	7	scientific	scientific	ADJ
easat-11493	47	8	assessment	assessment	NOUN
easat-11493	47	9	of	of	ADP
easat-11493	47	10	the	the	DET
easat-11493	47	11	technical	technical	ADJ
easat-11493	47	12	and	and	CCONJ
easat-11493	47	13	organizational	organizational	ADJ
easat-11493	47	14	challenges	challenge	NOUN
easat-11493	47	15	related	relate	VERB
easat-11493	47	16	to	to	ADP
easat-11493	47	17	the	the	DET
easat-11493	47	18	use	use	NOUN
easat-11493	47	19	of	of	ADP
easat-11493	47	20	llms	llm	NOUN
easat-11493	47	21	in	in	ADP
easat-11493	47	22	organizations	organization	NOUN
easat-11493	47	23	.	.	PUNCT
easat-11493	48	1	to	to	PART
easat-11493	48	2	systematically	systematically	ADV
easat-11493	48	3	compare	compare	VERB
easat-11493	48	4	the	the	DET
easat-11493	48	5	three	three	NUM
easat-11493	48	6	environments	environment	NOUN
easat-11493	48	7	regarding	regard	VERB
easat-11493	48	8	adoption	adoption	NOUN
easat-11493	48	9	factors	factor	NOUN
easat-11493	48	10	,	,	PUNCT
easat-11493	48	11	risks	risk	NOUN
easat-11493	48	12	,	,	PUNCT
easat-11493	48	13	efficiency	efficiency	NOUN
easat-11493	48	14	,	,	PUNCT
easat-11493	48	15	and	and	CCONJ
easat-11493	48	16	organizational	organizational	ADJ
easat-11493	48	17	readiness	readiness	NOUN
easat-11493	48	18	.	.	PUNCT
easat-11493	49	1	to	to	PART
easat-11493	49	2	provide	provide	VERB
easat-11493	49	3	specialized	specialized	ADJ
easat-11493	49	4	and	and	CCONJ
easat-11493	49	5	standardized	standardized	ADJ
easat-11493	49	6	recommendations	recommendation	NOUN
easat-11493	49	7	that	that	PRON
easat-11493	49	8	support	support	VERB
easat-11493	49	9	managerial	managerial	ADJ
easat-11493	49	10	and	and	CCONJ
easat-11493	49	11	technical	technical	ADJ
easat-11493	49	12	practices	practice	NOUN
easat-11493	49	13	,	,	PUNCT
easat-11493	49	14	addressing	address	VERB
easat-11493	49	15	both	both	CCONJ
easat-11493	49	16	academic	academic	ADJ
easat-11493	49	17	and	and	CCONJ
easat-11493	49	18	practical	practical	ADJ
easat-11493	49	19	uncertainties	uncertainty	NOUN
easat-11493	49	20	related	relate	VERB
easat-11493	49	21	to	to	ADP
easat-11493	49	22	selecting	select	VERB
easat-11493	49	23	the	the	DET
easat-11493	49	24	optimal	optimal	ADJ
easat-11493	49	25	environment	environment	NOUN
easat-11493	49	26	.	.	PUNCT
easat-11493	50	1	to	to	PART
easat-11493	50	2	contribute	contribute	VERB
easat-11493	50	3	to	to	ADP
easat-11493	50	4	developing	develop	VERB
easat-11493	50	5	a	a	DET
easat-11493	50	6	modern	modern	ADJ
easat-11493	50	7	arab	arab	ADJ
easat-11493	50	8	model	model	NOUN
easat-11493	50	9	in	in	ADP
easat-11493	50	10	intelligent	intelligent	ADJ
easat-11493	50	11	digital	digital	ADJ
easat-11493	50	12	transformation	transformation	NOUN
easat-11493	50	13	.	.	PUNCT
easat-11493	51	1	1.4	1.4	NUM
easat-11493	51	2	.	.	PUNCT
easat-11493	51	3	significance	significance	NOUN
easat-11493	51	4	of	of	ADP
easat-11493	51	5	the	the	DET
easat-11493	51	6	study	study	NOUN
easat-11493	51	7	from	from	ADP
easat-11493	51	8	a	a	DET
easat-11493	51	9	theoretical	theoretical	ADJ
easat-11493	51	10	perspective	perspective	NOUN
easat-11493	51	11	,	,	PUNCT
easat-11493	51	12	this	this	DET
easat-11493	51	13	research	research	NOUN
easat-11493	51	14	aims	aim	VERB
easat-11493	51	15	to	to	PART
easat-11493	51	16	expand	expand	VERB
easat-11493	51	17	the	the	DET
easat-11493	51	18	international	international	ADJ
easat-11493	51	19	literature	literature	NOUN
easat-11493	51	20	with	with	ADP
easat-11493	51	21	an	an	DET
easat-11493	51	22	arab	arab	ADJ
easat-11493	51	23	viewpoint	viewpoint	NOUN
easat-11493	51	24	on	on	ADP
easat-11493	51	25	the	the	DET
easat-11493	51	26	intelligent	intelligent	ADJ
easat-11493	51	27	management	management	NOUN
easat-11493	51	28	of	of	ADP
easat-11493	51	29	institutional	institutional	ADJ
easat-11493	51	30	artificial	artificial	ADJ
easat-11493	51	31	intelligence	intelligence	NOUN
easat-11493	51	32	and	and	CCONJ
easat-11493	51	33	to	to	PART
easat-11493	51	34	compare	compare	VERB
easat-11493	51	35	the	the	DET
easat-11493	51	36	impacts	impact	NOUN
easat-11493	51	37	of	of	ADP
easat-11493	51	38	local	local	ADJ
easat-11493	51	39	and	and	CCONJ
easat-11493	51	40	regional	regional	ADJ
easat-11493	51	41	environmental	environmental	ADJ
easat-11493	51	42	contexts	context	NOUN
easat-11493	51	43	on	on	ADP
easat-11493	51	44	adoption	adoption	NOUN
easat-11493	51	45	and	and	CCONJ
easat-11493	51	46	integration	integration	NOUN
easat-11493	51	47	paths	path	NOUN
easat-11493	51	48	.	.	PUNCT
easat-11493	52	1	practically	practically	ADV
easat-11493	52	2	,	,	PUNCT
easat-11493	52	3	this	this	DET
easat-11493	52	4	study	study	NOUN
easat-11493	52	5	offers	offer	VERB
easat-11493	52	6	a	a	DET
easat-11493	52	7	scientific	scientific	ADJ
easat-11493	52	8	and	and	CCONJ
easat-11493	52	9	practical	practical	ADJ
easat-11493	52	10	framework	framework	NOUN
easat-11493	52	11	for	for	ADP
easat-11493	52	12	business	business	NOUN
easat-11493	52	13	and	and	CCONJ
easat-11493	52	14	government	government	NOUN
easat-11493	52	15	organizations	organization	NOUN
easat-11493	52	16	to	to	PART
easat-11493	52	17	effectively	effectively	ADV
easat-11493	52	18	address	address	VERB
easat-11493	52	19	the	the	DET
easat-11493	52	20	real	real	ADJ
easat-11493	52	21	challenges	challenge	NOUN
easat-11493	52	22	of	of	ADP
easat-11493	52	23	adopting	adopt	VERB
easat-11493	52	24	llms	llm	NOUN
easat-11493	52	25	with	with	ADP
easat-11493	52	26	informed	informed	ADJ
easat-11493	52	27	and	and	CCONJ
easat-11493	52	28	strategic	strategic	ADJ
easat-11493	52	29	approaches	approach	NOUN
easat-11493	52	30	[	[	X
easat-11493	52	31	911	911	NUM
easat-11493	52	32	]	]	PUNCT
easat-11493	52	33	.	.	PUNCT
easat-11493	53	1	1.5	1.5	NUM
easat-11493	53	2	.	.	PUNCT
easat-11493	54	1	research	research	NOUN
easat-11493	54	2	delimitations	delimitation	NOUN
easat-11493	54	3	thematic	thematic	ADJ
easat-11493	54	4	:	:	PUNCT
easat-11493	54	5	the	the	DET
easat-11493	54	6	study	study	NOUN
easat-11493	54	7	concentrates	concentrate	VERB
easat-11493	54	8	on	on	ADP
easat-11493	54	9	mediumand	mediumand	NOUN
easat-11493	54	10	large	large	ADJ
easat-11493	54	11	-	-	PUNCT
easat-11493	54	12	sized	sized	ADJ
easat-11493	54	13	organizations	organization	NOUN
easat-11493	54	14	that	that	PRON
easat-11493	54	15	are	be	AUX
easat-11493	54	16	currently	currently	ADV
easat-11493	54	17	implementing	implement	VERB
easat-11493	54	18	or	or	CCONJ
easat-11493	54	19	planning	plan	VERB
easat-11493	54	20	to	to	PART
easat-11493	54	21	adopt	adopt	VERB
easat-11493	54	22	llms	llm	NOUN
easat-11493	54	23	.	.	PUNCT
easat-11493	55	1	geographically	geographically	ADV
easat-11493	55	2	,	,	PUNCT
easat-11493	55	3	the	the	DET
easat-11493	55	4	research	research	NOUN
easat-11493	55	5	concentrates	concentrate	VERB
easat-11493	55	6	on	on	ADP
easat-11493	55	7	organizations	organization	NOUN
easat-11493	55	8	in	in	ADP
easat-11493	55	9	the	the	DET
easat-11493	55	10	arab	arab	ADJ
easat-11493	55	11	world	world	NOUN
easat-11493	55	12	,	,	PUNCT
easat-11493	55	13	especially	especially	ADV
easat-11493	55	14	in	in	ADP
easat-11493	55	15	the	the	DET
easat-11493	55	16	gulf	gulf	PROPN
easat-11493	55	17	region	region	NOUN
easat-11493	55	18	.	.	PUNCT
easat-11493	56	1	temporal	temporal	ADJ
easat-11493	56	2	:	:	PUNCT
easat-11493	56	3	the	the	DET
easat-11493	56	4	scope	scope	NOUN
easat-11493	56	5	includes	include	VERB
easat-11493	56	6	the	the	DET
easat-11493	56	7	period	period	NOUN
easat-11493	56	8	from	from	ADP
easat-11493	56	9	2023	2023	NUM
easat-11493	56	10	to	to	ADP
easat-11493	56	11	2025	2025	NUM
easat-11493	56	12	,	,	PUNCT
easat-11493	56	13	based	base	VERB
easat-11493	56	14	on	on	ADP
easat-11493	56	15	the	the	DET
easat-11493	56	16	most	most	ADV
easat-11493	56	17	recent	recent	ADJ
easat-11493	56	18	literature	literature	NOUN
easat-11493	56	19	and	and	CCONJ
easat-11493	56	20	empirical	empirical	ADJ
easat-11493	56	21	surveys	survey	NOUN
easat-11493	56	22	.	.	PUNCT
easat-11493	57	1	1.6	1.6	NUM
easat-11493	57	2	.	.	PUNCT
easat-11493	57	3	concepts	concept	VERB
easat-11493	57	4	large	large	ADJ
easat-11493	57	5	language	language	NOUN
easat-11493	57	6	models	model	NOUN
easat-11493	57	7	(	(	PUNCT
easat-11493	57	8	llms	llm	NOUN
easat-11493	57	9	):	):	PUNCT
easat-11493	57	10	advanced	advanced	ADJ
easat-11493	57	11	artificial	artificial	ADJ
easat-11493	57	12	intelligence	intelligence	NOUN
easat-11493	57	13	systems	system	NOUN
easat-11493	57	14	capable	capable	ADJ
easat-11493	57	15	of	of	ADP
easat-11493	57	16	understanding	understand	VERB
easat-11493	57	17	language	language	NOUN
easat-11493	57	18	and	and	CCONJ
easat-11493	57	19	producing	produce	VERB
easat-11493	57	20	human	human	ADJ
easat-11493	57	21	-	-	PUNCT
easat-11493	57	22	like	like	ADJ
easat-11493	57	23	text	text	NOUN
easat-11493	57	24	based	base	VERB
easat-11493	57	25	on	on	ADP
easat-11493	57	26	extensive	extensive	ADJ
easat-11493	57	27	datasets	dataset	NOUN
easat-11493	57	28	and	and	CCONJ
easat-11493	57	29	generative	generative	ADJ
easat-11493	57	30	architectures	architecture	NOUN
easat-11493	57	31	[	[	X
easat-11493	57	32	9	9	NUM
easat-11493	57	33	]	]	PUNCT
easat-11493	57	34	.	.	PUNCT
easat-11493	58	1	cloud	cloud	PROPN
easat-11493	58	2	,	,	PUNCT
easat-11493	58	3	on	on	ADP
easat-11493	58	4	-	-	PUNCT
easat-11493	58	5	premises	premise	NOUN
easat-11493	58	6	,	,	PUNCT
easat-11493	58	7	and	and	CCONJ
easat-11493	58	8	hybrid	hybrid	ADJ
easat-11493	58	9	environments	environment	NOUN
easat-11493	58	10	:	:	PUNCT
easat-11493	58	11	refer	refer	VERB
easat-11493	58	12	to	to	ADP
easat-11493	58	13	the	the	DET
easat-11493	58	14	infrastructure	infrastructure	NOUN
easat-11493	58	15	used	use	VERB
easat-11493	58	16	to	to	PART
easat-11493	58	17	host	host	VERB
easat-11493	58	18	and	and	CCONJ
easat-11493	58	19	run	run	VERB
easat-11493	58	20	artificial	artificial	ADJ
easat-11493	58	21	intelligence	intelligence	NOUN
easat-11493	58	22	solutions	solution	NOUN
easat-11493	58	23	.	.	PUNCT
easat-11493	59	1	2	2	X
easat-11493	59	2	.	.	X
easat-11493	59	3	theoretical	theoretical	ADJ
easat-11493	59	4	framework	framework	NOUN
easat-11493	59	5	2.1	2.1	NUM
easat-11493	59	6	.	.	PUNCT
easat-11493	60	1	core	core	NOUN
easat-11493	60	2	concepts	concept	NOUN
easat-11493	60	3	of	of	ADP
easat-11493	60	4	large	large	ADJ
easat-11493	60	5	language	language	NOUN
easat-11493	60	6	models	model	NOUN
easat-11493	60	7	(	(	PUNCT
easat-11493	60	8	llms	llm	NOUN
easat-11493	60	9	)	)	PUNCT
easat-11493	60	10	large	large	ADJ
easat-11493	60	11	language	language	NOUN
easat-11493	60	12	models	model	NOUN
easat-11493	60	13	(	(	PUNCT
easat-11493	60	14	llms	llm	NOUN
easat-11493	60	15	)	)	PUNCT
easat-11493	60	16	are	be	AUX
easat-11493	60	17	advanced	advanced	ADJ
easat-11493	60	18	ai	ai	NOUN
easat-11493	60	19	systems	system	NOUN
easat-11493	60	20	trained	train	VERB
easat-11493	60	21	on	on	ADP
easat-11493	60	22	massive	massive	ADJ
easat-11493	60	23	datasets	dataset	NOUN
easat-11493	60	24	,	,	PUNCT
easat-11493	60	25	enabling	enable	VERB
easat-11493	60	26	them	they	PRON
easat-11493	60	27	to	to	PART
easat-11493	60	28	comprehend	comprehend	VERB
easat-11493	60	29	,	,	PUNCT
easat-11493	60	30	process	process	NOUN
easat-11493	60	31	,	,	PUNCT
easat-11493	60	32	and	and	CCONJ
easat-11493	60	33	generate	generate	VERB
easat-11493	60	34	human	human	ADJ
easat-11493	60	35	language	language	NOUN
easat-11493	60	36	at	at	ADP
easat-11493	60	37	scale	scale	NOUN
easat-11493	60	38	.	.	PUNCT
easat-11493	61	1	powered	power	VERB
easat-11493	61	2	by	by	ADP
easat-11493	61	3	transformer	transformer	NOUN
easat-11493	61	4	architectures	architecture	NOUN
easat-11493	61	5	and	and	CCONJ
easat-11493	61	6	enhanced	enhance	VERB
easat-11493	61	7	deep	deep	ADJ
easat-11493	61	8	learning	learning	NOUN
easat-11493	61	9	,	,	PUNCT
easat-11493	61	10	llms	llm	NOUN
easat-11493	61	11	serve	serve	VERB
easat-11493	61	12	as	as	ADP
easat-11493	61	13	core	core	NOUN
easat-11493	61	14	models	model	NOUN
easat-11493	61	15	for	for	ADP
easat-11493	61	16	numerous	numerous	ADJ
easat-11493	61	17	natural	natural	ADJ
easat-11493	61	18	language	language	NOUN
easat-11493	61	19	processing	processing	NOUN
easat-11493	61	20	tasks	task	NOUN
easat-11493	61	21	,	,	PUNCT
easat-11493	61	22	making	make	VERB
easat-11493	61	23	them	they	PRON
easat-11493	61	24	crucial	crucial	ADJ
easat-11493	61	25	to	to	ADP
easat-11493	61	26	the	the	DET
easat-11493	61	27	development	development	NOUN
easat-11493	61	28	of	of	ADP
easat-11493	61	29	generative	generative	ADJ
easat-11493	61	30	artificial	artificial	ADJ
easat-11493	61	31	intelligence	intelligence	NOUN
easat-11493	62	1	[	[	X
easat-11493	62	2	12	12	NUM
easat-11493	62	3	,	,	PUNCT
easat-11493	62	4	13	13	NUM
easat-11493	62	5	]	]	PUNCT
easat-11493	62	6	.	.	PUNCT
easat-11493	63	1	2.2	2.2	NUM
easat-11493	63	2	.	.	PUNCT
easat-11493	63	3	evolution	evolution	NOUN
easat-11493	63	4	and	and	CCONJ
easat-11493	63	5	use	use	VERB
easat-11493	63	6	cases	case	NOUN
easat-11493	63	7	of	of	ADP
easat-11493	63	8	llms	llm	NOUN
easat-11493	63	9	the	the	DET
easat-11493	63	10	field	field	NOUN
easat-11493	63	11	of	of	ADP
easat-11493	63	12	language	language	NOUN
easat-11493	63	13	models	model	NOUN
easat-11493	63	14	has	have	AUX
easat-11493	63	15	rapidly	rapidly	ADV
easat-11493	63	16	advanced	advance	VERB
easat-11493	63	17	from	from	ADP
easat-11493	63	18	early	early	ADJ
easat-11493	63	19	statistical	statistical	ADJ
easat-11493	63	20	approaches	approach	NOUN
easat-11493	63	21	to	to	ADP
easat-11493	63	22	neural	neural	ADJ
easat-11493	63	23	architectures	architecture	NOUN
easat-11493	63	24	and	and	CCONJ
easat-11493	63	25	now	now	ADV
easat-11493	63	26	to	to	ADP
easat-11493	63	27	today	today	NOUN
easat-11493	63	28	’s	’s	PART
easat-11493	63	29	era	era	NOUN
easat-11493	63	30	of	of	ADP
easat-11493	63	31	llms	llm	NOUN
easat-11493	63	32	driven	drive	VERB
easat-11493	63	33	by	by	ADP
easat-11493	63	34	transformers	transformer	NOUN
easat-11493	63	35	.	.	PUNCT
easat-11493	64	1	significant	significant	ADJ
easat-11493	64	2	milestones	milestone	NOUN
easat-11493	64	3	include	include	VERB
easat-11493	64	4	models	model	NOUN
easat-11493	64	5	like	like	ADP
easat-11493	64	6	bert	bert	PROPN
easat-11493	64	7	,	,	PUNCT
easat-11493	64	8	gpt-2/3/4	gpt-2/3/4	NOUN
easat-11493	64	9	,	,	PUNCT
easat-11493	64	10	llama	llama	NOUN
easat-11493	64	11	,	,	PUNCT
easat-11493	64	12	and	and	CCONJ
easat-11493	64	13	gemini	gemini	PROPN
easat-11493	64	14	,	,	PUNCT
easat-11493	64	15	each	each	PRON
easat-11493	64	16	introducing	introduce	VERB
easat-11493	64	17	new	new	ADJ
easat-11493	64	18	capabilities	capability	NOUN
easat-11493	64	19	such	such	ADJ
easat-11493	64	20	as	as	ADP
easat-11493	64	21	zero63	zero63	PROPN
easat-11493	64	22	edelweiss	edelweiss	PROPN
easat-11493	64	23	applied	apply	VERB
easat-11493	64	24	science	science	NOUN
easat-11493	64	25	and	and	CCONJ
easat-11493	64	26	technology	technology	NOUN
easat-11493	64	27	issn	issn	PROPN
easat-11493	64	28	:	:	PUNCT
easat-11493	64	29	2576	2576	NUM
easat-11493	64	30	-	-	SYM
easat-11493	64	31	8484	8484	NUM
easat-11493	64	32	vol	vol	NOUN
easat-11493	64	33	.	.	PROPN
easat-11493	65	1	10	10	NUM
easat-11493	65	2	,	,	PUNCT
easat-11493	65	3	no	no	INTJ
easat-11493	65	4	.	.	NOUN
easat-11493	65	5	1	1	NUM
easat-11493	65	6	:	:	SYM
easat-11493	65	7	60	60	NUM
easat-11493	65	8	-	-	SYM
easat-11493	65	9	76	76	NUM
easat-11493	65	10	,	,	PUNCT
easat-11493	65	11	2026	2026	NUM
easat-11493	65	12	doi	doi	NOUN
easat-11493	65	13	:	:	PUNCT
easat-11493	65	14	10.55214/2576	10.55214/2576	NUM
easat-11493	65	15	-	-	PUNCT
easat-11493	65	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	66	1	©	©	PROPN
easat-11493	66	2	2026	2026	NUM
easat-11493	66	3	by	by	ADP
easat-11493	66	4	the	the	DET
easat-11493	66	5	author	author	NOUN
easat-11493	66	6	;	;	PUNCT
easat-11493	66	7	licensee	licensee	PROPN
easat-11493	66	8	learning	learning	PROPN
easat-11493	66	9	gate	gate	NOUN
easat-11493	66	10	shot	shot	NOUN
easat-11493	66	11	reasoning	reasoning	NOUN
easat-11493	66	12	,	,	PUNCT
easat-11493	66	13	multitasking	multitaske	VERB
easat-11493	66	14	,	,	PUNCT
easat-11493	66	15	and	and	CCONJ
easat-11493	66	16	instruction	instruction	NOUN
easat-11493	66	17	tuning	tuning	NOUN
easat-11493	66	18	.	.	PUNCT
easat-11493	67	1	llms	llm	NOUN
easat-11493	67	2	are	be	AUX
easat-11493	67	3	now	now	ADV
easat-11493	67	4	vital	vital	ADJ
easat-11493	67	5	in	in	ADP
easat-11493	67	6	chatbots	chatbot	NOUN
easat-11493	67	7	,	,	PUNCT
easat-11493	67	8	virtual	virtual	ADJ
easat-11493	67	9	assistants	assistant	NOUN
easat-11493	67	10	,	,	PUNCT
easat-11493	67	11	content	content	NOUN
easat-11493	67	12	creation	creation	NOUN
easat-11493	67	13	,	,	PUNCT
easat-11493	67	14	academic	academic	ADJ
easat-11493	67	15	research	research	NOUN
easat-11493	67	16	,	,	PUNCT
easat-11493	67	17	translation	translation	NOUN
easat-11493	67	18	,	,	PUNCT
easat-11493	67	19	code	code	NOUN
easat-11493	67	20	generation	generation	NOUN
easat-11493	67	21	,	,	PUNCT
easat-11493	67	22	and	and	CCONJ
easat-11493	67	23	more	more	ADJ
easat-11493	67	24	[	[	X
easat-11493	67	25	12	12	NUM
easat-11493	67	26	,	,	PUNCT
easat-11493	67	27	13	13	NUM
easat-11493	67	28	]	]	PUNCT
easat-11493	67	29	.	.	PUNCT
easat-11493	68	1	2.3	2.3	NUM
easat-11493	68	2	.	.	PUNCT
easat-11493	68	3	types	type	NOUN
easat-11493	68	4	of	of	ADP
easat-11493	68	5	deployment	deployment	NOUN
easat-11493	68	6	environments	environment	NOUN
easat-11493	68	7	(	(	PUNCT
easat-11493	68	8	cloud	cloud	NOUN
easat-11493	68	9	,	,	PUNCT
easat-11493	68	10	on	on	ADP
easat-11493	68	11	-	-	PUNCT
easat-11493	68	12	premises	premise	NOUN
easat-11493	68	13	,	,	PUNCT
easat-11493	68	14	hybrid	hybrid	NOUN
easat-11493	68	15	)	)	PUNCT
easat-11493	68	16	llms	llm	NOUN
easat-11493	68	17	can	can	AUX
easat-11493	68	18	be	be	AUX
easat-11493	68	19	used	use	VERB
easat-11493	68	20	in	in	ADP
easat-11493	68	21	three	three	NUM
easat-11493	68	22	main	main	ADJ
easat-11493	68	23	environments	environment	NOUN
easat-11493	68	24	:	:	PUNCT
easat-11493	68	25	cloud	cloud	NOUN
easat-11493	68	26	-	-	PUNCT
easat-11493	68	27	based	base	VERB
easat-11493	68	28	deployment	deployment	NOUN
easat-11493	68	29	provides	provide	VERB
easat-11493	68	30	scalability	scalability	NOUN
easat-11493	68	31	,	,	PUNCT
easat-11493	68	32	simplifies	simplifie	NOUN
easat-11493	68	33	model	model	NOUN
easat-11493	68	34	updates	update	NOUN
easat-11493	68	35	and	and	CCONJ
easat-11493	68	36	integration	integration	NOUN
easat-11493	68	37	,	,	PUNCT
easat-11493	68	38	but	but	CCONJ
easat-11493	68	39	also	also	ADV
easat-11493	68	40	raises	raise	VERB
easat-11493	68	41	concerns	concern	NOUN
easat-11493	68	42	about	about	ADP
easat-11493	68	43	data	datum	NOUN
easat-11493	68	44	privacy	privacy	NOUN
easat-11493	68	45	and	and	CCONJ
easat-11493	68	46	regulatory	regulatory	ADJ
easat-11493	68	47	compliance	compliance	NOUN
easat-11493	68	48	.	.	PUNCT
easat-11493	69	1	on	on	ADP
easat-11493	69	2	-	-	PUNCT
easat-11493	69	3	premises	premise	NOUN
easat-11493	69	4	deployment	deployment	NOUN
easat-11493	69	5	offers	offer	VERB
easat-11493	69	6	the	the	DET
easat-11493	69	7	best	good	ADJ
easat-11493	69	8	control	control	NOUN
easat-11493	69	9	and	and	CCONJ
easat-11493	69	10	customization	customization	NOUN
easat-11493	69	11	for	for	ADP
easat-11493	69	12	data	datum	NOUN
easat-11493	69	13	and	and	CCONJ
easat-11493	69	14	model	model	NOUN
easat-11493	69	15	management	management	NOUN
easat-11493	69	16	,	,	PUNCT
easat-11493	69	17	but	but	CCONJ
easat-11493	69	18	it	it	PRON
easat-11493	69	19	also	also	ADV
easat-11493	69	20	results	result	VERB
easat-11493	69	21	in	in	ADP
easat-11493	69	22	higher	high	ADJ
easat-11493	69	23	infrastructure	infrastructure	NOUN
easat-11493	69	24	costs	cost	NOUN
easat-11493	69	25	and	and	CCONJ
easat-11493	69	26	increased	increase	VERB
easat-11493	69	27	technical	technical	ADJ
easat-11493	69	28	complexity	complexity	NOUN
easat-11493	69	29	.	.	PUNCT
easat-11493	70	1	hybrid	hybrid	ADJ
easat-11493	70	2	deployment	deployment	NOUN
easat-11493	70	3	strategies	strategy	NOUN
easat-11493	70	4	aim	aim	VERB
easat-11493	70	5	to	to	PART
easat-11493	70	6	combine	combine	VERB
easat-11493	70	7	the	the	DET
easat-11493	70	8	flexibility	flexibility	NOUN
easat-11493	70	9	of	of	ADP
easat-11493	70	10	cloud	cloud	ADJ
easat-11493	70	11	resources	resource	NOUN
easat-11493	70	12	with	with	ADP
easat-11493	70	13	the	the	DET
easat-11493	70	14	data	data	NOUN
easat-11493	70	15	control	control	NOUN
easat-11493	70	16	of	of	ADP
easat-11493	70	17	on	on	ADP
easat-11493	70	18	-	-	PUNCT
easat-11493	70	19	premises	premise	NOUN
easat-11493	70	20	solutions	solution	NOUN
easat-11493	70	21	,	,	PUNCT
easat-11493	70	22	necessitating	necessitate	VERB
easat-11493	70	23	advanced	advanced	ADJ
easat-11493	70	24	integration	integration	NOUN
easat-11493	70	25	and	and	CCONJ
easat-11493	70	26	governance	governance	NOUN
easat-11493	70	27	[	[	X
easat-11493	70	28	12	12	NUM
easat-11493	70	29	]	]	PUNCT
easat-11493	70	30	.	.	PUNCT
easat-11493	71	1	2.4	2.4	NUM
easat-11493	71	2	.	.	PUNCT
easat-11493	72	1	success	success	NOUN
easat-11493	72	2	factors	factor	NOUN
easat-11493	72	3	for	for	ADP
easat-11493	72	4	llm	llm	PROPN
easat-11493	72	5	adoption	adoption	NOUN
easat-11493	72	6	the	the	DET
easat-11493	72	7	successful	successful	ADJ
easat-11493	72	8	adoption	adoption	NOUN
easat-11493	72	9	of	of	ADP
easat-11493	72	10	llms	llm	NOUN
easat-11493	72	11	depends	depend	VERB
easat-11493	72	12	on	on	ADP
easat-11493	72	13	several	several	ADJ
easat-11493	72	14	organizational	organizational	ADJ
easat-11493	72	15	and	and	CCONJ
easat-11493	72	16	technical	technical	ADJ
easat-11493	72	17	factors	factor	NOUN
easat-11493	72	18	,	,	PUNCT
easat-11493	72	19	including	include	VERB
easat-11493	72	20	data	datum	NOUN
easat-11493	72	21	quality	quality	NOUN
easat-11493	72	22	and	and	CCONJ
easat-11493	72	23	governance	governance	NOUN
easat-11493	72	24	,	,	PUNCT
easat-11493	72	25	talent	talent	NOUN
easat-11493	72	26	adaptability	adaptability	NOUN
easat-11493	72	27	,	,	PUNCT
easat-11493	72	28	available	available	ADJ
easat-11493	72	29	computational	computational	ADJ
easat-11493	72	30	resources	resource	NOUN
easat-11493	72	31	,	,	PUNCT
easat-11493	72	32	alignment	alignment	NOUN
easat-11493	72	33	with	with	ADP
easat-11493	72	34	strategic	strategic	ADJ
easat-11493	72	35	goals	goal	NOUN
easat-11493	72	36	,	,	PUNCT
easat-11493	72	37	regulatory	regulatory	ADJ
easat-11493	72	38	preparedness	preparedness	NOUN
easat-11493	72	39	,	,	PUNCT
easat-11493	72	40	robust	robust	ADJ
easat-11493	72	41	security	security	NOUN
easat-11493	72	42	,	,	PUNCT
easat-11493	72	43	and	and	CCONJ
easat-11493	72	44	ongoing	ongoing	ADJ
easat-11493	72	45	monitoring	monitoring	NOUN
easat-11493	72	46	for	for	ADP
easat-11493	72	47	ethical	ethical	ADJ
easat-11493	72	48	and	and	CCONJ
easat-11493	72	49	operational	operational	ADJ
easat-11493	72	50	risks	risk	NOUN
easat-11493	72	51	[	[	X
easat-11493	72	52	12	12	NUM
easat-11493	72	53	,	,	PUNCT
easat-11493	72	54	13	13	NUM
easat-11493	72	55	]	]	PUNCT
easat-11493	72	56	.	.	PUNCT
easat-11493	73	1	2.5	2.5	NUM
easat-11493	73	2	.	.	PUNCT
easat-11493	74	1	technical	technical	ADJ
easat-11493	74	2	challenges	challenge	NOUN
easat-11493	74	3	:	:	PUNCT
easat-11493	74	4	security	security	NOUN
easat-11493	74	5	,	,	PUNCT
easat-11493	74	6	privacy	privacy	NOUN
easat-11493	74	7	,	,	PUNCT
easat-11493	74	8	computational	computational	ADJ
easat-11493	74	9	resources	resource	NOUN
easat-11493	74	10	,	,	PUNCT
easat-11493	74	11	and	and	CCONJ
easat-11493	74	12	integration	integration	NOUN
easat-11493	74	13	adopting	adopt	VERB
easat-11493	74	14	llms	llm	NOUN
easat-11493	74	15	presents	present	VERB
easat-11493	74	16	significant	significant	ADJ
easat-11493	74	17	challenges	challenge	NOUN
easat-11493	74	18	for	for	ADP
easat-11493	74	19	safeguarding	safeguard	VERB
easat-11493	74	20	organizational	organizational	ADJ
easat-11493	74	21	information	information	NOUN
easat-11493	74	22	and	and	CCONJ
easat-11493	74	23	user	user	NOUN
easat-11493	74	24	data	datum	NOUN
easat-11493	74	25	,	,	PUNCT
easat-11493	74	26	particularly	particularly	ADV
easat-11493	74	27	in	in	ADP
easat-11493	74	28	light	light	NOUN
easat-11493	74	29	of	of	ADP
easat-11493	74	30	increasing	increase	VERB
easat-11493	74	31	regulatory	regulatory	ADJ
easat-11493	74	32	oversight	oversight	NOUN
easat-11493	74	33	.	.	PUNCT
easat-11493	75	1	ensuring	ensure	VERB
easat-11493	75	2	compliance	compliance	NOUN
easat-11493	75	3	with	with	ADP
easat-11493	75	4	privacy	privacy	NOUN
easat-11493	75	5	laws	law	NOUN
easat-11493	75	6	,	,	PUNCT
easat-11493	75	7	managing	manage	VERB
easat-11493	75	8	the	the	DET
easat-11493	75	9	high	high	ADJ
easat-11493	75	10	computational	computational	ADJ
easat-11493	75	11	requirements	requirement	NOUN
easat-11493	75	12	of	of	ADP
easat-11493	75	13	llms	llm	NOUN
easat-11493	75	14	,	,	PUNCT
easat-11493	75	15	preventing	prevent	VERB
easat-11493	75	16	unintended	unintended	ADJ
easat-11493	75	17	model	model	NOUN
easat-11493	75	18	outputs	output	NOUN
easat-11493	75	19	(	(	PUNCT
easat-11493	75	20	"	"	PUNCT
easat-11493	75	21	hallucinations	hallucination	NOUN
easat-11493	75	22	"	"	PUNCT
easat-11493	75	23	)	)	PUNCT
easat-11493	75	24	,	,	PUNCT
easat-11493	75	25	and	and	CCONJ
easat-11493	75	26	integrating	integrate	VERB
easat-11493	75	27	these	these	DET
easat-11493	75	28	models	model	NOUN
easat-11493	75	29	with	with	ADP
easat-11493	75	30	existing	exist	VERB
easat-11493	75	31	it	it	PRON
easat-11493	75	32	systems	system	NOUN
easat-11493	75	33	remain	remain	VERB
easat-11493	75	34	significant	significant	ADJ
easat-11493	75	35	technical	technical	ADJ
easat-11493	75	36	hurdles	hurdle	NOUN
easat-11493	75	37	[	[	X
easat-11493	75	38	12	12	NUM
easat-11493	75	39	,	,	PUNCT
easat-11493	75	40	13	13	NUM
easat-11493	75	41	]	]	PUNCT
easat-11493	75	42	.	.	PUNCT
easat-11493	76	1	2.6	2.6	NUM
easat-11493	76	2	.	.	PUNCT
easat-11493	77	1	organizational	organizational	ADJ
easat-11493	77	2	challenges	challenge	NOUN
easat-11493	77	3	:	:	PUNCT
easat-11493	77	4	management	management	NOUN
easat-11493	77	5	,	,	PUNCT
easat-11493	77	6	culture	culture	NOUN
easat-11493	77	7	,	,	PUNCT
easat-11493	77	8	and	and	CCONJ
easat-11493	77	9	compliance	compliance	NOUN
easat-11493	77	10	beyond	beyond	ADP
easat-11493	77	11	technology	technology	NOUN
easat-11493	77	12	,	,	PUNCT
easat-11493	77	13	institutions	institution	NOUN
easat-11493	77	14	must	must	AUX
easat-11493	77	15	foster	foster	VERB
easat-11493	77	16	a	a	DET
easat-11493	77	17	culture	culture	NOUN
easat-11493	77	18	that	that	PRON
easat-11493	77	19	supports	support	VERB
easat-11493	77	20	ai	ai	VERB
easat-11493	77	21	transformation	transformation	NOUN
easat-11493	77	22	,	,	PUNCT
easat-11493	77	23	characterized	characterize	VERB
easat-11493	77	24	by	by	ADP
easat-11493	77	25	leadership	leadership	NOUN
easat-11493	77	26	support	support	NOUN
easat-11493	77	27	,	,	PUNCT
easat-11493	77	28	effective	effective	ADJ
easat-11493	77	29	change	change	NOUN
easat-11493	77	30	management	management	NOUN
easat-11493	77	31	,	,	PUNCT
easat-11493	77	32	clear	clear	ADJ
easat-11493	77	33	operational	operational	ADJ
easat-11493	77	34	guidelines	guideline	NOUN
easat-11493	77	35	,	,	PUNCT
easat-11493	77	36	and	and	CCONJ
easat-11493	77	37	flexible	flexible	ADJ
easat-11493	77	38	human	human	ADJ
easat-11493	77	39	resource	resource	NOUN
easat-11493	77	40	policies	policy	NOUN
easat-11493	77	41	.	.	PUNCT
easat-11493	78	1	concerns	concern	NOUN
easat-11493	78	2	about	about	ADP
easat-11493	78	3	workforce	workforce	PROPN
easat-11493	78	4	readiness	readiness	NOUN
easat-11493	78	5	,	,	PUNCT
easat-11493	78	6	compliance	compliance	NOUN
easat-11493	78	7	,	,	PUNCT
easat-11493	78	8	and	and	CCONJ
easat-11493	78	9	ethical	ethical	ADJ
easat-11493	78	10	use	use	NOUN
easat-11493	78	11	emphasize	emphasize	VERB
easat-11493	78	12	the	the	DET
easat-11493	78	13	importance	importance	NOUN
easat-11493	78	14	of	of	ADP
easat-11493	78	15	strategic	strategic	ADJ
easat-11493	78	16	communication	communication	NOUN
easat-11493	78	17	and	and	CCONJ
easat-11493	78	18	strong	strong	ADJ
easat-11493	78	19	governance	governance	NOUN
easat-11493	78	20	[	[	X
easat-11493	78	21	12	12	NUM
easat-11493	78	22	]	]	PUNCT
easat-11493	78	23	.	.	PUNCT
easat-11493	79	1	2.7	2.7	NUM
easat-11493	79	2	.	.	PUNCT
easat-11493	79	3	theoretical	theoretical	ADJ
easat-11493	79	4	models	model	NOUN
easat-11493	79	5	and	and	CCONJ
easat-11493	79	6	prior	prior	ADJ
easat-11493	79	7	studies	study	NOUN
easat-11493	79	8	the	the	DET
easat-11493	79	9	rapid	rapid	ADJ
easat-11493	79	10	development	development	NOUN
easat-11493	79	11	of	of	ADP
easat-11493	79	12	llms	llm	NOUN
easat-11493	79	13	has	have	AUX
easat-11493	79	14	led	lead	VERB
easat-11493	79	15	to	to	ADP
easat-11493	79	16	the	the	DET
easat-11493	79	17	emergence	emergence	NOUN
easat-11493	79	18	of	of	ADP
easat-11493	79	19	new	new	ADJ
easat-11493	79	20	frameworks	framework	NOUN
easat-11493	79	21	for	for	ADP
easat-11493	79	22	assessing	assess	VERB
easat-11493	79	23	their	their	PRON
easat-11493	79	24	impact	impact	NOUN
easat-11493	79	25	and	and	CCONJ
easat-11493	79	26	integration	integration	NOUN
easat-11493	79	27	.	.	PUNCT
easat-11493	80	1	recent	recent	ADJ
easat-11493	80	2	studies	study	NOUN
easat-11493	80	3	combine	combine	VERB
easat-11493	80	4	socio	socio	NOUN
easat-11493	80	5	-	-	PUNCT
easat-11493	80	6	technical	technical	ADJ
easat-11493	80	7	systems	system	NOUN
easat-11493	80	8	theory	theory	NOUN
easat-11493	80	9	,	,	PUNCT
easat-11493	80	10	digital	digital	ADJ
easat-11493	80	11	transformation	transformation	NOUN
easat-11493	80	12	models	model	NOUN
easat-11493	80	13	,	,	PUNCT
easat-11493	80	14	and	and	CCONJ
easat-11493	80	15	practical	practical	ADJ
easat-11493	80	16	benchmarks	benchmark	NOUN
easat-11493	80	17	to	to	PART
easat-11493	80	18	guide	guide	VERB
easat-11493	80	19	implementation	implementation	NOUN
easat-11493	80	20	and	and	CCONJ
easat-11493	80	21	evaluate	evaluate	VERB
easat-11493	80	22	progress	progress	NOUN
easat-11493	80	23	.	.	PUNCT
easat-11493	81	1	important	important	ADJ
easat-11493	81	2	literature	literature	NOUN
easat-11493	81	3	also	also	ADV
easat-11493	81	4	reviews	review	VERB
easat-11493	81	5	technical	technical	ADJ
easat-11493	81	6	advances	advance	NOUN
easat-11493	81	7	,	,	PUNCT
easat-11493	81	8	application	application	NOUN
easat-11493	81	9	trends	trend	NOUN
easat-11493	81	10	,	,	PUNCT
easat-11493	81	11	and	and	CCONJ
easat-11493	81	12	case	case	NOUN
easat-11493	81	13	studies	study	NOUN
easat-11493	81	14	that	that	PRON
easat-11493	81	15	highlight	highlight	VERB
easat-11493	81	16	industry	industry	NOUN
easat-11493	81	17	best	good	ADJ
easat-11493	81	18	practices	practice	NOUN
easat-11493	81	19	[	[	X
easat-11493	81	20	13	13	NUM
easat-11493	81	21	]	]	PUNCT
easat-11493	81	22	.	.	PUNCT
easat-11493	82	1	syntheses	synthesis	NOUN
easat-11493	82	2	of	of	ADP
easat-11493	82	3	recent	recent	ADJ
easat-11493	82	4	research	research	NOUN
easat-11493	82	5	indicate	indicate	VERB
easat-11493	82	6	that	that	SCONJ
easat-11493	82	7	organizations	organization	NOUN
easat-11493	82	8	can	can	AUX
easat-11493	82	9	derive	derive	VERB
easat-11493	82	10	real	real	ADJ
easat-11493	82	11	value	value	NOUN
easat-11493	82	12	from	from	ADP
easat-11493	82	13	llms	llm	NOUN
easat-11493	82	14	through	through	ADP
easat-11493	82	15	improved	improved	ADJ
easat-11493	82	16	efficiency	efficiency	NOUN
easat-11493	82	17	,	,	PUNCT
easat-11493	82	18	automation	automation	NOUN
easat-11493	82	19	,	,	PUNCT
easat-11493	82	20	and	and	CCONJ
easat-11493	82	21	innovation	innovation	NOUN
easat-11493	82	22	if	if	SCONJ
easat-11493	82	23	they	they	PRON
easat-11493	82	24	can	can	AUX
easat-11493	82	25	overcome	overcome	VERB
easat-11493	82	26	key	key	ADJ
easat-11493	82	27	challenges	challenge	NOUN
easat-11493	82	28	in	in	ADP
easat-11493	82	29	technical	technical	ADJ
easat-11493	82	30	deployment	deployment	NOUN
easat-11493	82	31	,	,	PUNCT
easat-11493	82	32	organizational	organizational	ADJ
easat-11493	82	33	alignment	alignment	NOUN
easat-11493	82	34	,	,	PUNCT
easat-11493	82	35	and	and	CCONJ
easat-11493	82	36	regulatory	regulatory	ADJ
easat-11493	82	37	compliance	compliance	NOUN
easat-11493	82	38	.	.	PUNCT
easat-11493	83	1	ongoing	ongoing	ADJ
easat-11493	83	2	progress	progress	NOUN
easat-11493	83	3	in	in	ADP
easat-11493	83	4	model	model	NOUN
easat-11493	83	5	transparency	transparency	NOUN
easat-11493	83	6	,	,	PUNCT
easat-11493	83	7	explainability	explainability	NOUN
easat-11493	83	8	,	,	PUNCT
easat-11493	83	9	and	and	CCONJ
easat-11493	83	10	ethical	ethical	ADJ
easat-11493	83	11	oversight	oversight	NOUN
easat-11493	83	12	is	be	AUX
easat-11493	83	13	a	a	DET
easat-11493	83	14	common	common	ADJ
easat-11493	83	15	theme	theme	NOUN
easat-11493	83	16	in	in	ADP
easat-11493	83	17	the	the	DET
easat-11493	83	18	literature	literature	NOUN
easat-11493	83	19	[	[	X
easat-11493	83	20	12	12	NUM
easat-11493	83	21	,	,	PUNCT
easat-11493	83	22	13	13	NUM
easat-11493	83	23	]	]	PUNCT
easat-11493	83	24	.	.	PUNCT
easat-11493	84	1	3	3	X
easat-11493	84	2	.	.	X
easat-11493	84	3	literature	literature	NOUN
easat-11493	84	4	review	review	PROPN
easat-11493	84	5	and	and	CCONJ
easat-11493	84	6	previous	previous	ADJ
easat-11493	84	7	studies	study	NOUN
easat-11493	84	8	3.1	3.1	NUM
easat-11493	84	9	.	.	PUNCT
easat-11493	85	1	recent	recent	ADJ
easat-11493	85	2	international	international	ADJ
easat-11493	85	3	literature	literature	NOUN
easat-11493	85	4	on	on	ADP
easat-11493	85	5	llm	llm	PROPN
easat-11493	85	6	adoption	adoption	NOUN
easat-11493	85	7	a	a	DET
easat-11493	85	8	recent	recent	ADJ
easat-11493	85	9	systematic	systematic	ADJ
easat-11493	85	10	study	study	NOUN
easat-11493	85	11	on	on	ADP
easat-11493	85	12	the	the	DET
easat-11493	85	13	institutional	institutional	ADJ
easat-11493	85	14	adoption	adoption	NOUN
easat-11493	85	15	of	of	ADP
easat-11493	85	16	llm	llm	NOUN
easat-11493	85	17	-	-	PUNCT
easat-11493	85	18	based	base	VERB
easat-11493	85	19	tools	tool	NOUN
easat-11493	85	20	in	in	ADP
easat-11493	85	21	the	the	DET
easat-11493	85	22	healthcare	healthcare	NOUN
easat-11493	85	23	sector	sector	NOUN
easat-11493	85	24	found	find	VERB
easat-11493	85	25	that	that	SCONJ
easat-11493	85	26	the	the	DET
easat-11493	85	27	main	main	ADJ
easat-11493	85	28	obstacles	obstacle	NOUN
easat-11493	85	29	mainly	mainly	ADV
easat-11493	85	30	relate	relate	VERB
easat-11493	85	31	to	to	ADP
easat-11493	85	32	a	a	DET
easat-11493	85	33	lack	lack	NOUN
easat-11493	85	34	of	of	ADP
easat-11493	85	35	familiarity	familiarity	NOUN
easat-11493	85	36	with	with	ADP
easat-11493	85	37	new	new	ADJ
easat-11493	85	38	technologies	technology	NOUN
easat-11493	85	39	.	.	PUNCT
easat-11493	86	1	the	the	DET
easat-11493	86	2	study	study	NOUN
easat-11493	86	3	further	far	ADV
easat-11493	86	4	emphasized	emphasize	VERB
easat-11493	86	5	that	that	SCONJ
easat-11493	86	6	ease	ease	NOUN
easat-11493	86	7	of	of	ADP
easat-11493	86	8	use	use	NOUN
easat-11493	86	9	and	and	CCONJ
easat-11493	86	10	practical	practical	ADJ
easat-11493	86	11	training	training	NOUN
easat-11493	86	12	are	be	AUX
easat-11493	86	13	crucial	crucial	ADJ
easat-11493	86	14	in	in	ADP
easat-11493	86	15	overcoming	overcome	VERB
easat-11493	86	16	initial	initial	ADJ
easat-11493	86	17	barriers	barrier	NOUN
easat-11493	86	18	and	and	CCONJ
easat-11493	86	19	maintaining	maintain	VERB
easat-11493	86	20	long	long	ADJ
easat-11493	86	21	-	-	PUNCT
easat-11493	86	22	term	term	NOUN
easat-11493	86	23	,	,	PUNCT
easat-11493	86	24	effective	effective	ADJ
easat-11493	86	25	use	use	NOUN
easat-11493	86	26	of	of	ADP
easat-11493	86	27	intelligent	intelligent	ADJ
easat-11493	86	28	models	model	NOUN
easat-11493	86	29	[	[	X
easat-11493	86	30	5	5	NUM
easat-11493	86	31	]	]	PUNCT
easat-11493	86	32	.	.	PUNCT
easat-11493	87	1	64	64	NUM
easat-11493	87	2	edelweiss	edelweiss	PROPN
easat-11493	87	3	applied	apply	VERB
easat-11493	87	4	science	science	NOUN
easat-11493	87	5	and	and	CCONJ
easat-11493	87	6	technology	technology	NOUN
easat-11493	87	7	issn	issn	PROPN
easat-11493	87	8	:	:	PUNCT
easat-11493	87	9	2576	2576	NUM
easat-11493	87	10	-	-	SYM
easat-11493	87	11	8484	8484	NUM
easat-11493	87	12	vol	vol	NOUN
easat-11493	87	13	.	.	PROPN
easat-11493	88	1	10	10	NUM
easat-11493	88	2	,	,	PUNCT
easat-11493	88	3	no	no	INTJ
easat-11493	88	4	.	.	NOUN
easat-11493	88	5	1	1	NUM
easat-11493	88	6	:	:	SYM
easat-11493	88	7	60	60	NUM
easat-11493	88	8	-	-	SYM
easat-11493	88	9	76	76	NUM
easat-11493	88	10	,	,	PUNCT
easat-11493	88	11	2026	2026	NUM
easat-11493	88	12	doi	doi	NOUN
easat-11493	88	13	:	:	PUNCT
easat-11493	88	14	10.55214/2576	10.55214/2576	NUM
easat-11493	88	15	-	-	PUNCT
easat-11493	88	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	89	1	©	©	PROPN
easat-11493	89	2	2026	2026	NUM
easat-11493	89	3	by	by	ADP
easat-11493	89	4	the	the	DET
easat-11493	89	5	author	author	NOUN
easat-11493	89	6	;	;	PUNCT
easat-11493	89	7	licensee	licensee	PROPN
easat-11493	89	8	learning	learning	NOUN
easat-11493	89	9	gate	gate	VERB
easat-11493	89	10	a	a	DET
easat-11493	89	11	broad	broad	ADJ
easat-11493	89	12	survey	survey	NOUN
easat-11493	89	13	conducted	conduct	VERB
easat-11493	89	14	in	in	ADP
easat-11493	89	15	2025	2025	NUM
easat-11493	89	16	among	among	ADP
easat-11493	89	17	us	us	PROPN
easat-11493	89	18	technology	technology	NOUN
easat-11493	89	19	and	and	CCONJ
easat-11493	89	20	programming	programming	NOUN
easat-11493	89	21	professionals	professional	NOUN
easat-11493	89	22	reported	report	VERB
easat-11493	89	23	that	that	SCONJ
easat-11493	89	24	91	91	NUM
easat-11493	89	25	%	%	NOUN
easat-11493	89	26	had	have	AUX
easat-11493	89	27	experimented	experiment	VERB
easat-11493	89	28	with	with	ADP
easat-11493	89	29	llms	llm	NOUN
easat-11493	89	30	such	such	ADJ
easat-11493	89	31	as	as	ADP
easat-11493	89	32	chatgpt	chatgpt	NOUN
easat-11493	89	33	,	,	PUNCT
easat-11493	89	34	gemini	gemini	PROPN
easat-11493	89	35	,	,	PUNCT
easat-11493	89	36	and	and	CCONJ
easat-11493	89	37	claude	claude	PROPN
easat-11493	89	38	in	in	ADP
easat-11493	89	39	their	their	PRON
easat-11493	89	40	work	work	NOUN
easat-11493	89	41	,	,	PUNCT
easat-11493	89	42	but	but	CCONJ
easat-11493	89	43	regular	regular	ADJ
easat-11493	89	44	usage	usage	NOUN
easat-11493	89	45	was	be	AUX
easat-11493	89	46	much	much	ADV
easat-11493	89	47	lower	low	ADJ
easat-11493	89	48	.	.	PUNCT
easat-11493	90	1	findings	finding	NOUN
easat-11493	90	2	showed	show	VERB
easat-11493	90	3	that	that	SCONJ
easat-11493	90	4	adoption	adoption	NOUN
easat-11493	90	5	rates	rate	NOUN
easat-11493	90	6	varied	varied	ADJ
easat-11493	90	7	significantly	significantly	ADV
easat-11493	90	8	by	by	ADP
easat-11493	90	9	industry	industry	NOUN
easat-11493	90	10	,	,	PUNCT
easat-11493	90	11	level	level	NOUN
easat-11493	90	12	of	of	ADP
easat-11493	90	13	expertise	expertise	NOUN
easat-11493	90	14	,	,	PUNCT
easat-11493	90	15	and	and	CCONJ
easat-11493	90	16	the	the	DET
easat-11493	90	17	degree	degree	NOUN
easat-11493	90	18	of	of	ADP
easat-11493	90	19	institutional	institutional	ADJ
easat-11493	90	20	ai	ai	NOUN
easat-11493	90	21	integration	integration	NOUN
easat-11493	90	22	.	.	PUNCT
easat-11493	91	1	the	the	DET
easat-11493	91	2	study	study	NOUN
easat-11493	91	3	also	also	ADV
easat-11493	91	4	highlighted	highlight	VERB
easat-11493	91	5	clear	clear	ADJ
easat-11493	91	6	challenges	challenge	NOUN
easat-11493	91	7	related	relate	VERB
easat-11493	91	8	to	to	ADP
easat-11493	91	9	integrating	integrate	VERB
easat-11493	91	10	llms	llm	NOUN
easat-11493	91	11	into	into	ADP
easat-11493	91	12	daily	daily	ADJ
easat-11493	91	13	workflows	workflow	NOUN
easat-11493	91	14	and	and	CCONJ
easat-11493	91	15	enhancing	enhance	VERB
easat-11493	91	16	user	user	NOUN
easat-11493	91	17	proficiency	proficiency	NOUN
easat-11493	91	18	[	[	X
easat-11493	91	19	14	14	NUM
easat-11493	91	20	]	]	PUNCT
easat-11493	91	21	.	.	PUNCT
easat-11493	92	1	a	a	DET
easat-11493	92	2	systematic	systematic	ADJ
easat-11493	92	3	review	review	NOUN
easat-11493	92	4	in	in	ADP
easat-11493	92	5	human	human	ADJ
easat-11493	92	6	resource	resource	NOUN
easat-11493	92	7	management	management	NOUN
easat-11493	92	8	highlighted	highlight	VERB
easat-11493	92	9	the	the	DET
easat-11493	92	10	importance	importance	NOUN
easat-11493	92	11	of	of	ADP
easat-11493	92	12	organizational	organizational	ADJ
easat-11493	92	13	alignment	alignment	NOUN
easat-11493	92	14	and	and	CCONJ
easat-11493	92	15	establishing	establish	VERB
easat-11493	92	16	clear	clear	ADJ
easat-11493	92	17	frameworks	framework	NOUN
easat-11493	92	18	and	and	CCONJ
easat-11493	92	19	policies	policy	NOUN
easat-11493	92	20	to	to	PART
easat-11493	92	21	promote	promote	VERB
easat-11493	92	22	responsible	responsible	ADJ
easat-11493	92	23	use	use	NOUN
easat-11493	92	24	and	and	CCONJ
easat-11493	92	25	reduce	reduce	VERB
easat-11493	92	26	risks	risk	NOUN
easat-11493	92	27	related	relate	VERB
easat-11493	92	28	to	to	ADP
easat-11493	92	29	output	output	NOUN
easat-11493	92	30	hallucination	hallucination	NOUN
easat-11493	92	31	,	,	PUNCT
easat-11493	92	32	privacy	privacy	NOUN
easat-11493	92	33	,	,	PUNCT
easat-11493	92	34	and	and	CCONJ
easat-11493	92	35	security	security	NOUN
easat-11493	92	36	[	[	X
easat-11493	92	37	15	15	NUM
easat-11493	92	38	]	]	PUNCT
easat-11493	92	39	.	.	PUNCT
easat-11493	93	1	another	another	DET
easat-11493	93	2	part	part	NOUN
easat-11493	93	3	of	of	ADP
easat-11493	93	4	the	the	DET
easat-11493	93	5	literature	literature	NOUN
easat-11493	93	6	emphasizes	emphasize	VERB
easat-11493	93	7	that	that	SCONJ
easat-11493	93	8	successful	successful	ADJ
easat-11493	93	9	llm	llm	PROPN
easat-11493	93	10	adoption	adoption	NOUN
easat-11493	93	11	relies	rely	VERB
easat-11493	93	12	on	on	ADP
easat-11493	93	13	ongoing	ongoing	ADJ
easat-11493	93	14	model	model	NOUN
easat-11493	93	15	evaluation	evaluation	NOUN
easat-11493	93	16	,	,	PUNCT
easat-11493	93	17	performance	performance	NOUN
easat-11493	93	18	monitoring	monitoring	NOUN
easat-11493	93	19	,	,	PUNCT
easat-11493	93	20	and	and	CCONJ
easat-11493	93	21	consistent	consistent	ADJ
easat-11493	93	22	compliance	compliance	NOUN
easat-11493	93	23	checks	check	NOUN
easat-11493	93	24	,	,	PUNCT
easat-11493	93	25	extending	extend	VERB
easat-11493	93	26	beyond	beyond	ADP
easat-11493	93	27	pre	pre	ADJ
easat-11493	93	28	-	-	ADJ
easat-11493	93	29	deployment	deployment	ADJ
easat-11493	93	30	testing	testing	NOUN
easat-11493	93	31	[	[	X
easat-11493	93	32	16	16	NUM
easat-11493	93	33	]	]	PUNCT
easat-11493	93	34	.	.	PUNCT
easat-11493	94	1	a	a	DET
easat-11493	94	2	recent	recent	ADJ
easat-11493	94	3	study	study	NOUN
easat-11493	94	4	by	by	ADP
easat-11493	94	5	bodensohn	bodensohn	PROPN
easat-11493	94	6	et	et	PROPN
easat-11493	94	7	al	al	PROPN
easat-11493	94	8	.	.	PUNCT
easat-11493	95	1	[	[	X
easat-11493	95	2	17	17	NUM
easat-11493	95	3	]	]	PUNCT
easat-11493	95	4	evaluated	evaluate	VERB
easat-11493	95	5	the	the	DET
easat-11493	95	6	performance	performance	NOUN
easat-11493	95	7	of	of	ADP
easat-11493	95	8	large	large	ADJ
easat-11493	95	9	language	language	NOUN
easat-11493	95	10	models	model	NOUN
easat-11493	95	11	(	(	PUNCT
easat-11493	95	12	llms	llm	NOUN
easat-11493	95	13	)	)	PUNCT
easat-11493	95	14	in	in	ADP
easat-11493	95	15	real	real	ADJ
easat-11493	95	16	-	-	PUNCT
easat-11493	95	17	world	world	NOUN
easat-11493	95	18	enterprise	enterprise	NOUN
easat-11493	95	19	environments	environment	NOUN
easat-11493	95	20	,	,	PUNCT
easat-11493	95	21	with	with	ADP
easat-11493	95	22	a	a	DET
easat-11493	95	23	focus	focus	NOUN
easat-11493	95	24	on	on	ADP
easat-11493	95	25	data	datum	NOUN
easat-11493	95	26	engineering	engineering	NOUN
easat-11493	95	27	and	and	CCONJ
easat-11493	95	28	the	the	DET
easat-11493	95	29	analysis	analysis	NOUN
easat-11493	95	30	of	of	ADP
easat-11493	95	31	large	large	ADJ
easat-11493	95	32	,	,	PUNCT
easat-11493	95	33	complex	complex	ADJ
easat-11493	95	34	datasets	dataset	NOUN
easat-11493	95	35	.	.	PUNCT
easat-11493	96	1	the	the	DET
easat-11493	96	2	results	result	NOUN
easat-11493	96	3	indicate	indicate	VERB
easat-11493	96	4	that	that	PRON
easat-11493	96	5	model	model	NOUN
easat-11493	96	6	performance	performance	NOUN
easat-11493	96	7	decreases	decrease	VERB
easat-11493	96	8	significantly	significantly	ADV
easat-11493	96	9	as	as	ADP
easat-11493	96	10	task	task	NOUN
easat-11493	96	11	difficulty	difficulty	NOUN
easat-11493	96	12	and	and	CCONJ
easat-11493	96	13	data	data	NOUN
easat-11493	96	14	size	size	NOUN
easat-11493	96	15	increase	increase	NOUN
easat-11493	96	16	.	.	PUNCT
easat-11493	97	1	additionally	additionally	ADV
easat-11493	97	2	,	,	PUNCT
easat-11493	97	3	the	the	DET
easat-11493	97	4	study	study	NOUN
easat-11493	97	5	found	find	VERB
easat-11493	97	6	that	that	SCONJ
easat-11493	97	7	fully	fully	ADV
easat-11493	97	8	automating	automate	VERB
easat-11493	97	9	llms	llm	NOUN
easat-11493	97	10	without	without	ADP
easat-11493	97	11	human	human	ADJ
easat-11493	97	12	oversight	oversight	NOUN
easat-11493	97	13	remains	remain	VERB
easat-11493	97	14	impractical	impractical	ADJ
easat-11493	97	15	for	for	ADP
easat-11493	97	16	organizations	organization	NOUN
easat-11493	97	17	that	that	PRON
easat-11493	97	18	demand	demand	VERB
easat-11493	97	19	high	high	ADJ
easat-11493	97	20	standards	standard	NOUN
easat-11493	97	21	of	of	ADP
easat-11493	97	22	quality	quality	NOUN
easat-11493	97	23	and	and	CCONJ
easat-11493	97	24	accuracy	accuracy	NOUN
easat-11493	97	25	.	.	PUNCT
easat-11493	98	1	the	the	DET
easat-11493	98	2	authors	author	NOUN
easat-11493	98	3	recommend	recommend	VERB
easat-11493	98	4	adopting	adopt	VERB
easat-11493	98	5	hybrid	hybrid	ADJ
easat-11493	98	6	approaches	approach	NOUN
easat-11493	98	7	that	that	PRON
easat-11493	98	8	combine	combine	VERB
easat-11493	98	9	human	human	ADJ
easat-11493	98	10	expertise	expertise	NOUN
easat-11493	98	11	with	with	ADP
easat-11493	98	12	machine	machine	NOUN
easat-11493	98	13	capabilities	capability	NOUN
easat-11493	98	14	and	and	CCONJ
easat-11493	98	15	developing	develop	VERB
easat-11493	98	16	robust	robust	ADJ
easat-11493	98	17	integration	integration	NOUN
easat-11493	98	18	methods	method	NOUN
easat-11493	98	19	between	between	ADP
easat-11493	98	20	llms	llm	NOUN
easat-11493	98	21	and	and	CCONJ
easat-11493	98	22	traditional	traditional	ADJ
easat-11493	98	23	enterprise	enterprise	NOUN
easat-11493	98	24	tools	tool	NOUN
easat-11493	98	25	[	[	X
easat-11493	98	26	17	17	NUM
easat-11493	98	27	]	]	PUNCT
easat-11493	98	28	.	.	PUNCT
easat-11493	99	1	the	the	DET
easat-11493	99	2	2025	2025	NUM
easat-11493	99	3	kong	kong	PROPN
easat-11493	99	4	research	research	NOUN
easat-11493	99	5	report	report	NOUN
easat-11493	99	6	on	on	ADP
easat-11493	99	7	institutional	institutional	ADJ
easat-11493	99	8	llm	llm	PROPN
easat-11493	99	9	adoption	adoption	NOUN
easat-11493	99	10	,	,	PUNCT
easat-11493	99	11	featured	feature	VERB
easat-11493	99	12	in	in	ADP
easat-11493	99	13	forbes	forbes	PROPN
easat-11493	99	14	,	,	PUNCT
easat-11493	99	15	surveyed	survey	VERB
easat-11493	99	16	the	the	DET
easat-11493	99	17	opinions	opinion	NOUN
easat-11493	99	18	of	of	ADP
easat-11493	99	19	550	550	NUM
easat-11493	99	20	technology	technology	NOUN
easat-11493	99	21	leaders	leader	NOUN
easat-11493	99	22	and	and	CCONJ
easat-11493	99	23	managers	manager	NOUN
easat-11493	99	24	at	at	ADP
easat-11493	99	25	global	global	ADJ
easat-11493	99	26	companies	company	NOUN
easat-11493	99	27	.	.	PUNCT
easat-11493	100	1	the	the	DET
easat-11493	100	2	report	report	NOUN
easat-11493	100	3	found	find	VERB
easat-11493	100	4	a	a	DET
easat-11493	100	5	notable	notable	ADJ
easat-11493	100	6	increase	increase	NOUN
easat-11493	100	7	in	in	ADP
easat-11493	100	8	enterprise	enterprise	NOUN
easat-11493	100	9	investment	investment	NOUN
easat-11493	100	10	in	in	ADP
easat-11493	100	11	llms	llm	NOUN
easat-11493	100	12	throughout	throughout	ADP
easat-11493	100	13	2025	2025	NUM
easat-11493	100	14	,	,	PUNCT
easat-11493	100	15	along	along	ADP
easat-11493	100	16	with	with	ADP
easat-11493	100	17	ongoing	ongoing	ADJ
easat-11493	100	18	concerns	concern	NOUN
easat-11493	100	19	about	about	ADP
easat-11493	100	20	regulatory	regulatory	ADJ
easat-11493	100	21	and	and	CCONJ
easat-11493	100	22	security	security	NOUN
easat-11493	100	23	issues	issue	NOUN
easat-11493	100	24	,	,	PUNCT
easat-11493	100	25	particularly	particularly	ADV
easat-11493	100	26	data	data	NOUN
easat-11493	100	27	privacy	privacy	NOUN
easat-11493	100	28	,	,	PUNCT
easat-11493	100	29	operating	operating	NOUN
easat-11493	100	30	costs	cost	NOUN
easat-11493	100	31	,	,	PUNCT
easat-11493	100	32	and	and	CCONJ
easat-11493	100	33	system	system	NOUN
easat-11493	100	34	integration	integration	NOUN
easat-11493	100	35	challenges	challenge	NOUN
easat-11493	100	36	.	.	PUNCT
easat-11493	101	1	forty	forty	NUM
easat-11493	101	2	-	-	PUNCT
easat-11493	101	3	four	four	NUM
easat-11493	101	4	percent	percent	NOUN
easat-11493	101	5	of	of	ADP
easat-11493	101	6	respondents	respondent	NOUN
easat-11493	101	7	identified	identify	VERB
easat-11493	101	8	security	security	NOUN
easat-11493	101	9	and	and	CCONJ
easat-11493	101	10	regulatory	regulatory	ADJ
easat-11493	101	11	compliance	compliance	NOUN
easat-11493	101	12	as	as	ADP
easat-11493	101	13	the	the	DET
easat-11493	101	14	main	main	ADJ
easat-11493	101	15	obstacles	obstacle	NOUN
easat-11493	101	16	to	to	ADP
easat-11493	101	17	adoption	adoption	NOUN
easat-11493	101	18	.	.	PUNCT
easat-11493	102	1	the	the	DET
easat-11493	102	2	report	report	NOUN
easat-11493	102	3	also	also	ADV
easat-11493	102	4	highlighted	highlight	VERB
easat-11493	102	5	a	a	DET
easat-11493	102	6	clear	clear	ADJ
easat-11493	102	7	shift	shift	NOUN
easat-11493	102	8	toward	toward	ADP
easat-11493	102	9	open	open	ADJ
easat-11493	102	10	-	-	PUNCT
easat-11493	102	11	source	source	NOUN
easat-11493	102	12	models	model	NOUN
easat-11493	102	13	and	and	CCONJ
easat-11493	102	14	hybrid	hybrid	ADJ
easat-11493	102	15	solutions	solution	NOUN
easat-11493	102	16	in	in	ADP
easat-11493	102	17	the	the	DET
easat-11493	102	18	fast	fast	ADV
easat-11493	102	19	-	-	PUNCT
easat-11493	102	20	changing	change	VERB
easat-11493	102	21	platform	platform	NOUN
easat-11493	102	22	market	market	NOUN
easat-11493	102	23	[	[	X
easat-11493	102	24	18	18	NUM
easat-11493	102	25	,	,	PUNCT
easat-11493	102	26	19	19	NUM
easat-11493	102	27	]	]	PUNCT
easat-11493	102	28	.	.	PUNCT
easat-11493	103	1	3.2	3.2	NUM
easat-11493	103	2	.	.	PUNCT
easat-11493	104	1	arabic	arabic	ADJ
easat-11493	104	2	studies	study	NOUN
easat-11493	104	3	on	on	ADP
easat-11493	104	4	llms	llm	NOUN
easat-11493	104	5	a	a	DET
easat-11493	104	6	study	study	NOUN
easat-11493	104	7	published	publish	VERB
easat-11493	104	8	in	in	ADP
easat-11493	104	9	nature	nature	NOUN
easat-11493	104	10	middle	middle	PROPN
easat-11493	104	11	east	east	PROPN
easat-11493	105	1	[	[	X
easat-11493	105	2	20	20	NUM
easat-11493	105	3	]	]	PUNCT
easat-11493	105	4	highlighted	highlight	VERB
easat-11493	105	5	the	the	DET
easat-11493	105	6	urgent	urgent	ADJ
easat-11493	105	7	need	need	NOUN
easat-11493	105	8	to	to	PART
easat-11493	105	9	develop	develop	VERB
easat-11493	105	10	specialized	specialized	ADJ
easat-11493	105	11	arabic	arabic	ADJ
easat-11493	105	12	language	language	NOUN
easat-11493	105	13	models	model	NOUN
easat-11493	105	14	,	,	PUNCT
easat-11493	105	15	noting	note	VERB
easat-11493	105	16	significant	significant	ADJ
easat-11493	105	17	challenges	challenge	NOUN
easat-11493	105	18	such	such	ADJ
easat-11493	105	19	as	as	ADP
easat-11493	105	20	data	datum	NOUN
easat-11493	105	21	scarcity	scarcity	NOUN
easat-11493	105	22	,	,	PUNCT
easat-11493	105	23	cultural	cultural	ADJ
easat-11493	105	24	complexity	complexity	NOUN
easat-11493	105	25	,	,	PUNCT
easat-11493	105	26	high	high	ADJ
easat-11493	105	27	operational	operational	ADJ
easat-11493	105	28	costs	cost	NOUN
easat-11493	105	29	,	,	PUNCT
easat-11493	105	30	and	and	CCONJ
easat-11493	105	31	limited	limited	ADJ
easat-11493	105	32	computing	compute	VERB
easat-11493	105	33	infrastructure	infrastructure	NOUN
easat-11493	105	34	in	in	ADP
easat-11493	105	35	the	the	DET
easat-11493	105	36	region	region	NOUN
easat-11493	105	37	.	.	PUNCT
easat-11493	106	1	the	the	DET
easat-11493	106	2	authors	author	NOUN
easat-11493	106	3	called	call	VERB
easat-11493	106	4	for	for	ADP
easat-11493	106	5	increased	increase	VERB
easat-11493	106	6	research	research	NOUN
easat-11493	106	7	collaborations	collaboration	NOUN
easat-11493	106	8	and	and	CCONJ
easat-11493	106	9	investments	investment	NOUN
easat-11493	106	10	,	,	PUNCT
easat-11493	106	11	both	both	CCONJ
easat-11493	106	12	public	public	ADJ
easat-11493	106	13	and	and	CCONJ
easat-11493	106	14	private	private	ADJ
easat-11493	106	15	,	,	PUNCT
easat-11493	106	16	to	to	PART
easat-11493	106	17	accelerate	accelerate	VERB
easat-11493	106	18	progress	progress	NOUN
easat-11493	106	19	in	in	ADP
easat-11493	106	20	arabic	arabic	ADJ
easat-11493	106	21	ai	ai	VERB
easat-11493	106	22	linguistics	linguistic	NOUN
easat-11493	106	23	[	[	X
easat-11493	106	24	20	20	NUM
easat-11493	106	25	]	]	PUNCT
easat-11493	106	26	.	.	PUNCT
easat-11493	107	1	a	a	DET
easat-11493	107	2	comprehensive	comprehensive	ADJ
easat-11493	107	3	2025	2025	NUM
easat-11493	107	4	review	review	NOUN
easat-11493	107	5	of	of	ADP
easat-11493	107	6	arabic	arabic	ADJ
easat-11493	107	7	llms	llm	NOUN
easat-11493	107	8	discussed	discuss	VERB
easat-11493	107	9	technical	technical	ADJ
easat-11493	107	10	and	and	CCONJ
easat-11493	107	11	cultural	cultural	ADJ
easat-11493	107	12	challenges	challenge	NOUN
easat-11493	107	13	,	,	PUNCT
easat-11493	107	14	including	include	VERB
easat-11493	107	15	data	data	NOUN
easat-11493	107	16	sparsity	sparsity	NOUN
easat-11493	107	17	,	,	PUNCT
easat-11493	107	18	the	the	DET
easat-11493	107	19	variety	variety	NOUN
easat-11493	107	20	of	of	ADP
easat-11493	107	21	dialects	dialect	NOUN
easat-11493	107	22	,	,	PUNCT
easat-11493	107	23	and	and	CCONJ
easat-11493	107	24	the	the	DET
easat-11493	107	25	urgent	urgent	ADJ
easat-11493	107	26	need	need	NOUN
easat-11493	107	27	to	to	PART
easat-11493	107	28	develop	develop	VERB
easat-11493	107	29	large	large	ADJ
easat-11493	107	30	-	-	PUNCT
easat-11493	107	31	scale	scale	NOUN
easat-11493	107	32	,	,	PUNCT
easat-11493	107	33	diverse	diverse	ADJ
easat-11493	107	34	corpora	corpora	NOUN
easat-11493	107	35	that	that	PRON
easat-11493	107	36	meet	meet	VERB
easat-11493	107	37	both	both	CCONJ
easat-11493	107	38	research	research	NOUN
easat-11493	107	39	and	and	CCONJ
easat-11493	107	40	industry	industry	NOUN
easat-11493	107	41	needs	need	VERB
easat-11493	107	42	[	[	X
easat-11493	107	43	21	21	NUM
easat-11493	107	44	]	]	PUNCT
easat-11493	107	45	.	.	PUNCT
easat-11493	108	1	an	an	DET
easat-11493	108	2	empirical	empirical	ADJ
easat-11493	108	3	study	study	NOUN
easat-11493	108	4	assessing	assess	VERB
easat-11493	108	5	the	the	DET
easat-11493	108	6	performance	performance	NOUN
easat-11493	108	7	of	of	ADP
easat-11493	108	8	llms	llm	NOUN
easat-11493	108	9	on	on	ADP
easat-11493	108	10	moroccan	moroccan	PROPN
easat-11493	108	11	arabic	arabic	PROPN
easat-11493	108	12	showed	show	VERB
easat-11493	108	13	the	the	DET
easat-11493	108	14	limited	limited	ADJ
easat-11493	108	15	technical	technical	ADJ
easat-11493	108	16	readiness	readiness	NOUN
easat-11493	108	17	of	of	ADP
easat-11493	108	18	western	western	ADJ
easat-11493	108	19	models	model	NOUN
easat-11493	108	20	to	to	PART
easat-11493	108	21	handle	handle	VERB
easat-11493	108	22	the	the	DET
easat-11493	108	23	linguistic	linguistic	ADJ
easat-11493	108	24	and	and	CCONJ
easat-11493	108	25	cultural	cultural	ADJ
easat-11493	108	26	complexities	complexity	NOUN
easat-11493	108	27	of	of	ADP
easat-11493	108	28	arabic	arabic	ADJ
easat-11493	108	29	.	.	PUNCT
easat-11493	109	1	this	this	PRON
easat-11493	109	2	underscores	underscore	VERB
easat-11493	109	3	the	the	DET
easat-11493	109	4	importance	importance	NOUN
easat-11493	109	5	of	of	ADP
easat-11493	109	6	creating	create	VERB
easat-11493	109	7	local	local	ADJ
easat-11493	109	8	benchmarks	benchmark	NOUN
easat-11493	109	9	and	and	CCONJ
easat-11493	109	10	standards	standard	NOUN
easat-11493	109	11	[	[	X
easat-11493	109	12	22	22	NUM
easat-11493	109	13	]	]	PUNCT
easat-11493	109	14	.	.	PUNCT
easat-11493	110	1	an	an	DET
easat-11493	110	2	applied	apply	VERB
easat-11493	110	3	arabic	arabic	ADJ
easat-11493	110	4	-	-	PUNCT
easat-11493	110	5	language	language	NOUN
easat-11493	110	6	study	study	NOUN
easat-11493	110	7	by	by	ADP
easat-11493	110	8	rabehi	rabehi	PROPN
easat-11493	110	9	[	[	X
easat-11493	110	10	23	23	NUM
easat-11493	110	11	]	]	PUNCT
easat-11493	110	12	evaluated	evaluate	VERB
easat-11493	110	13	various	various	ADJ
easat-11493	110	14	self	self	NOUN
easat-11493	110	15	-	-	PUNCT
easat-11493	110	16	trained	train	VERB
easat-11493	110	17	arabic	arabic	ADJ
easat-11493	110	18	language	language	NOUN
easat-11493	110	19	models	model	NOUN
easat-11493	110	20	and	and	CCONJ
easat-11493	110	21	gulf	gulf	PROPN
easat-11493	110	22	regional	regional	ADJ
easat-11493	110	23	dialect	dialect	NOUN
easat-11493	110	24	models	model	NOUN
easat-11493	110	25	,	,	PUNCT
easat-11493	110	26	with	with	ADP
easat-11493	110	27	a	a	DET
easat-11493	110	28	focus	focus	NOUN
easat-11493	110	29	on	on	ADP
easat-11493	110	30	business	business	NOUN
easat-11493	110	31	applications	application	NOUN
easat-11493	110	32	across	across	ADP
easat-11493	110	33	the	the	DET
easat-11493	110	34	gulf	gulf	PROPN
easat-11493	110	35	region	region	NOUN
easat-11493	110	36	.	.	PUNCT
easat-11493	111	1	the	the	DET
easat-11493	111	2	research	research	NOUN
easat-11493	111	3	highlighted	highlight	VERB
easat-11493	111	4	the	the	DET
easat-11493	111	5	growing	grow	VERB
easat-11493	111	6	effectiveness	effectiveness	NOUN
easat-11493	111	7	of	of	ADP
easat-11493	111	8	arabic	arabic	ADJ
easat-11493	111	9	-	-	PUNCT
easat-11493	111	10	centric	centric	ADJ
easat-11493	111	11	llms	llm	NOUN
easat-11493	111	12	like	like	ADP
easat-11493	111	13	jais	jais	PROPN
easat-11493	111	14	,	,	PUNCT
easat-11493	111	15	allam	allam	PROPN
easat-11493	111	16	,	,	PUNCT
easat-11493	111	17	and	and	CCONJ
easat-11493	111	18	silma-1.0	silma-1.0	NOUN
easat-11493	111	19	in	in	ADP
easat-11493	111	20	customer	customer	NOUN
easat-11493	111	21	service	service	NOUN
easat-11493	111	22	,	,	PUNCT
easat-11493	111	23	text	text	NOUN
easat-11493	111	24	analytics	analytic	NOUN
easat-11493	111	25	,	,	PUNCT
easat-11493	111	26	and	and	CCONJ
easat-11493	111	27	document	document	NOUN
easat-11493	111	28	management	management	NOUN
easat-11493	111	29	processes	process	NOUN
easat-11493	111	30	.	.	PUNCT
easat-11493	112	1	the	the	DET
easat-11493	112	2	study	study	NOUN
easat-11493	112	3	clearly	clearly	ADV
easat-11493	112	4	demonstrated	demonstrate	VERB
easat-11493	112	5	that	that	SCONJ
easat-11493	112	6	linguistic	linguistic	ADJ
easat-11493	112	7	and	and	CCONJ
easat-11493	112	8	cultural	cultural	ADJ
easat-11493	112	9	customization	customization	NOUN
easat-11493	112	10	is	be	AUX
easat-11493	112	11	vital	vital	ADJ
easat-11493	112	12	for	for	ADP
easat-11493	112	13	success	success	NOUN
easat-11493	112	14	,	,	PUNCT
easat-11493	112	15	enabling	enable	VERB
easat-11493	112	16	these	these	DET
easat-11493	112	17	models	model	NOUN
easat-11493	112	18	to	to	PART
easat-11493	112	19	deliver	deliver	VERB
easat-11493	112	20	real	real	ADJ
easat-11493	112	21	business	business	NOUN
easat-11493	112	22	value	value	NOUN
easat-11493	112	23	and	and	CCONJ
easat-11493	112	24	foster	foster	ADJ
easat-11493	112	25	genuine	genuine	ADJ
easat-11493	112	26	organizational	organizational	ADJ
easat-11493	112	27	change	change	NOUN
easat-11493	112	28	toward	toward	ADP
easat-11493	112	29	arabic	arabic	ADJ
easat-11493	112	30	language	language	NOUN
easat-11493	112	31	ai	ai	VERB
easat-11493	112	32	adoption	adoption	NOUN
easat-11493	112	33	[	[	X
easat-11493	112	34	23	23	NUM
easat-11493	112	35	]	]	PUNCT
easat-11493	112	36	.	.	PUNCT
easat-11493	113	1	3.3	3.3	NUM
easat-11493	113	2	.	.	PUNCT
easat-11493	114	1	findings	finding	NOUN
easat-11493	114	2	from	from	ADP
easat-11493	114	3	the	the	DET
easat-11493	114	4	literature	literature	NOUN
easat-11493	114	5	the	the	DET
easat-11493	114	6	reviewed	review	VERB
easat-11493	114	7	literature	literature	NOUN
easat-11493	114	8	consistently	consistently	ADV
easat-11493	114	9	identifies	identify	VERB
easat-11493	114	10	data	datum	NOUN
easat-11493	114	11	security	security	NOUN
easat-11493	114	12	,	,	PUNCT
easat-11493	114	13	governance	governance	NOUN
easat-11493	114	14	,	,	PUNCT
easat-11493	114	15	data	datum	NOUN
easat-11493	114	16	quality	quality	NOUN
easat-11493	114	17	management	management	NOUN
easat-11493	114	18	,	,	PUNCT
easat-11493	114	19	and	and	CCONJ
easat-11493	114	20	organizational	organizational	ADJ
easat-11493	114	21	culture	culture	NOUN
easat-11493	114	22	as	as	ADP
easat-11493	114	23	primary	primary	ADJ
easat-11493	114	24	factors	factor	NOUN
easat-11493	114	25	in	in	ADP
easat-11493	114	26	determining	determine	VERB
easat-11493	114	27	the	the	DET
easat-11493	114	28	success	success	NOUN
easat-11493	114	29	or	or	CCONJ
easat-11493	114	30	failure	failure	NOUN
easat-11493	114	31	of	of	ADP
easat-11493	114	32	llm	llm	PROPN
easat-11493	114	33	adoption	adoption	NOUN
easat-11493	114	34	projects	project	NOUN
easat-11493	114	35	[	[	X
easat-11493	114	36	24	24	NUM
easat-11493	114	37	]	]	PUNCT
easat-11493	114	38	.	.	PUNCT
easat-11493	115	1	a	a	DET
easat-11493	115	2	significant	significant	ADJ
easat-11493	115	3	gap	gap	NOUN
easat-11493	115	4	exists	exist	VERB
easat-11493	115	5	between	between	ADP
easat-11493	115	6	western	western	ADJ
easat-11493	115	7	academic	academic	ADJ
easat-11493	115	8	/	/	SYM
easat-11493	115	9	technical	technical	ADJ
easat-11493	115	10	archetypes	archetype	NOUN
easat-11493	115	11	and	and	CCONJ
easat-11493	115	12	the	the	DET
easat-11493	115	13	arab	arab	ADJ
easat-11493	115	14	65	65	NUM
easat-11493	115	15	edelweiss	edelweiss	PROPN
easat-11493	115	16	applied	apply	VERB
easat-11493	115	17	science	science	NOUN
easat-11493	115	18	and	and	CCONJ
easat-11493	115	19	technology	technology	NOUN
easat-11493	115	20	issn	issn	PROPN
easat-11493	115	21	:	:	PUNCT
easat-11493	115	22	2576	2576	NUM
easat-11493	115	23	-	-	SYM
easat-11493	115	24	8484	8484	NUM
easat-11493	115	25	vol	vol	NOUN
easat-11493	115	26	.	.	PROPN
easat-11493	116	1	10	10	NUM
easat-11493	116	2	,	,	PUNCT
easat-11493	116	3	no	no	INTJ
easat-11493	116	4	.	.	NOUN
easat-11493	116	5	1	1	NUM
easat-11493	116	6	:	:	SYM
easat-11493	116	7	60	60	NUM
easat-11493	116	8	-	-	SYM
easat-11493	116	9	76	76	NUM
easat-11493	116	10	,	,	PUNCT
easat-11493	116	11	2026	2026	NUM
easat-11493	116	12	doi	doi	NOUN
easat-11493	116	13	:	:	PUNCT
easat-11493	116	14	10.55214/2576	10.55214/2576	NUM
easat-11493	116	15	-	-	PUNCT
easat-11493	116	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	117	1	©	©	PROPN
easat-11493	117	2	2026	2026	NUM
easat-11493	117	3	by	by	ADP
easat-11493	117	4	the	the	DET
easat-11493	117	5	author	author	NOUN
easat-11493	117	6	;	;	PUNCT
easat-11493	117	7	licensee	licensee	PROPN
easat-11493	117	8	learning	learn	VERB
easat-11493	117	9	gate	gate	PROPN
easat-11493	117	10	context	context	NOUN
easat-11493	117	11	in	in	ADP
easat-11493	117	12	terms	term	NOUN
easat-11493	117	13	of	of	ADP
easat-11493	117	14	institutional	institutional	ADJ
easat-11493	117	15	support	support	NOUN
easat-11493	117	16	,	,	PUNCT
easat-11493	117	17	technical	technical	ADJ
easat-11493	117	18	infrastructure	infrastructure	NOUN
easat-11493	117	19	,	,	PUNCT
easat-11493	117	20	and	and	CCONJ
easat-11493	117	21	access	access	NOUN
easat-11493	117	22	to	to	ADP
easat-11493	117	23	high	high	ADJ
easat-11493	117	24	-	-	PUNCT
easat-11493	117	25	quality	quality	NOUN
easat-11493	117	26	data	datum	NOUN
easat-11493	117	27	.	.	PUNCT
easat-11493	118	1	most	most	ADJ
easat-11493	118	2	studies	study	NOUN
easat-11493	118	3	call	call	VERB
easat-11493	118	4	for	for	ADP
easat-11493	118	5	ongoing	ongoing	ADJ
easat-11493	118	6	evaluation	evaluation	NOUN
easat-11493	118	7	frameworks	framework	NOUN
easat-11493	118	8	and	and	CCONJ
easat-11493	118	9	strengthening	strengthen	VERB
easat-11493	118	10	public	public	ADJ
easat-11493	118	11	-	-	PUNCT
easat-11493	118	12	private	private	ADJ
easat-11493	118	13	research	research	NOUN
easat-11493	118	14	collaborations	collaboration	NOUN
easat-11493	118	15	to	to	PART
easat-11493	118	16	accelerate	accelerate	VERB
easat-11493	118	17	the	the	DET
easat-11493	118	18	evolution	evolution	NOUN
easat-11493	118	19	and	and	CCONJ
easat-11493	118	20	effective	effective	ADJ
easat-11493	118	21	adoption	adoption	NOUN
easat-11493	118	22	of	of	ADP
easat-11493	118	23	arabic	arabic	ADJ
easat-11493	118	24	llms	llm	NOUN
easat-11493	118	25	.	.	PUNCT
easat-11493	119	1	4	4	X
easat-11493	119	2	.	.	X
easat-11493	119	3	research	research	NOUN
easat-11493	119	4	methodology	methodology	NOUN
easat-11493	119	5	4.1	4.1	NUM
easat-11493	119	6	.	.	PUNCT
easat-11493	120	1	type	type	NOUN
easat-11493	120	2	and	and	CCONJ
easat-11493	120	3	design	design	NOUN
easat-11493	120	4	of	of	ADP
easat-11493	120	5	the	the	DET
easat-11493	120	6	study	study	NOUN
easat-11493	120	7	this	this	DET
easat-11493	120	8	research	research	NOUN
easat-11493	120	9	employs	employ	VERB
easat-11493	120	10	a	a	DET
easat-11493	120	11	mixed	mixed	ADJ
easat-11493	120	12	comparative	comparative	ADJ
easat-11493	120	13	analytical	analytical	ADJ
easat-11493	120	14	design	design	NOUN
easat-11493	120	15	,	,	PUNCT
easat-11493	120	16	integrating	integrate	VERB
easat-11493	120	17	both	both	CCONJ
easat-11493	120	18	quantitative	quantitative	ADJ
easat-11493	120	19	and	and	CCONJ
easat-11493	120	20	qualitative	qualitative	ADJ
easat-11493	120	21	methods	method	NOUN
easat-11493	120	22	to	to	PART
easat-11493	120	23	examine	examine	VERB
easat-11493	120	24	the	the	DET
easat-11493	120	25	technical	technical	ADJ
easat-11493	120	26	and	and	CCONJ
easat-11493	120	27	organizational	organizational	ADJ
easat-11493	120	28	challenges	challenge	NOUN
easat-11493	120	29	associated	associate	VERB
easat-11493	120	30	with	with	ADP
easat-11493	120	31	adopting	adopt	VERB
easat-11493	120	32	large	large	ADJ
easat-11493	120	33	language	language	NOUN
easat-11493	120	34	models	model	NOUN
easat-11493	120	35	(	(	PUNCT
easat-11493	120	36	llms	llm	NOUN
easat-11493	120	37	)	)	PUNCT
easat-11493	120	38	in	in	ADP
easat-11493	120	39	enterprises	enterprise	NOUN
easat-11493	120	40	.	.	PUNCT
easat-11493	121	1	it	it	PRON
easat-11493	121	2	also	also	ADV
easat-11493	121	3	aims	aim	VERB
easat-11493	121	4	to	to	PART
easat-11493	121	5	compare	compare	VERB
easat-11493	121	6	these	these	DET
easat-11493	121	7	challenges	challenge	NOUN
easat-11493	121	8	across	across	ADP
easat-11493	121	9	three	three	NUM
easat-11493	121	10	deployment	deployment	ADJ
easat-11493	121	11	environments	environment	NOUN
easat-11493	121	12	:	:	PUNCT
easat-11493	121	13	cloud	cloud	ADJ
easat-11493	121	14	,	,	PUNCT
easat-11493	121	15	on	on	ADP
easat-11493	121	16	-	-	PUNCT
easat-11493	121	17	premises	premise	NOUN
easat-11493	121	18	,	,	PUNCT
easat-11493	121	19	and	and	CCONJ
easat-11493	121	20	hybrid	hybrid	ADJ
easat-11493	121	21	[	[	X
easat-11493	121	22	25	25	NUM
easat-11493	121	23	]	]	PUNCT
easat-11493	121	24	.	.	PUNCT
easat-11493	122	1	this	this	DET
easat-11493	122	2	approach	approach	NOUN
easat-11493	122	3	enables	enable	VERB
easat-11493	122	4	the	the	DET
easat-11493	122	5	integration	integration	NOUN
easat-11493	122	6	of	of	ADP
easat-11493	122	7	quantitative	quantitative	ADJ
easat-11493	122	8	metrics	metric	NOUN
easat-11493	122	9	and	and	CCONJ
easat-11493	122	10	qualitative	qualitative	ADJ
easat-11493	122	11	insights	insight	NOUN
easat-11493	122	12	,	,	PUNCT
easat-11493	122	13	thereby	thereby	ADV
easat-11493	122	14	enhancing	enhance	VERB
easat-11493	122	15	the	the	DET
easat-11493	122	16	reliability	reliability	NOUN
easat-11493	122	17	and	and	CCONJ
easat-11493	122	18	interpretability	interpretability	NOUN
easat-11493	122	19	of	of	ADP
easat-11493	122	20	the	the	DET
easat-11493	122	21	results	result	NOUN
easat-11493	122	22	.	.	PUNCT
easat-11493	123	1	4.2	4.2	NUM
easat-11493	123	2	.	.	PUNCT
easat-11493	123	3	research	research	NOUN
easat-11493	123	4	population	population	NOUN
easat-11493	123	5	and	and	CCONJ
easat-11493	123	6	sample	sample	VERB
easat-11493	123	7	the	the	DET
easat-11493	123	8	study	study	NOUN
easat-11493	123	9	population	population	NOUN
easat-11493	123	10	comprises	comprise	VERB
easat-11493	123	11	technical	technical	ADJ
easat-11493	123	12	managers	manager	NOUN
easat-11493	123	13	,	,	PUNCT
easat-11493	123	14	ai	ai	VERB
easat-11493	123	15	experts	expert	NOUN
easat-11493	123	16	,	,	PUNCT
easat-11493	123	17	digital	digital	ADJ
easat-11493	123	18	transformation	transformation	NOUN
easat-11493	123	19	leaders	leader	NOUN
easat-11493	123	20	,	,	PUNCT
easat-11493	123	21	and	and	CCONJ
easat-11493	123	22	governance	governance	NOUN
easat-11493	123	23	unit	unit	NOUN
easat-11493	123	24	members	member	NOUN
easat-11493	123	25	from	from	ADP
easat-11493	123	26	public	public	ADJ
easat-11493	123	27	and	and	CCONJ
easat-11493	123	28	private	private	ADJ
easat-11493	123	29	arab	arab	ADJ
easat-11493	123	30	institutions	institution	NOUN
easat-11493	123	31	,	,	PUNCT
easat-11493	123	32	particularly	particularly	ADV
easat-11493	123	33	in	in	ADP
easat-11493	123	34	the	the	DET
easat-11493	123	35	gulf	gulf	PROPN
easat-11493	123	36	region	region	NOUN
easat-11493	123	37	,	,	PUNCT
easat-11493	123	38	who	who	PRON
easat-11493	123	39	currently	currently	ADV
easat-11493	123	40	utilize	utilize	VERB
easat-11493	123	41	or	or	CCONJ
easat-11493	123	42	plan	plan	VERB
easat-11493	123	43	to	to	PART
easat-11493	123	44	adopt	adopt	VERB
easat-11493	123	45	llms	llm	NOUN
easat-11493	123	46	.	.	PUNCT
easat-11493	124	1	a	a	DET
easat-11493	124	2	purposive	purposive	ADJ
easat-11493	124	3	sample	sample	NOUN
easat-11493	124	4	was	be	AUX
easat-11493	124	5	chosen	choose	VERB
easat-11493	124	6	,	,	PUNCT
easat-11493	124	7	targeting	target	VERB
easat-11493	124	8	industries	industry	NOUN
easat-11493	124	9	most	most	ADV
easat-11493	124	10	engaged	engage	VERB
easat-11493	124	11	in	in	ADP
easat-11493	124	12	ai	ai	ADJ
easat-11493	124	13	adoption	adoption	NOUN
easat-11493	124	14	,	,	PUNCT
easat-11493	124	15	and	and	CCONJ
easat-11493	124	16	includes	include	VERB
easat-11493	124	17	:	:	PUNCT
easat-11493	124	18	thirty	thirty	NUM
easat-11493	124	19	organizations	organization	NOUN
easat-11493	124	20	are	be	AUX
easat-11493	124	21	distributed	distribute	VERB
easat-11493	124	22	across	across	ADP
easat-11493	124	23	the	the	DET
easat-11493	124	24	three	three	NUM
easat-11493	124	25	environments	environment	NOUN
easat-11493	124	26	,	,	PUNCT
easat-11493	124	27	encompassing	encompass	VERB
easat-11493	124	28	360	360	NUM
easat-11493	124	29	employees	employee	NOUN
easat-11493	124	30	,	,	PUNCT
easat-11493	124	31	experts	expert	NOUN
easat-11493	124	32	,	,	PUNCT
easat-11493	124	33	and	and	CCONJ
easat-11493	124	34	managers	manager	NOUN
easat-11493	124	35	.	.	PUNCT
easat-11493	125	1	additionally	additionally	ADV
easat-11493	125	2	,	,	PUNCT
easat-11493	125	3	a	a	DET
easat-11493	125	4	total	total	NOUN
easat-11493	125	5	of	of	ADP
easat-11493	125	6	60	60	NUM
easat-11493	125	7	participants	participant	NOUN
easat-11493	125	8	(	(	PUNCT
easat-11493	125	9	20	20	NUM
easat-11493	125	10	from	from	ADP
easat-11493	125	11	each	each	DET
easat-11493	125	12	environment	environment	NOUN
easat-11493	125	13	)	)	PUNCT
easat-11493	125	14	represent	represent	VERB
easat-11493	125	15	both	both	CCONJ
easat-11493	125	16	strategic	strategic	ADJ
easat-11493	125	17	and	and	CCONJ
easat-11493	125	18	technical	technical	ADJ
easat-11493	125	19	management	management	NOUN
easat-11493	125	20	levels	level	NOUN
easat-11493	125	21	.	.	PUNCT
easat-11493	126	1	4.3	4.3	NUM
easat-11493	126	2	.	.	PUNCT
easat-11493	126	3	data	datum	NOUN
easat-11493	126	4	collection	collection	NOUN
easat-11493	126	5	methods	method	NOUN
easat-11493	126	6	three	three	NUM
easat-11493	126	7	main	main	ADJ
easat-11493	126	8	tools	tool	NOUN
easat-11493	126	9	used	use	VERB
easat-11493	126	10	for	for	ADP
easat-11493	126	11	data	data	NOUN
easat-11493	126	12	collection	collection	NOUN
easat-11493	126	13	:	:	PUNCT
easat-11493	126	14	first	first	ADV
easat-11493	126	15	,	,	PUNCT
easat-11493	126	16	a	a	DET
easat-11493	126	17	closed	close	VERB
easat-11493	126	18	-	-	PUNCT
easat-11493	126	19	ended	end	VERB
easat-11493	126	20	online	online	ADJ
easat-11493	126	21	questionnaire	questionnaire	NOUN
easat-11493	126	22	based	base	VERB
easat-11493	126	23	on	on	ADP
easat-11493	126	24	a	a	DET
easat-11493	126	25	five	five	NUM
easat-11493	126	26	-	-	PUNCT
easat-11493	126	27	point	point	NOUN
easat-11493	126	28	likert	likert	ADJ
easat-11493	126	29	scale	scale	NOUN
easat-11493	126	30	,	,	PUNCT
easat-11493	126	31	measuring	measure	VERB
easat-11493	126	32	:	:	PUNCT
easat-11493	126	33	data	datum	NOUN
easat-11493	126	34	and	and	CCONJ
easat-11493	126	35	infrastructure	infrastructure	NOUN
easat-11493	126	36	readiness	readiness	NOUN
easat-11493	126	37	,	,	PUNCT
easat-11493	126	38	technical	technical	ADJ
easat-11493	126	39	challenges	challenge	NOUN
easat-11493	126	40	(	(	PUNCT
easat-11493	126	41	security	security	NOUN
easat-11493	126	42	,	,	PUNCT
easat-11493	126	43	integration	integration	NOUN
easat-11493	126	44	,	,	PUNCT
easat-11493	126	45	resources	resource	NOUN
easat-11493	126	46	)	)	PUNCT
easat-11493	126	47	.	.	PUNCT
easat-11493	127	1	organizational	organizational	ADJ
easat-11493	127	2	challenges	challenge	NOUN
easat-11493	127	3	(	(	PUNCT
easat-11493	127	4	governance	governance	NOUN
easat-11493	127	5	,	,	PUNCT
easat-11493	127	6	culture	culture	NOUN
easat-11493	127	7	,	,	PUNCT
easat-11493	127	8	leadership	leadership	NOUN
easat-11493	127	9	)	)	PUNCT
easat-11493	127	10	,	,	PUNCT
easat-11493	127	11	organizational	organizational	ADJ
easat-11493	127	12	performance	performance	NOUN
easat-11493	127	13	outcomes	outcome	NOUN
easat-11493	127	14	of	of	ADP
easat-11493	127	15	llms	llm	NOUN
easat-11493	127	16	,	,	PUNCT
easat-11493	127	17	and	and	CCONJ
easat-11493	127	18	a	a	DET
easat-11493	127	19	second	second	ADJ
easat-11493	127	20	round	round	NOUN
easat-11493	127	21	of	of	ADP
easat-11493	127	22	semi	semi	ADJ
easat-11493	127	23	-	-	ADJ
easat-11493	127	24	structured	structured	ADJ
easat-11493	127	25	interviews	interview	NOUN
easat-11493	127	26	with	with	ADP
easat-11493	127	27	15	15	NUM
easat-11493	127	28	decision	decision	NOUN
easat-11493	127	29	-	-	PUNCT
easat-11493	127	30	makers	maker	NOUN
easat-11493	127	31	to	to	PART
easat-11493	127	32	interpret	interpret	VERB
easat-11493	127	33	survey	survey	NOUN
easat-11493	127	34	results	result	NOUN
easat-11493	127	35	and	and	CCONJ
easat-11493	127	36	uncover	uncover	VERB
easat-11493	127	37	latent	latent	NOUN
easat-11493	127	38	practices	practice	NOUN
easat-11493	127	39	not	not	PART
easat-11493	127	40	captured	capture	VERB
easat-11493	127	41	quantitatively	quantitatively	ADV
easat-11493	127	42	.	.	PUNCT
easat-11493	128	1	third	third	ADJ
easat-11493	128	2	,	,	PUNCT
easat-11493	128	3	analyze	analyze	VERB
easat-11493	128	4	institutional	institutional	ADJ
easat-11493	128	5	documents	document	NOUN
easat-11493	128	6	,	,	PUNCT
easat-11493	128	7	including	include	VERB
easat-11493	128	8	technical	technical	ADJ
easat-11493	128	9	policies	policy	NOUN
easat-11493	128	10	,	,	PUNCT
easat-11493	128	11	compliance	compliance	NOUN
easat-11493	128	12	standards	standard	NOUN
easat-11493	128	13	,	,	PUNCT
easat-11493	128	14	and	and	CCONJ
easat-11493	128	15	performance	performance	NOUN
easat-11493	128	16	reports	report	NOUN
easat-11493	128	17	,	,	PUNCT
easat-11493	128	18	to	to	PART
easat-11493	128	19	improve	improve	VERB
easat-11493	128	20	credibility	credibility	NOUN
easat-11493	128	21	and	and	CCONJ
easat-11493	128	22	provide	provide	VERB
easat-11493	128	23	contextual	contextual	ADJ
easat-11493	128	24	explanations	explanation	NOUN
easat-11493	128	25	.	.	PUNCT
easat-11493	129	1	4.4	4.4	NUM
easat-11493	129	2	.	.	PUNCT
easat-11493	130	1	research	research	NOUN
easat-11493	130	2	tools	tool	NOUN
easat-11493	130	3	quantitative	quantitative	ADJ
easat-11493	130	4	instrument	instrument	NOUN
easat-11493	130	5	:	:	PUNCT
easat-11493	130	6	a	a	DET
easat-11493	130	7	questionnaire	questionnaire	NOUN
easat-11493	130	8	developed	develop	VERB
easat-11493	130	9	based	base	VERB
easat-11493	130	10	on	on	ADP
easat-11493	130	11	the	the	DET
easat-11493	130	12	latest	late	ADJ
easat-11493	130	13	literature	literature	NOUN
easat-11493	131	1	[	[	X
easat-11493	131	2	5	5	NUM
easat-11493	131	3	,	,	PUNCT
easat-11493	131	4	23	23	NUM
easat-11493	131	5	]	]	PUNCT
easat-11493	131	6	and	and	CCONJ
easat-11493	131	7	pilot	pilot	NOUN
easat-11493	131	8	tested	test	VERB
easat-11493	131	9	to	to	PART
easat-11493	131	10	verify	verify	VERB
easat-11493	131	11	reliability	reliability	NOUN
easat-11493	131	12	and	and	CCONJ
easat-11493	131	13	validity	validity	NOUN
easat-11493	131	14	,	,	PUNCT
easat-11493	131	15	with	with	ADP
easat-11493	131	16	cronbach	cronbach	PROPN
easat-11493	131	17	’s	’s	PART
easat-11493	131	18	alpha	alpha	NOUN
easat-11493	131	19	calculated	calculate	VERB
easat-11493	131	20	to	to	PART
easat-11493	131	21	ensure	ensure	VERB
easat-11493	131	22	internal	internal	ADJ
easat-11493	131	23	consistency	consistency	NOUN
easat-11493	131	24	.	.	PUNCT
easat-11493	132	1	qualitative	qualitative	ADJ
easat-11493	132	2	instrument	instrument	NOUN
easat-11493	132	3	:	:	PUNCT
easat-11493	132	4	an	an	DET
easat-11493	132	5	interview	interview	NOUN
easat-11493	132	6	guide	guide	NOUN
easat-11493	132	7	covering	cover	VERB
easat-11493	132	8	themes	theme	NOUN
easat-11493	132	9	of	of	ADP
easat-11493	132	10	adoption	adoption	NOUN
easat-11493	132	11	,	,	PUNCT
easat-11493	132	12	governance	governance	NOUN
easat-11493	132	13	,	,	PUNCT
easat-11493	132	14	and	and	CCONJ
easat-11493	132	15	organizational	organizational	ADJ
easat-11493	132	16	transformation	transformation	NOUN
easat-11493	132	17	,	,	PUNCT
easat-11493	132	18	along	along	ADP
easat-11493	132	19	with	with	ADP
easat-11493	132	20	institutional	institutional	ADJ
easat-11493	132	21	document	document	NOUN
easat-11493	132	22	analysis	analysis	NOUN
easat-11493	132	23	tables	table	NOUN
easat-11493	132	24	.	.	PUNCT
easat-11493	133	1	in	in	ADP
easat-11493	133	2	the	the	DET
easat-11493	133	3	case	case	NOUN
easat-11493	133	4	study	study	NOUN
easat-11493	133	5	,	,	PUNCT
easat-11493	133	6	applying	apply	VERB
easat-11493	133	7	the	the	DET
easat-11493	133	8	methodology	methodology	NOUN
easat-11493	133	9	to	to	ADP
easat-11493	133	10	a	a	DET
easat-11493	133	11	leading	lead	VERB
easat-11493	133	12	organization	organization	NOUN
easat-11493	133	13	using	use	VERB
easat-11493	133	14	a	a	DET
easat-11493	133	15	hybrid	hybrid	ADJ
easat-11493	133	16	environment	environment	NOUN
easat-11493	133	17	offers	offer	VERB
easat-11493	133	18	a	a	DET
easat-11493	133	19	comprehensive	comprehensive	ADJ
easat-11493	133	20	model	model	NOUN
easat-11493	133	21	that	that	PRON
easat-11493	133	22	integrates	integrate	VERB
easat-11493	133	23	structural	structural	ADJ
easat-11493	133	24	and	and	CCONJ
easat-11493	133	25	operational	operational	ADJ
easat-11493	133	26	analysis	analysis	NOUN
easat-11493	133	27	within	within	ADP
easat-11493	133	28	the	the	DET
easat-11493	133	29	arab	arab	ADJ
easat-11493	133	30	context	context	NOUN
easat-11493	133	31	.	.	PUNCT
easat-11493	134	1	4.5	4.5	NUM
easat-11493	134	2	.	.	PUNCT
easat-11493	135	1	study	study	NOUN
easat-11493	135	2	procedures	procedure	NOUN
easat-11493	135	3	preparation	preparation	NOUN
easat-11493	135	4	and	and	CCONJ
easat-11493	135	5	validation	validation	NOUN
easat-11493	135	6	of	of	ADP
easat-11493	135	7	research	research	NOUN
easat-11493	135	8	instruments	instrument	NOUN
easat-11493	135	9	in	in	ADP
easat-11493	135	10	both	both	CCONJ
easat-11493	135	11	arabic	arabic	ADJ
easat-11493	135	12	and	and	CCONJ
easat-11493	135	13	english	english	PROPN
easat-11493	135	14	are	be	AUX
easat-11493	135	15	conducted	conduct	VERB
easat-11493	135	16	with	with	ADP
easat-11493	135	17	peer	peer	NOUN
easat-11493	135	18	review	review	NOUN
easat-11493	135	19	by	by	ADP
easat-11493	135	20	subject	subject	ADJ
easat-11493	135	21	matter	matter	NOUN
easat-11493	135	22	experts	expert	NOUN
easat-11493	135	23	.	.	PUNCT
easat-11493	136	1	the	the	DET
easat-11493	136	2	questionnaire	questionnaire	NOUN
easat-11493	136	3	is	be	AUX
easat-11493	136	4	administered	administer	VERB
easat-11493	136	5	through	through	ADP
easat-11493	136	6	a	a	DET
easat-11493	136	7	secure	secure	ADJ
easat-11493	136	8	electronic	electronic	ADJ
easat-11493	136	9	platform	platform	NOUN
easat-11493	136	10	.	.	PUNCT
easat-11493	137	1	interviews	interview	NOUN
easat-11493	137	2	are	be	AUX
easat-11493	137	3	conducted	conduct	VERB
easat-11493	137	4	either	either	CCONJ
easat-11493	137	5	virtually	virtually	ADV
easat-11493	137	6	or	or	CCONJ
easat-11493	137	7	in	in	ADP
easat-11493	137	8	person	person	NOUN
easat-11493	137	9	,	,	PUNCT
easat-11493	137	10	with	with	ADP
easat-11493	137	11	audio	audio	ADJ
easat-11493	137	12	recordings	recording	NOUN
easat-11493	137	13	and	and	CCONJ
easat-11493	137	14	detailed	detailed	ADJ
easat-11493	137	15	transcripts	transcript	NOUN
easat-11493	137	16	.	.	PUNCT
easat-11493	138	1	thematic	thematic	ADJ
easat-11493	138	2	analysis	analysis	NOUN
easat-11493	138	3	of	of	ADP
easat-11493	138	4	qualitative	qualitative	ADJ
easat-11493	138	5	data	datum	NOUN
easat-11493	138	6	is	be	AUX
easat-11493	138	7	performed	perform	VERB
easat-11493	138	8	using	use	VERB
easat-11493	138	9	nvivo	nvivo	ADJ
easat-11493	138	10	software	software	NOUN
easat-11493	138	11	.	.	PUNCT
easat-11493	139	1	additionally	additionally	ADV
easat-11493	139	2	,	,	PUNCT
easat-11493	139	3	triangulation	triangulation	NOUN
easat-11493	139	4	of	of	ADP
easat-11493	139	5	quantitative	quantitative	ADJ
easat-11493	139	6	and	and	CCONJ
easat-11493	139	7	qualitative	qualitative	ADJ
easat-11493	139	8	results	result	NOUN
easat-11493	139	9	is	be	AUX
easat-11493	139	10	used	use	VERB
easat-11493	139	11	within	within	ADP
easat-11493	139	12	a	a	DET
easat-11493	139	13	three	three	NUM
easat-11493	139	14	-	-	PUNCT
easat-11493	139	15	dimensional	dimensional	ADJ
easat-11493	139	16	comparative	comparative	ADJ
easat-11493	139	17	matrix	matrix	NOUN
easat-11493	139	18	.	.	PUNCT
easat-11493	140	1	4.6	4.6	NUM
easat-11493	140	2	.	.	PUNCT
easat-11493	141	1	statistical	statistical	ADJ
easat-11493	141	2	analysis	analysis	NOUN
easat-11493	141	3	techniques	technique	NOUN
easat-11493	141	4	66	66	NUM
easat-11493	141	5	edelweiss	edelweiss	PROPN
easat-11493	141	6	applied	apply	VERB
easat-11493	141	7	science	science	NOUN
easat-11493	141	8	and	and	CCONJ
easat-11493	141	9	technology	technology	NOUN
easat-11493	141	10	issn	issn	PROPN
easat-11493	141	11	:	:	PUNCT
easat-11493	141	12	2576	2576	NUM
easat-11493	141	13	-	-	SYM
easat-11493	141	14	8484	8484	NUM
easat-11493	141	15	vol	vol	NOUN
easat-11493	141	16	.	.	PROPN
easat-11493	142	1	10	10	NUM
easat-11493	142	2	,	,	PUNCT
easat-11493	142	3	no	no	INTJ
easat-11493	142	4	.	.	NOUN
easat-11493	142	5	1	1	NUM
easat-11493	142	6	:	:	SYM
easat-11493	142	7	60	60	NUM
easat-11493	142	8	-	-	SYM
easat-11493	142	9	76	76	NUM
easat-11493	142	10	,	,	PUNCT
easat-11493	142	11	2026	2026	NUM
easat-11493	142	12	doi	doi	NOUN
easat-11493	142	13	:	:	PUNCT
easat-11493	142	14	10.55214/2576	10.55214/2576	NUM
easat-11493	142	15	-	-	PUNCT
easat-11493	142	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	143	1	©	©	PROPN
easat-11493	143	2	2026	2026	NUM
easat-11493	143	3	by	by	ADP
easat-11493	143	4	the	the	DET
easat-11493	143	5	author	author	NOUN
easat-11493	143	6	;	;	PUNCT
easat-11493	143	7	licensee	licensee	PROPN
easat-11493	143	8	learning	learn	VERB
easat-11493	143	9	gate	gate	VERB
easat-11493	143	10	descriptive	descriptive	ADJ
easat-11493	143	11	statistics	statistic	NOUN
easat-11493	143	12	,	,	PUNCT
easat-11493	143	13	including	include	VERB
easat-11493	143	14	means	mean	NOUN
easat-11493	143	15	,	,	PUNCT
easat-11493	143	16	standard	standard	ADJ
easat-11493	143	17	deviations	deviation	NOUN
easat-11493	143	18	,	,	PUNCT
easat-11493	143	19	and	and	CCONJ
easat-11493	143	20	frequencies	frequency	NOUN
easat-11493	143	21	.	.	PUNCT
easat-11493	144	1	conduct	conduct	VERB
easat-11493	144	2	an	an	DET
easat-11493	144	3	anova	anova	PROPN
easat-11493	144	4	to	to	PART
easat-11493	144	5	evaluate	evaluate	VERB
easat-11493	144	6	differences	difference	NOUN
easat-11493	144	7	among	among	ADP
easat-11493	144	8	the	the	DET
easat-11493	144	9	three	three	NUM
easat-11493	144	10	environments	environment	NOUN
easat-11493	144	11	.	.	PUNCT
easat-11493	145	1	perform	perform	VERB
easat-11493	145	2	pearson	pearson	PROPN
easat-11493	145	3	correlation	correlation	NOUN
easat-11493	145	4	analysis	analysis	NOUN
easat-11493	145	5	to	to	PART
easat-11493	145	6	identify	identify	VERB
easat-11493	145	7	relationships	relationship	NOUN
easat-11493	145	8	between	between	ADP
easat-11493	145	9	variables	variable	NOUN
easat-11493	145	10	.	.	PUNCT
easat-11493	146	1	multiple	multiple	ADJ
easat-11493	146	2	regression	regression	NOUN
easat-11493	146	3	analysis	analysis	NOUN
easat-11493	146	4	is	be	AUX
easat-11493	146	5	used	use	VERB
easat-11493	146	6	to	to	PART
easat-11493	146	7	test	test	VERB
easat-11493	146	8	the	the	DET
easat-11493	146	9	effect	effect	NOUN
easat-11493	146	10	of	of	ADP
easat-11493	146	11	the	the	DET
easat-11493	146	12	deployment	deployment	NOUN
easat-11493	146	13	environment	environment	NOUN
easat-11493	146	14	on	on	ADP
easat-11493	146	15	organizational	organizational	ADJ
easat-11493	146	16	performance	performance	NOUN
easat-11493	146	17	while	while	SCONJ
easat-11493	146	18	controlling	control	VERB
easat-11493	146	19	for	for	ADP
easat-11493	146	20	mediating	mediate	VERB
easat-11493	146	21	factors	factor	NOUN
easat-11493	146	22	such	such	ADJ
easat-11493	146	23	as	as	ADP
easat-11493	146	24	organizational	organizational	ADJ
easat-11493	146	25	size	size	NOUN
easat-11493	146	26	and	and	CCONJ
easat-11493	146	27	sector	sector	NOUN
easat-11493	146	28	.	.	PUNCT
easat-11493	147	1	coding	code	VERB
easat-11493	147	2	and	and	CCONJ
easat-11493	147	3	thematic	thematic	ADJ
easat-11493	147	4	extraction	extraction	NOUN
easat-11493	147	5	from	from	ADP
easat-11493	147	6	interviews	interview	NOUN
easat-11493	147	7	to	to	PART
easat-11493	147	8	qualitatively	qualitatively	ADV
easat-11493	147	9	interpret	interpret	VERB
easat-11493	147	10	statistical	statistical	ADJ
easat-11493	147	11	outcomes	outcome	NOUN
easat-11493	147	12	.	.	PUNCT
easat-11493	148	1	4.7	4.7	NUM
easat-11493	148	2	.	.	PUNCT
easat-11493	149	1	ethical	ethical	ADJ
easat-11493	149	2	standards	standard	NOUN
easat-11493	149	3	and	and	CCONJ
easat-11493	149	4	quality	quality	NOUN
easat-11493	149	5	assurance	assurance	NOUN
easat-11493	149	6	obtaining	obtain	VERB
easat-11493	149	7	formal	formal	ADJ
easat-11493	149	8	approvals	approval	NOUN
easat-11493	149	9	from	from	ADP
easat-11493	149	10	participating	participate	VERB
easat-11493	149	11	institutions	institution	NOUN
easat-11493	149	12	,	,	PUNCT
easat-11493	149	13	securing	secure	VERB
easat-11493	149	14	informed	informed	ADJ
easat-11493	149	15	consent	consent	NOUN
easat-11493	149	16	from	from	ADP
easat-11493	149	17	all	all	DET
easat-11493	149	18	participants	participant	NOUN
easat-11493	149	19	,	,	PUNCT
easat-11493	149	20	strictly	strictly	ADV
easat-11493	149	21	adhering	adhere	VERB
easat-11493	149	22	to	to	ADP
easat-11493	149	23	confidentiality	confidentiality	NOUN
easat-11493	149	24	protocols	protocol	NOUN
easat-11493	149	25	,	,	PUNCT
easat-11493	149	26	and	and	CCONJ
easat-11493	149	27	ensuring	ensure	VERB
easat-11493	149	28	no	no	DET
easat-11493	149	29	disclosure	disclosure	NOUN
easat-11493	149	30	of	of	ADP
easat-11493	149	31	sensitive	sensitive	ADJ
easat-11493	149	32	data	datum	NOUN
easat-11493	149	33	or	or	CCONJ
easat-11493	149	34	identities	identity	NOUN
easat-11493	149	35	.	.	PUNCT
easat-11493	150	1	the	the	DET
easat-11493	150	2	academic	academic	PROPN
easat-11493	150	3	committee	committee	NOUN
easat-11493	150	4	reviews	review	NOUN
easat-11493	150	5	and	and	CCONJ
easat-11493	150	6	validates	validate	VERB
easat-11493	150	7	all	all	DET
easat-11493	150	8	instruments	instrument	NOUN
easat-11493	150	9	,	,	PUNCT
easat-11493	150	10	documents	document	VERB
easat-11493	150	11	the	the	DET
easat-11493	150	12	analytical	analytical	ADJ
easat-11493	150	13	procedures	procedure	NOUN
easat-11493	150	14	to	to	PART
easat-11493	150	15	ensure	ensure	VERB
easat-11493	150	16	reliability	reliability	NOUN
easat-11493	150	17	and	and	CCONJ
easat-11493	150	18	internal	internal	ADJ
easat-11493	150	19	validity	validity	NOUN
easat-11493	150	20	,	,	PUNCT
easat-11493	150	21	and	and	CCONJ
easat-11493	150	22	uses	use	VERB
easat-11493	150	23	plagiarism	plagiarism	NOUN
easat-11493	150	24	and	and	CCONJ
easat-11493	150	25	redundancy	redundancy	NOUN
easat-11493	150	26	detection	detection	NOUN
easat-11493	150	27	software	software	NOUN
easat-11493	150	28	prior	prior	ADV
easat-11493	150	29	to	to	ADP
easat-11493	150	30	manuscript	manuscript	NOUN
easat-11493	150	31	submission	submission	NOUN
easat-11493	150	32	.	.	PUNCT
easat-11493	151	1	5	5	X
easat-11493	151	2	.	.	X
easat-11493	151	3	analysis	analysis	NOUN
easat-11493	151	4	and	and	CCONJ
easat-11493	151	5	discussion	discussion	NOUN
easat-11493	151	6	5.1	5.1	NUM
easat-11493	151	7	.	.	PUNCT
easat-11493	152	1	descriptive	descriptive	ADJ
easat-11493	152	2	analysis	analysis	NOUN
easat-11493	152	3	•	•	ADP
easat-11493	152	4	technical	technical	ADJ
easat-11493	152	5	challenges	challenge	NOUN
easat-11493	152	6	(	(	PUNCT
easat-11493	152	7	mean	mean	NOUN
easat-11493	152	8	=	=	SYM
easat-11493	152	9	3.54	3.54	NUM
easat-11493	152	10	,	,	PUNCT
easat-11493	152	11	standard	standard	ADJ
easat-11493	152	12	deviation	deviation	NOUN
easat-11493	152	13	=	=	SYM
easat-11493	152	14	1.52	1.52	NUM
easat-11493	152	15	)	)	PUNCT
easat-11493	152	16	a	a	DET
easat-11493	152	17	mean	mean	ADJ
easat-11493	152	18	score	score	NOUN
easat-11493	152	19	of	of	ADP
easat-11493	152	20	3.54	3.54	NUM
easat-11493	152	21	out	out	ADP
easat-11493	152	22	of	of	ADP
easat-11493	152	23	5	5	NUM
easat-11493	152	24	indicates	indicate	VERB
easat-11493	152	25	that	that	SCONJ
easat-11493	152	26	participating	participate	VERB
easat-11493	152	27	institutions	institution	NOUN
easat-11493	152	28	encounter	encounter	VERB
easat-11493	152	29	a	a	DET
easat-11493	152	30	moderately	moderately	ADV
easat-11493	152	31	high	high	ADJ
easat-11493	152	32	level	level	NOUN
easat-11493	152	33	of	of	ADP
easat-11493	152	34	technical	technical	ADJ
easat-11493	152	35	challenges	challenge	NOUN
easat-11493	152	36	in	in	ADP
easat-11493	152	37	adopting	adopt	VERB
easat-11493	152	38	large	large	ADJ
easat-11493	152	39	language	language	NOUN
easat-11493	152	40	models	model	NOUN
easat-11493	152	41	(	(	PUNCT
easat-11493	152	42	llms	llm	NOUN
easat-11493	152	43	)	)	PUNCT
easat-11493	152	44	.	.	PUNCT
easat-11493	153	1	this	this	DET
easat-11493	153	2	score	score	NOUN
easat-11493	153	3	is	be	AUX
easat-11493	153	4	in	in	ADP
easat-11493	153	5	the	the	DET
easat-11493	153	6	highermiddle	highermiddle	NOUN
easat-11493	153	7	range	range	NOUN
easat-11493	153	8	,	,	PUNCT
easat-11493	153	9	indicating	indicate	VERB
easat-11493	153	10	that	that	SCONJ
easat-11493	153	11	these	these	DET
easat-11493	153	12	challenges	challenge	NOUN
easat-11493	153	13	are	be	AUX
easat-11493	153	14	significant	significant	ADJ
easat-11493	153	15	and	and	CCONJ
easat-11493	153	16	represent	represent	VERB
easat-11493	153	17	a	a	DET
easat-11493	153	18	real	real	ADJ
easat-11493	153	19	barrier	barrier	NOUN
easat-11493	153	20	that	that	PRON
easat-11493	153	21	requires	require	VERB
easat-11493	153	22	targeted	target	VERB
easat-11493	153	23	technical	technical	ADJ
easat-11493	153	24	investments	investment	NOUN
easat-11493	153	25	and	and	CCONJ
easat-11493	153	26	strategies	strategy	NOUN
easat-11493	153	27	.	.	PUNCT
easat-11493	154	1	more	more	ADV
easat-11493	154	2	revealing	revealing	ADJ
easat-11493	154	3	is	be	AUX
easat-11493	154	4	the	the	DET
easat-11493	154	5	high	high	ADJ
easat-11493	154	6	standard	standard	ADJ
easat-11493	154	7	deviation	deviation	NOUN
easat-11493	154	8	(	(	PUNCT
easat-11493	154	9	1.52	1.52	NUM
easat-11493	154	10	)	)	PUNCT
easat-11493	154	11	,	,	PUNCT
easat-11493	154	12	a	a	DET
easat-11493	154	13	strong	strong	ADJ
easat-11493	154	14	statistical	statistical	ADJ
easat-11493	154	15	sign	sign	NOUN
easat-11493	154	16	of	of	ADP
easat-11493	154	17	substantial	substantial	ADJ
easat-11493	154	18	variation	variation	NOUN
easat-11493	154	19	among	among	ADP
easat-11493	154	20	institutions	institution	NOUN
easat-11493	154	21	in	in	ADP
easat-11493	154	22	their	their	PRON
easat-11493	154	23	experience	experience	NOUN
easat-11493	154	24	with	with	ADP
easat-11493	154	25	these	these	DET
easat-11493	154	26	challenges	challenge	NOUN
easat-11493	154	27	.	.	PUNCT
easat-11493	155	1	this	this	DET
easat-11493	155	2	variation	variation	NOUN
easat-11493	155	3	reflects	reflect	VERB
easat-11493	155	4	not	not	PART
easat-11493	155	5	only	only	ADV
easat-11493	155	6	differences	difference	NOUN
easat-11493	155	7	in	in	ADP
easat-11493	155	8	size	size	NOUN
easat-11493	155	9	or	or	CCONJ
easat-11493	155	10	sector	sector	NOUN
easat-11493	155	11	but	but	CCONJ
easat-11493	155	12	also	also	ADV
easat-11493	155	13	disparities	disparity	NOUN
easat-11493	155	14	in	in	ADP
easat-11493	155	15	digital	digital	ADJ
easat-11493	155	16	and	and	CCONJ
easat-11493	155	17	technological	technological	ADJ
easat-11493	155	18	maturity	maturity	NOUN
easat-11493	155	19	.	.	PUNCT
easat-11493	156	1	organizations	organization	NOUN
easat-11493	156	2	with	with	ADP
easat-11493	156	3	advanced	advanced	ADJ
easat-11493	156	4	infrastructure	infrastructure	NOUN
easat-11493	156	5	and	and	CCONJ
easat-11493	156	6	ample	ample	ADJ
easat-11493	156	7	technical	technical	ADJ
easat-11493	156	8	resources	resource	NOUN
easat-11493	156	9	,	,	PUNCT
easat-11493	156	10	typically	typically	ADV
easat-11493	156	11	large	large	ADJ
easat-11493	156	12	corporations	corporation	NOUN
easat-11493	156	13	or	or	CCONJ
easat-11493	156	14	well	well	ADV
easat-11493	156	15	-	-	PUNCT
easat-11493	156	16	supported	support	VERB
easat-11493	156	17	public	public	ADJ
easat-11493	156	18	entities	entity	NOUN
easat-11493	156	19	,	,	PUNCT
easat-11493	156	20	are	be	AUX
easat-11493	156	21	better	well	ADV
easat-11493	156	22	equipped	equip	VERB
easat-11493	156	23	to	to	PART
easat-11493	156	24	handle	handle	VERB
easat-11493	156	25	challenges	challenge	NOUN
easat-11493	156	26	such	such	ADJ
easat-11493	156	27	as	as	ADP
easat-11493	156	28	integrating	integrate	VERB
easat-11493	156	29	legacy	legacy	NOUN
easat-11493	156	30	systems	system	NOUN
easat-11493	156	31	or	or	CCONJ
easat-11493	156	32	managing	manage	VERB
easat-11493	156	33	computing	compute	VERB
easat-11493	156	34	resources	resource	NOUN
easat-11493	156	35	.	.	PUNCT
easat-11493	157	1	as	as	ADP
easat-11493	157	2	a	a	DET
easat-11493	157	3	result	result	NOUN
easat-11493	157	4	,	,	PUNCT
easat-11493	157	5	they	they	PRON
easat-11493	157	6	report	report	VERB
easat-11493	157	7	lower	lower	ADV
easat-11493	157	8	perceived	perceive	VERB
easat-11493	157	9	technical	technical	ADJ
easat-11493	157	10	difficulty	difficulty	NOUN
easat-11493	157	11	.	.	PUNCT
easat-11493	158	1	conversely	conversely	ADV
easat-11493	158	2	,	,	PUNCT
easat-11493	158	3	smaller	small	ADJ
easat-11493	158	4	or	or	CCONJ
easat-11493	158	5	less	less	ADV
easat-11493	158	6	technologically	technologically	ADV
easat-11493	158	7	advanced	advanced	ADJ
easat-11493	158	8	organizations	organization	NOUN
easat-11493	158	9	face	face	VERB
easat-11493	158	10	more	more	ADJ
easat-11493	158	11	fundamental	fundamental	ADJ
easat-11493	158	12	challenges	challenge	NOUN
easat-11493	158	13	,	,	PUNCT
easat-11493	158	14	particularly	particularly	ADV
easat-11493	158	15	in	in	ADP
easat-11493	158	16	areas	area	NOUN
easat-11493	158	17	such	such	ADJ
easat-11493	158	18	as	as	ADP
easat-11493	158	19	cybersecurity	cybersecurity	NOUN
easat-11493	158	20	,	,	PUNCT
easat-11493	158	21	scalability	scalability	NOUN
easat-11493	158	22	,	,	PUNCT
easat-11493	158	23	and	and	CCONJ
easat-11493	158	24	talent	talent	NOUN
easat-11493	158	25	shortages	shortage	NOUN
easat-11493	158	26	(	(	PUNCT
easat-11493	158	27	e.g.	e.g.	ADV
easat-11493	158	28	,	,	PUNCT
easat-11493	158	29	ai	ai	VERB
easat-11493	158	30	engineers	engineer	NOUN
easat-11493	158	31	or	or	CCONJ
easat-11493	158	32	prompt	prompt	ADJ
easat-11493	158	33	engineering	engineering	NOUN
easat-11493	158	34	specialists	specialist	NOUN
easat-11493	158	35	)	)	PUNCT
easat-11493	158	36	.	.	PUNCT
easat-11493	159	1	these	these	DET
easat-11493	159	2	issues	issue	NOUN
easat-11493	159	3	lead	lead	VERB
easat-11493	159	4	to	to	ADP
easat-11493	159	5	higher	high	ADJ
easat-11493	159	6	perceived	perceive	VERB
easat-11493	159	7	levels	level	NOUN
easat-11493	159	8	of	of	ADP
easat-11493	159	9	technical	technical	ADJ
easat-11493	159	10	stress	stress	NOUN
easat-11493	159	11	.	.	PUNCT
easat-11493	160	1	therefore	therefore	ADV
easat-11493	160	2	,	,	PUNCT
easat-11493	160	3	technical	technical	ADJ
easat-11493	160	4	challenges	challenge	NOUN
easat-11493	160	5	are	be	AUX
easat-11493	160	6	not	not	PART
easat-11493	160	7	uniform	uniform	ADJ
easat-11493	160	8	;	;	PUNCT
easat-11493	160	9	instead	instead	ADV
easat-11493	160	10	,	,	PUNCT
easat-11493	160	11	they	they	PRON
easat-11493	160	12	depend	depend	VERB
easat-11493	160	13	on	on	ADP
easat-11493	160	14	the	the	DET
easat-11493	160	15	institutional	institutional	ADJ
easat-11493	160	16	context	context	NOUN
easat-11493	160	17	and	and	CCONJ
easat-11493	160	18	technological	technological	ADJ
easat-11493	160	19	capabilities	capability	NOUN
easat-11493	160	20	.	.	PUNCT
easat-11493	161	1	this	this	PRON
easat-11493	161	2	supports	support	VERB
easat-11493	161	3	the	the	DET
easat-11493	161	4	theory	theory	NOUN
easat-11493	161	5	of	of	ADP
easat-11493	161	6	digital	digital	ADJ
easat-11493	161	7	maturity	maturity	NOUN
easat-11493	161	8	disparity	disparity	NOUN
easat-11493	161	9	,	,	PUNCT
easat-11493	161	10	which	which	PRON
easat-11493	161	11	suggests	suggest	VERB
easat-11493	161	12	that	that	SCONJ
easat-11493	161	13	gaps	gap	NOUN
easat-11493	161	14	in	in	ADP
easat-11493	161	15	infrastructure	infrastructure	NOUN
easat-11493	161	16	and	and	CCONJ
easat-11493	161	17	expertise	expertise	NOUN
easat-11493	161	18	result	result	NOUN
easat-11493	161	19	in	in	ADP
easat-11493	161	20	significantly	significantly	ADV
easat-11493	161	21	different	different	ADJ
easat-11493	161	22	institutional	institutional	ADJ
easat-11493	161	23	experiences	experience	NOUN
easat-11493	161	24	when	when	SCONJ
easat-11493	161	25	adopting	adopt	VERB
easat-11493	161	26	the	the	DET
easat-11493	161	27	same	same	ADJ
easat-11493	161	28	technology	technology	NOUN
easat-11493	161	29	.	.	PUNCT
easat-11493	162	1	•	•	NOUN
easat-11493	162	2	organizational	organizational	ADJ
easat-11493	162	3	challenges	challenge	NOUN
easat-11493	162	4	(	(	PUNCT
easat-11493	162	5	mean	mean	NOUN
easat-11493	162	6	=	=	SYM
easat-11493	162	7	2.98	2.98	NUM
easat-11493	162	8	,	,	PUNCT
easat-11493	162	9	standard	standard	ADJ
easat-11493	162	10	deviation	deviation	NOUN
easat-11493	162	11	=	=	NOUN
easat-11493	162	12	1.89	1.89	NUM
easat-11493	162	13	)	)	PUNCT
easat-11493	162	14	the	the	DET
easat-11493	162	15	mean	mean	NOUN
easat-11493	162	16	of	of	ADP
easat-11493	162	17	2.98	2.98	NUM
easat-11493	162	18	falls	fall	NOUN
easat-11493	162	19	at	at	ADP
easat-11493	162	20	the	the	DET
easat-11493	162	21	lower	low	ADJ
easat-11493	162	22	end	end	NOUN
easat-11493	162	23	of	of	ADP
easat-11493	162	24	the	the	DET
easat-11493	162	25	moderate	moderate	ADJ
easat-11493	162	26	range	range	NOUN
easat-11493	162	27	,	,	PUNCT
easat-11493	162	28	which	which	PRON
easat-11493	162	29	might	might	AUX
easat-11493	162	30	initially	initially	ADV
easat-11493	162	31	imply	imply	VERB
easat-11493	162	32	that	that	SCONJ
easat-11493	162	33	organizational	organizational	ADJ
easat-11493	162	34	challenges	challenge	NOUN
easat-11493	162	35	are	be	AUX
easat-11493	162	36	less	less	ADV
easat-11493	162	37	severe	severe	ADJ
easat-11493	162	38	.	.	PUNCT
easat-11493	163	1	however	however	ADV
easat-11493	163	2	,	,	PUNCT
easat-11493	163	3	this	this	PRON
easat-11493	163	4	is	be	AUX
easat-11493	163	5	misleading	misleading	ADJ
easat-11493	163	6	if	if	SCONJ
easat-11493	163	7	the	the	DET
easat-11493	163	8	high	high	ADJ
easat-11493	163	9	standard	standard	ADJ
easat-11493	163	10	deviation	deviation	NOUN
easat-11493	163	11	(	(	PUNCT
easat-11493	163	12	1.89	1.89	NUM
easat-11493	163	13	)	)	PUNCT
easat-11493	163	14	,	,	PUNCT
easat-11493	163	15	the	the	DET
easat-11493	163	16	highest	high	ADJ
easat-11493	163	17	among	among	ADP
easat-11493	163	18	all	all	DET
easat-11493	163	19	dimensions	dimension	NOUN
easat-11493	163	20	,	,	PUNCT
easat-11493	163	21	is	be	AUX
easat-11493	163	22	ignored	ignore	VERB
easat-11493	163	23	,	,	PUNCT
easat-11493	163	24	as	as	SCONJ
easat-11493	163	25	it	it	PRON
easat-11493	163	26	indicates	indicate	VERB
easat-11493	163	27	the	the	DET
easat-11493	163	28	most	most	ADV
easat-11493	163	29	significant	significant	ADJ
easat-11493	163	30	variability	variability	NOUN
easat-11493	163	31	in	in	ADP
easat-11493	163	32	institutional	institutional	ADJ
easat-11493	163	33	experiences	experience	NOUN
easat-11493	163	34	.	.	PUNCT
easat-11493	164	1	a	a	DET
easat-11493	164	2	subset	subset	NOUN
easat-11493	164	3	of	of	ADP
easat-11493	164	4	institutions	institution	NOUN
easat-11493	164	5	appears	appear	VERB
easat-11493	164	6	to	to	PART
easat-11493	164	7	have	have	VERB
easat-11493	164	8	supportive	supportive	ADJ
easat-11493	164	9	organizational	organizational	ADJ
easat-11493	164	10	cultures	culture	NOUN
easat-11493	164	11	,	,	PUNCT
easat-11493	164	12	leadership	leadership	NOUN
easat-11493	164	13	aligned	align	VERB
easat-11493	164	14	with	with	ADP
easat-11493	164	15	the	the	DET
easat-11493	164	16	strategic	strategic	ADJ
easat-11493	164	17	importance	importance	NOUN
easat-11493	164	18	of	of	ADP
easat-11493	164	19	ai	ai	NOUN
easat-11493	164	20	,	,	PUNCT
easat-11493	164	21	and	and	CCONJ
easat-11493	164	22	clear	clear	ADJ
easat-11493	164	23	governance	governance	NOUN
easat-11493	164	24	frameworks	framework	NOUN
easat-11493	164	25	,	,	PUNCT
easat-11493	164	26	resulting	result	VERB
easat-11493	164	27	in	in	ADP
easat-11493	164	28	minimal	minimal	ADJ
easat-11493	164	29	organizational	organizational	ADJ
easat-11493	164	30	resistance	resistance	NOUN
easat-11493	164	31	.	.	PUNCT
easat-11493	165	1	in	in	ADP
easat-11493	165	2	contrast	contrast	NOUN
easat-11493	165	3	,	,	PUNCT
easat-11493	165	4	another	another	DET
easat-11493	165	5	major	major	ADJ
easat-11493	165	6	group	group	NOUN
easat-11493	165	7	faces	face	VERB
easat-11493	165	8	internal	internal	ADJ
easat-11493	165	9	resistance	resistance	NOUN
easat-11493	165	10	to	to	PART
easat-11493	165	11	change	change	VERB
easat-11493	165	12	,	,	PUNCT
easat-11493	165	13	unclear	unclear	ADJ
easat-11493	165	14	regulations	regulation	NOUN
easat-11493	165	15	,	,	PUNCT
easat-11493	165	16	vague	vague	ADJ
easat-11493	165	17	role	role	NOUN
easat-11493	165	18	definitions	definition	NOUN
easat-11493	165	19	,	,	PUNCT
easat-11493	165	20	and	and	CCONJ
easat-11493	165	21	a	a	DET
easat-11493	165	22	lack	lack	NOUN
easat-11493	165	23	of	of	ADP
easat-11493	165	24	institutional	institutional	ADJ
easat-11493	165	25	training	training	NOUN
easat-11493	165	26	.	.	PUNCT
easat-11493	166	1	for	for	ADP
easat-11493	166	2	these	these	DET
easat-11493	166	3	organizations	organization	NOUN
easat-11493	166	4	,	,	PUNCT
easat-11493	166	5	organizational	organizational	ADJ
easat-11493	166	6	barriers	barrier	NOUN
easat-11493	166	7	are	be	AUX
easat-11493	166	8	severe	severe	ADJ
easat-11493	166	9	,	,	PUNCT
easat-11493	166	10	sometimes	sometimes	ADV
easat-11493	166	11	reaching	reach	VERB
easat-11493	166	12	critical	critical	ADJ
easat-11493	166	13	levels	level	NOUN
easat-11493	166	14	that	that	PRON
easat-11493	166	15	threaten	threaten	VERB
easat-11493	166	16	the	the	DET
easat-11493	166	17	sustainability	sustainability	NOUN
easat-11493	166	18	of	of	ADP
easat-11493	166	19	ai	ai	ADJ
easat-11493	166	20	-	-	PUNCT
easat-11493	166	21	related	relate	VERB
easat-11493	166	22	initiatives	initiative	NOUN
easat-11493	166	23	.	.	PUNCT
easat-11493	167	1	67	67	NUM
easat-11493	167	2	edelweiss	edelweiss	PROPN
easat-11493	167	3	applied	apply	VERB
easat-11493	167	4	science	science	NOUN
easat-11493	167	5	and	and	CCONJ
easat-11493	167	6	technology	technology	NOUN
easat-11493	167	7	issn	issn	PROPN
easat-11493	167	8	:	:	PUNCT
easat-11493	167	9	2576	2576	NUM
easat-11493	167	10	-	-	SYM
easat-11493	167	11	8484	8484	NUM
easat-11493	167	12	vol	vol	NOUN
easat-11493	167	13	.	.	PROPN
easat-11493	168	1	10	10	NUM
easat-11493	168	2	,	,	PUNCT
easat-11493	168	3	no	no	INTJ
easat-11493	168	4	.	.	NOUN
easat-11493	168	5	1	1	NUM
easat-11493	168	6	:	:	SYM
easat-11493	168	7	60	60	NUM
easat-11493	168	8	-	-	SYM
easat-11493	168	9	76	76	NUM
easat-11493	168	10	,	,	PUNCT
easat-11493	168	11	2026	2026	NUM
easat-11493	168	12	doi	doi	NOUN
easat-11493	168	13	:	:	PUNCT
easat-11493	168	14	10.55214/2576	10.55214/2576	NUM
easat-11493	168	15	-	-	PUNCT
easat-11493	168	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	169	1	©	©	PROPN
easat-11493	169	2	2026	2026	NUM
easat-11493	169	3	by	by	ADP
easat-11493	169	4	the	the	DET
easat-11493	169	5	author	author	NOUN
easat-11493	169	6	;	;	PUNCT
easat-11493	169	7	licensee	licensee	PROPN
easat-11493	169	8	learning	learning	NOUN
easat-11493	169	9	gate	gate	NOUN
easat-11493	169	10	while	while	SCONJ
easat-11493	169	11	the	the	DET
easat-11493	169	12	overall	overall	ADJ
easat-11493	169	13	average	average	NOUN
easat-11493	169	14	remains	remain	VERB
easat-11493	169	15	relatively	relatively	ADV
easat-11493	169	16	low	low	ADJ
easat-11493	169	17	,	,	PUNCT
easat-11493	169	18	the	the	DET
easat-11493	169	19	wide	wide	ADJ
easat-11493	169	20	variation	variation	NOUN
easat-11493	169	21	highlights	highlight	VERB
easat-11493	169	22	two	two	NUM
easat-11493	169	23	clear	clear	ADJ
easat-11493	169	24	organizational	organizational	ADJ
easat-11493	169	25	extremes	extreme	NOUN
easat-11493	169	26	:	:	PUNCT
easat-11493	169	27	mature	mature	ADJ
easat-11493	169	28	institutions	institution	NOUN
easat-11493	169	29	that	that	PRON
easat-11493	169	30	integrate	integrate	VERB
easat-11493	169	31	llms	llm	NOUN
easat-11493	169	32	smoothly	smoothly	ADV
easat-11493	169	33	and	and	CCONJ
easat-11493	169	34	others	other	NOUN
easat-11493	169	35	hampered	hamper	VERB
easat-11493	169	36	by	by	ADP
easat-11493	169	37	governance	governance	NOUN
easat-11493	169	38	and	and	CCONJ
easat-11493	169	39	cultural	cultural	ADJ
easat-11493	169	40	issues	issue	NOUN
easat-11493	169	41	.	.	PUNCT
easat-11493	170	1	this	this	PRON
easat-11493	170	2	indicates	indicate	VERB
easat-11493	170	3	that	that	SCONJ
easat-11493	170	4	organizational	organizational	ADJ
easat-11493	170	5	challenges	challenge	NOUN
easat-11493	170	6	are	be	AUX
easat-11493	170	7	non	non	ADJ
easat-11493	170	8	-	-	ADJ
easat-11493	170	9	linear	linear	ADJ
easat-11493	170	10	,	,	PUNCT
easat-11493	170	11	either	either	CCONJ
easat-11493	170	12	effectively	effectively	ADV
easat-11493	170	13	managed	manage	VERB
easat-11493	170	14	and	and	CCONJ
easat-11493	170	15	thus	thus	ADV
easat-11493	170	16	minor	minor	ADJ
easat-11493	170	17	or	or	CCONJ
easat-11493	170	18	poorly	poorly	ADV
easat-11493	170	19	handled	handle	VERB
easat-11493	170	20	and	and	CCONJ
easat-11493	170	21	become	become	VERB
easat-11493	170	22	significant	significant	ADJ
easat-11493	170	23	obstacles	obstacle	NOUN
easat-11493	170	24	.	.	PUNCT
easat-11493	171	1	this	this	DET
easat-11493	171	2	perspective	perspective	NOUN
easat-11493	171	3	aligns	align	VERB
easat-11493	171	4	with	with	ADP
easat-11493	171	5	organizational	organizational	ADJ
easat-11493	171	6	change	change	NOUN
easat-11493	171	7	theory	theory	NOUN
easat-11493	171	8	,	,	PUNCT
easat-11493	171	9	which	which	PRON
easat-11493	171	10	suggests	suggest	VERB
easat-11493	171	11	that	that	SCONJ
easat-11493	171	12	technological	technological	ADJ
easat-11493	171	13	success	success	NOUN
easat-11493	171	14	relies	rely	VERB
easat-11493	171	15	more	more	ADJ
easat-11493	171	16	on	on	ADP
easat-11493	171	17	an	an	DET
easat-11493	171	18	institution	institution	NOUN
easat-11493	171	19	’s	’s	PART
easat-11493	171	20	cultural	cultural	ADJ
easat-11493	171	21	and	and	CCONJ
easat-11493	171	22	administrative	administrative	ADJ
easat-11493	171	23	readiness	readiness	NOUN
easat-11493	171	24	than	than	ADP
easat-11493	171	25	on	on	ADP
easat-11493	171	26	the	the	DET
easat-11493	171	27	technology	technology	NOUN
easat-11493	171	28	’s	’s	PART
easat-11493	171	29	innate	innate	ADJ
easat-11493	171	30	capabilities	capability	NOUN
easat-11493	171	31	.	.	PUNCT
easat-11493	172	1	•	•	NUM
easat-11493	172	2	institutional	institutional	ADJ
easat-11493	172	3	performance	performance	NOUN
easat-11493	172	4	(	(	PUNCT
easat-11493	172	5	mean	mean	NOUN
easat-11493	172	6	=	=	SYM
easat-11493	172	7	4.64	4.64	NUM
easat-11493	172	8	,	,	PUNCT
easat-11493	172	9	standard	standard	ADJ
easat-11493	172	10	deviation	deviation	NOUN
easat-11493	172	11	=	=	NOUN
easat-11493	172	12	0.54	0.54	NUM
easat-11493	172	13	)	)	PUNCT
easat-11493	172	14	the	the	DET
easat-11493	172	15	very	very	ADV
easat-11493	172	16	high	high	ADJ
easat-11493	172	17	mean	mean	NOUN
easat-11493	172	18	(	(	PUNCT
easat-11493	172	19	4.64	4.64	NUM
easat-11493	172	20	out	out	ADP
easat-11493	172	21	of	of	ADP
easat-11493	172	22	5	5	NUM
easat-11493	172	23	)	)	PUNCT
easat-11493	172	24	,	,	PUNCT
easat-11493	172	25	combined	combine	VERB
easat-11493	172	26	with	with	ADP
easat-11493	172	27	a	a	DET
easat-11493	172	28	low	low	ADJ
easat-11493	172	29	standard	standard	ADJ
easat-11493	172	30	deviation	deviation	NOUN
easat-11493	172	31	(	(	PUNCT
easat-11493	172	32	0.54	0.54	NUM
easat-11493	172	33	)	)	PUNCT
easat-11493	172	34	,	,	PUNCT
easat-11493	172	35	indicates	indicate	VERB
easat-11493	172	36	one	one	NUM
easat-11493	172	37	of	of	ADP
easat-11493	172	38	the	the	DET
easat-11493	172	39	strongest	strong	ADJ
easat-11493	172	40	signs	sign	NOUN
easat-11493	172	41	of	of	ADP
easat-11493	172	42	success	success	NOUN
easat-11493	172	43	in	in	ADP
easat-11493	172	44	the	the	DET
easat-11493	172	45	study	study	NOUN
easat-11493	172	46	.	.	PUNCT
easat-11493	173	1	these	these	DET
easat-11493	173	2	figures	figure	NOUN
easat-11493	173	3	reflect	reflect	VERB
easat-11493	173	4	:	:	PUNCT
easat-11493	173	5	•	•	ADP
easat-11493	173	6	a	a	DET
easat-11493	173	7	significant	significant	ADJ
easat-11493	173	8	and	and	CCONJ
easat-11493	173	9	clearly	clearly	ADV
easat-11493	173	10	perceived	perceive	VERB
easat-11493	173	11	positive	positive	ADJ
easat-11493	173	12	impact	impact	NOUN
easat-11493	173	13	of	of	ADP
easat-11493	173	14	llm	llm	PROPN
easat-11493	173	15	adoption	adoption	NOUN
easat-11493	173	16	on	on	ADP
easat-11493	173	17	institutional	institutional	ADJ
easat-11493	173	18	performance	performance	NOUN
easat-11493	173	19	,	,	PUNCT
easat-11493	173	20	including	include	VERB
easat-11493	173	21	improved	improve	VERB
easat-11493	173	22	operational	operational	ADJ
easat-11493	173	23	efficiency	efficiency	NOUN
easat-11493	173	24	,	,	PUNCT
easat-11493	173	25	faster	fast	ADJ
easat-11493	173	26	decision	decision	NOUN
easat-11493	173	27	-	-	PUNCT
easat-11493	173	28	making	making	NOUN
easat-11493	173	29	,	,	PUNCT
easat-11493	173	30	cost	cost	NOUN
easat-11493	173	31	reduction	reduction	NOUN
easat-11493	173	32	,	,	PUNCT
easat-11493	173	33	and	and	CCONJ
easat-11493	173	34	enhanced	enhance	VERB
easat-11493	173	35	innovation	innovation	NOUN
easat-11493	173	36	capacity	capacity	NOUN
easat-11493	173	37	.	.	PUNCT
easat-11493	174	1	•	•	NUM
easat-11493	174	2	near	near	ADP
easat-11493	174	3	-	-	PUNCT
easat-11493	174	4	universal	universal	ADJ
easat-11493	174	5	consensus	consensus	NOUN
easat-11493	174	6	among	among	ADP
easat-11493	174	7	respondents	respondent	NOUN
easat-11493	174	8	regarding	regard	VERB
easat-11493	174	9	these	these	DET
easat-11493	174	10	positive	positive	ADJ
easat-11493	174	11	outcomes	outcome	NOUN
easat-11493	174	12	,	,	PUNCT
easat-11493	174	13	as	as	SCONJ
easat-11493	174	14	evidenced	evidence	VERB
easat-11493	174	15	by	by	ADP
easat-11493	174	16	the	the	DET
easat-11493	174	17	low	low	ADJ
easat-11493	174	18	standard	standard	ADJ
easat-11493	174	19	deviation	deviation	NOUN
easat-11493	174	20	,	,	PUNCT
easat-11493	174	21	indicating	indicate	VERB
easat-11493	174	22	that	that	SCONJ
easat-11493	174	23	the	the	DET
easat-11493	174	24	positive	positive	ADJ
easat-11493	174	25	experience	experience	NOUN
easat-11493	174	26	is	be	AUX
easat-11493	174	27	not	not	PART
easat-11493	174	28	an	an	DET
easat-11493	174	29	exception	exception	NOUN
easat-11493	174	30	but	but	CCONJ
easat-11493	174	31	a	a	DET
easat-11493	174	32	widely	widely	ADV
easat-11493	174	33	shared	share	VERB
easat-11493	174	34	reality	reality	NOUN
easat-11493	174	35	.	.	PUNCT
easat-11493	175	1	this	this	DET
easat-11493	175	2	consensus	consensus	NOUN
easat-11493	175	3	suggests	suggest	VERB
easat-11493	175	4	that	that	SCONJ
easat-11493	175	5	the	the	DET
easat-11493	175	6	advantages	advantage	NOUN
easat-11493	175	7	of	of	ADP
easat-11493	175	8	llms	llm	NOUN
easat-11493	175	9	are	be	AUX
easat-11493	175	10	clear	clear	ADJ
easat-11493	175	11	and	and	CCONJ
easat-11493	175	12	measurable	measurable	ADJ
easat-11493	175	13	for	for	ADP
easat-11493	175	14	both	both	PRON
easat-11493	175	15	users	user	NOUN
easat-11493	175	16	and	and	CCONJ
easat-11493	175	17	decision	decision	NOUN
easat-11493	175	18	-	-	PUNCT
easat-11493	175	19	makers	maker	NOUN
easat-11493	175	20	.	.	PUNCT
easat-11493	176	1	even	even	ADV
easat-11493	176	2	organizations	organization	NOUN
easat-11493	176	3	facing	face	VERB
easat-11493	176	4	technical	technical	ADJ
easat-11493	176	5	or	or	CCONJ
easat-11493	176	6	organizational	organizational	ADJ
easat-11493	176	7	hurdles	hurdle	NOUN
easat-11493	176	8	recognize	recognize	VERB
easat-11493	176	9	significant	significant	ADJ
easat-11493	176	10	performance	performance	NOUN
easat-11493	176	11	improvements	improvement	NOUN
easat-11493	176	12	,	,	PUNCT
easat-11493	176	13	indicating	indicate	VERB
easat-11493	176	14	that	that	SCONJ
easat-11493	176	15	the	the	DET
easat-11493	176	16	return	return	NOUN
easat-11493	176	17	on	on	ADP
easat-11493	176	18	investment	investment	NOUN
easat-11493	176	19	(	(	PUNCT
easat-11493	176	20	roi	roi	NOUN
easat-11493	176	21	)	)	PUNCT
easat-11493	176	22	from	from	ADP
easat-11493	176	23	llms	llm	NOUN
easat-11493	176	24	is	be	AUX
easat-11493	176	25	substantial	substantial	ADJ
easat-11493	176	26	enough	enough	ADV
easat-11493	176	27	to	to	PART
easat-11493	176	28	outweigh	outweigh	VERB
easat-11493	176	29	early	early	ADJ
easat-11493	176	30	-	-	PUNCT
easat-11493	176	31	stage	stage	NOUN
easat-11493	176	32	challenges	challenge	NOUN
easat-11493	176	33	.	.	PUNCT
easat-11493	177	1	strong	strong	ADJ
easat-11493	177	2	institutional	institutional	ADJ
easat-11493	177	3	performance	performance	NOUN
easat-11493	177	4	combined	combine	VERB
easat-11493	177	5	with	with	ADP
easat-11493	177	6	a	a	DET
easat-11493	177	7	consistent	consistent	ADJ
easat-11493	177	8	user	user	NOUN
easat-11493	177	9	experience	experience	NOUN
easat-11493	177	10	offers	offer	VERB
easat-11493	177	11	solid	solid	ADJ
easat-11493	177	12	support	support	NOUN
easat-11493	177	13	for	for	ADP
easat-11493	177	14	the	the	DET
easat-11493	177	15	dominant	dominant	ADJ
easat-11493	177	16	roi	roi	NOUN
easat-11493	177	17	hypothesis	hypothesis	NOUN
easat-11493	177	18	in	in	ADP
easat-11493	177	19	the	the	DET
easat-11493	177	20	digital	digital	ADJ
easat-11493	177	21	transformation	transformation	NOUN
easat-11493	177	22	field	field	NOUN
easat-11493	177	23	.	.	PUNCT
easat-11493	178	1	it	it	PRON
easat-11493	178	2	argues	argue	VERB
easat-11493	178	3	that	that	SCONJ
easat-11493	178	4	the	the	DET
easat-11493	178	5	operational	operational	ADJ
easat-11493	178	6	benefits	benefit	NOUN
easat-11493	178	7	of	of	ADP
easat-11493	178	8	llms	llm	NOUN
easat-11493	178	9	far	far	ADV
easat-11493	178	10	exceed	exceed	VERB
easat-11493	178	11	the	the	DET
easat-11493	178	12	costs	cost	NOUN
easat-11493	178	13	and	and	CCONJ
easat-11493	178	14	challenges	challenge	NOUN
easat-11493	178	15	of	of	ADP
easat-11493	178	16	adoption	adoption	NOUN
easat-11493	178	17	,	,	PUNCT
easat-11493	178	18	justifying	justify	VERB
easat-11493	178	19	ongoing	ongoing	ADJ
easat-11493	178	20	investment	investment	NOUN
easat-11493	178	21	and	and	CCONJ
easat-11493	178	22	wider	wide	ADJ
easat-11493	178	23	institutional	institutional	ADJ
easat-11493	178	24	integration	integration	NOUN
easat-11493	178	25	.	.	PUNCT
easat-11493	179	1	•	•	NUM
easat-11493	179	2	future	future	ADJ
easat-11493	179	3	recommendations	recommendation	NOUN
easat-11493	179	4	(	(	PUNCT
easat-11493	179	5	mean	mean	NOUN
easat-11493	179	6	=	=	SYM
easat-11493	179	7	4.90	4.90	NUM
easat-11493	179	8	,	,	PUNCT
easat-11493	179	9	standard	standard	ADJ
easat-11493	179	10	deviation	deviation	NOUN
easat-11493	179	11	=	=	NOUN
easat-11493	179	12	0.32	0.32	NUM
easat-11493	179	13	)	)	PUNCT
easat-11493	179	14	this	this	DET
easat-11493	179	15	dimension	dimension	NOUN
easat-11493	179	16	stands	stand	VERB
easat-11493	179	17	out	out	ADP
easat-11493	179	18	as	as	ADP
easat-11493	179	19	the	the	DET
easat-11493	179	20	most	most	ADV
easat-11493	179	21	consensual	consensual	ADJ
easat-11493	179	22	and	and	CCONJ
easat-11493	179	23	urgent	urgent	ADJ
easat-11493	179	24	within	within	ADP
easat-11493	179	25	the	the	DET
easat-11493	179	26	study	study	NOUN
easat-11493	179	27	,	,	PUNCT
easat-11493	179	28	with	with	ADP
easat-11493	179	29	the	the	DET
easat-11493	179	30	highest	high	ADJ
easat-11493	179	31	mean	mean	NOUN
easat-11493	179	32	(	(	PUNCT
easat-11493	179	33	4.90	4.90	NUM
easat-11493	179	34	)	)	PUNCT
easat-11493	179	35	and	and	CCONJ
easat-11493	179	36	the	the	DET
easat-11493	179	37	lowest	low	ADJ
easat-11493	179	38	standard	standard	ADJ
easat-11493	179	39	deviation	deviation	NOUN
easat-11493	179	40	(	(	PUNCT
easat-11493	179	41	0.32	0.32	NUM
easat-11493	179	42	)	)	PUNCT
easat-11493	179	43	.	.	PUNCT
easat-11493	180	1	this	this	PRON
easat-11493	180	2	indicates	indicate	VERB
easat-11493	180	3	near	near	ADJ
easat-11493	180	4	-	-	PUNCT
easat-11493	180	5	total	total	NOUN
easat-11493	180	6	agreement	agreement	NOUN
easat-11493	180	7	,	,	PUNCT
easat-11493	180	8	if	if	SCONJ
easat-11493	180	9	not	not	PART
easat-11493	180	10	unanimity	unanimity	NOUN
easat-11493	180	11	,	,	PUNCT
easat-11493	180	12	among	among	ADP
easat-11493	180	13	participants	participant	NOUN
easat-11493	180	14	on	on	ADP
easat-11493	180	15	the	the	DET
easat-11493	180	16	necessity	necessity	NOUN
easat-11493	180	17	of	of	ADP
easat-11493	180	18	establishing	establish	VERB
easat-11493	180	19	clear	clear	ADJ
easat-11493	180	20	policies	policy	NOUN
easat-11493	180	21	and	and	CCONJ
easat-11493	180	22	strategies	strategy	NOUN
easat-11493	180	23	to	to	PART
easat-11493	180	24	ensure	ensure	VERB
easat-11493	180	25	the	the	DET
easat-11493	180	26	sustainable	sustainable	ADJ
easat-11493	180	27	adoption	adoption	NOUN
easat-11493	180	28	of	of	ADP
easat-11493	180	29	llms	llm	NOUN
easat-11493	180	30	.	.	PUNCT
easat-11493	181	1	this	this	DET
easat-11493	181	2	consensus	consensus	NOUN
easat-11493	181	3	reflects	reflect	VERB
easat-11493	181	4	not	not	PART
easat-11493	181	5	only	only	ADV
easat-11493	181	6	a	a	DET
easat-11493	181	7	recognition	recognition	NOUN
easat-11493	181	8	of	of	ADP
easat-11493	181	9	associated	associated	ADJ
easat-11493	181	10	risks	risk	NOUN
easat-11493	181	11	but	but	CCONJ
easat-11493	181	12	also	also	ADV
easat-11493	181	13	a	a	DET
easat-11493	181	14	strategic	strategic	ADJ
easat-11493	181	15	maturity	maturity	NOUN
easat-11493	181	16	among	among	ADP
easat-11493	181	17	decision	decision	NOUN
easat-11493	181	18	-	-	PUNCT
easat-11493	181	19	makers	maker	NOUN
easat-11493	181	20	.	.	PUNCT
easat-11493	182	1	llms	llm	NOUN
easat-11493	182	2	are	be	AUX
easat-11493	182	3	no	no	ADV
easat-11493	182	4	longer	long	ADV
easat-11493	182	5	viewed	view	VERB
easat-11493	182	6	as	as	ADP
easat-11493	182	7	a	a	DET
easat-11493	182	8	transient	transient	ADJ
easat-11493	182	9	technological	technological	ADJ
easat-11493	182	10	trend	trend	NOUN
easat-11493	182	11	but	but	CCONJ
easat-11493	182	12	rather	rather	ADV
easat-11493	182	13	as	as	ADP
easat-11493	182	14	a	a	DET
easat-11493	182	15	permanent	permanent	ADJ
easat-11493	182	16	and	and	CCONJ
easat-11493	182	17	strategic	strategic	ADJ
easat-11493	182	18	component	component	NOUN
easat-11493	182	19	of	of	ADP
easat-11493	182	20	institutional	institutional	ADJ
easat-11493	182	21	architecture	architecture	NOUN
easat-11493	182	22	.	.	PUNCT
easat-11493	183	1	recommendations	recommendation	NOUN
easat-11493	183	2	include	include	VERB
easat-11493	183	3	developing	develop	VERB
easat-11493	183	4	usage	usage	NOUN
easat-11493	183	5	and	and	CCONJ
easat-11493	183	6	ethics	ethic	NOUN
easat-11493	183	7	policies	policy	NOUN
easat-11493	183	8	,	,	PUNCT
easat-11493	183	9	establishing	establish	VERB
easat-11493	183	10	ai	ai	PROPN
easat-11493	183	11	governance	governance	NOUN
easat-11493	183	12	units	unit	NOUN
easat-11493	183	13	,	,	PUNCT
easat-11493	183	14	investing	invest	VERB
easat-11493	183	15	in	in	ADP
easat-11493	183	16	continuous	continuous	ADJ
easat-11493	183	17	training	training	NOUN
easat-11493	183	18	,	,	PUNCT
easat-11493	183	19	forming	form	VERB
easat-11493	183	20	strategic	strategic	ADJ
easat-11493	183	21	partnerships	partnership	NOUN
easat-11493	183	22	with	with	ADP
easat-11493	183	23	technology	technology	NOUN
easat-11493	183	24	providers	provider	NOUN
easat-11493	183	25	,	,	PUNCT
easat-11493	183	26	and	and	CCONJ
easat-11493	183	27	adopting	adopt	VERB
easat-11493	183	28	flexible	flexible	ADJ
easat-11493	183	29	hybrid	hybrid	ADJ
easat-11493	183	30	models	model	NOUN
easat-11493	183	31	.	.	PUNCT
easat-11493	184	1	68	68	NUM
easat-11493	184	2	edelweiss	edelweiss	PROPN
easat-11493	184	3	applied	apply	VERB
easat-11493	184	4	science	science	NOUN
easat-11493	184	5	and	and	CCONJ
easat-11493	184	6	technology	technology	NOUN
easat-11493	184	7	issn	issn	PROPN
easat-11493	184	8	:	:	PUNCT
easat-11493	184	9	2576	2576	NUM
easat-11493	184	10	-	-	SYM
easat-11493	184	11	8484	8484	NUM
easat-11493	184	12	vol	vol	NOUN
easat-11493	184	13	.	.	PROPN
easat-11493	185	1	10	10	NUM
easat-11493	185	2	,	,	PUNCT
easat-11493	185	3	no	no	INTJ
easat-11493	185	4	.	.	NOUN
easat-11493	185	5	1	1	NUM
easat-11493	185	6	:	:	SYM
easat-11493	185	7	60	60	NUM
easat-11493	185	8	-	-	SYM
easat-11493	185	9	76	76	NUM
easat-11493	185	10	,	,	PUNCT
easat-11493	185	11	2026	2026	NUM
easat-11493	185	12	doi	doi	NOUN
easat-11493	185	13	:	:	PUNCT
easat-11493	185	14	10.55214/2576	10.55214/2576	NUM
easat-11493	185	15	-	-	PUNCT
easat-11493	185	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	186	1	©	©	PROPN
easat-11493	186	2	2026	2026	NUM
easat-11493	186	3	by	by	ADP
easat-11493	186	4	the	the	DET
easat-11493	186	5	author	author	NOUN
easat-11493	186	6	;	;	PUNCT
easat-11493	186	7	licensee	licensee	PROPN
easat-11493	186	8	learning	learn	VERB
easat-11493	186	9	gate	gate	NOUN
easat-11493	186	10	table	table	NOUN
easat-11493	186	11	1	1	NUM
easat-11493	186	12	.	.	PUNCT
easat-11493	186	13	descriptive	descriptive	ADJ
easat-11493	186	14	statistics	statistic	NOUN
easat-11493	186	15	summary	summary	NOUN
easat-11493	186	16	.	.	PUNCT
easat-11493	187	1	dimension	dimension	NOUN
easat-11493	187	2	mean	mean	VERB
easat-11493	187	3	standard	standard	ADJ
easat-11493	187	4	deviation	deviation	NOUN
easat-11493	187	5	interpretation	interpretation	NOUN
easat-11493	187	6	technical	technical	ADJ
easat-11493	187	7	challenges	challenge	NOUN
easat-11493	187	8	3.54	3.54	NUM
easat-11493	187	9	1.52	1.52	NUM
easat-11493	187	10	indicates	indicate	VERB
easat-11493	187	11	a	a	DET
easat-11493	187	12	moderate	moderate	ADJ
easat-11493	187	13	level	level	NOUN
easat-11493	187	14	of	of	ADP
easat-11493	187	15	technical	technical	ADJ
easat-11493	187	16	challenges	challenge	NOUN
easat-11493	187	17	.	.	PUNCT
easat-11493	188	1	high	high	ADJ
easat-11493	188	2	variance	variance	NOUN
easat-11493	188	3	suggests	suggest	VERB
easat-11493	188	4	significant	significant	ADJ
easat-11493	188	5	disparity	disparity	NOUN
easat-11493	188	6	among	among	ADP
easat-11493	188	7	institutions	institution	NOUN
easat-11493	188	8	;	;	PUNCT
easat-11493	188	9	some	some	PRON
easat-11493	188	10	face	face	VERB
easat-11493	188	11	considerable	considerable	ADJ
easat-11493	188	12	obstacles	obstacle	NOUN
easat-11493	188	13	,	,	PUNCT
easat-11493	188	14	while	while	SCONJ
easat-11493	188	15	others	other	NOUN
easat-11493	188	16	report	report	VERB
easat-11493	188	17	fewer	few	ADJ
easat-11493	188	18	difficulties	difficulty	NOUN
easat-11493	188	19	.	.	PUNCT
easat-11493	189	1	organizational	organizational	ADJ
easat-11493	189	2	challenges	challenge	NOUN
easat-11493	189	3	2.98	2.98	NUM
easat-11493	189	4	1.89	1.89	NUM
easat-11493	189	5	organizational	organizational	ADJ
easat-11493	189	6	challenges	challenge	NOUN
easat-11493	189	7	appear	appear	VERB
easat-11493	189	8	less	less	ADV
easat-11493	189	9	severe	severe	ADJ
easat-11493	189	10	than	than	ADP
easat-11493	189	11	technical	technical	ADJ
easat-11493	189	12	ones	one	NOUN
easat-11493	189	13	(	(	PUNCT
easat-11493	189	14	closer	close	ADJ
easat-11493	189	15	to	to	ADP
easat-11493	189	16	the	the	DET
easat-11493	189	17	lower	low	ADJ
easat-11493	189	18	threshold	threshold	NOUN
easat-11493	189	19	)	)	PUNCT
easat-11493	189	20	,	,	PUNCT
easat-11493	189	21	yet	yet	ADV
easat-11493	189	22	exhibit	exhibit	VERB
easat-11493	189	23	greater	great	ADJ
easat-11493	189	24	variability	variability	NOUN
easat-11493	189	25	.	.	PUNCT
easat-11493	190	1	this	this	PRON
easat-11493	190	2	reflects	reflect	VERB
easat-11493	190	3	a	a	DET
easat-11493	190	4	dichotomy	dichotomy	NOUN
easat-11493	190	5	in	in	ADP
easat-11493	190	6	which	which	PRON
easat-11493	190	7	some	some	DET
easat-11493	190	8	institutions	institution	NOUN
easat-11493	190	9	have	have	VERB
easat-11493	190	10	strong	strong	ADJ
easat-11493	190	11	governance	governance	NOUN
easat-11493	190	12	and	and	CCONJ
easat-11493	190	13	supportive	supportive	ADJ
easat-11493	190	14	cultures	culture	NOUN
easat-11493	190	15	,	,	PUNCT
easat-11493	190	16	while	while	SCONJ
easat-11493	190	17	others	other	NOUN
easat-11493	190	18	face	face	VERB
easat-11493	190	19	significant	significant	ADJ
easat-11493	190	20	organizational	organizational	ADJ
easat-11493	190	21	barriers	barrier	NOUN
easat-11493	190	22	.	.	PUNCT
easat-11493	191	1	institutional	institutional	ADJ
easat-11493	191	2	performance	performance	NOUN
easat-11493	191	3	4.64	4.64	NUM
easat-11493	191	4	0.54	0.54	NUM
easat-11493	191	5	reflects	reflect	VERB
easat-11493	191	6	a	a	DET
easat-11493	191	7	high	high	ADJ
easat-11493	191	8	level	level	NOUN
easat-11493	191	9	of	of	ADP
easat-11493	191	10	institutional	institutional	ADJ
easat-11493	191	11	performance	performance	NOUN
easat-11493	191	12	with	with	ADP
easat-11493	191	13	llm	llm	PROPN
easat-11493	191	14	adoption	adoption	NOUN
easat-11493	191	15	.	.	PUNCT
easat-11493	192	1	the	the	DET
easat-11493	192	2	relatively	relatively	ADV
easat-11493	192	3	low	low	ADJ
easat-11493	192	4	standard	standard	ADJ
easat-11493	192	5	deviation	deviation	NOUN
easat-11493	192	6	indicates	indicate	VERB
easat-11493	192	7	a	a	DET
easat-11493	192	8	broad	broad	ADJ
easat-11493	192	9	consensus	consensus	NOUN
easat-11493	192	10	that	that	PRON
easat-11493	192	11	llms	llm	NOUN
easat-11493	192	12	have	have	AUX
easat-11493	192	13	enhanced	enhance	VERB
easat-11493	192	14	organizational	organizational	ADJ
easat-11493	192	15	outcomes	outcome	NOUN
easat-11493	192	16	.	.	PUNCT
easat-11493	193	1	future	future	ADJ
easat-11493	193	2	recommendations	recommendation	NOUN
easat-11493	193	3	4.90	4.90	NUM
easat-11493	193	4	0.32	0.32	NUM
easat-11493	193	5	the	the	DET
easat-11493	193	6	highest	high	ADJ
easat-11493	193	7	mean	mean	ADJ
easat-11493	193	8	score	score	NOUN
easat-11493	193	9	has	have	VERB
easat-11493	193	10	very	very	ADV
easat-11493	193	11	low	low	ADJ
easat-11493	193	12	dispersion	dispersion	NOUN
easat-11493	193	13	.	.	PUNCT
easat-11493	194	1	it	it	PRON
easat-11493	194	2	reflects	reflect	VERB
easat-11493	194	3	a	a	DET
easat-11493	194	4	near	near	ADV
easat-11493	194	5	-	-	PUNCT
easat-11493	194	6	unanimous	unanimous	ADJ
easat-11493	194	7	agreement	agreement	NOUN
easat-11493	194	8	among	among	ADP
easat-11493	194	9	participants	participant	NOUN
easat-11493	194	10	on	on	ADP
easat-11493	194	11	the	the	DET
easat-11493	194	12	strategic	strategic	ADJ
easat-11493	194	13	importance	importance	NOUN
easat-11493	194	14	of	of	ADP
easat-11493	194	15	clear	clear	ADJ
easat-11493	194	16	policies	policy	NOUN
easat-11493	194	17	and	and	CCONJ
easat-11493	194	18	forward	forward	ADV
easat-11493	194	19	-	-	PUNCT
easat-11493	194	20	looking	look	VERB
easat-11493	194	21	frameworks	framework	NOUN
easat-11493	194	22	for	for	ADP
easat-11493	194	23	expanding	expand	VERB
easat-11493	194	24	the	the	DET
easat-11493	194	25	use	use	NOUN
easat-11493	194	26	of	of	ADP
easat-11493	194	27	llms	llm	NOUN
easat-11493	194	28	.	.	PUNCT
easat-11493	195	1	such	such	ADJ
easat-11493	195	2	strong	strong	ADJ
easat-11493	195	3	agreement	agreement	NOUN
easat-11493	195	4	on	on	ADP
easat-11493	195	5	future	future	ADJ
easat-11493	195	6	directives	directive	NOUN
easat-11493	195	7	indicates	indicate	VERB
easat-11493	195	8	an	an	DET
easat-11493	195	9	institutional	institutional	ADJ
easat-11493	195	10	tipping	tipping	NOUN
easat-11493	195	11	point	point	NOUN
easat-11493	195	12	,	,	PUNCT
easat-11493	195	13	where	where	SCONJ
easat-11493	195	14	organizations	organization	NOUN
easat-11493	195	15	have	have	AUX
easat-11493	195	16	shifted	shift	VERB
easat-11493	195	17	from	from	ADP
easat-11493	195	18	exploring	explore	VERB
easat-11493	195	19	new	new	ADJ
easat-11493	195	20	ideas	idea	NOUN
easat-11493	195	21	to	to	PART
easat-11493	195	22	systematically	systematically	ADV
easat-11493	195	23	adopting	adopt	VERB
easat-11493	195	24	them	they	PRON
easat-11493	195	25	strategically	strategically	ADV
easat-11493	195	26	.	.	PUNCT
easat-11493	196	1	this	this	PRON
easat-11493	196	2	aligns	align	VERB
easat-11493	196	3	with	with	ADP
easat-11493	196	4	the	the	DET
easat-11493	196	5	technology	technology	NOUN
easat-11493	196	6	adoption	adoption	NOUN
easat-11493	196	7	lifecycle	lifecycle	NOUN
easat-11493	196	8	,	,	PUNCT
easat-11493	196	9	suggesting	suggest	VERB
easat-11493	196	10	that	that	SCONJ
easat-11493	196	11	arab	arab	ADJ
easat-11493	196	12	institutions	institution	NOUN
easat-11493	196	13	,	,	PUNCT
easat-11493	196	14	based	base	VERB
easat-11493	196	15	on	on	ADP
easat-11493	196	16	this	this	DET
easat-11493	196	17	sample	sample	NOUN
easat-11493	196	18	,	,	PUNCT
easat-11493	196	19	have	have	AUX
easat-11493	196	20	progressed	progress	VERB
easat-11493	196	21	beyond	beyond	ADP
easat-11493	196	22	the	the	DET
easat-11493	196	23	innovator	innovator	NOUN
easat-11493	196	24	and	and	CCONJ
easat-11493	196	25	early	early	ADJ
easat-11493	196	26	adopter	adopter	ADJ
easat-11493	196	27	phases	phase	NOUN
easat-11493	196	28	and	and	CCONJ
easat-11493	196	29	are	be	AUX
easat-11493	196	30	now	now	ADV
easat-11493	196	31	entering	enter	VERB
easat-11493	196	32	the	the	DET
easat-11493	196	33	early	early	ADJ
easat-11493	196	34	majority	majority	NOUN
easat-11493	196	35	stage	stage	NOUN
easat-11493	196	36	,	,	PUNCT
easat-11493	196	37	which	which	PRON
easat-11493	196	38	requires	require	VERB
easat-11493	196	39	formal	formal	ADJ
easat-11493	196	40	governance	governance	NOUN
easat-11493	196	41	structures	structure	NOUN
easat-11493	196	42	for	for	ADP
easat-11493	196	43	sustainable	sustainable	ADJ
easat-11493	196	44	growth	growth	NOUN
easat-11493	196	45	and	and	CCONJ
easat-11493	196	46	resilience	resilience	NOUN
easat-11493	196	47	.	.	PUNCT
easat-11493	197	1	5.2	5.2	NUM
easat-11493	197	2	.	.	PUNCT
easat-11493	197	3	qualitative	qualitative	ADJ
easat-11493	197	4	analysis	analysis	NOUN
easat-11493	197	5	based	base	VERB
easat-11493	197	6	on	on	ADP
easat-11493	197	7	the	the	DET
easat-11493	197	8	qualitative	qualitative	ADJ
easat-11493	197	9	analysis	analysis	NOUN
easat-11493	197	10	of	of	ADP
easat-11493	197	11	barriers	barrier	NOUN
easat-11493	197	12	to	to	ADP
easat-11493	197	13	adopting	adopt	VERB
easat-11493	197	14	large	large	ADJ
easat-11493	197	15	language	language	NOUN
easat-11493	197	16	models	model	NOUN
easat-11493	197	17	(	(	PUNCT
easat-11493	197	18	llms	llm	NOUN
easat-11493	197	19	)	)	PUNCT
easat-11493	197	20	in	in	ADP
easat-11493	197	21	arab	arab	ADJ
easat-11493	197	22	businesses	business	NOUN
easat-11493	197	23	,	,	PUNCT
easat-11493	197	24	semi	semi	ADJ
easat-11493	197	25	-	-	ADJ
easat-11493	197	26	structured	structured	ADJ
easat-11493	197	27	interviews	interview	NOUN
easat-11493	197	28	with	with	ADP
easat-11493	197	29	12	12	NUM
easat-11493	197	30	senior	senior	ADJ
easat-11493	197	31	management	management	NOUN
easat-11493	197	32	and	and	CCONJ
easat-11493	197	33	technical	technical	ADJ
easat-11493	197	34	leaders	leader	NOUN
easat-11493	197	35	across	across	ADP
easat-11493	197	36	government	government	NOUN
easat-11493	197	37	,	,	PUNCT
easat-11493	197	38	banking	banking	NOUN
easat-11493	197	39	,	,	PUNCT
easat-11493	197	40	and	and	CCONJ
easat-11493	197	41	private	private	ADJ
easat-11493	197	42	sectors	sector	NOUN
easat-11493	197	43	revealed	reveal	VERB
easat-11493	197	44	several	several	ADJ
easat-11493	197	45	key	key	ADJ
easat-11493	197	46	organizational	organizational	ADJ
easat-11493	197	47	challenges	challenge	NOUN
easat-11493	197	48	.	.	PUNCT
easat-11493	198	1	most	most	ADV
easat-11493	198	2	importantly	importantly	ADV
easat-11493	198	3	,	,	PUNCT
easat-11493	198	4	the	the	DET
easat-11493	198	5	lack	lack	NOUN
easat-11493	198	6	of	of	ADP
easat-11493	198	7	a	a	DET
easat-11493	198	8	clear	clear	ADJ
easat-11493	198	9	governance	governance	NOUN
easat-11493	198	10	framework	framework	NOUN
easat-11493	198	11	and	and	CCONJ
easat-11493	198	12	limited	limited	ADJ
easat-11493	198	13	executive	executive	ADJ
easat-11493	198	14	support	support	NOUN
easat-11493	198	15	for	for	ADP
easat-11493	198	16	ai	ai	NOUN
easat-11493	198	17	strategies	strategy	NOUN
easat-11493	198	18	were	be	AUX
easat-11493	198	19	major	major	ADJ
easat-11493	198	20	obstacles	obstacle	NOUN
easat-11493	198	21	.	.	PUNCT
easat-11493	199	1	this	this	DET
easat-11493	199	2	organizational	organizational	ADJ
easat-11493	199	3	gap	gap	NOUN
easat-11493	199	4	often	often	ADV
easat-11493	199	5	leads	lead	VERB
easat-11493	199	6	to	to	ADP
easat-11493	199	7	internal	internal	ADJ
easat-11493	199	8	resistance	resistance	NOUN
easat-11493	199	9	to	to	PART
easat-11493	199	10	change	change	VERB
easat-11493	199	11	and	and	CCONJ
easat-11493	199	12	hinders	hinder	VERB
easat-11493	199	13	the	the	DET
easat-11493	199	14	integration	integration	NOUN
easat-11493	199	15	of	of	ADP
easat-11493	199	16	llms	llm	NOUN
easat-11493	199	17	with	with	ADP
easat-11493	199	18	traditional	traditional	ADJ
easat-11493	199	19	operational	operational	ADJ
easat-11493	199	20	workflows	workflow	NOUN
easat-11493	199	21	,	,	PUNCT
easat-11493	199	22	particularly	particularly	ADV
easat-11493	199	23	in	in	ADP
easat-11493	199	24	organizations	organization	NOUN
easat-11493	199	25	with	with	ADP
easat-11493	199	26	rigid	rigid	ADJ
easat-11493	199	27	bureaucratic	bureaucratic	ADJ
easat-11493	199	28	cultures	culture	NOUN
easat-11493	199	29	.	.	PUNCT
easat-11493	200	1	one	one	NUM
easat-11493	200	2	participant	participant	NOUN
easat-11493	200	3	noted	note	VERB
easat-11493	200	4	that	that	SCONJ
easat-11493	200	5	“	"	PUNCT
easat-11493	200	6	leadership	leadership	NOUN
easat-11493	200	7	perceives	perceive	VERB
easat-11493	200	8	ai	ai	VERB
easat-11493	200	9	as	as	ADP
easat-11493	200	10	a	a	DET
easat-11493	200	11	technical	technical	ADJ
easat-11493	200	12	initiative	initiative	NOUN
easat-11493	200	13	,	,	PUNCT
easat-11493	200	14	not	not	PART
easat-11493	200	15	a	a	DET
easat-11493	200	16	comprehensive	comprehensive	ADJ
easat-11493	200	17	organizational	organizational	ADJ
easat-11493	200	18	transformation	transformation	NOUN
easat-11493	200	19	,	,	PUNCT
easat-11493	200	20	”	"	PUNCT
easat-11493	200	21	highlighting	highlight	VERB
easat-11493	200	22	a	a	DET
easat-11493	200	23	widespread	widespread	ADJ
easat-11493	200	24	lack	lack	NOUN
easat-11493	200	25	of	of	ADP
easat-11493	200	26	strategic	strategic	ADJ
easat-11493	200	27	vision	vision	NOUN
easat-11493	200	28	.	.	PUNCT
easat-11493	201	1	additionally	additionally	ADV
easat-11493	201	2	,	,	PUNCT
easat-11493	201	3	the	the	DET
easat-11493	201	4	interviews	interview	NOUN
easat-11493	201	5	underscored	underscore	VERB
easat-11493	201	6	a	a	DET
easat-11493	201	7	significant	significant	ADJ
easat-11493	201	8	need	need	NOUN
easat-11493	201	9	for	for	ADP
easat-11493	201	10	developing	develop	VERB
easat-11493	201	11	a	a	DET
easat-11493	201	12	digital	digital	ADJ
easat-11493	201	13	culture	culture	NOUN
easat-11493	201	14	and	and	CCONJ
easat-11493	201	15	upskilling	upskilling	NOUN
easat-11493	201	16	,	,	PUNCT
easat-11493	201	17	particularly	particularly	ADV
easat-11493	201	18	in	in	ADP
easat-11493	201	19	prompt	prompt	ADJ
easat-11493	201	20	engineering	engineering	NOUN
easat-11493	201	21	.	.	PUNCT
easat-11493	202	1	the	the	DET
easat-11493	202	2	scarcity	scarcity	NOUN
easat-11493	202	3	of	of	ADP
easat-11493	202	4	technical	technical	ADJ
easat-11493	202	5	expertise	expertise	NOUN
easat-11493	202	6	and	and	CCONJ
easat-11493	202	7	disorganized	disorganized	ADJ
easat-11493	202	8	internal	internal	ADJ
easat-11493	202	9	policies	policy	NOUN
easat-11493	202	10	were	be	AUX
easat-11493	202	11	frequently	frequently	ADV
easat-11493	202	12	cited	cite	VERB
easat-11493	202	13	as	as	ADP
easat-11493	202	14	barriers	barrier	NOUN
easat-11493	202	15	to	to	ADP
easat-11493	202	16	effective	effective	ADJ
easat-11493	202	17	deployment	deployment	NOUN
easat-11493	202	18	,	,	PUNCT
easat-11493	202	19	especially	especially	ADV
easat-11493	202	20	in	in	ADP
easat-11493	202	21	highly	highly	ADV
easat-11493	202	22	regulated	regulated	ADJ
easat-11493	202	23	sectors	sector	NOUN
easat-11493	202	24	like	like	ADP
easat-11493	202	25	government	government	NOUN
easat-11493	202	26	and	and	CCONJ
easat-11493	202	27	finance	finance	NOUN
easat-11493	202	28	.	.	PUNCT
easat-11493	203	1	thematic	thematic	ADJ
easat-11493	203	2	analysis	analysis	NOUN
easat-11493	203	3	of	of	ADP
easat-11493	203	4	six	six	NUM
easat-11493	203	5	official	official	ADJ
easat-11493	203	6	institutional	institutional	ADJ
easat-11493	203	7	documents	document	NOUN
easat-11493	203	8	further	far	ADV
easat-11493	203	9	corroborated	corroborate	VERB
easat-11493	203	10	these	these	DET
easat-11493	203	11	findings	finding	NOUN
easat-11493	203	12	.	.	PUNCT
easat-11493	204	1	organizations	organization	NOUN
easat-11493	204	2	with	with	ADP
easat-11493	204	3	well	well	ADV
easat-11493	204	4	-	-	PUNCT
easat-11493	204	5	defined	define	VERB
easat-11493	204	6	data	datum	NOUN
easat-11493	204	7	governance	governance	NOUN
easat-11493	204	8	mechanisms	mechanism	NOUN
easat-11493	204	9	and	and	CCONJ
easat-11493	204	10	collaborative	collaborative	ADJ
easat-11493	204	11	decision	decision	NOUN
easat-11493	204	12	-	-	PUNCT
easat-11493	204	13	making	make	VERB
easat-11493	204	14	structures	structure	NOUN
easat-11493	204	15	reported	report	VERB
easat-11493	204	16	higher	high	ADJ
easat-11493	204	17	levels	level	NOUN
easat-11493	204	18	of	of	ADP
easat-11493	204	19	institutional	institutional	ADJ
easat-11493	204	20	performance	performance	NOUN
easat-11493	204	21	.	.	PUNCT
easat-11493	205	1	they	they	PRON
easat-11493	205	2	demonstrated	demonstrate	VERB
easat-11493	205	3	greater	great	ADJ
easat-11493	205	4	sustainability	sustainability	NOUN
easat-11493	205	5	in	in	ADP
easat-11493	205	6	their	their	PRON
easat-11493	205	7	adoption	adoption	NOUN
easat-11493	205	8	of	of	ADP
easat-11493	205	9	llms	llm	NOUN
easat-11493	205	10	,	,	PUNCT
easat-11493	205	11	compared	compare	VERB
easat-11493	205	12	to	to	ADP
easat-11493	205	13	those	those	PRON
easat-11493	205	14	lacking	lack	VERB
easat-11493	205	15	such	such	ADJ
easat-11493	205	16	organizational	organizational	ADJ
easat-11493	205	17	clarity	clarity	NOUN
easat-11493	205	18	and	and	CCONJ
easat-11493	205	19	accountability	accountability	NOUN
easat-11493	205	20	.	.	PUNCT
easat-11493	206	1	overall	overall	ADV
easat-11493	206	2	,	,	PUNCT
easat-11493	206	3	the	the	DET
easat-11493	206	4	qualitative	qualitative	ADJ
easat-11493	206	5	findings	finding	NOUN
easat-11493	206	6	highlight	highlight	VERB
easat-11493	206	7	that	that	SCONJ
easat-11493	206	8	the	the	DET
easat-11493	206	9	successful	successful	ADJ
easat-11493	206	10	adoption	adoption	NOUN
easat-11493	206	11	of	of	ADP
easat-11493	206	12	llms	llm	NOUN
easat-11493	206	13	is	be	AUX
easat-11493	206	14	not	not	PART
easat-11493	206	15	just	just	ADV
easat-11493	206	16	a	a	DET
easat-11493	206	17	technical	technical	ADJ
easat-11493	206	18	task	task	NOUN
easat-11493	206	19	but	but	CCONJ
easat-11493	206	20	also	also	ADV
easat-11493	206	21	involves	involve	VERB
easat-11493	206	22	adaptable	adaptable	ADJ
easat-11493	206	23	administrative	administrative	ADJ
easat-11493	206	24	actions	action	NOUN
easat-11493	206	25	,	,	PUNCT
easat-11493	206	26	establishing	establish	VERB
easat-11493	206	27	dedicated	dedicate	VERB
easat-11493	206	28	ai	ai	NOUN
easat-11493	206	29	governance	governance	NOUN
easat-11493	206	30	units	unit	NOUN
easat-11493	206	31	,	,	PUNCT
easat-11493	206	32	and	and	CCONJ
easat-11493	206	33	creating	create	VERB
easat-11493	206	34	specialized	specialized	ADJ
easat-11493	206	35	training	training	NOUN
easat-11493	206	36	programs	program	NOUN
easat-11493	206	37	at	at	ADP
easat-11493	206	38	all	all	DET
easat-11493	206	39	organizational	organizational	ADJ
easat-11493	206	40	levels	level	NOUN
easat-11493	206	41	.	.	PUNCT
easat-11493	207	1	these	these	DET
easat-11493	207	2	steps	step	NOUN
easat-11493	207	3	collectively	collectively	ADV
easat-11493	207	4	enhance	enhance	VERB
easat-11493	207	5	institutional	institutional	ADJ
easat-11493	207	6	readiness	readiness	NOUN
easat-11493	207	7	and	and	CCONJ
easat-11493	207	8	reduce	reduce	VERB
easat-11493	207	9	organizational	organizational	ADJ
easat-11493	207	10	resistance	resistance	NOUN
easat-11493	207	11	,	,	PUNCT
easat-11493	207	12	aligning	align	VERB
easat-11493	207	13	with	with	ADP
easat-11493	207	14	broader	broad	ADJ
easat-11493	207	15	concepts	concept	NOUN
easat-11493	207	16	of	of	ADP
easat-11493	207	17	digital	digital	ADJ
easat-11493	207	18	enablement	enablement	NOUN
easat-11493	207	19	and	and	CCONJ
easat-11493	207	20	organizational	organizational	ADJ
easat-11493	207	21	maturity	maturity	NOUN
easat-11493	207	22	in	in	ADP
easat-11493	207	23	the	the	DET
easat-11493	207	24	digital	digital	ADJ
easat-11493	207	25	transformation	transformation	NOUN
easat-11493	207	26	literature	literature	NOUN
easat-11493	207	27	.	.	PUNCT
easat-11493	208	1	5.2.1	5.2.1	X
easat-11493	208	2	.	.	X
easat-11493	208	3	one	one	NUM
easat-11493	208	4	-	-	PUNCT
easat-11493	208	5	way	way	NOUN
easat-11493	208	6	anova	anova	PROPN
easat-11493	208	7	:	:	PUNCT
easat-11493	208	8	the	the	DET
easat-11493	208	9	primary	primary	ADJ
easat-11493	208	10	objective	objective	NOUN
easat-11493	208	11	of	of	ADP
easat-11493	208	12	the	the	DET
easat-11493	208	13	one	one	NUM
easat-11493	208	14	-	-	PUNCT
easat-11493	208	15	way	way	NOUN
easat-11493	208	16	anova	anova	PROPN
easat-11493	208	17	analysis	analysis	NOUN
easat-11493	208	18	in	in	ADP
easat-11493	208	19	this	this	DET
easat-11493	208	20	study	study	NOUN
easat-11493	208	21	is	be	AUX
easat-11493	208	22	to	to	PART
easat-11493	208	23	determine	determine	VERB
easat-11493	208	24	how	how	SCONJ
easat-11493	208	25	the	the	DET
easat-11493	208	26	deployment	deployment	NOUN
easat-11493	208	27	environment	environment	NOUN
easat-11493	208	28	(	(	PUNCT
easat-11493	208	29	cloud	cloud	NOUN
easat-11493	208	30	-	-	PUNCT
easat-11493	208	31	based	base	VERB
easat-11493	208	32	versus	versus	ADP
easat-11493	208	33	on	on	ADP
easat-11493	208	34	-	-	PUNCT
easat-11493	208	35	premises	premise	NOUN
easat-11493	208	36	)	)	PUNCT
easat-11493	208	37	affects	affect	VERB
easat-11493	208	38	four	four	NUM
easat-11493	208	39	key	key	ADJ
easat-11493	208	40	variables	variable	NOUN
easat-11493	208	41	:	:	PUNCT
easat-11493	208	42	technical	technical	ADJ
easat-11493	208	43	69	69	NUM
easat-11493	208	44	edelweiss	edelweiss	PROPN
easat-11493	208	45	applied	apply	VERB
easat-11493	208	46	science	science	NOUN
easat-11493	208	47	and	and	CCONJ
easat-11493	208	48	technology	technology	NOUN
easat-11493	208	49	issn	issn	PROPN
easat-11493	208	50	:	:	PUNCT
easat-11493	208	51	2576	2576	NUM
easat-11493	208	52	-	-	SYM
easat-11493	208	53	8484	8484	NUM
easat-11493	208	54	vol	vol	NOUN
easat-11493	208	55	.	.	PROPN
easat-11493	209	1	10	10	NUM
easat-11493	209	2	,	,	PUNCT
easat-11493	209	3	no	no	INTJ
easat-11493	209	4	.	.	NOUN
easat-11493	209	5	1	1	NUM
easat-11493	209	6	:	:	SYM
easat-11493	209	7	60	60	NUM
easat-11493	209	8	-	-	SYM
easat-11493	209	9	76	76	NUM
easat-11493	209	10	,	,	PUNCT
easat-11493	209	11	2026	2026	NUM
easat-11493	209	12	doi	doi	NOUN
easat-11493	209	13	:	:	PUNCT
easat-11493	209	14	10.55214/2576	10.55214/2576	NUM
easat-11493	209	15	-	-	PUNCT
easat-11493	209	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	210	1	©	©	PROPN
easat-11493	210	2	2026	2026	NUM
easat-11493	210	3	by	by	ADP
easat-11493	210	4	the	the	DET
easat-11493	210	5	author	author	NOUN
easat-11493	210	6	;	;	PUNCT
easat-11493	210	7	licensee	licensee	PROPN
easat-11493	210	8	learning	learn	VERB
easat-11493	210	9	gate	gate	NOUN
easat-11493	210	10	challenges	challenge	NOUN
easat-11493	210	11	,	,	PUNCT
easat-11493	210	12	organizational	organizational	ADJ
easat-11493	210	13	challenges	challenge	NOUN
easat-11493	210	14	,	,	PUNCT
easat-11493	210	15	institutional	institutional	ADJ
easat-11493	210	16	performance	performance	NOUN
easat-11493	210	17	,	,	PUNCT
easat-11493	210	18	and	and	CCONJ
easat-11493	210	19	future	future	ADJ
easat-11493	210	20	recommendations	recommendation	NOUN
easat-11493	210	21	.	.	PUNCT
easat-11493	211	1	the	the	DET
easat-11493	211	2	results	result	NOUN
easat-11493	211	3	reveal	reveal	VERB
easat-11493	211	4	clear	clear	ADJ
easat-11493	211	5	patterns	pattern	NOUN
easat-11493	211	6	and	and	CCONJ
easat-11493	211	7	support	support	VERB
easat-11493	211	8	the	the	DET
easat-11493	211	9	study	study	NOUN
easat-11493	211	10	's	's	PART
easat-11493	211	11	primary	primary	ADJ
easat-11493	211	12	hypotheses	hypothesis	NOUN
easat-11493	211	13	regarding	regard	VERB
easat-11493	211	14	the	the	DET
easat-11493	211	15	differences	difference	NOUN
easat-11493	211	16	between	between	ADP
easat-11493	211	17	technical	technical	ADJ
easat-11493	211	18	and	and	CCONJ
easat-11493	211	19	organizational	organizational	ADJ
easat-11493	211	20	aspects	aspect	NOUN
easat-11493	211	21	.	.	PUNCT
easat-11493	212	1	•	•	NUM
easat-11493	212	2	technical	technical	ADJ
easat-11493	212	3	challenges	challenge	NOUN
easat-11493	212	4	:	:	PUNCT
easat-11493	212	5	significant	significant	ADJ
easat-11493	212	6	variance	variance	NOUN
easat-11493	212	7	attributed	attribute	VERB
easat-11493	212	8	to	to	ADP
easat-11493	212	9	infrastructure	infrastructure	NOUN
easat-11493	212	10	(	(	PUNCT
easat-11493	212	11	f	f	X
easat-11493	212	12	=	=	SYM
easat-11493	212	13	10.36	10.36	NUM
easat-11493	212	14	,	,	PUNCT
easat-11493	212	15	p	p	X
easat-11493	212	16	<	<	X
easat-11493	212	17	0.001	0.001	NUM
easat-11493	212	18	)	)	PUNCT
easat-11493	212	19	the	the	DET
easat-11493	212	20	extremely	extremely	ADV
easat-11493	212	21	low	low	ADJ
easat-11493	212	22	p	p	NOUN
easat-11493	212	23	-	-	PUNCT
easat-11493	212	24	value	value	NOUN
easat-11493	212	25	(	(	PUNCT
easat-11493	212	26	0.000043	0.000043	NOUN
easat-11493	212	27	)	)	PUNCT
easat-11493	212	28	indicates	indicate	VERB
easat-11493	212	29	a	a	DET
easat-11493	212	30	highly	highly	ADV
easat-11493	212	31	significant	significant	ADJ
easat-11493	212	32	statistical	statistical	ADJ
easat-11493	212	33	difference	difference	NOUN
easat-11493	212	34	between	between	ADP
easat-11493	212	35	the	the	DET
easat-11493	212	36	two	two	NUM
easat-11493	212	37	deployment	deployment	ADJ
easat-11493	212	38	environments	environment	NOUN
easat-11493	212	39	,	,	PUNCT
easat-11493	212	40	confidently	confidently	ADV
easat-11493	212	41	rejecting	reject	VERB
easat-11493	212	42	the	the	DET
easat-11493	212	43	null	null	ADJ
easat-11493	212	44	hypothesis	hypothesis	NOUN
easat-11493	212	45	(	(	PUNCT
easat-11493	212	46	no	no	DET
easat-11493	212	47	difference	difference	NOUN
easat-11493	212	48	)	)	PUNCT
easat-11493	212	49	with	with	ADP
easat-11493	212	50	over	over	ADP
easat-11493	212	51	99.9	99.9	NUM
easat-11493	212	52	%	%	NOUN
easat-11493	212	53	confidence	confidence	NOUN
easat-11493	212	54	.	.	PUNCT
easat-11493	213	1	the	the	DET
easat-11493	213	2	high	high	ADJ
easat-11493	213	3	f	f	NOUN
easat-11493	213	4	-	-	PUNCT
easat-11493	213	5	value	value	NOUN
easat-11493	213	6	(	(	PUNCT
easat-11493	213	7	10.36	10.36	NUM
easat-11493	213	8	)	)	PUNCT
easat-11493	213	9	suggests	suggest	VERB
easat-11493	213	10	that	that	SCONJ
easat-11493	213	11	the	the	DET
easat-11493	213	12	variance	variance	NOUN
easat-11493	213	13	between	between	ADP
easat-11493	213	14	groups	group	NOUN
easat-11493	213	15	(	(	PUNCT
easat-11493	213	16	cloud	cloud	NOUN
easat-11493	213	17	vs.	vs.	ADP
easat-11493	213	18	on	on	ADP
easat-11493	213	19	-	-	PUNCT
easat-11493	213	20	premises	premise	NOUN
easat-11493	213	21	)	)	PUNCT
easat-11493	213	22	is	be	AUX
easat-11493	213	23	significantly	significantly	ADV
easat-11493	213	24	greater	great	ADJ
easat-11493	213	25	than	than	ADP
easat-11493	213	26	the	the	DET
easat-11493	213	27	variance	variance	NOUN
easat-11493	213	28	within	within	ADP
easat-11493	213	29	groups	group	NOUN
easat-11493	213	30	,	,	PUNCT
easat-11493	213	31	indicating	indicate	VERB
easat-11493	213	32	a	a	DET
easat-11493	213	33	strong	strong	ADJ
easat-11493	213	34	effect	effect	NOUN
easat-11493	213	35	.	.	PUNCT
easat-11493	214	1	this	this	DET
easat-11493	214	2	finding	finding	NOUN
easat-11493	214	3	supports	support	VERB
easat-11493	214	4	the	the	DET
easat-11493	214	5	technical	technical	ADJ
easat-11493	214	6	-	-	PUNCT
easat-11493	214	7	organizational	organizational	ADJ
easat-11493	214	8	differentiation	differentiation	NOUN
easat-11493	214	9	theory	theory	NOUN
easat-11493	214	10	,	,	PUNCT
easat-11493	214	11	which	which	PRON
easat-11493	214	12	suggests	suggest	VERB
easat-11493	214	13	that	that	SCONJ
easat-11493	214	14	technical	technical	ADJ
easat-11493	214	15	factors	factor	NOUN
easat-11493	214	16	are	be	AUX
easat-11493	214	17	strongly	strongly	ADV
easat-11493	214	18	connected	connect	VERB
easat-11493	214	19	to	to	ADP
easat-11493	214	20	infrastructure	infrastructure	NOUN
easat-11493	214	21	and	and	CCONJ
easat-11493	214	22	the	the	DET
easat-11493	214	23	operational	operational	ADJ
easat-11493	214	24	environment	environment	NOUN
easat-11493	214	25	.	.	PUNCT
easat-11493	215	1	in	in	ADP
easat-11493	215	2	contrast	contrast	NOUN
easat-11493	215	3	,	,	PUNCT
easat-11493	215	4	organizational	organizational	ADJ
easat-11493	215	5	factors	factor	NOUN
easat-11493	215	6	are	be	AUX
easat-11493	215	7	more	more	ADV
easat-11493	215	8	closely	closely	ADV
easat-11493	215	9	related	relate	VERB
easat-11493	215	10	to	to	ADP
easat-11493	215	11	cultural	cultural	ADJ
easat-11493	215	12	and	and	CCONJ
easat-11493	215	13	managerial	managerial	ADJ
easat-11493	215	14	dynamics	dynamic	NOUN
easat-11493	215	15	.	.	PUNCT
easat-11493	216	1	in	in	ADP
easat-11493	216	2	cloud	cloud	NOUN
easat-11493	216	3	-	-	PUNCT
easat-11493	216	4	based	base	VERB
easat-11493	216	5	environments	environment	NOUN
easat-11493	216	6	,	,	PUNCT
easat-11493	216	7	technical	technical	ADJ
easat-11493	216	8	challenges	challenge	NOUN
easat-11493	216	9	usually	usually	ADV
easat-11493	216	10	revolve	revolve	VERB
easat-11493	216	11	around	around	ADP
easat-11493	216	12	cybersecurity	cybersecurity	NOUN
easat-11493	216	13	,	,	PUNCT
easat-11493	216	14	data	data	NOUN
easat-11493	216	15	privacy	privacy	NOUN
easat-11493	216	16	,	,	PUNCT
easat-11493	216	17	and	and	CCONJ
easat-11493	216	18	regulatory	regulatory	ADJ
easat-11493	216	19	compliance	compliance	NOUN
easat-11493	216	20	(	(	PUNCT
easat-11493	216	21	e.g.	e.g.	ADV
easat-11493	216	22	,	,	PUNCT
easat-11493	216	23	gdpr	gdpr	ADJ
easat-11493	216	24	or	or	CCONJ
easat-11493	216	25	local	local	ADJ
easat-11493	216	26	data	datum	NOUN
easat-11493	216	27	protection	protection	NOUN
easat-11493	216	28	laws	law	NOUN
easat-11493	216	29	)	)	PUNCT
easat-11493	216	30	.	.	PUNCT
easat-11493	217	1	organizations	organization	NOUN
easat-11493	217	2	often	often	ADV
easat-11493	217	3	lack	lack	VERB
easat-11493	217	4	complete	complete	ADJ
easat-11493	217	5	control	control	NOUN
easat-11493	217	6	over	over	ADP
easat-11493	217	7	data	datum	NOUN
easat-11493	217	8	storage	storage	NOUN
easat-11493	217	9	and	and	CCONJ
easat-11493	217	10	processing	processing	NOUN
easat-11493	217	11	,	,	PUNCT
easat-11493	217	12	which	which	PRON
easat-11493	217	13	increases	increase	VERB
easat-11493	217	14	the	the	DET
easat-11493	217	15	likelihood	likelihood	NOUN
easat-11493	217	16	of	of	ADP
easat-11493	217	17	data	data	NOUN
easat-11493	217	18	breaches	breach	NOUN
easat-11493	217	19	or	or	CCONJ
easat-11493	217	20	unauthorized	unauthorized	ADJ
easat-11493	217	21	access	access	NOUN
easat-11493	217	22	.	.	PUNCT
easat-11493	218	1	in	in	ADP
easat-11493	218	2	contrast	contrast	NOUN
easat-11493	218	3	,	,	PUNCT
easat-11493	218	4	on	on	ADP
easat-11493	218	5	-	-	PUNCT
easat-11493	218	6	premises	premise	NOUN
easat-11493	218	7	environments	environment	NOUN
easat-11493	218	8	face	face	VERB
easat-11493	218	9	challenges	challenge	NOUN
easat-11493	218	10	such	such	ADJ
easat-11493	218	11	as	as	ADP
easat-11493	218	12	limited	limited	ADJ
easat-11493	218	13	computational	computational	ADJ
easat-11493	218	14	resources	resource	NOUN
easat-11493	218	15	,	,	PUNCT
easat-11493	218	16	high	high	ADJ
easat-11493	218	17	capital	capital	NOUN
easat-11493	218	18	expenses	expense	NOUN
easat-11493	218	19	,	,	PUNCT
easat-11493	218	20	scalability	scalability	NOUN
easat-11493	218	21	issues	issue	NOUN
easat-11493	218	22	,	,	PUNCT
easat-11493	218	23	and	and	CCONJ
easat-11493	218	24	ongoing	ongoing	ADJ
easat-11493	218	25	maintenance	maintenance	NOUN
easat-11493	218	26	requirements	requirement	NOUN
easat-11493	218	27	.	.	PUNCT
easat-11493	219	1	here	here	ADV
easat-11493	219	2	,	,	PUNCT
easat-11493	219	3	the	the	DET
easat-11493	219	4	organization	organization	NOUN
easat-11493	219	5	assumes	assume	VERB
easat-11493	219	6	full	full	ADJ
easat-11493	219	7	responsibility	responsibility	NOUN
easat-11493	219	8	for	for	ADP
easat-11493	219	9	managing	manage	VERB
easat-11493	219	10	the	the	DET
easat-11493	219	11	infrastructure	infrastructure	NOUN
easat-11493	219	12	,	,	PUNCT
easat-11493	219	13	which	which	PRON
easat-11493	219	14	requires	require	VERB
easat-11493	219	15	specialized	specialized	ADJ
easat-11493	219	16	technical	technical	ADJ
easat-11493	219	17	teams	team	NOUN
easat-11493	219	18	and	and	CCONJ
easat-11493	219	19	continuous	continuous	ADJ
easat-11493	219	20	investment	investment	NOUN
easat-11493	219	21	.	.	PUNCT
easat-11493	220	1	therefore	therefore	ADV
easat-11493	220	2	,	,	PUNCT
easat-11493	220	3	the	the	DET
easat-11493	220	4	technical	technical	ADJ
easat-11493	220	5	environment	environment	NOUN
easat-11493	220	6	is	be	AUX
easat-11493	220	7	not	not	PART
easat-11493	220	8	just	just	ADV
easat-11493	220	9	a	a	DET
easat-11493	220	10	neutral	neutral	ADJ
easat-11493	220	11	background	background	NOUN
easat-11493	220	12	;	;	PUNCT
easat-11493	220	13	it	it	PRON
easat-11493	220	14	actively	actively	ADV
easat-11493	220	15	influences	influence	VERB
easat-11493	220	16	the	the	DET
easat-11493	220	17	challenges	challenge	NOUN
easat-11493	220	18	that	that	PRON
easat-11493	220	19	institutions	institution	NOUN
easat-11493	220	20	face	face	VERB
easat-11493	220	21	.	.	PUNCT
easat-11493	221	1	this	this	DET
easat-11493	221	2	highlights	highlight	VERB
easat-11493	221	3	the	the	DET
easat-11493	221	4	strategic	strategic	ADJ
easat-11493	221	5	nature	nature	NOUN
easat-11493	221	6	of	of	ADP
easat-11493	221	7	deployment	deployment	NOUN
easat-11493	221	8	decisions	decision	NOUN
easat-11493	221	9	,	,	PUNCT
easat-11493	221	10	which	which	PRON
easat-11493	221	11	are	be	AUX
easat-11493	221	12	not	not	PART
easat-11493	221	13	solely	solely	ADV
easat-11493	221	14	technical	technical	ADJ
easat-11493	221	15	but	but	CCONJ
easat-11493	221	16	also	also	ADV
easat-11493	221	17	driven	drive	VERB
easat-11493	221	18	by	by	ADP
easat-11493	221	19	investments	investment	NOUN
easat-11493	221	20	balancing	balance	VERB
easat-11493	221	21	priorities	priority	NOUN
easat-11493	221	22	between	between	ADP
easat-11493	221	23	infrastructure	infrastructure	NOUN
easat-11493	221	24	control	control	NOUN
easat-11493	221	25	and	and	CCONJ
easat-11493	221	26	security	security	NOUN
easat-11493	221	27	assurance	assurance	NOUN
easat-11493	221	28	.	.	PUNCT
easat-11493	222	1	•	•	NUM
easat-11493	222	2	organizational	organizational	ADJ
easat-11493	222	3	challenges	challenge	NOUN
easat-11493	222	4	:	:	PUNCT
easat-11493	222	5	no	no	DET
easat-11493	222	6	statistically	statistically	ADV
easat-11493	222	7	significant	significant	ADJ
easat-11493	222	8	differences	difference	NOUN
easat-11493	222	9	(	(	PUNCT
easat-11493	222	10	f	f	NOUN
easat-11493	222	11	=	=	SYM
easat-11493	222	12	1.58	1.58	NUM
easat-11493	222	13	,	,	PUNCT
easat-11493	222	14	p	p	NOUN
easat-11493	222	15	=	=	NOUN
easat-11493	222	16	0.209	0.209	NUM
easat-11493	222	17	)	)	PUNCT
easat-11493	222	18	.	.	PUNCT
easat-11493	223	1	the	the	DET
easat-11493	223	2	pvalue	pvalue	NOUN
easat-11493	223	3	(	(	PUNCT
easat-11493	223	4	0.209	0.209	NUM
easat-11493	223	5	)	)	PUNCT
easat-11493	223	6	is	be	AUX
easat-11493	223	7	above	above	ADP
easat-11493	223	8	the	the	DET
easat-11493	223	9	0.05	0.05	NUM
easat-11493	223	10	threshold	threshold	NOUN
easat-11493	223	11	,	,	PUNCT
easat-11493	223	12	indicating	indicate	VERB
easat-11493	223	13	that	that	SCONJ
easat-11493	223	14	there	there	PRON
easat-11493	223	15	are	be	VERB
easat-11493	223	16	no	no	DET
easat-11493	223	17	statistically	statistically	ADV
easat-11493	223	18	significant	significant	ADJ
easat-11493	223	19	differences	difference	NOUN
easat-11493	223	20	between	between	ADP
easat-11493	223	21	the	the	DET
easat-11493	223	22	two	two	NUM
easat-11493	223	23	environments	environment	NOUN
easat-11493	223	24	regarding	regard	VERB
easat-11493	223	25	organizational	organizational	ADJ
easat-11493	223	26	challenges	challenge	NOUN
easat-11493	223	27	.	.	PUNCT
easat-11493	224	1	issues	issue	NOUN
easat-11493	224	2	such	such	ADJ
easat-11493	224	3	as	as	ADP
easat-11493	224	4	resistance	resistance	NOUN
easat-11493	224	5	to	to	PART
easat-11493	224	6	change	change	VERB
easat-11493	224	7	,	,	PUNCT
easat-11493	224	8	weak	weak	ADJ
easat-11493	224	9	governance	governance	NOUN
easat-11493	224	10	,	,	PUNCT
easat-11493	224	11	and	and	CCONJ
easat-11493	224	12	policy	policy	NOUN
easat-11493	224	13	ambiguity	ambiguity	NOUN
easat-11493	224	14	appear	appear	VERB
easat-11493	224	15	to	to	PART
easat-11493	224	16	be	be	AUX
easat-11493	224	17	unrelated	unrelated	ADJ
easat-11493	224	18	to	to	ADP
easat-11493	224	19	whether	whether	SCONJ
easat-11493	224	20	the	the	DET
easat-11493	224	21	system	system	NOUN
easat-11493	224	22	is	be	AUX
easat-11493	224	23	cloud	cloud	NOUN
easat-11493	224	24	-	-	PUNCT
easat-11493	224	25	based	base	VERB
easat-11493	224	26	or	or	CCONJ
easat-11493	224	27	on	on	ADP
easat-11493	224	28	-	-	PUNCT
easat-11493	224	29	premises	premise	NOUN
easat-11493	224	30	.	.	PUNCT
easat-11493	225	1	this	this	DET
easat-11493	225	2	result	result	NOUN
easat-11493	225	3	aligns	align	VERB
easat-11493	225	4	with	with	ADP
easat-11493	225	5	socio	socio	NOUN
easat-11493	225	6	-	-	PUNCT
easat-11493	225	7	technical	technical	ADJ
easat-11493	225	8	systems	system	NOUN
easat-11493	225	9	theory	theory	NOUN
easat-11493	225	10	,	,	PUNCT
easat-11493	225	11	which	which	PRON
easat-11493	225	12	posits	posit	VERB
easat-11493	225	13	that	that	SCONJ
easat-11493	225	14	organizational	organizational	ADJ
easat-11493	225	15	and	and	CCONJ
easat-11493	225	16	cultural	cultural	ADJ
easat-11493	225	17	challenges	challenge	NOUN
easat-11493	225	18	are	be	AUX
easat-11493	225	19	“	"	PUNCT
easat-11493	225	20	context	context	ADJ
easat-11493	225	21	-	-	PUNCT
easat-11493	225	22	transcendent	transcendent	NOUN
easat-11493	225	23	factors	factor	NOUN
easat-11493	225	24	”	"	PUNCT
easat-11493	225	25	that	that	PRON
easat-11493	225	26	arise	arise	VERB
easat-11493	225	27	internally	internally	ADV
easat-11493	225	28	within	within	ADP
easat-11493	225	29	institutions	institution	NOUN
easat-11493	225	30	,	,	PUNCT
easat-11493	225	31	regardless	regardless	ADV
easat-11493	225	32	of	of	ADP
easat-11493	225	33	the	the	DET
easat-11493	225	34	technological	technological	ADJ
easat-11493	225	35	environment	environment	NOUN
easat-11493	225	36	.	.	PUNCT
easat-11493	226	1	whether	whether	SCONJ
easat-11493	226	2	llms	llm	NOUN
easat-11493	226	3	are	be	AUX
easat-11493	226	4	deployed	deploy	VERB
easat-11493	226	5	in	in	ADP
easat-11493	226	6	the	the	DET
easat-11493	226	7	cloud	cloud	NOUN
easat-11493	226	8	or	or	CCONJ
easat-11493	226	9	on	on	ADP
easat-11493	226	10	local	local	ADJ
easat-11493	226	11	servers	server	NOUN
easat-11493	226	12	,	,	PUNCT
easat-11493	226	13	the	the	DET
easat-11493	226	14	true	true	ADJ
easat-11493	226	15	challenge	challenge	NOUN
easat-11493	226	16	lies	lie	VERB
easat-11493	226	17	in	in	ADP
easat-11493	226	18	:	:	PUNCT
easat-11493	226	19	•	•	ADJ
easat-11493	226	20	executive	executive	ADJ
easat-11493	226	21	leadership	leadership	NOUN
easat-11493	226	22	support	support	NOUN
easat-11493	226	23	,	,	PUNCT
easat-11493	226	24	•	•	NUM
easat-11493	226	25	clear	clear	ADJ
easat-11493	226	26	institutional	institutional	ADJ
easat-11493	226	27	policies	policy	NOUN
easat-11493	226	28	on	on	ADP
easat-11493	226	29	ai	ai	PRON
easat-11493	226	30	usage	usage	NOUN
easat-11493	226	31	,	,	PUNCT
easat-11493	226	32	•	•	ADP
easat-11493	226	33	organizational	organizational	ADJ
easat-11493	226	34	culture	culture	NOUN
easat-11493	226	35	of	of	ADP
easat-11493	226	36	innovation	innovation	NOUN
easat-11493	226	37	and	and	CCONJ
easat-11493	226	38	acceptance	acceptance	NOUN
easat-11493	226	39	,	,	PUNCT
easat-11493	226	40	and	and	CCONJ
easat-11493	226	41	•	•	NOUN
easat-11493	226	42	governance	governance	NOUN
easat-11493	226	43	and	and	CCONJ
easat-11493	226	44	accountability	accountability	NOUN
easat-11493	226	45	mechanisms	mechanism	NOUN
easat-11493	226	46	.	.	PUNCT
easat-11493	227	1	organizational	organizational	ADJ
easat-11493	227	2	challenges	challenge	NOUN
easat-11493	227	3	are	be	AUX
easat-11493	227	4	mainly	mainly	ADV
easat-11493	227	5	"	"	PUNCT
easat-11493	227	6	human	human	ADJ
easat-11493	227	7	and	and	CCONJ
easat-11493	227	8	managerial	managerial	ADJ
easat-11493	227	9	"	"	PUNCT
easat-11493	227	10	in	in	ADP
easat-11493	227	11	nature	nature	NOUN
easat-11493	227	12	,	,	PUNCT
easat-11493	227	13	and	and	CCONJ
easat-11493	227	14	solving	solve	VERB
easat-11493	227	15	them	they	PRON
easat-11493	227	16	requires	require	VERB
easat-11493	227	17	broad	broad	ADJ
easat-11493	227	18	,	,	PUNCT
easat-11493	227	19	context	context	NOUN
easat-11493	227	20	-	-	PUNCT
easat-11493	227	21	neutral	neutral	ADJ
easat-11493	227	22	actions	action	NOUN
easat-11493	227	23	,	,	PUNCT
easat-11493	227	24	such	such	ADJ
easat-11493	227	25	as	as	ADP
easat-11493	227	26	awareness	awareness	NOUN
easat-11493	227	27	programs	program	NOUN
easat-11493	227	28	,	,	PUNCT
easat-11493	227	29	leadership	leadership	NOUN
easat-11493	227	30	training	training	NOUN
easat-11493	227	31	,	,	PUNCT
easat-11493	227	32	and	and	CCONJ
easat-11493	227	33	governance	governance	NOUN
easat-11493	227	34	frameworks	framework	NOUN
easat-11493	227	35	,	,	PUNCT
easat-11493	227	36	rather	rather	ADV
easat-11493	227	37	than	than	ADP
easat-11493	227	38	changes	change	NOUN
easat-11493	227	39	to	to	ADP
easat-11493	227	40	the	the	DET
easat-11493	227	41	technical	technical	ADJ
easat-11493	227	42	infrastructure	infrastructure	NOUN
easat-11493	227	43	.	.	PUNCT
easat-11493	228	1	•	•	NUM
easat-11493	228	2	institutional	institutional	ADJ
easat-11493	228	3	performance	performance	NOUN
easat-11493	228	4	:	:	PUNCT
easat-11493	228	5	significant	significant	ADJ
easat-11493	228	6	impact	impact	NOUN
easat-11493	228	7	of	of	ADP
easat-11493	228	8	deployment	deployment	NOUN
easat-11493	228	9	environment	environment	NOUN
easat-11493	228	10	(	(	PUNCT
easat-11493	228	11	f	f	NOUN
easat-11493	228	12	=	=	SYM
easat-11493	228	13	7.61	7.61	NUM
easat-11493	228	14	,	,	PUNCT
easat-11493	228	15	p	p	X
easat-11493	228	16	=	=	NOUN
easat-11493	228	17	0.00058	0.00058	NUM
easat-11493	228	18	)	)	PUNCT
easat-11493	228	19	a	a	DET
easat-11493	228	20	p	p	NOUN
easat-11493	228	21	-	-	PUNCT
easat-11493	228	22	value	value	NOUN
easat-11493	228	23	of	of	ADP
easat-11493	228	24	less	less	ADJ
easat-11493	228	25	than	than	ADP
easat-11493	228	26	0.01	0.01	NUM
easat-11493	228	27	confirms	confirm	VERB
easat-11493	228	28	a	a	DET
easat-11493	228	29	significant	significant	ADJ
easat-11493	228	30	effect	effect	NOUN
easat-11493	228	31	of	of	ADP
easat-11493	228	32	the	the	DET
easat-11493	228	33	deployment	deployment	NOUN
easat-11493	228	34	environment	environment	NOUN
easat-11493	228	35	on	on	ADP
easat-11493	228	36	institutional	institutional	ADJ
easat-11493	228	37	performance	performance	NOUN
easat-11493	228	38	,	,	PUNCT
easat-11493	228	39	supporting	support	VERB
easat-11493	228	40	the	the	DET
easat-11493	228	41	study	study	NOUN
easat-11493	228	42	's	's	PART
easat-11493	228	43	hypothesis	hypothesis	NOUN
easat-11493	228	44	that	that	SCONJ
easat-11493	228	45	technological	technological	ADJ
easat-11493	228	46	infrastructure	infrastructure	NOUN
easat-11493	228	47	influences	influence	VERB
easat-11493	228	48	the	the	DET
easat-11493	228	49	effectiveness	effectiveness	NOUN
easat-11493	228	50	of	of	ADP
easat-11493	228	51	llm	llm	PROPN
easat-11493	228	52	utilization	utilization	NOUN
easat-11493	228	53	.	.	PUNCT
easat-11493	229	1	although	although	SCONJ
easat-11493	229	2	the	the	DET
easat-11493	229	3	analysis	analysis	NOUN
easat-11493	229	4	does	do	AUX
easat-11493	229	5	not	not	PART
easat-11493	229	6	explicitly	explicitly	ADV
easat-11493	229	7	identify	identify	VERB
easat-11493	229	8	which	which	DET
easat-11493	229	9	environment	environment	NOUN
easat-11493	229	10	performs	perform	VERB
easat-11493	229	11	better	well	ADV
easat-11493	229	12	(	(	PUNCT
easat-11493	229	13	a	a	DET
easat-11493	229	14	point	point	NOUN
easat-11493	229	15	that	that	PRON
easat-11493	229	16	should	should	AUX
easat-11493	229	17	be	be	AUX
easat-11493	229	18	clarified	clarify	VERB
easat-11493	229	19	through	through	ADP
easat-11493	229	20	regression	regression	NOUN
easat-11493	229	21	analysis	analysis	NOUN
easat-11493	229	22	)	)	PUNCT
easat-11493	229	23	,	,	PUNCT
easat-11493	229	24	logical	logical	ADJ
easat-11493	229	25	interpretation	interpretation	NOUN
easat-11493	229	26	indicates	indicate	VERB
easat-11493	229	27	the	the	DET
easat-11493	229	28	following	follow	VERB
easat-11493	229	29	:	:	PUNCT
easat-11493	229	30	cloud	cloud	NOUN
easat-11493	229	31	-	-	PUNCT
easat-11493	229	32	based	base	VERB
easat-11493	229	33	environments	environment	NOUN
easat-11493	229	34	may	may	AUX
easat-11493	229	35	enhance	enhance	VERB
easat-11493	229	36	performance	performance	NOUN
easat-11493	229	37	due	due	ADP
easat-11493	229	38	to	to	ADP
easat-11493	229	39	:	:	PUNCT
easat-11493	229	40	•	•	NUM
easat-11493	229	41	greater	great	ADJ
easat-11493	229	42	flexibility	flexibility	NOUN
easat-11493	229	43	and	and	CCONJ
easat-11493	229	44	scalability	scalability	NOUN
easat-11493	229	45	:	:	PUNCT
easat-11493	229	46	seamless	seamless	ADJ
easat-11493	229	47	resource	resource	NOUN
easat-11493	229	48	expansion	expansion	NOUN
easat-11493	229	49	as	as	SCONJ
easat-11493	229	50	needed	need	VERB
easat-11493	229	51	,	,	PUNCT
easat-11493	229	52	70	70	NUM
easat-11493	229	53	edelweiss	edelweiss	PROPN
easat-11493	229	54	applied	apply	VERB
easat-11493	229	55	science	science	NOUN
easat-11493	229	56	and	and	CCONJ
easat-11493	229	57	technology	technology	NOUN
easat-11493	229	58	issn	issn	PROPN
easat-11493	229	59	:	:	PUNCT
easat-11493	229	60	2576	2576	NUM
easat-11493	229	61	-	-	SYM
easat-11493	229	62	8484	8484	NUM
easat-11493	229	63	vol	vol	NOUN
easat-11493	229	64	.	.	PROPN
easat-11493	230	1	10	10	NUM
easat-11493	230	2	,	,	PUNCT
easat-11493	230	3	no	no	INTJ
easat-11493	230	4	.	.	NOUN
easat-11493	230	5	1	1	NUM
easat-11493	230	6	:	:	SYM
easat-11493	230	7	60	60	NUM
easat-11493	230	8	-	-	SYM
easat-11493	230	9	76	76	NUM
easat-11493	230	10	,	,	PUNCT
easat-11493	230	11	2026	2026	NUM
easat-11493	230	12	doi	doi	NOUN
easat-11493	230	13	:	:	PUNCT
easat-11493	230	14	10.55214/2576	10.55214/2576	NUM
easat-11493	230	15	-	-	PUNCT
easat-11493	230	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	231	1	©	©	PROPN
easat-11493	231	2	2026	2026	NUM
easat-11493	231	3	by	by	ADP
easat-11493	231	4	the	the	DET
easat-11493	231	5	author	author	NOUN
easat-11493	231	6	;	;	PUNCT
easat-11493	231	7	licensee	licensee	PROPN
easat-11493	231	8	learning	learning	NOUN
easat-11493	231	9	gate	gate	VERB
easat-11493	231	10	•	•	ADP
easat-11493	231	11	continuous	continuous	ADJ
easat-11493	231	12	updates	update	NOUN
easat-11493	231	13	:	:	PUNCT
easat-11493	231	14	access	access	NOUN
easat-11493	231	15	to	to	ADP
easat-11493	231	16	the	the	DET
easat-11493	231	17	latest	late	ADJ
easat-11493	231	18	models	model	NOUN
easat-11493	231	19	and	and	CCONJ
easat-11493	231	20	tools	tool	NOUN
easat-11493	231	21	,	,	PUNCT
easat-11493	231	22	•	•	NUM
easat-11493	231	23	reduced	reduced	ADJ
easat-11493	231	24	technical	technical	ADJ
easat-11493	231	25	burden	burden	NOUN
easat-11493	231	26	:	:	PUNCT
easat-11493	231	27	more	more	ADJ
easat-11493	231	28	focus	focus	NOUN
easat-11493	231	29	on	on	ADP
easat-11493	231	30	implementation	implementation	NOUN
easat-11493	231	31	than	than	ADP
easat-11493	231	32	maintenance	maintenance	NOUN
easat-11493	231	33	.	.	PUNCT
easat-11493	232	1	on	on	ADP
easat-11493	232	2	-	-	PUNCT
easat-11493	232	3	premises	premise	NOUN
easat-11493	232	4	environments	environment	NOUN
easat-11493	232	5	may	may	AUX
easat-11493	232	6	excel	excel	VERB
easat-11493	232	7	in	in	ADP
easat-11493	232	8	different	different	ADJ
easat-11493	232	9	scenarios	scenario	NOUN
easat-11493	232	10	due	due	ADJ
easat-11493	232	11	to	to	ADP
easat-11493	232	12	:	:	PUNCT
easat-11493	232	13	•	•	NUM
easat-11493	232	14	full	full	ADJ
easat-11493	232	15	control	control	NOUN
easat-11493	232	16	:	:	PUNCT
easat-11493	232	17	the	the	DET
easat-11493	232	18	ability	ability	NOUN
easat-11493	232	19	to	to	PART
easat-11493	232	20	tailor	tailor	VERB
easat-11493	232	21	the	the	DET
easat-11493	232	22	model	model	NOUN
easat-11493	232	23	to	to	ADP
easat-11493	232	24	precise	precise	ADJ
easat-11493	232	25	institutional	institutional	ADJ
easat-11493	232	26	needs	need	NOUN
easat-11493	232	27	,	,	PUNCT
easat-11493	232	28	•	•	ADV
easat-11493	232	29	enhanced	enhance	VERB
easat-11493	232	30	privacy	privacy	NOUN
easat-11493	232	31	and	and	CCONJ
easat-11493	232	32	security	security	NOUN
easat-11493	232	33	:	:	PUNCT
easat-11493	232	34	greater	great	ADJ
easat-11493	232	35	trust	trust	NOUN
easat-11493	232	36	in	in	ADP
easat-11493	232	37	handling	handle	VERB
easat-11493	232	38	sensitive	sensitive	ADJ
easat-11493	232	39	data	datum	NOUN
easat-11493	232	40	,	,	PUNCT
easat-11493	232	41	•	•	ADV
easat-11493	232	42	deeper	deep	ADJ
easat-11493	232	43	integration	integration	NOUN
easat-11493	232	44	:	:	PUNCT
easat-11493	232	45	closer	close	ADJ
easat-11493	232	46	connection	connection	NOUN
easat-11493	232	47	with	with	ADP
easat-11493	232	48	internal	internal	ADJ
easat-11493	232	49	systems	system	NOUN
easat-11493	232	50	without	without	ADP
easat-11493	232	51	external	external	ADJ
easat-11493	232	52	constraints	constraint	NOUN
easat-11493	232	53	.	.	PUNCT
easat-11493	233	1	5.2.2	5.2.2	NUM
easat-11493	233	2	.	.	PUNCT
easat-11493	233	3	hybrid	hybrid	ADJ
easat-11493	233	4	environments	environment	NOUN
easat-11493	233	5	•	•	ADV
easat-11493	233	6	best	well	ADV
easat-11493	233	7	-	-	PUNCT
easat-11493	233	8	of	of	ADP
easat-11493	233	9	-	-	PUNCT
easat-11493	233	10	both	both	PRON
easat-11493	233	11	-	-	PUNCT
easat-11493	233	12	worlds	world	NOUN
easat-11493	233	13	:	:	PUNCT
easat-11493	233	14	combine	combine	VERB
easat-11493	233	15	the	the	DET
easat-11493	233	16	flexibility	flexibility	NOUN
easat-11493	233	17	and	and	CCONJ
easat-11493	233	18	updates	update	NOUN
easat-11493	233	19	of	of	ADP
easat-11493	233	20	the	the	DET
easat-11493	233	21	cloud	cloud	NOUN
easat-11493	233	22	with	with	ADP
easat-11493	233	23	the	the	DET
easat-11493	233	24	security	security	NOUN
easat-11493	233	25	and	and	CCONJ
easat-11493	233	26	control	control	NOUN
easat-11493	233	27	of	of	ADP
easat-11493	233	28	on	on	ADP
easat-11493	233	29	-	-	PUNCT
easat-11493	233	30	premises	premise	NOUN
easat-11493	233	31	.	.	PUNCT
easat-11493	234	1	•	•	NUM
easat-11493	234	2	optimized	optimize	VERB
easat-11493	234	3	workload	workload	NOUN
easat-11493	234	4	distribution	distribution	NOUN
easat-11493	234	5	:	:	PUNCT
easat-11493	234	6	sensitive	sensitive	ADJ
easat-11493	234	7	data	datum	NOUN
easat-11493	234	8	processed	process	VERB
easat-11493	234	9	locally	locally	ADV
easat-11493	234	10	,	,	PUNCT
easat-11493	234	11	scalable	scalable	ADJ
easat-11493	234	12	tasks	task	NOUN
easat-11493	234	13	managed	manage	VERB
easat-11493	234	14	in	in	ADP
easat-11493	234	15	the	the	DET
easat-11493	234	16	cloud	cloud	NOUN
easat-11493	234	17	.	.	PUNCT
easat-11493	235	1	•	•	NUM
easat-11493	235	2	seamless	seamless	ADJ
easat-11493	235	3	integration	integration	NOUN
easat-11493	235	4	:	:	PUNCT
easat-11493	235	5	facilitates	facilitate	VERB
easat-11493	235	6	smooth	smooth	ADJ
easat-11493	235	7	workflows	workflow	NOUN
easat-11493	235	8	and	and	CCONJ
easat-11493	235	9	resource	resource	NOUN
easat-11493	235	10	sharing	sharing	NOUN
easat-11493	235	11	across	across	ADP
easat-11493	235	12	both	both	DET
easat-11493	235	13	environments	environment	NOUN
easat-11493	235	14	.	.	PUNCT
easat-11493	236	1	•	•	NUM
easat-11493	236	2	compliance	compliance	NOUN
easat-11493	236	3	and	and	CCONJ
easat-11493	236	4	efficiency	efficiency	NOUN
easat-11493	236	5	:	:	PUNCT
easat-11493	236	6	address	address	NOUN
easat-11493	236	7	sector	sector	NOUN
easat-11493	236	8	-	-	PUNCT
easat-11493	236	9	specific	specific	ADJ
easat-11493	236	10	policies	policy	NOUN
easat-11493	236	11	while	while	SCONJ
easat-11493	236	12	maximizing	maximize	VERB
easat-11493	236	13	operational	operational	ADJ
easat-11493	236	14	performance	performance	NOUN
easat-11493	236	15	and	and	CCONJ
easat-11493	236	16	cost	cost	NOUN
easat-11493	236	17	control	control	NOUN
easat-11493	236	18	.	.	PUNCT
easat-11493	237	1	therefore	therefore	ADV
easat-11493	237	2	,	,	PUNCT
easat-11493	237	3	the	the	DET
easat-11493	237	4	deployment	deployment	NOUN
easat-11493	237	5	environment	environment	NOUN
easat-11493	237	6	is	be	AUX
easat-11493	237	7	not	not	PART
easat-11493	237	8	merely	merely	ADV
easat-11493	237	9	a	a	DET
easat-11493	237	10	passive	passive	ADJ
easat-11493	237	11	operational	operational	ADJ
easat-11493	237	12	choice	choice	NOUN
easat-11493	237	13	;	;	PUNCT
easat-11493	237	14	it	it	PRON
easat-11493	237	15	is	be	AUX
easat-11493	237	16	either	either	CCONJ
easat-11493	237	17	an	an	DET
easat-11493	237	18	enabler	enabler	NOUN
easat-11493	237	19	or	or	CCONJ
easat-11493	237	20	a	a	DET
easat-11493	237	21	barrier	barrier	NOUN
easat-11493	237	22	to	to	ADP
easat-11493	237	23	performance	performance	NOUN
easat-11493	237	24	.	.	PUNCT
easat-11493	238	1	this	this	PRON
easat-11493	238	2	aligns	align	VERB
easat-11493	238	3	with	with	ADP
easat-11493	238	4	the	the	DET
easat-11493	238	5	idea	idea	NOUN
easat-11493	238	6	of	of	ADP
easat-11493	238	7	enabling	enable	VERB
easat-11493	238	8	infrastructure	infrastructure	NOUN
easat-11493	238	9	in	in	ADP
easat-11493	238	10	digital	digital	ADJ
easat-11493	238	11	transformation	transformation	NOUN
easat-11493	238	12	literature	literature	NOUN
easat-11493	238	13	,	,	PUNCT
easat-11493	238	14	where	where	SCONJ
easat-11493	238	15	suitable	suitable	ADJ
easat-11493	238	16	technological	technological	ADJ
easat-11493	238	17	architecture	architecture	NOUN
easat-11493	238	18	unlocks	unlock	VERB
easat-11493	238	19	the	the	DET
easat-11493	238	20	hidden	hide	VERB
easat-11493	238	21	potential	potential	NOUN
easat-11493	238	22	of	of	ADP
easat-11493	238	23	advanced	advanced	ADJ
easat-11493	238	24	tools	tool	NOUN
easat-11493	238	25	.	.	PUNCT
easat-11493	239	1	•	•	NUM
easat-11493	239	2	future	future	ADJ
easat-11493	239	3	recommendations	recommendation	NOUN
easat-11493	239	4	:	:	PUNCT
easat-11493	239	5	strategic	strategic	ADJ
easat-11493	239	6	consensus	consensus	NOUN
easat-11493	239	7	across	across	ADP
easat-11493	239	8	deployment	deployment	ADJ
easat-11493	239	9	contexts	context	NOUN
easat-11493	239	10	(	(	PUNCT
easat-11493	239	11	f	f	X
easat-11493	239	12	=	=	SYM
easat-11493	239	13	1.70	1.70	NUM
easat-11493	239	14	,	,	PUNCT
easat-11493	239	15	p	p	NOUN
easat-11493	239	16	=	=	NOUN
easat-11493	239	17	0.185	0.185	NUM
easat-11493	239	18	)	)	PUNCT
easat-11493	239	19	a	a	DET
easat-11493	239	20	p	p	NOUN
easat-11493	239	21	-	-	PUNCT
easat-11493	239	22	value	value	NOUN
easat-11493	239	23	of	of	ADP
easat-11493	239	24	0.185	0.185	NUM
easat-11493	239	25	(	(	PUNCT
easat-11493	239	26	>	>	X
easat-11493	239	27	0.05	0.05	NUM
easat-11493	239	28	)	)	PUNCT
easat-11493	239	29	indicates	indicate	VERB
easat-11493	239	30	that	that	SCONJ
easat-11493	239	31	there	there	PRON
easat-11493	239	32	are	be	VERB
easat-11493	239	33	no	no	DET
easat-11493	239	34	significant	significant	ADJ
easat-11493	239	35	differences	difference	NOUN
easat-11493	239	36	between	between	ADP
easat-11493	239	37	deployment	deployment	NOUN
easat-11493	239	38	environments	environment	NOUN
easat-11493	239	39	regarding	regard	VERB
easat-11493	239	40	the	the	DET
easat-11493	239	41	perceived	perceive	VERB
easat-11493	239	42	importance	importance	NOUN
easat-11493	239	43	of	of	ADP
easat-11493	239	44	future	future	ADJ
easat-11493	239	45	recommendations	recommendation	NOUN
easat-11493	239	46	.	.	PUNCT
easat-11493	240	1	this	this	PRON
easat-11493	240	2	suggests	suggest	VERB
easat-11493	240	3	a	a	DET
easat-11493	240	4	shared	share	VERB
easat-11493	240	5	institutional	institutional	ADJ
easat-11493	240	6	awareness	awareness	NOUN
easat-11493	240	7	of	of	ADP
easat-11493	240	8	the	the	DET
easat-11493	240	9	need	need	NOUN
easat-11493	240	10	for	for	ADP
easat-11493	240	11	forward	forward	ADV
easat-11493	240	12	-	-	PUNCT
easat-11493	240	13	looking	look	VERB
easat-11493	240	14	policies	policy	NOUN
easat-11493	240	15	,	,	PUNCT
easat-11493	240	16	regardless	regardless	ADV
easat-11493	240	17	of	of	ADP
easat-11493	240	18	the	the	DET
easat-11493	240	19	underlying	underlie	VERB
easat-11493	240	20	infrastructure	infrastructure	NOUN
easat-11493	240	21	.	.	PUNCT
easat-11493	241	1	table	table	NOUN
easat-11493	241	2	2	2	NUM
easat-11493	241	3	.	.	X
easat-11493	241	4	one	one	NUM
easat-11493	241	5	-	-	PUNCT
easat-11493	241	6	way	way	NOUN
easat-11493	241	7	anova	anova	PROPN
easat-11493	241	8	dimension	dimension	NOUN
easat-11493	241	9	f	f	NOUN
easat-11493	241	10	-	-	PUNCT
easat-11493	241	11	value	value	NOUN
easat-11493	241	12	p	p	NOUN
easat-11493	241	13	-	-	PUNCT
easat-11493	241	14	value	value	NOUN
easat-11493	241	15	interpretation	interpretation	NOUN
easat-11493	241	16	technical	technical	ADJ
easat-11493	241	17	challenges	challenge	NOUN
easat-11493	241	18	10.36	10.36	NUM
easat-11493	241	19	0.000043	0.000043	NUM
easat-11493	241	20	highly	highly	ADV
easat-11493	241	21	significant	significant	ADJ
easat-11493	241	22	difference	difference	NOUN
easat-11493	241	23	(	(	PUNCT
easat-11493	241	24	p	p	X
easat-11493	241	25	<	<	X
easat-11493	241	26	0.001	0.001	NUM
easat-11493	241	27	)	)	PUNCT
easat-11493	241	28	between	between	ADP
easat-11493	241	29	environments	environment	NOUN
easat-11493	241	30	.	.	PUNCT
easat-11493	242	1	cloud	cloud	NOUN
easat-11493	242	2	-	-	PUNCT
easat-11493	242	3	based	base	VERB
easat-11493	242	4	and	and	CCONJ
easat-11493	242	5	on	on	ADP
easat-11493	242	6	-	-	PUNCT
easat-11493	242	7	premises	premise	NOUN
easat-11493	242	8	institutions	institution	NOUN
easat-11493	242	9	experience	experience	VERB
easat-11493	242	10	distinct	distinct	ADJ
easat-11493	242	11	types	type	NOUN
easat-11493	242	12	of	of	ADP
easat-11493	242	13	technical	technical	ADJ
easat-11493	242	14	challenges	challenge	NOUN
easat-11493	242	15	.	.	PUNCT
easat-11493	243	1	organizational	organizational	ADJ
easat-11493	243	2	challenges	challenge	NOUN
easat-11493	243	3	1.58	1.58	NUM
easat-11493	243	4	0.209	0.209	NUM
easat-11493	243	5	no	no	DET
easat-11493	243	6	statistically	statistically	ADV
easat-11493	243	7	significant	significant	ADJ
easat-11493	243	8	difference	difference	NOUN
easat-11493	243	9	(	(	PUNCT
easat-11493	243	10	p	p	X
easat-11493	243	11	>	>	X
easat-11493	243	12	0.05	0.05	NUM
easat-11493	243	13	)	)	PUNCT
easat-11493	243	14	.	.	PUNCT
easat-11493	244	1	organizational	organizational	ADJ
easat-11493	244	2	challenges	challenge	NOUN
easat-11493	244	3	are	be	AUX
easat-11493	244	4	relatively	relatively	ADV
easat-11493	244	5	consistent	consistent	ADJ
easat-11493	244	6	across	across	ADP
easat-11493	244	7	deployment	deployment	ADJ
easat-11493	244	8	environments	environment	NOUN
easat-11493	244	9	.	.	PUNCT
easat-11493	245	1	institutional	institutional	ADJ
easat-11493	245	2	performance	performance	NOUN
easat-11493	245	3	7.61	7.61	NUM
easat-11493	245	4	0.00058	0.00058	NUM
easat-11493	245	5	statistically	statistically	ADV
easat-11493	245	6	significant	significant	ADJ
easat-11493	245	7	difference	difference	NOUN
easat-11493	245	8	(	(	PUNCT
easat-11493	245	9	p	p	X
easat-11493	245	10	<	<	X
easat-11493	245	11	0.01	0.01	NUM
easat-11493	245	12	)	)	PUNCT
easat-11493	245	13	.	.	PUNCT
easat-11493	246	1	the	the	DET
easat-11493	246	2	deployment	deployment	NOUN
easat-11493	246	3	environment	environment	NOUN
easat-11493	246	4	has	have	VERB
easat-11493	246	5	a	a	DET
easat-11493	246	6	measurable	measurable	ADJ
easat-11493	246	7	impact	impact	NOUN
easat-11493	246	8	on	on	ADP
easat-11493	246	9	performance	performance	NOUN
easat-11493	246	10	outcomes	outcome	NOUN
easat-11493	246	11	with	with	ADP
easat-11493	246	12	llms	llm	NOUN
easat-11493	246	13	.	.	PUNCT
easat-11493	247	1	future	future	ADJ
easat-11493	247	2	recommendations	recommendation	NOUN
easat-11493	247	3	1.70	1.70	NUM
easat-11493	247	4	0.185	0.185	NUM
easat-11493	247	5	no	no	DET
easat-11493	247	6	significant	significant	ADJ
easat-11493	247	7	difference	difference	NOUN
easat-11493	247	8	(	(	PUNCT
easat-11493	247	9	p	p	X
easat-11493	247	10	>	>	X
easat-11493	247	11	0.05	0.05	NUM
easat-11493	247	12	)	)	PUNCT
easat-11493	247	13	.	.	PUNCT
easat-11493	248	1	there	there	PRON
easat-11493	248	2	is	be	VERB
easat-11493	248	3	a	a	DET
easat-11493	248	4	broad	broad	ADJ
easat-11493	248	5	consensus	consensus	NOUN
easat-11493	248	6	on	on	ADP
easat-11493	248	7	the	the	DET
easat-11493	248	8	importance	importance	NOUN
easat-11493	248	9	of	of	ADP
easat-11493	248	10	recommendations	recommendation	NOUN
easat-11493	248	11	regardless	regardless	ADV
easat-11493	248	12	of	of	ADP
easat-11493	248	13	deployment	deployment	ADJ
easat-11493	248	14	context	context	NOUN
easat-11493	248	15	.	.	PUNCT
easat-11493	249	1	this	this	DET
easat-11493	249	2	result	result	NOUN
easat-11493	249	3	reflects	reflect	VERB
easat-11493	249	4	a	a	DET
easat-11493	249	5	collective	collective	ADJ
easat-11493	249	6	strategic	strategic	ADJ
easat-11493	249	7	maturity	maturity	NOUN
easat-11493	249	8	among	among	ADP
easat-11493	249	9	decision	decision	NOUN
easat-11493	249	10	-	-	PUNCT
easat-11493	249	11	makers	maker	NOUN
easat-11493	249	12	,	,	PUNCT
easat-11493	249	13	who	who	PRON
easat-11493	249	14	no	no	ADV
easat-11493	249	15	longer	long	ADV
easat-11493	249	16	perceive	perceive	ADJ
easat-11493	249	17	llms	llm	NOUN
easat-11493	249	18	as	as	ADP
easat-11493	249	19	transient	transient	ADJ
easat-11493	249	20	tools	tool	NOUN
easat-11493	249	21	but	but	CCONJ
easat-11493	249	22	rather	rather	ADV
easat-11493	249	23	as	as	ADP
easat-11493	249	24	enduring	endure	VERB
easat-11493	249	25	components	component	NOUN
easat-11493	249	26	of	of	ADP
easat-11493	249	27	an	an	DET
easat-11493	249	28	organization	organization	NOUN
easat-11493	249	29	's	's	PART
easat-11493	249	30	architecture	architecture	NOUN
easat-11493	249	31	.	.	PUNCT
easat-11493	250	1	consequently	consequently	ADV
easat-11493	250	2	,	,	PUNCT
easat-11493	250	3	there	there	PRON
easat-11493	250	4	is	be	VERB
easat-11493	250	5	strong	strong	ADJ
easat-11493	250	6	alignment	alignment	NOUN
easat-11493	250	7	on	on	ADP
easat-11493	250	8	the	the	DET
easat-11493	250	9	following	follow	VERB
easat-11493	250	10	priorities	priority	NOUN
easat-11493	250	11	:	:	PUNCT
easat-11493	250	12	•	•	NUM
easat-11493	250	13	clear	clear	ADJ
easat-11493	250	14	governance	governance	NOUN
easat-11493	250	15	frameworks	framework	NOUN
easat-11493	250	16	,	,	PUNCT
easat-11493	250	17	•	•	ADV
easat-11493	250	18	ethical	ethical	ADJ
easat-11493	250	19	and	and	CCONJ
easat-11493	250	20	operational	operational	ADJ
easat-11493	250	21	usage	usage	NOUN
easat-11493	250	22	policies	policy	NOUN
easat-11493	250	23	,	,	PUNCT
easat-11493	250	24	•	•	ADP
easat-11493	250	25	ongoing	ongoing	ADJ
easat-11493	250	26	capacity	capacity	NOUN
easat-11493	250	27	-	-	PUNCT
easat-11493	250	28	building	build	VERB
easat-11493	250	29	programs	program	NOUN
easat-11493	250	30	,	,	PUNCT
easat-11493	250	31	and	and	CCONJ
easat-11493	250	32	•	•	NUM
easat-11493	250	33	long	long	ADJ
easat-11493	250	34	-	-	PUNCT
easat-11493	250	35	term	term	NOUN
easat-11493	250	36	development	development	NOUN
easat-11493	250	37	plans	plan	NOUN
easat-11493	250	38	.	.	PUNCT
easat-11493	251	1	this	this	DET
easat-11493	251	2	convergence	convergence	NOUN
easat-11493	251	3	marks	mark	VERB
easat-11493	251	4	an	an	DET
easat-11493	251	5	institutional	institutional	ADJ
easat-11493	251	6	tipping	tipping	NOUN
easat-11493	251	7	point	point	NOUN
easat-11493	251	8	,	,	PUNCT
easat-11493	251	9	indicating	indicate	VERB
easat-11493	251	10	a	a	DET
easat-11493	251	11	shift	shift	NOUN
easat-11493	251	12	from	from	ADP
easat-11493	251	13	pilot	pilot	NOUN
easat-11493	251	14	testing	testing	NOUN
easat-11493	251	15	to	to	ADP
easat-11493	251	16	a	a	DET
easat-11493	251	17	deliberate	deliberate	ADJ
easat-11493	251	18	and	and	CCONJ
easat-11493	251	19	strategic	strategic	ADJ
easat-11493	251	20	adoption	adoption	NOUN
easat-11493	251	21	of	of	ADP
easat-11493	251	22	ai	ai	VERB
easat-11493	251	23	throughout	throughout	ADP
easat-11493	251	24	organizations	organization	NOUN
easat-11493	251	25	.	.	PUNCT
easat-11493	252	1	it	it	PRON
easat-11493	252	2	aligns	align	VERB
easat-11493	252	3	with	with	ADP
easat-11493	252	4	the	the	DET
easat-11493	252	5	digital	digital	ADJ
easat-11493	252	6	maturity	maturity	NOUN
easat-11493	252	7	model	model	NOUN
easat-11493	252	8	,	,	PUNCT
easat-11493	252	9	suggesting	suggest	VERB
easat-11493	252	10	that	that	SCONJ
easat-11493	252	11	institutions	institution	NOUN
easat-11493	252	12	,	,	PUNCT
easat-11493	252	13	regardless	regardless	ADV
easat-11493	252	14	of	of	ADP
easat-11493	252	15	implementation	implementation	NOUN
easat-11493	252	16	method	method	NOUN
easat-11493	252	17	,	,	PUNCT
easat-11493	252	18	have	have	AUX
easat-11493	252	19	achieved	achieve	VERB
easat-11493	252	20	a	a	DET
easat-11493	252	21	level	level	NOUN
easat-11493	252	22	of	of	ADP
easat-11493	252	23	71	71	NUM
easat-11493	252	24	edelweiss	edelweiss	PROPN
easat-11493	252	25	applied	apply	VERB
easat-11493	252	26	science	science	NOUN
easat-11493	252	27	and	and	CCONJ
easat-11493	252	28	technology	technology	NOUN
easat-11493	252	29	issn	issn	PROPN
easat-11493	252	30	:	:	PUNCT
easat-11493	252	31	2576	2576	NUM
easat-11493	252	32	-	-	SYM
easat-11493	252	33	8484	8484	NUM
easat-11493	252	34	vol	vol	NOUN
easat-11493	252	35	.	.	PROPN
easat-11493	253	1	10	10	NUM
easat-11493	253	2	,	,	PUNCT
easat-11493	253	3	no	no	INTJ
easat-11493	253	4	.	.	NOUN
easat-11493	253	5	1	1	NUM
easat-11493	253	6	:	:	SYM
easat-11493	253	7	60	60	NUM
easat-11493	253	8	-	-	SYM
easat-11493	253	9	76	76	NUM
easat-11493	253	10	,	,	PUNCT
easat-11493	253	11	2026	2026	NUM
easat-11493	253	12	doi	doi	NOUN
easat-11493	253	13	:	:	PUNCT
easat-11493	253	14	10.55214/2576	10.55214/2576	NUM
easat-11493	253	15	-	-	PUNCT
easat-11493	253	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	254	1	©	©	PROPN
easat-11493	254	2	2026	2026	NUM
easat-11493	254	3	by	by	ADP
easat-11493	254	4	the	the	DET
easat-11493	254	5	author	author	NOUN
easat-11493	254	6	;	;	PUNCT
easat-11493	254	7	licensee	licensee	PROPN
easat-11493	254	8	learning	learning	NOUN
easat-11493	254	9	gate	gate	VERB
easat-11493	254	10	digital	digital	ADJ
easat-11493	254	11	sophistication	sophistication	NOUN
easat-11493	254	12	where	where	SCONJ
easat-11493	254	13	sustainability	sustainability	NOUN
easat-11493	254	14	now	now	ADV
easat-11493	254	15	relies	rely	VERB
easat-11493	254	16	on	on	ADP
easat-11493	254	17	strong	strong	ADJ
easat-11493	254	18	organizational	organizational	ADJ
easat-11493	254	19	structures	structure	NOUN
easat-11493	254	20	,	,	PUNCT
easat-11493	254	21	not	not	PART
easat-11493	254	22	just	just	ADV
easat-11493	254	23	technical	technical	ADJ
easat-11493	254	24	choices	choice	NOUN
easat-11493	254	25	.	.	PUNCT
easat-11493	255	1	5.2.3	5.2.3	NUM
easat-11493	255	2	.	.	PUNCT
easat-11493	255	3	correlation	correlation	NOUN
easat-11493	255	4	analysis	analysis	NOUN
easat-11493	255	5	the	the	DET
easat-11493	255	6	purpose	purpose	NOUN
easat-11493	255	7	of	of	ADP
easat-11493	255	8	the	the	DET
easat-11493	255	9	pearson	pearson	NOUN
easat-11493	255	10	correlation	correlation	NOUN
easat-11493	255	11	analysis	analysis	NOUN
easat-11493	255	12	in	in	ADP
easat-11493	255	13	this	this	DET
easat-11493	255	14	study	study	NOUN
easat-11493	255	15	is	be	AUX
easat-11493	255	16	to	to	PART
easat-11493	255	17	examine	examine	VERB
easat-11493	255	18	the	the	DET
easat-11493	255	19	nature	nature	NOUN
easat-11493	255	20	and	and	CCONJ
easat-11493	255	21	strength	strength	NOUN
easat-11493	255	22	of	of	ADP
easat-11493	255	23	the	the	DET
easat-11493	255	24	linear	linear	ADJ
easat-11493	255	25	relationships	relationship	NOUN
easat-11493	255	26	between	between	ADP
easat-11493	255	27	each	each	PRON
easat-11493	255	28	of	of	ADP
easat-11493	255	29	the	the	DET
easat-11493	255	30	independent	independent	ADJ
easat-11493	255	31	variables	variable	NOUN
easat-11493	255	32	(	(	PUNCT
easat-11493	255	33	technical	technical	ADJ
easat-11493	255	34	challenges	challenge	NOUN
easat-11493	255	35	,	,	PUNCT
easat-11493	255	36	organizational	organizational	ADJ
easat-11493	255	37	challenges	challenge	NOUN
easat-11493	255	38	,	,	PUNCT
easat-11493	255	39	recommendations	recommendation	NOUN
easat-11493	255	40	)	)	PUNCT
easat-11493	255	41	and	and	CCONJ
easat-11493	255	42	the	the	DET
easat-11493	255	43	dependent	dependent	ADJ
easat-11493	255	44	variable	variable	NOUN
easat-11493	255	45	(	(	PUNCT
easat-11493	255	46	institutional	institutional	ADJ
easat-11493	255	47	performance	performance	NOUN
easat-11493	255	48	)	)	PUNCT
easat-11493	255	49	.	.	PUNCT
easat-11493	256	1	the	the	DET
easat-11493	256	2	results	result	NOUN
easat-11493	256	3	reveal	reveal	VERB
easat-11493	256	4	unexpected	unexpected	ADJ
easat-11493	256	5	and	and	CCONJ
easat-11493	256	6	fascinating	fascinating	ADJ
easat-11493	256	7	patterns	pattern	NOUN
easat-11493	256	8	that	that	PRON
easat-11493	256	9	require	require	VERB
easat-11493	256	10	interpretation	interpretation	NOUN
easat-11493	256	11	beyond	beyond	ADP
easat-11493	256	12	just	just	ADV
easat-11493	256	13	statistical	statistical	ADJ
easat-11493	256	14	signs	sign	NOUN
easat-11493	256	15	and	and	CCONJ
easat-11493	256	16	values	value	NOUN
easat-11493	256	17	.	.	PUNCT
easat-11493	257	1	table	table	NOUN
easat-11493	257	2	3	3	NUM
easat-11493	257	3	.	.	PUNCT
easat-11493	257	4	correlation	correlation	NOUN
easat-11493	257	5	value	value	NOUN
easat-11493	257	6	.	.	PUNCT
easat-11493	258	1	variable	variable	ADJ
easat-11493	258	2	pair	pair	NOUN
easat-11493	258	3	(	(	PUNCT
easat-11493	258	4	r	r	NOUN
easat-11493	258	5	)	)	PUNCT
easat-11493	258	6	p	p	NOUN
easat-11493	258	7	-	-	PUNCT
easat-11493	258	8	value	value	NOUN
easat-11493	258	9	interpretation	interpretation	NOUN
easat-11493	258	10	technical	technical	ADJ
easat-11493	258	11	challenges	challenge	NOUN
easat-11493	258	12	,	,	PUNCT
easat-11493	258	13	institutional	institutional	ADJ
easat-11493	258	14	performance	performance	NOUN
easat-11493	258	15	0.183	0.183	NUM
easat-11493	258	16	0.0005	0.0005	NUM
easat-11493	258	17	weak	weak	ADJ
easat-11493	258	18	but	but	CCONJ
easat-11493	258	19	statistically	statistically	ADV
easat-11493	258	20	significant	significant	ADJ
easat-11493	258	21	positive	positive	ADJ
easat-11493	258	22	correlation	correlation	NOUN
easat-11493	258	23	(	(	PUNCT
easat-11493	258	24	p	p	X
easat-11493	258	25	<	<	X
easat-11493	258	26	0.01	0.01	NUM
easat-11493	258	27	)	)	PUNCT
easat-11493	258	28	.	.	PUNCT
easat-11493	259	1	indicates	indicate	VERB
easat-11493	259	2	that	that	SCONJ
easat-11493	259	3	institutions	institution	NOUN
easat-11493	259	4	facing	face	VERB
easat-11493	259	5	greater	great	ADJ
easat-11493	259	6	technical	technical	ADJ
easat-11493	259	7	challenges	challenge	NOUN
easat-11493	259	8	tend	tend	VERB
easat-11493	259	9	to	to	PART
easat-11493	259	10	report	report	VERB
easat-11493	259	11	higher	high	ADJ
easat-11493	259	12	performance	performance	NOUN
easat-11493	259	13	,	,	PUNCT
easat-11493	259	14	reflecting	reflect	VERB
easat-11493	259	15	a	a	DET
easat-11493	259	16	state	state	NOUN
easat-11493	259	17	of	of	ADP
easat-11493	259	18	"	"	PUNCT
easat-11493	259	19	technical	technical	ADJ
easat-11493	259	20	maturity	maturity	NOUN
easat-11493	259	21	"	"	PUNCT
easat-11493	259	22	;	;	PUNCT
easat-11493	259	23	the	the	DET
easat-11493	259	24	more	more	ADV
easat-11493	259	25	extensive	extensive	ADJ
easat-11493	259	26	the	the	DET
easat-11493	259	27	use	use	NOUN
easat-11493	259	28	of	of	ADP
easat-11493	259	29	llms	llm	NOUN
easat-11493	259	30	,	,	PUNCT
easat-11493	259	31	the	the	DET
easat-11493	259	32	more	more	ADJ
easat-11493	259	33	challenges	challenge	NOUN
easat-11493	259	34	arise	arise	VERB
easat-11493	259	35	,	,	PUNCT
easat-11493	259	36	but	but	CCONJ
easat-11493	259	37	performance	performance	NOUN
easat-11493	259	38	improves	improve	VERB
easat-11493	259	39	accordingly	accordingly	ADV
easat-11493	259	40	.	.	PUNCT
easat-11493	260	1	organizational	organizational	ADJ
easat-11493	260	2	challenges	challenge	NOUN
easat-11493	260	3	,	,	PUNCT
easat-11493	260	4	institutional	institutional	ADJ
easat-11493	260	5	performance	performance	NOUN
easat-11493	260	6	0.095	0.095	NUM
easat-11493	260	7	0.005	0.005	NUM
easat-11493	260	8	very	very	ADV
easat-11493	260	9	weak	weak	ADJ
easat-11493	260	10	but	but	CCONJ
easat-11493	260	11	statistically	statistically	ADV
easat-11493	260	12	significant	significant	ADJ
easat-11493	260	13	positive	positive	ADJ
easat-11493	260	14	correlation	correlation	NOUN
easat-11493	260	15	(	(	PUNCT
easat-11493	260	16	p	p	X
easat-11493	260	17	<	<	X
easat-11493	260	18	0.01	0.01	NUM
easat-11493	260	19	)	)	PUNCT
easat-11493	260	20	.	.	PUNCT
easat-11493	260	21	suggests	suggest	VERB
easat-11493	260	22	a	a	DET
easat-11493	260	23	limited	limited	ADJ
easat-11493	260	24	but	but	CCONJ
easat-11493	260	25	real	real	ADJ
easat-11493	260	26	association	association	NOUN
easat-11493	260	27	between	between	ADP
easat-11493	260	28	governance	governance	NOUN
easat-11493	260	29	,	,	PUNCT
easat-11493	260	30	leadership	leadership	NOUN
easat-11493	260	31	,	,	PUNCT
easat-11493	260	32	and	and	CCONJ
easat-11493	260	33	institutional	institutional	ADJ
easat-11493	260	34	performance	performance	NOUN
easat-11493	260	35	.	.	PUNCT
easat-11493	261	1	recommendations	recommendation	NOUN
easat-11493	261	2	,	,	PUNCT
easat-11493	261	3	institutional	institutional	ADJ
easat-11493	261	4	performance	performance	NOUN
easat-11493	261	5	-0.089	-0.089	PUNCT
easat-11493	261	6	0.005	0.005	NUM
easat-11493	261	7	weak	weak	ADJ
easat-11493	261	8	but	but	CCONJ
easat-11493	261	9	statistically	statistically	ADV
easat-11493	261	10	significant	significant	ADJ
easat-11493	261	11	negative	negative	ADJ
easat-11493	261	12	correlation	correlation	NOUN
easat-11493	261	13	(	(	PUNCT
easat-11493	261	14	p	p	X
easat-11493	261	15	<	<	X
easat-11493	261	16	0.01	0.01	NUM
easat-11493	261	17	)	)	PUNCT
easat-11493	261	18	.	.	PUNCT
easat-11493	262	1	this	this	PRON
easat-11493	262	2	may	may	AUX
easat-11493	262	3	indicate	indicate	VERB
easat-11493	262	4	that	that	SCONJ
easat-11493	262	5	high	high	ADV
easat-11493	262	6	-	-	PUNCT
easat-11493	262	7	performing	perform	VERB
easat-11493	262	8	institutions	institution	NOUN
easat-11493	262	9	perceive	perceive	VERB
easat-11493	262	10	less	less	ADJ
easat-11493	262	11	need	need	NOUN
easat-11493	262	12	for	for	ADP
easat-11493	262	13	external	external	ADJ
easat-11493	262	14	recommendations	recommendation	NOUN
easat-11493	262	15	,	,	PUNCT
easat-11493	262	16	having	having	AUX
easat-11493	262	17	already	already	ADV
easat-11493	262	18	implemented	implement	VERB
easat-11493	262	19	best	good	ADJ
easat-11493	262	20	practices	practice	NOUN
easat-11493	262	21	,	,	PUNCT
easat-11493	262	22	while	while	SCONJ
easat-11493	262	23	lower	lower	ADV
easat-11493	262	24	-	-	PUNCT
easat-11493	262	25	performing	perform	VERB
easat-11493	262	26	institutions	institution	NOUN
easat-11493	262	27	express	express	VERB
easat-11493	262	28	a	a	DET
easat-11493	262	29	greater	great	ADJ
easat-11493	262	30	demand	demand	NOUN
easat-11493	262	31	for	for	ADP
easat-11493	262	32	strategic	strategic	ADJ
easat-11493	262	33	guidance	guidance	NOUN
easat-11493	262	34	.	.	PUNCT
easat-11493	263	1	•	•	NUM
easat-11493	263	2	relationship	relationship	NOUN
easat-11493	263	3	between	between	ADP
easat-11493	263	4	technical	technical	ADJ
easat-11493	263	5	challenges	challenge	NOUN
easat-11493	263	6	and	and	CCONJ
easat-11493	263	7	institutional	institutional	ADJ
easat-11493	263	8	performance	performance	NOUN
easat-11493	263	9	(	(	PUNCT
easat-11493	263	10	r	r	NOUN
easat-11493	263	11	=	=	SYM
easat-11493	263	12	+0.183	+0.183	PROPN
easat-11493	263	13	,	,	PUNCT
easat-11493	263	14	p	p	X
easat-11493	263	15	<	<	X
easat-11493	263	16	0.01	0.01	NUM
easat-11493	263	17	)	)	PUNCT
easat-11493	263	18	statistically	statistically	ADV
easat-11493	263	19	significant	significant	ADJ
easat-11493	263	20	positive	positive	ADJ
easat-11493	263	21	correlation	correlation	NOUN
easat-11493	263	22	,	,	PUNCT
easat-11493	263	23	though	though	SCONJ
easat-11493	263	24	weak	weak	ADJ
easat-11493	263	25	in	in	ADP
easat-11493	263	26	strength	strength	NOUN
easat-11493	263	27	(	(	PUNCT
easat-11493	263	28	according	accord	VERB
easat-11493	263	29	to	to	ADP
easat-11493	263	30	cohen	cohen	PROPN
easat-11493	263	31	’s	’s	PART
easat-11493	263	32	thresholds	thresholds	PROPN
easat-11493	263	33	:	:	PUNCT
easat-11493	263	34	r	r	NOUN
easat-11493	263	35	<	<	X
easat-11493	263	36	0.3	0.3	NUM
easat-11493	263	37	considered	consider	VERB
easat-11493	263	38	weak	weak	ADJ
easat-11493	263	39	)	)	PUNCT
easat-11493	263	40	.	.	PUNCT
easat-11493	264	1	this	this	PRON
easat-11493	264	2	implies	imply	VERB
easat-11493	264	3	a	a	DET
easat-11493	264	4	genuine	genuine	ADJ
easat-11493	264	5	association	association	NOUN
easat-11493	264	6	,	,	PUNCT
easat-11493	264	7	but	but	CCONJ
easat-11493	264	8	one	one	NOUN
easat-11493	264	9	that	that	PRON
easat-11493	264	10	explains	explain	VERB
easat-11493	264	11	only	only	ADV
easat-11493	264	12	a	a	DET
easat-11493	264	13	small	small	ADJ
easat-11493	264	14	portion	portion	NOUN
easat-11493	264	15	of	of	ADP
easat-11493	264	16	the	the	DET
easat-11493	264	17	variance	variance	NOUN
easat-11493	264	18	in	in	ADP
easat-11493	264	19	performance	performance	NOUN
easat-11493	264	20	.	.	PUNCT
easat-11493	265	1	this	this	DET
easat-11493	265	2	result	result	NOUN
easat-11493	265	3	does	do	AUX
easat-11493	265	4	not	not	PART
easat-11493	265	5	imply	imply	VERB
easat-11493	265	6	that	that	SCONJ
easat-11493	265	7	technical	technical	ADJ
easat-11493	265	8	challenges	challenge	NOUN
easat-11493	265	9	lead	lead	VERB
easat-11493	265	10	to	to	ADP
easat-11493	265	11	improved	improved	ADJ
easat-11493	265	12	performance	performance	NOUN
easat-11493	265	13	.	.	PUNCT
easat-11493	266	1	instead	instead	ADV
easat-11493	266	2	,	,	PUNCT
easat-11493	266	3	it	it	PRON
easat-11493	266	4	reflects	reflect	VERB
easat-11493	266	5	what	what	PRON
easat-11493	266	6	might	might	AUX
easat-11493	266	7	be	be	AUX
easat-11493	266	8	called	call	VERB
easat-11493	266	9	the	the	DET
easat-11493	266	10	digital	digital	ADJ
easat-11493	266	11	maturity	maturity	NOUN
easat-11493	266	12	paradox	paradox	NOUN
easat-11493	266	13	:	:	PUNCT
easat-11493	266	14	institutions	institution	NOUN
easat-11493	266	15	with	with	ADP
easat-11493	266	16	higher	high	ADJ
easat-11493	266	17	performance	performance	NOUN
easat-11493	266	18	tend	tend	VERB
easat-11493	266	19	to	to	PART
easat-11493	266	20	have	have	AUX
easat-11493	266	21	adopted	adopt	VERB
easat-11493	266	22	llms	llm	NOUN
easat-11493	266	23	more	more	ADV
easat-11493	266	24	extensively	extensively	ADV
easat-11493	266	25	and	and	CCONJ
easat-11493	266	26	deeply	deeply	ADV
easat-11493	266	27	,	,	PUNCT
easat-11493	266	28	thereby	thereby	ADV
easat-11493	266	29	encountering	encounter	VERB
easat-11493	266	30	more	more	ADV
easat-11493	266	31	complex	complex	ADJ
easat-11493	266	32	technical	technical	ADJ
easat-11493	266	33	challenges	challenge	NOUN
easat-11493	266	34	(	(	PUNCT
easat-11493	266	35	e.g.	e.g.	ADV
easat-11493	266	36	,	,	PUNCT
easat-11493	266	37	integrating	integrate	VERB
easat-11493	266	38	with	with	ADP
easat-11493	266	39	multiple	multiple	ADJ
easat-11493	266	40	systems	system	NOUN
easat-11493	266	41	,	,	PUNCT
easat-11493	266	42	managing	manage	VERB
easat-11493	266	43	bespoke	bespoke	NOUN
easat-11493	266	44	models	model	NOUN
easat-11493	266	45	,	,	PUNCT
easat-11493	266	46	dealing	deal	VERB
easat-11493	266	47	with	with	ADP
easat-11493	266	48	large	large	ADJ
easat-11493	266	49	-	-	PUNCT
easat-11493	266	50	scale	scale	NOUN
easat-11493	266	51	data	datum	NOUN
easat-11493	266	52	security	security	NOUN
easat-11493	266	53	)	)	PUNCT
easat-11493	266	54	.	.	PUNCT
easat-11493	267	1	such	such	ADJ
easat-11493	267	2	institutions	institution	NOUN
easat-11493	267	3	also	also	ADV
easat-11493	267	4	often	often	ADV
easat-11493	267	5	possess	possess	VERB
easat-11493	267	6	the	the	DET
easat-11493	267	7	technical	technical	ADJ
easat-11493	267	8	capacity	capacity	NOUN
easat-11493	267	9	and	and	CCONJ
easat-11493	267	10	resources	resource	NOUN
easat-11493	267	11	to	to	PART
easat-11493	267	12	manage	manage	VERB
easat-11493	267	13	these	these	DET
easat-11493	267	14	challenges	challenge	NOUN
easat-11493	267	15	,	,	PUNCT
easat-11493	267	16	thereby	thereby	ADV
easat-11493	267	17	transforming	transform	VERB
easat-11493	267	18	them	they	PRON
easat-11493	267	19	into	into	ADP
easat-11493	267	20	opportunities	opportunity	NOUN
easat-11493	267	21	for	for	ADP
easat-11493	267	22	continuous	continuous	ADJ
easat-11493	267	23	improvement	improvement	NOUN
easat-11493	267	24	.	.	PUNCT
easat-11493	268	1	for	for	ADP
easat-11493	268	2	example	example	NOUN
easat-11493	268	3	,	,	PUNCT
easat-11493	268	4	an	an	DET
easat-11493	268	5	organization	organization	NOUN
easat-11493	268	6	employing	employ	VERB
easat-11493	268	7	llms	llm	NOUN
easat-11493	268	8	for	for	ADP
easat-11493	268	9	customer	customer	NOUN
easat-11493	268	10	service	service	NOUN
easat-11493	268	11	automation	automation	NOUN
easat-11493	268	12	,	,	PUNCT
easat-11493	268	13	reporting	reporting	NOUN
easat-11493	268	14	,	,	PUNCT
easat-11493	268	15	and	and	CCONJ
easat-11493	268	16	market	market	NOUN
easat-11493	268	17	analysis	analysis	NOUN
easat-11493	268	18	will	will	AUX
easat-11493	268	19	likely	likely	ADV
easat-11493	268	20	face	face	VERB
easat-11493	268	21	substantial	substantial	ADJ
easat-11493	268	22	technical	technical	ADJ
easat-11493	268	23	obstacles	obstacle	NOUN
easat-11493	268	24	.	.	PUNCT
easat-11493	269	1	however	however	ADV
easat-11493	269	2	,	,	PUNCT
easat-11493	269	3	it	it	PRON
easat-11493	269	4	will	will	AUX
easat-11493	269	5	also	also	ADV
easat-11493	269	6	score	score	VERB
easat-11493	269	7	high	high	ADV
easat-11493	269	8	on	on	ADP
easat-11493	269	9	performance	performance	NOUN
easat-11493	269	10	because	because	SCONJ
easat-11493	269	11	it	it	PRON
easat-11493	269	12	leverages	leverage	VERB
easat-11493	269	13	technology	technology	NOUN
easat-11493	269	14	in	in	ADP
easat-11493	269	15	a	a	DET
easat-11493	269	16	strategic	strategic	ADJ
easat-11493	269	17	,	,	PUNCT
easat-11493	269	18	broad	broad	ADV
easat-11493	269	19	-	-	PUNCT
easat-11493	269	20	based	base	VERB
easat-11493	269	21	manner	manner	NOUN
easat-11493	269	22	.	.	PUNCT
easat-11493	270	1	therefore	therefore	ADV
easat-11493	270	2	,	,	PUNCT
easat-11493	270	3	the	the	DET
easat-11493	270	4	weak	weak	ADJ
easat-11493	270	5	positive	positive	ADJ
easat-11493	270	6	correlation	correlation	NOUN
easat-11493	270	7	suggests	suggest	VERB
easat-11493	270	8	that	that	SCONJ
easat-11493	270	9	technical	technical	ADJ
easat-11493	270	10	challenges	challenge	NOUN
easat-11493	270	11	are	be	AUX
easat-11493	270	12	not	not	PART
easat-11493	270	13	simply	simply	ADV
easat-11493	270	14	hindrances	hindrance	NOUN
easat-11493	270	15	but	but	CCONJ
easat-11493	270	16	can	can	AUX
easat-11493	270	17	be	be	AUX
easat-11493	270	18	interpreted	interpret	VERB
easat-11493	270	19	as	as	ADP
easat-11493	270	20	a	a	DET
easat-11493	270	21	healthy	healthy	ADJ
easat-11493	270	22	marker	marker	NOUN
easat-11493	270	23	of	of	ADP
easat-11493	270	24	deep	deep	ADJ
easat-11493	270	25	strategic	strategic	ADJ
easat-11493	270	26	adoption	adoption	NOUN
easat-11493	270	27	.	.	PUNCT
easat-11493	271	1	this	this	PRON
easat-11493	271	2	aligns	align	VERB
easat-11493	271	3	with	with	ADP
easat-11493	271	4	complex	complex	ADJ
easat-11493	271	5	technology	technology	NOUN
easat-11493	271	6	adoption	adoption	NOUN
easat-11493	271	7	theory	theory	NOUN
easat-11493	271	8	,	,	PUNCT
easat-11493	271	9	which	which	PRON
easat-11493	271	10	posits	posit	VERB
easat-11493	271	11	that	that	PRON
easat-11493	271	12	benefits	benefit	NOUN
easat-11493	271	13	often	often	ADV
easat-11493	271	14	scale	scale	VERB
easat-11493	271	15	with	with	ADP
easat-11493	271	16	both	both	DET
easat-11493	271	17	adoption	adoption	NOUN
easat-11493	271	18	level	level	NOUN
easat-11493	271	19	and	and	CCONJ
easat-11493	271	20	the	the	DET
easat-11493	271	21	concurrent	concurrent	ADJ
easat-11493	271	22	technical	technical	ADJ
easat-11493	271	23	challenges	challenge	NOUN
easat-11493	271	24	.	.	PUNCT
easat-11493	272	1	•	•	NUM
easat-11493	272	2	relationship	relationship	NOUN
easat-11493	272	3	between	between	ADP
easat-11493	272	4	organizational	organizational	ADJ
easat-11493	272	5	challenges	challenge	NOUN
easat-11493	272	6	and	and	CCONJ
easat-11493	272	7	institutional	institutional	ADJ
easat-11493	272	8	performance	performance	NOUN
easat-11493	272	9	(	(	PUNCT
easat-11493	272	10	r	r	NOUN
easat-11493	272	11	=	=	SYM
easat-11493	272	12	+0.095	+0.095	NOUN
easat-11493	272	13	,	,	PUNCT
easat-11493	272	14	p	p	X
easat-11493	272	15	<	<	X
easat-11493	272	16	0.01	0.01	NUM
easat-11493	272	17	)	)	PUNCT
easat-11493	272	18	.	.	PUNCT
easat-11493	273	1	the	the	DET
easat-11493	273	2	correlation	correlation	NOUN
easat-11493	273	3	is	be	AUX
easat-11493	273	4	positive	positive	ADJ
easat-11493	273	5	and	and	CCONJ
easat-11493	273	6	statistically	statistically	ADV
easat-11493	273	7	significant	significant	ADJ
easat-11493	273	8	,	,	PUNCT
easat-11493	273	9	but	but	CCONJ
easat-11493	273	10	very	very	ADV
easat-11493	273	11	weak	weak	ADJ
easat-11493	273	12	.	.	PUNCT
easat-11493	274	1	a	a	DET
easat-11493	274	2	coefficient	coefficient	NOUN
easat-11493	274	3	of	of	ADP
easat-11493	274	4	0.095	0.095	NUM
easat-11493	274	5	indicates	indicate	VERB
easat-11493	274	6	that	that	SCONJ
easat-11493	274	7	organizational	organizational	ADJ
easat-11493	274	8	challenges	challenge	NOUN
easat-11493	274	9	account	account	VERB
easat-11493	274	10	for	for	ADP
easat-11493	274	11	less	less	ADJ
easat-11493	274	12	than	than	ADP
easat-11493	274	13	1	1	NUM
easat-11493	274	14	%	%	NOUN
easat-11493	274	15	of	of	ADP
easat-11493	274	16	the	the	DET
easat-11493	274	17	variance	variance	NOUN
easat-11493	274	18	in	in	ADP
easat-11493	274	19	performance	performance	NOUN
easat-11493	274	20	.	.	PUNCT
easat-11493	275	1	this	this	PRON
easat-11493	275	2	supports	support	VERB
easat-11493	275	3	the	the	DET
easat-11493	275	4	research	research	NOUN
easat-11493	275	5	hypothesis	hypothesis	NOUN
easat-11493	275	6	that	that	PRON
easat-11493	275	7	organizational	organizational	ADJ
easat-11493	275	8	challenges	challenge	NOUN
easat-11493	275	9	,	,	PUNCT
easat-11493	275	10	such	such	ADJ
easat-11493	275	11	as	as	ADP
easat-11493	275	12	governance	governance	NOUN
easat-11493	275	13	,	,	PUNCT
easat-11493	275	14	culture	culture	NOUN
easat-11493	275	15	,	,	PUNCT
easat-11493	275	16	and	and	CCONJ
easat-11493	275	17	leadership	leadership	NOUN
easat-11493	275	18	,	,	PUNCT
easat-11493	275	19	are	be	AUX
easat-11493	275	20	long	long	ADJ
easat-11493	275	21	-	-	PUNCT
easat-11493	275	22	term	term	NOUN
easat-11493	275	23	,	,	PUNCT
easat-11493	275	24	non	non	ADJ
easat-11493	275	25	-	-	ADJ
easat-11493	275	26	linear	linear	ADJ
easat-11493	275	27	factors	factor	NOUN
easat-11493	275	28	.	.	PUNCT
easat-11493	276	1	their	their	PRON
easat-11493	276	2	effects	effect	NOUN
easat-11493	276	3	might	might	AUX
easat-11493	276	4	not	not	PART
easat-11493	276	5	be	be	AUX
easat-11493	276	6	immediately	immediately	ADV
easat-11493	276	7	visible	visible	ADJ
easat-11493	276	8	in	in	ADP
easat-11493	276	9	short	short	ADJ
easat-11493	276	10	-	-	PUNCT
easat-11493	276	11	term	term	NOUN
easat-11493	276	12	operational	operational	ADJ
easat-11493	276	13	performance	performance	NOUN
easat-11493	276	14	,	,	PUNCT
easat-11493	276	15	but	but	CCONJ
easat-11493	276	16	they	they	PRON
easat-11493	276	17	become	become	VERB
easat-11493	276	18	evident	evident	ADJ
easat-11493	276	19	in	in	ADP
easat-11493	276	20	sustainability	sustainability	NOUN
easat-11493	276	21	and	and	CCONJ
easat-11493	276	22	scalability	scalability	NOUN
easat-11493	276	23	.	.	PUNCT
easat-11493	277	1	72	72	NUM
easat-11493	277	2	edelweiss	edelweiss	PROPN
easat-11493	277	3	applied	apply	VERB
easat-11493	277	4	science	science	NOUN
easat-11493	277	5	and	and	CCONJ
easat-11493	277	6	technology	technology	NOUN
easat-11493	277	7	issn	issn	PROPN
easat-11493	277	8	:	:	PUNCT
easat-11493	277	9	2576	2576	NUM
easat-11493	277	10	-	-	SYM
easat-11493	277	11	8484	8484	NUM
easat-11493	277	12	vol	vol	NOUN
easat-11493	277	13	.	.	PROPN
easat-11493	278	1	10	10	NUM
easat-11493	278	2	,	,	PUNCT
easat-11493	278	3	no	no	INTJ
easat-11493	278	4	.	.	NOUN
easat-11493	278	5	1	1	NUM
easat-11493	278	6	:	:	SYM
easat-11493	278	7	60	60	NUM
easat-11493	278	8	-	-	SYM
easat-11493	278	9	76	76	NUM
easat-11493	278	10	,	,	PUNCT
easat-11493	278	11	2026	2026	NUM
easat-11493	278	12	doi	doi	NOUN
easat-11493	278	13	:	:	PUNCT
easat-11493	278	14	10.55214/2576	10.55214/2576	NUM
easat-11493	278	15	-	-	PUNCT
easat-11493	278	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	279	1	©	©	PROPN
easat-11493	279	2	2026	2026	NUM
easat-11493	279	3	by	by	ADP
easat-11493	279	4	the	the	DET
easat-11493	279	5	author	author	NOUN
easat-11493	279	6	;	;	PUNCT
easat-11493	279	7	licensee	licensee	PROPN
easat-11493	279	8	learning	learn	VERB
easat-11493	279	9	gate	gate	NOUN
easat-11493	279	10	institutions	institution	NOUN
easat-11493	279	11	with	with	ADP
easat-11493	279	12	strong	strong	ADJ
easat-11493	279	13	governance	governance	NOUN
easat-11493	279	14	may	may	AUX
easat-11493	279	15	not	not	PART
easat-11493	279	16	exhibit	exhibit	VERB
easat-11493	279	17	immediate	immediate	ADJ
easat-11493	279	18	performance	performance	NOUN
easat-11493	279	19	improvements	improvement	NOUN
easat-11493	279	20	,	,	PUNCT
easat-11493	279	21	but	but	CCONJ
easat-11493	279	22	they	they	PRON
easat-11493	279	23	are	be	AUX
easat-11493	279	24	more	more	ADV
easat-11493	279	25	likely	likely	ADJ
easat-11493	279	26	to	to	PART
easat-11493	279	27	withstand	withstand	VERB
easat-11493	279	28	crises	crisis	NOUN
easat-11493	279	29	,	,	PUNCT
easat-11493	279	30	such	such	ADJ
easat-11493	279	31	as	as	ADP
easat-11493	279	32	data	data	NOUN
easat-11493	279	33	leaks	leak	NOUN
easat-11493	279	34	,	,	PUNCT
easat-11493	279	35	employee	employee	NOUN
easat-11493	279	36	resistance	resistance	NOUN
easat-11493	279	37	,	,	PUNCT
easat-11493	279	38	or	or	CCONJ
easat-11493	279	39	ethical	ethical	ADJ
easat-11493	279	40	missteps	misstep	NOUN
easat-11493	279	41	,	,	PUNCT
easat-11493	279	42	over	over	ADP
easat-11493	279	43	time	time	NOUN
easat-11493	279	44	.	.	PUNCT
easat-11493	280	1	the	the	DET
easat-11493	280	2	weak	weak	ADJ
easat-11493	280	3	positive	positive	ADJ
easat-11493	280	4	correlation	correlation	NOUN
easat-11493	280	5	may	may	AUX
easat-11493	280	6	also	also	ADV
easat-11493	280	7	suggest	suggest	VERB
easat-11493	280	8	that	that	SCONJ
easat-11493	280	9	high	high	ADV
easat-11493	280	10	-	-	PUNCT
easat-11493	280	11	performing	perform	VERB
easat-11493	280	12	institutions	institution	NOUN
easat-11493	280	13	begin	begin	VERB
easat-11493	280	14	to	to	PART
easat-11493	280	15	face	face	VERB
easat-11493	280	16	new	new	ADJ
easat-11493	280	17	organizational	organizational	ADJ
easat-11493	280	18	challenges	challenge	NOUN
easat-11493	280	19	(	(	PUNCT
easat-11493	280	20	e.g.	e.g.	ADV
easat-11493	280	21	,	,	PUNCT
easat-11493	280	22	defining	define	VERB
easat-11493	280	23	responsibilities	responsibility	NOUN
easat-11493	280	24	and	and	CCONJ
easat-11493	280	25	developing	develop	VERB
easat-11493	280	26	ai	ai	VERB
easat-11493	280	27	usage	usage	NOUN
easat-11493	280	28	policies	policy	NOUN
easat-11493	280	29	)	)	PUNCT
easat-11493	280	30	as	as	SCONJ
easat-11493	280	31	they	they	PRON
easat-11493	280	32	mature	mature	VERB
easat-11493	280	33	.	.	PUNCT
easat-11493	281	1	a	a	DET
easat-11493	281	2	lack	lack	NOUN
easat-11493	281	3	of	of	ADP
easat-11493	281	4	a	a	DET
easat-11493	281	5	strong	strong	ADJ
easat-11493	281	6	correlation	correlation	NOUN
easat-11493	281	7	does	do	AUX
easat-11493	281	8	not	not	PART
easat-11493	281	9	mean	mean	VERB
easat-11493	281	10	organizational	organizational	ADJ
easat-11493	281	11	challenges	challenge	NOUN
easat-11493	281	12	are	be	AUX
easat-11493	281	13	insignificant	insignificant	ADJ
easat-11493	281	14	.	.	PUNCT
easat-11493	282	1	they	they	PRON
easat-11493	282	2	are	be	AUX
easat-11493	282	3	a	a	DET
easat-11493	282	4	strategic	strategic	ADJ
easat-11493	282	5	investment	investment	NOUN
easat-11493	282	6	that	that	PRON
easat-11493	282	7	benefits	benefit	VERB
easat-11493	282	8	more	more	ADJ
easat-11493	282	9	in	in	ADP
easat-11493	282	10	institutional	institutional	ADJ
easat-11493	282	11	resilience	resilience	NOUN
easat-11493	282	12	and	and	CCONJ
easat-11493	282	13	maturity	maturity	NOUN
easat-11493	282	14	rather	rather	ADV
easat-11493	282	15	than	than	ADP
easat-11493	282	16	short	short	ADJ
easat-11493	282	17	-	-	PUNCT
easat-11493	282	18	term	term	NOUN
easat-11493	282	19	operational	operational	ADJ
easat-11493	282	20	metrics	metric	NOUN
easat-11493	282	21	.	.	PUNCT
easat-11493	283	1	this	this	PRON
easat-11493	283	2	aligns	align	VERB
easat-11493	283	3	with	with	ADP
easat-11493	283	4	models	model	NOUN
easat-11493	283	5	of	of	ADP
easat-11493	283	6	organizational	organizational	ADJ
easat-11493	283	7	maturity	maturity	NOUN
easat-11493	283	8	,	,	PUNCT
easat-11493	283	9	which	which	PRON
easat-11493	283	10	differentiate	differentiate	VERB
easat-11493	283	11	between	between	ADP
easat-11493	283	12	operational	operational	ADJ
easat-11493	283	13	performance	performance	NOUN
easat-11493	283	14	and	and	CCONJ
easat-11493	283	15	strategic	strategic	ADJ
easat-11493	283	16	or	or	CCONJ
easat-11493	283	17	long	long	ADJ
easat-11493	283	18	-	-	PUNCT
easat-11493	283	19	term	term	NOUN
easat-11493	283	20	maturity	maturity	NOUN
easat-11493	283	21	.	.	PUNCT
easat-11493	284	1	•	•	NUM
easat-11493	284	2	relationship	relationship	NOUN
easat-11493	284	3	between	between	ADP
easat-11493	284	4	recommendations	recommendation	NOUN
easat-11493	284	5	and	and	CCONJ
easat-11493	284	6	institutional	institutional	ADJ
easat-11493	284	7	performance	performance	NOUN
easat-11493	284	8	(	(	PUNCT
easat-11493	284	9	r	r	NOUN
easat-11493	284	10	=	=	SYM
easat-11493	284	11	-0.089	-0.089	ADJ
easat-11493	284	12	,	,	PUNCT
easat-11493	284	13	p	p	X
easat-11493	284	14	<	<	X
easat-11493	284	15	0.01	0.01	NUM
easat-11493	284	16	)	)	PUNCT
easat-11493	284	17	negative	negative	ADJ
easat-11493	284	18	and	and	CCONJ
easat-11493	284	19	statistically	statistically	ADV
easat-11493	284	20	significant	significant	ADJ
easat-11493	284	21	,	,	PUNCT
easat-11493	284	22	but	but	CCONJ
easat-11493	284	23	very	very	ADV
easat-11493	284	24	weak	weak	ADJ
easat-11493	284	25	.	.	PUNCT
easat-11493	285	1	this	this	PRON
easat-11493	285	2	indicates	indicate	VERB
easat-11493	285	3	that	that	SCONJ
easat-11493	285	4	higher	high	ADJ
easat-11493	285	5	performance	performance	NOUN
easat-11493	285	6	is	be	AUX
easat-11493	285	7	slightly	slightly	ADV
easat-11493	285	8	linked	link	VERB
easat-11493	285	9	to	to	ADP
easat-11493	285	10	a	a	DET
easat-11493	285	11	lower	low	ADJ
easat-11493	285	12	perceived	perceive	VERB
easat-11493	285	13	importance	importance	NOUN
easat-11493	285	14	of	of	ADP
easat-11493	285	15	external	external	ADJ
easat-11493	285	16	recommendations	recommendation	NOUN
easat-11493	285	17	,	,	PUNCT
easat-11493	285	18	and	and	CCONJ
easat-11493	285	19	vice	vice	ADV
easat-11493	285	20	versa	versa	ADV
easat-11493	285	21	.	.	PUNCT
easat-11493	286	1	this	this	PRON
easat-11493	286	2	reflects	reflect	VERB
easat-11493	286	3	a	a	DET
easat-11493	286	4	phenomenon	phenomenon	NOUN
easat-11493	286	5	we	we	PRON
easat-11493	286	6	might	might	AUX
easat-11493	286	7	call	call	VERB
easat-11493	286	8	institutional	institutional	ADJ
easat-11493	286	9	saturation	saturation	NOUN
easat-11493	286	10	:	:	PUNCT
easat-11493	286	11	high	high	ADJ
easat-11493	286	12	-	-	PUNCT
easat-11493	286	13	performance	performance	NOUN
easat-11493	286	14	institutions	institution	NOUN
easat-11493	286	15	may	may	AUX
easat-11493	286	16	have	have	AUX
easat-11493	286	17	already	already	ADV
easat-11493	286	18	developed	develop	VERB
easat-11493	286	19	internal	internal	ADJ
easat-11493	286	20	policies	policy	NOUN
easat-11493	286	21	,	,	PUNCT
easat-11493	286	22	strategies	strategy	NOUN
easat-11493	286	23	,	,	PUNCT
easat-11493	286	24	and	and	CCONJ
easat-11493	286	25	governance	governance	NOUN
easat-11493	286	26	,	,	PUNCT
easat-11493	286	27	and	and	CCONJ
easat-11493	286	28	therefore	therefore	ADV
easat-11493	286	29	,	,	PUNCT
easat-11493	286	30	they	they	PRON
easat-11493	286	31	do	do	AUX
easat-11493	286	32	not	not	PART
easat-11493	286	33	view	view	VERB
easat-11493	286	34	external	external	ADJ
easat-11493	286	35	recommendations	recommendation	NOUN
easat-11493	286	36	as	as	ADP
easat-11493	286	37	urgent	urgent	ADJ
easat-11493	286	38	;	;	PUNCT
easat-11493	286	39	they	they	PRON
easat-11493	286	40	operate	operate	VERB
easat-11493	286	41	more	more	ADV
easat-11493	286	42	in	in	ADP
easat-11493	286	43	the	the	DET
easat-11493	286	44	implementation	implementation	NOUN
easat-11493	286	45	phase	phase	NOUN
easat-11493	286	46	rather	rather	ADV
easat-11493	286	47	than	than	ADP
easat-11493	286	48	the	the	DET
easat-11493	286	49	planning	planning	NOUN
easat-11493	286	50	phase	phase	NOUN
easat-11493	286	51	.	.	PUNCT
easat-11493	287	1	conversely	conversely	ADV
easat-11493	287	2	,	,	PUNCT
easat-11493	287	3	institutions	institution	NOUN
easat-11493	287	4	with	with	ADP
easat-11493	287	5	lower	low	ADJ
easat-11493	287	6	performance	performance	NOUN
easat-11493	287	7	are	be	AUX
easat-11493	287	8	more	more	ADV
easat-11493	287	9	aware	aware	ADJ
easat-11493	287	10	of	of	ADP
easat-11493	287	11	their	their	PRON
easat-11493	287	12	gaps	gap	NOUN
easat-11493	287	13	and	and	CCONJ
easat-11493	287	14	more	more	ADV
easat-11493	287	15	open	open	ADJ
easat-11493	287	16	to	to	ADP
easat-11493	287	17	recommendations	recommendation	NOUN
easat-11493	287	18	;	;	PUNCT
easat-11493	287	19	they	they	PRON
easat-11493	287	20	are	be	AUX
easat-11493	287	21	in	in	ADP
easat-11493	287	22	the	the	DET
easat-11493	287	23	“	"	PUNCT
easat-11493	287	24	knowledge	knowledge	NOUN
easat-11493	287	25	demand	demand	NOUN
easat-11493	287	26	”	"	PUNCT
easat-11493	287	27	or	or	CCONJ
easat-11493	287	28	learning	learn	VERB
easat-11493	287	29	phase	phase	NOUN
easat-11493	287	30	.	.	PUNCT
easat-11493	288	1	the	the	DET
easat-11493	288	2	weak	weak	ADJ
easat-11493	288	3	negative	negative	ADJ
easat-11493	288	4	correlation	correlation	NOUN
easat-11493	288	5	does	do	AUX
easat-11493	288	6	not	not	PART
easat-11493	288	7	diminish	diminish	VERB
easat-11493	288	8	the	the	DET
easat-11493	288	9	importance	importance	NOUN
easat-11493	288	10	of	of	ADP
easat-11493	288	11	recommendations	recommendation	NOUN
easat-11493	288	12	;	;	PUNCT
easat-11493	288	13	instead	instead	ADV
easat-11493	288	14	,	,	PUNCT
easat-11493	288	15	it	it	PRON
easat-11493	288	16	highlights	highlight	VERB
easat-11493	288	17	the	the	DET
easat-11493	288	18	stages	stage	NOUN
easat-11493	288	19	of	of	ADP
easat-11493	288	20	adoption	adoption	NOUN
easat-11493	288	21	that	that	PRON
easat-11493	288	22	institutions	institution	NOUN
easat-11493	288	23	are	be	AUX
easat-11493	288	24	currently	currently	ADV
easat-11493	288	25	in	in	ADP
easat-11493	288	26	.	.	PUNCT
easat-11493	289	1	recommendations	recommendation	NOUN
easat-11493	289	2	are	be	AUX
easat-11493	289	3	vital	vital	ADJ
easat-11493	289	4	during	during	ADP
easat-11493	289	5	the	the	DET
easat-11493	289	6	early	early	ADJ
easat-11493	289	7	phases	phase	NOUN
easat-11493	289	8	(	(	PUNCT
easat-11493	289	9	planning	planning	NOUN
easat-11493	289	10	,	,	PUNCT
easat-11493	289	11	foundation	foundation	NOUN
easat-11493	289	12	)	)	PUNCT
easat-11493	289	13	,	,	PUNCT
easat-11493	289	14	but	but	CCONJ
easat-11493	289	15	become	become	VERB
easat-11493	289	16	less	less	ADV
easat-11493	289	17	prominent	prominent	ADJ
easat-11493	289	18	as	as	SCONJ
easat-11493	289	19	institutions	institution	NOUN
easat-11493	289	20	move	move	VERB
easat-11493	289	21	into	into	ADP
easat-11493	289	22	advanced	advanced	ADJ
easat-11493	289	23	implementation	implementation	NOUN
easat-11493	289	24	and	and	CCONJ
easat-11493	289	25	continuous	continuous	ADJ
easat-11493	289	26	improvement	improvement	NOUN
easat-11493	289	27	.	.	PUNCT
easat-11493	290	1	this	this	PRON
easat-11493	290	2	aligns	align	VERB
easat-11493	290	3	with	with	ADP
easat-11493	290	4	the	the	DET
easat-11493	290	5	technology	technology	NOUN
easat-11493	290	6	adoption	adoption	NOUN
easat-11493	290	7	lifecycle	lifecycle	NOUN
easat-11493	290	8	model	model	NOUN
easat-11493	290	9	,	,	PUNCT
easat-11493	290	10	which	which	PRON
easat-11493	290	11	differentiates	differentiate	VERB
easat-11493	290	12	between	between	ADP
easat-11493	290	13	innovation	innovation	NOUN
easat-11493	290	14	/	/	SYM
easat-11493	290	15	planning	planning	NOUN
easat-11493	290	16	stages	stage	NOUN
easat-11493	290	17	and	and	CCONJ
easat-11493	290	18	growth	growth	NOUN
easat-11493	290	19	and	and	CCONJ
easat-11493	290	20	maturity	maturity	NOUN
easat-11493	290	21	stages	stage	NOUN
easat-11493	290	22	.	.	PUNCT
easat-11493	291	1	5.2.4	5.2.4	NUM
easat-11493	291	2	.	.	PUNCT
easat-11493	291	3	multiple	multiple	ADJ
easat-11493	291	4	regression	regression	NOUN
easat-11493	291	5	analysis	analysis	NOUN
easat-11493	291	6	the	the	DET
easat-11493	291	7	multiple	multiple	ADJ
easat-11493	291	8	regression	regression	NOUN
easat-11493	291	9	aims	aim	VERB
easat-11493	291	10	to	to	PART
easat-11493	291	11	determine	determine	VERB
easat-11493	291	12	the	the	DET
easat-11493	291	13	strength	strength	NOUN
easat-11493	291	14	and	and	CCONJ
easat-11493	291	15	direction	direction	NOUN
easat-11493	291	16	of	of	ADP
easat-11493	291	17	each	each	DET
easat-11493	291	18	independent	independent	ADJ
easat-11493	291	19	variable	variable	NOUN
easat-11493	291	20	’s	’s	PART
easat-11493	291	21	effect	effect	NOUN
easat-11493	291	22	on	on	ADP
easat-11493	291	23	institutional	institutional	ADJ
easat-11493	291	24	performance	performance	NOUN
easat-11493	291	25	,	,	PUNCT
easat-11493	291	26	while	while	SCONJ
easat-11493	291	27	accounting	account	VERB
easat-11493	291	28	for	for	ADP
easat-11493	291	29	the	the	DET
easat-11493	291	30	other	other	ADJ
easat-11493	291	31	variables	variable	NOUN
easat-11493	291	32	.	.	PUNCT
easat-11493	292	1	the	the	DET
easat-11493	292	2	model	model	NOUN
easat-11493	292	3	is	be	AUX
easat-11493	292	4	statistically	statistically	ADV
easat-11493	292	5	robust	robust	ADJ
easat-11493	292	6	(	(	PUNCT
easat-11493	292	7	f	f	NOUN
easat-11493	292	8	=	=	SYM
easat-11493	292	9	11.02	11.02	NUM
easat-11493	292	10	,	,	PUNCT
easat-11493	292	11	p	p	X
easat-11493	292	12	<	<	X
easat-11493	292	13	0.001	0.001	NUM
easat-11493	292	14	)	)	PUNCT
easat-11493	292	15	,	,	PUNCT
easat-11493	292	16	explaining	explain	VERB
easat-11493	292	17	14.2	14.2	NUM
easat-11493	292	18	%	%	NOUN
easat-11493	292	19	of	of	ADP
easat-11493	292	20	the	the	DET
easat-11493	292	21	variance	variance	NOUN
easat-11493	292	22	,	,	PUNCT
easat-11493	292	23	a	a	DET
easat-11493	292	24	respectable	respectable	ADJ
easat-11493	292	25	result	result	NOUN
easat-11493	292	26	in	in	ADP
easat-11493	292	27	behavioral	behavioral	ADJ
easat-11493	292	28	and	and	CCONJ
easat-11493	292	29	organizational	organizational	ADJ
easat-11493	292	30	research	research	NOUN
easat-11493	292	31	.	.	PUNCT
easat-11493	293	1	table	table	NOUN
easat-11493	293	2	4	4	NUM
easat-11493	293	3	.	.	PUNCT
easat-11493	293	4	multiple	multiple	ADJ
easat-11493	293	5	regression	regression	NOUN
easat-11493	293	6	values	value	NOUN
easat-11493	293	7	.	.	PUNCT
easat-11493	294	1	variable	variable	NOUN
easat-11493	294	2	(	(	PUNCT
easat-11493	294	3	β	β	NOUN
easat-11493	294	4	)	)	PUNCT
easat-11493	294	5	tvalue	tvalue	NOUN
easat-11493	294	6	pvalue	pvalue	NOUN
easat-11493	294	7	interpretation	interpretation	NOUN
easat-11493	294	8	technical	technical	ADJ
easat-11493	294	9	challenges	challenge	NOUN
easat-11493	294	10	+0.577	+0.577	PROPN
easat-11493	294	11	5.81	5.81	NUM
easat-11493	294	12	<	<	NOUN
easat-11493	294	13	0.001	0.001	NUM
easat-11493	294	14	remains	remain	VERB
easat-11493	294	15	the	the	DET
easat-11493	294	16	strongest	strong	ADJ
easat-11493	294	17	predictor	predictor	NOUN
easat-11493	294	18	.	.	PUNCT
easat-11493	295	1	institutions	institution	NOUN
easat-11493	295	2	that	that	PRON
easat-11493	295	3	encounter	encounter	VERB
easat-11493	295	4	greater	great	ADJ
easat-11493	295	5	technical	technical	ADJ
easat-11493	295	6	challenges	challenge	NOUN
easat-11493	295	7	tend	tend	VERB
easat-11493	295	8	to	to	PART
easat-11493	295	9	achieve	achieve	VERB
easat-11493	295	10	higher	high	ADJ
easat-11493	295	11	performance	performance	NOUN
easat-11493	295	12	,	,	PUNCT
easat-11493	295	13	reflecting	reflect	VERB
easat-11493	295	14	a	a	DET
easat-11493	295	15	pattern	pattern	NOUN
easat-11493	295	16	of	of	ADP
easat-11493	295	17	digital	digital	ADJ
easat-11493	295	18	maturity	maturity	NOUN
easat-11493	295	19	.	.	PUNCT
easat-11493	296	1	organizational	organizational	ADJ
easat-11493	296	2	challenges	challenge	NOUN
easat-11493	296	3	+0.161	+0.161	ADJ
easat-11493	296	4	2.26	2.26	NUM
easat-11493	296	5	0.024	0.024	NUM
easat-11493	296	6	statistically	statistically	ADV
easat-11493	296	7	significant	significant	ADJ
easat-11493	296	8	but	but	CCONJ
easat-11493	296	9	weaker	weak	ADJ
easat-11493	296	10	effect	effect	NOUN
easat-11493	296	11	.	.	PUNCT
easat-11493	297	1	suggests	suggest	VERB
easat-11493	297	2	that	that	SCONJ
easat-11493	297	3	governance	governance	NOUN
easat-11493	297	4	and	and	CCONJ
easat-11493	297	5	organizational	organizational	ADJ
easat-11493	297	6	structure	structure	NOUN
easat-11493	297	7	play	play	VERB
easat-11493	297	8	a	a	DET
easat-11493	297	9	secondary	secondary	ADJ
easat-11493	297	10	yet	yet	CCONJ
easat-11493	297	11	supportive	supportive	ADJ
easat-11493	297	12	role	role	NOUN
easat-11493	297	13	.	.	PUNCT
easat-11493	298	1	recommendations	recommendation	NOUN
easat-11493	298	2	-0.153	-0.153	PUNCT
easat-11493	298	3	-3.72	-3.72	NOUN
easat-11493	298	4	<	<	NOUN
easat-11493	298	5	0.001	0.001	NUM
easat-11493	298	6	significant	significant	ADJ
easat-11493	298	7	negative	negative	ADJ
easat-11493	298	8	effect	effect	NOUN
easat-11493	298	9	.	.	PUNCT
easat-11493	298	10	indicates	indicate	VERB
easat-11493	298	11	that	that	SCONJ
easat-11493	298	12	lower	lower	ADV
easat-11493	298	13	-	-	PUNCT
easat-11493	298	14	performing	perform	VERB
easat-11493	298	15	institutions	institution	NOUN
easat-11493	298	16	tend	tend	VERB
easat-11493	298	17	to	to	PART
easat-11493	298	18	place	place	VERB
easat-11493	298	19	greater	great	ADJ
easat-11493	298	20	emphasis	emphasis	NOUN
easat-11493	298	21	on	on	ADP
easat-11493	298	22	the	the	DET
easat-11493	298	23	need	need	NOUN
easat-11493	298	24	for	for	ADP
easat-11493	298	25	external	external	ADJ
easat-11493	298	26	recommendations	recommendation	NOUN
easat-11493	298	27	.	.	PUNCT
easat-11493	299	1	deployment	deployment	ADJ
easat-11493	299	2	environment	environment	NOUN
easat-11493	299	3	(	(	PUNCT
easat-11493	299	4	on	on	ADP
easat-11493	299	5	-	-	PUNCT
easat-11493	299	6	premises	premise	NOUN
easat-11493	299	7	)	)	PUNCT
easat-11493	299	8	+0.120	+0.120	ADJ
easat-11493	299	9	4.21	4.21	NUM
easat-11493	299	10	<	<	NOUN
easat-11493	299	11	0.001	0.001	NUM
easat-11493	299	12	on	on	ADP
easat-11493	299	13	-	-	PUNCT
easat-11493	299	14	premises	premise	NOUN
easat-11493	299	15	institutions	institution	NOUN
easat-11493	299	16	report	report	VERB
easat-11493	299	17	slightly	slightly	ADV
easat-11493	299	18	higher	high	ADJ
easat-11493	299	19	performance	performance	NOUN
easat-11493	299	20	compared	compare	VERB
easat-11493	299	21	to	to	ADP
easat-11493	299	22	the	the	DET
easat-11493	299	23	reference	reference	NOUN
easat-11493	299	24	category	category	NOUN
easat-11493	299	25	(	(	PUNCT
easat-11493	299	26	likely	likely	ADV
easat-11493	299	27	cloud	cloud	NOUN
easat-11493	299	28	-	-	PUNCT
easat-11493	299	29	based	base	VERB
easat-11493	299	30	or	or	CCONJ
easat-11493	299	31	hybrid	hybrid	NOUN
easat-11493	299	32	)	)	PUNCT
easat-11493	299	33	.	.	PUNCT
easat-11493	300	1	deployment	deployment	NOUN
easat-11493	300	2	environment	environment	NOUN
easat-11493	300	3	(	(	PUNCT
easat-11493	300	4	cloud	cloud	NOUN
easat-11493	300	5	-	-	PUNCT
easat-11493	300	6	based	base	VERB
easat-11493	300	7	,	,	PUNCT
easat-11493	300	8	hybrid	hybrid	NOUN
easat-11493	300	9	)	)	PUNCT
easat-11493	300	10	+0.045	+0.045	ADJ
easat-11493	300	11	1.34	1.34	NUM
easat-11493	300	12	0.181	0.181	NUM
easat-11493	300	13	not	not	PART
easat-11493	300	14	statistically	statistically	ADV
easat-11493	300	15	significant	significant	ADJ
easat-11493	300	16	.	.	PUNCT
easat-11493	301	1	no	no	DET
easat-11493	301	2	substantial	substantial	ADJ
easat-11493	301	3	performance	performance	NOUN
easat-11493	301	4	difference	difference	NOUN
easat-11493	301	5	from	from	ADP
easat-11493	301	6	the	the	DET
easat-11493	301	7	reference	reference	NOUN
easat-11493	301	8	category	category	NOUN
easat-11493	301	9	.	.	PUNCT
easat-11493	302	1	constant	constant	ADJ
easat-11493	302	2	2.78	2.78	NUM
easat-11493	302	3	6.95	6.95	NUM
easat-11493	302	4	<	<	NOUN
easat-11493	302	5	0.001	0.001	NUM
easat-11493	302	6	represents	represent	VERB
easat-11493	302	7	the	the	DET
easat-11493	302	8	baseline	baseline	ADJ
easat-11493	302	9	level	level	NOUN
easat-11493	302	10	of	of	ADP
easat-11493	302	11	institutional	institutional	ADJ
easat-11493	302	12	performance	performance	NOUN
easat-11493	302	13	in	in	ADP
easat-11493	302	14	the	the	DET
easat-11493	302	15	absence	absence	NOUN
easat-11493	302	16	of	of	ADP
easat-11493	302	17	explanatory	explanatory	ADJ
easat-11493	302	18	variables	variable	NOUN
easat-11493	302	19	.	.	PUNCT
easat-11493	303	1	•	•	NUM
easat-11493	303	2	technical	technical	ADJ
easat-11493	303	3	challenges	challenge	NOUN
easat-11493	303	4	(	(	PUNCT
easat-11493	303	5	β	β	X
easat-11493	303	6	=	=	SYM
easat-11493	303	7	+0.577	+0.577	PROPN
easat-11493	303	8	,	,	PUNCT
easat-11493	303	9	p	p	X
easat-11493	303	10	<	<	X
easat-11493	303	11	0.001	0.001	NUM
easat-11493	303	12	)	)	PUNCT
easat-11493	303	13	73	73	NUM
easat-11493	303	14	edelweiss	edelweiss	PROPN
easat-11493	303	15	applied	apply	VERB
easat-11493	303	16	science	science	NOUN
easat-11493	303	17	and	and	CCONJ
easat-11493	303	18	technology	technology	NOUN
easat-11493	303	19	issn	issn	PROPN
easat-11493	303	20	:	:	PUNCT
easat-11493	303	21	2576	2576	NUM
easat-11493	303	22	-	-	SYM
easat-11493	303	23	8484	8484	NUM
easat-11493	303	24	vol	vol	NOUN
easat-11493	303	25	.	.	PROPN
easat-11493	303	26	10	10	NUM
easat-11493	303	27	,	,	PUNCT
easat-11493	303	28	no	no	INTJ
easat-11493	303	29	.	.	NOUN
easat-11493	303	30	1	1	NUM
easat-11493	303	31	:	:	SYM
easat-11493	303	32	60	60	NUM
easat-11493	303	33	-	-	SYM
easat-11493	303	34	76	76	NUM
easat-11493	303	35	,	,	PUNCT
easat-11493	303	36	2026	2026	NUM
easat-11493	303	37	doi	doi	NOUN
easat-11493	303	38	:	:	PUNCT
easat-11493	303	39	10.55214/2576	10.55214/2576	NUM
easat-11493	303	40	-	-	PUNCT
easat-11493	303	41	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	303	42	©	©	PROPN
easat-11493	303	43	2026	2026	NUM
easat-11493	303	44	by	by	ADP
easat-11493	303	45	the	the	DET
easat-11493	303	46	author	author	NOUN
easat-11493	303	47	;	;	PUNCT
easat-11493	303	48	licensee	licensee	PROPN
easat-11493	303	49	learning	learning	NOUN
easat-11493	303	50	gate	gate	NOUN
easat-11493	303	51	this	this	PRON
easat-11493	303	52	is	be	AUX
easat-11493	303	53	the	the	DET
easat-11493	303	54	strongest	strong	ADJ
easat-11493	303	55	predictor	predictor	NOUN
easat-11493	303	56	in	in	ADP
easat-11493	303	57	the	the	DET
easat-11493	303	58	model	model	NOUN
easat-11493	303	59	.	.	PUNCT
easat-11493	304	1	the	the	DET
easat-11493	304	2	standardized	standardized	ADJ
easat-11493	304	3	beta	beta	ADJ
easat-11493	304	4	coefficient	coefficient	NOUN
easat-11493	304	5	of	of	ADP
easat-11493	304	6	+0.577	+0.577	PROPN
easat-11493	304	7	indicates	indicate	VERB
easat-11493	304	8	that	that	SCONJ
easat-11493	304	9	a	a	DET
easat-11493	304	10	one	one	NUM
easat-11493	304	11	standard	standard	ADJ
easat-11493	304	12	deviation	deviation	NOUN
easat-11493	304	13	increase	increase	NOUN
easat-11493	304	14	in	in	ADP
easat-11493	304	15	technical	technical	ADJ
easat-11493	304	16	challenges	challenge	NOUN
easat-11493	304	17	correlates	correlate	VERB
easat-11493	304	18	with	with	ADP
easat-11493	304	19	a	a	DET
easat-11493	304	20	0.577	0.577	NUM
easat-11493	304	21	standard	standard	ADJ
easat-11493	304	22	deviation	deviation	NOUN
easat-11493	304	23	increase	increase	NOUN
easat-11493	304	24	in	in	ADP
easat-11493	304	25	institutional	institutional	ADJ
easat-11493	304	26	performance	performance	NOUN
easat-11493	304	27	,	,	PUNCT
easat-11493	304	28	representing	represent	VERB
easat-11493	304	29	a	a	DET
easat-11493	304	30	relatively	relatively	ADV
easat-11493	304	31	large	large	ADJ
easat-11493	304	32	effect	effect	NOUN
easat-11493	304	33	size	size	NOUN
easat-11493	304	34	.	.	PUNCT
easat-11493	305	1	this	this	PRON
easat-11493	305	2	confirms	confirm	VERB
easat-11493	305	3	the	the	DET
easat-11493	305	4	interpretation	interpretation	NOUN
easat-11493	305	5	of	of	ADP
easat-11493	305	6	digital	digital	ADJ
easat-11493	305	7	maturity	maturity	NOUN
easat-11493	305	8	:	:	PUNCT
easat-11493	305	9	technical	technical	ADJ
easat-11493	305	10	challenges	challenge	NOUN
easat-11493	305	11	are	be	AUX
easat-11493	305	12	not	not	PART
easat-11493	305	13	just	just	ADV
easat-11493	305	14	a	a	DET
easat-11493	305	15	burden	burden	NOUN
easat-11493	305	16	;	;	PUNCT
easat-11493	305	17	they	they	PRON
easat-11493	305	18	reflect	reflect	VERB
easat-11493	305	19	significant	significant	ADJ
easat-11493	305	20	institutional	institutional	ADJ
easat-11493	305	21	commitment	commitment	NOUN
easat-11493	305	22	.	.	PUNCT
easat-11493	306	1	institutions	institution	NOUN
easat-11493	306	2	that	that	PRON
easat-11493	306	3	invest	invest	VERB
easat-11493	306	4	in	in	ADP
easat-11493	306	5	addressing	address	VERB
easat-11493	306	6	these	these	DET
easat-11493	306	7	challenges	challenge	NOUN
easat-11493	306	8	(	(	PUNCT
easat-11493	306	9	e.g.	e.g.	ADV
easat-11493	306	10	,	,	PUNCT
easat-11493	306	11	hiring	hire	VERB
easat-11493	306	12	specialists	specialist	NOUN
easat-11493	306	13	,	,	PUNCT
easat-11493	306	14	procuring	procure	VERB
easat-11493	306	15	infrastructure	infrastructure	NOUN
easat-11493	306	16	,	,	PUNCT
easat-11493	306	17	and	and	CCONJ
easat-11493	306	18	developing	develop	VERB
easat-11493	306	19	custom	custom	NOUN
easat-11493	306	20	models	model	NOUN
easat-11493	306	21	)	)	PUNCT
easat-11493	306	22	generally	generally	ADV
easat-11493	306	23	achieve	achieve	VERB
easat-11493	306	24	higher	high	ADJ
easat-11493	306	25	performance	performance	NOUN
easat-11493	306	26	.	.	PUNCT
easat-11493	307	1	in	in	ADP
easat-11493	307	2	this	this	DET
easat-11493	307	3	sense	sense	NOUN
easat-11493	307	4	,	,	PUNCT
easat-11493	307	5	technical	technical	ADJ
easat-11493	307	6	challenges	challenge	NOUN
easat-11493	307	7	serve	serve	VERB
easat-11493	307	8	as	as	ADP
easat-11493	307	9	a	a	DET
easat-11493	307	10	gateway	gateway	NOUN
easat-11493	307	11	to	to	ADP
easat-11493	307	12	institutional	institutional	ADJ
easat-11493	307	13	excellence	excellence	NOUN
easat-11493	307	14	.	.	PUNCT
easat-11493	308	1	tackling	tackle	VERB
easat-11493	308	2	them	they	PRON
easat-11493	308	3	is	be	AUX
easat-11493	308	4	not	not	PART
easat-11493	308	5	merely	merely	ADV
easat-11493	308	6	a	a	DET
easat-11493	308	7	cost	cost	NOUN
easat-11493	308	8	but	but	CCONJ
easat-11493	308	9	a	a	DET
easat-11493	308	10	strategic	strategic	ADJ
easat-11493	308	11	investment	investment	NOUN
easat-11493	308	12	that	that	PRON
easat-11493	308	13	directly	directly	ADV
easat-11493	308	14	enhances	enhance	VERB
easat-11493	308	15	performance	performance	NOUN
easat-11493	308	16	.	.	PUNCT
easat-11493	309	1	it	it	PRON
easat-11493	309	2	supports	support	VERB
easat-11493	309	3	enabling	enable	VERB
easat-11493	309	4	infrastructure	infrastructure	NOUN
easat-11493	309	5	theory	theory	NOUN
easat-11493	309	6	,	,	PUNCT
easat-11493	309	7	which	which	PRON
easat-11493	309	8	states	state	VERB
easat-11493	309	9	that	that	SCONJ
easat-11493	309	10	a	a	DET
easat-11493	309	11	robust	robust	ADJ
easat-11493	309	12	infrastructure	infrastructure	NOUN
easat-11493	309	13	is	be	AUX
easat-11493	309	14	essential	essential	ADJ
easat-11493	309	15	for	for	ADP
easat-11493	309	16	any	any	DET
easat-11493	309	17	successful	successful	ADJ
easat-11493	309	18	digital	digital	ADJ
easat-11493	309	19	transformation	transformation	NOUN
easat-11493	309	20	.	.	PUNCT
easat-11493	310	1	•	•	NUM
easat-11493	310	2	organizational	organizational	ADJ
easat-11493	310	3	challenges	challenge	NOUN
easat-11493	310	4	(	(	PUNCT
easat-11493	310	5	β	β	X
easat-11493	310	6	=	=	SYM
easat-11493	310	7	+0.161	+0.161	ADV
easat-11493	310	8	,	,	PUNCT
easat-11493	310	9	p	p	X
easat-11493	310	10	=	=	NOUN
easat-11493	310	11	0.024	0.024	NUM
easat-11493	310	12	)	)	PUNCT
easat-11493	310	13	there	there	PRON
easat-11493	310	14	is	be	VERB
easat-11493	310	15	a	a	DET
easat-11493	310	16	positive	positive	ADJ
easat-11493	310	17	and	and	CCONJ
easat-11493	310	18	statistically	statistically	ADV
easat-11493	310	19	significant	significant	ADJ
easat-11493	310	20	effect	effect	NOUN
easat-11493	310	21	,	,	PUNCT
easat-11493	310	22	but	but	CCONJ
easat-11493	310	23	it	it	PRON
easat-11493	310	24	is	be	AUX
easat-11493	310	25	relatively	relatively	ADV
easat-11493	310	26	modest	modest	ADJ
easat-11493	310	27	compared	compare	VERB
easat-11493	310	28	to	to	ADP
easat-11493	310	29	technical	technical	ADJ
easat-11493	310	30	challenges	challenge	NOUN
easat-11493	310	31	.	.	PUNCT
easat-11493	311	1	even	even	ADV
easat-11493	311	2	after	after	ADP
easat-11493	311	3	considering	consider	VERB
easat-11493	311	4	other	other	ADJ
easat-11493	311	5	variables	variable	NOUN
easat-11493	311	6	,	,	PUNCT
easat-11493	311	7	improvements	improvement	NOUN
easat-11493	311	8	in	in	ADP
easat-11493	311	9	governance	governance	NOUN
easat-11493	311	10	and	and	CCONJ
easat-11493	311	11	culture	culture	NOUN
easat-11493	311	12	continue	continue	VERB
easat-11493	311	13	to	to	PART
easat-11493	311	14	contribute	contribute	VERB
easat-11493	311	15	positively	positively	ADV
easat-11493	311	16	,	,	PUNCT
easat-11493	311	17	albeit	albeit	SCONJ
easat-11493	311	18	to	to	ADP
easat-11493	311	19	a	a	DET
easat-11493	311	20	lesser	less	ADJ
easat-11493	311	21	extent	extent	NOUN
easat-11493	311	22	.	.	PUNCT
easat-11493	312	1	this	this	DET
easat-11493	312	2	milder	mild	ADJ
easat-11493	312	3	effect	effect	NOUN
easat-11493	312	4	highlights	highlight	NOUN
easat-11493	312	5	that	that	PRON
easat-11493	312	6	organizational	organizational	ADJ
easat-11493	312	7	challenges	challenge	NOUN
easat-11493	312	8	serve	serve	VERB
easat-11493	312	9	as	as	ADP
easat-11493	312	10	enablers	enabler	NOUN
easat-11493	312	11	rather	rather	ADV
easat-11493	312	12	than	than	ADP
easat-11493	312	13	main	main	ADJ
easat-11493	312	14	drivers	driver	NOUN
easat-11493	312	15	.	.	PUNCT
easat-11493	313	1	good	good	ADJ
easat-11493	313	2	governance	governance	NOUN
easat-11493	313	3	,	,	PUNCT
easat-11493	313	4	by	by	ADP
easat-11493	313	5	itself	itself	PRON
easat-11493	313	6	,	,	PUNCT
easat-11493	313	7	does	do	AUX
easat-11493	313	8	not	not	PART
easat-11493	313	9	ensure	ensure	VERB
easat-11493	313	10	high	high	ADJ
easat-11493	313	11	performance	performance	NOUN
easat-11493	313	12	,	,	PUNCT
easat-11493	313	13	but	but	CCONJ
easat-11493	313	14	it	it	PRON
easat-11493	313	15	supports	support	VERB
easat-11493	313	16	technologies	technology	NOUN
easat-11493	313	17	and	and	CCONJ
easat-11493	313	18	investments	investment	NOUN
easat-11493	313	19	that	that	PRON
easat-11493	313	20	enable	enable	VERB
easat-11493	313	21	effective	effective	ADJ
easat-11493	313	22	and	and	CCONJ
easat-11493	313	23	safe	safe	ADJ
easat-11493	313	24	operation	operation	NOUN
easat-11493	313	25	.	.	PUNCT
easat-11493	314	1	organizational	organizational	ADJ
easat-11493	314	2	challenges	challenge	NOUN
easat-11493	314	3	are	be	AUX
easat-11493	314	4	like	like	ADP
easat-11493	314	5	the	the	DET
easat-11493	314	6	oil	oil	NOUN
easat-11493	314	7	that	that	PRON
easat-11493	314	8	reduces	reduce	VERB
easat-11493	314	9	friction	friction	NOUN
easat-11493	314	10	:	:	PUNCT
easat-11493	314	11	they	they	PRON
easat-11493	314	12	do	do	AUX
easat-11493	314	13	not	not	PART
easat-11493	314	14	produce	produce	VERB
easat-11493	314	15	the	the	DET
easat-11493	314	16	output	output	NOUN
easat-11493	314	17	themselves	themselves	PRON
easat-11493	314	18	,	,	PUNCT
easat-11493	314	19	but	but	CCONJ
easat-11493	314	20	they	they	PRON
easat-11493	314	21	facilitate	facilitate	VERB
easat-11493	314	22	smoother	smooth	ADJ
easat-11493	314	23	,	,	PUNCT
easat-11493	314	24	more	more	ADV
easat-11493	314	25	sustainable	sustainable	ADJ
easat-11493	314	26	performance	performance	NOUN
easat-11493	314	27	.	.	PUNCT
easat-11493	315	1	this	this	PRON
easat-11493	315	2	aligns	align	VERB
easat-11493	315	3	with	with	ADP
easat-11493	315	4	sociotechnical	sociotechnical	ADJ
easat-11493	315	5	systems	system	NOUN
easat-11493	315	6	theory	theory	NOUN
easat-11493	315	7	,	,	PUNCT
easat-11493	315	8	which	which	PRON
easat-11493	315	9	emphasizes	emphasize	VERB
easat-11493	315	10	the	the	DET
easat-11493	315	11	balance	balance	NOUN
easat-11493	315	12	between	between	ADP
easat-11493	315	13	technical	technical	ADJ
easat-11493	315	14	and	and	CCONJ
easat-11493	315	15	social	social	ADJ
easat-11493	315	16	/	/	SYM
easat-11493	315	17	managerial	managerial	ADJ
easat-11493	315	18	aspects	aspect	NOUN
easat-11493	315	19	in	in	ADP
easat-11493	315	20	achieving	achieve	VERB
easat-11493	315	21	institutional	institutional	ADJ
easat-11493	315	22	efficiency	efficiency	NOUN
easat-11493	315	23	.	.	PUNCT
easat-11493	316	1	•	•	NUM
easat-11493	316	2	recommendations	recommendation	NOUN
easat-11493	316	3	(	(	PUNCT
easat-11493	316	4	β	β	X
easat-11493	316	5	=	=	SYM
easat-11493	316	6	-0.153	-0.153	NOUN
easat-11493	316	7	,	,	PUNCT
easat-11493	316	8	p	p	X
easat-11493	316	9	<	<	X
easat-11493	316	10	0.001	0.001	NUM
easat-11493	316	11	)	)	PUNCT
easat-11493	316	12	negative	negative	ADJ
easat-11493	316	13	and	and	CCONJ
easat-11493	316	14	statistically	statistically	ADV
easat-11493	316	15	significant	significant	ADJ
easat-11493	316	16	.	.	PUNCT
easat-11493	317	1	this	this	PRON
easat-11493	317	2	suggests	suggest	VERB
easat-11493	317	3	that	that	SCONJ
easat-11493	317	4	institutions	institution	NOUN
easat-11493	317	5	that	that	PRON
easat-11493	317	6	prioritize	prioritize	VERB
easat-11493	317	7	external	external	ADJ
easat-11493	317	8	recommendations	recommendation	NOUN
easat-11493	317	9	tend	tend	VERB
easat-11493	317	10	to	to	PART
easat-11493	317	11	exhibit	exhibit	VERB
easat-11493	317	12	somewhat	somewhat	ADV
easat-11493	317	13	lower	low	ADJ
easat-11493	317	14	performance	performance	NOUN
easat-11493	317	15	,	,	PUNCT
easat-11493	317	16	even	even	ADV
easat-11493	317	17	after	after	ADP
easat-11493	317	18	accounting	account	VERB
easat-11493	317	19	for	for	ADP
easat-11493	317	20	technical	technical	ADJ
easat-11493	317	21	and	and	CCONJ
easat-11493	317	22	organizational	organizational	ADJ
easat-11493	317	23	challenges	challenge	NOUN
easat-11493	317	24	.	.	PUNCT
easat-11493	318	1	this	this	PRON
easat-11493	318	2	reinforces	reinforce	VERB
easat-11493	318	3	the	the	DET
easat-11493	318	4	institutional	institutional	ADJ
easat-11493	318	5	saturation	saturation	NOUN
easat-11493	318	6	interpretation	interpretation	NOUN
easat-11493	318	7	:	:	PUNCT
easat-11493	318	8	high	high	ADJ
easat-11493	318	9	-	-	PUNCT
easat-11493	318	10	performing	perform	VERB
easat-11493	318	11	institutions	institution	NOUN
easat-11493	318	12	may	may	AUX
easat-11493	318	13	find	find	VERB
easat-11493	318	14	general	general	ADJ
easat-11493	318	15	recommendations	recommendation	NOUN
easat-11493	318	16	less	less	ADV
easat-11493	318	17	relevant	relevant	ADJ
easat-11493	318	18	or	or	CCONJ
easat-11493	318	19	urgent	urgent	ADJ
easat-11493	318	20	in	in	ADP
easat-11493	318	21	their	their	PRON
easat-11493	318	22	advanced	advanced	ADJ
easat-11493	318	23	stage	stage	NOUN
easat-11493	318	24	,	,	PUNCT
easat-11493	318	25	as	as	SCONJ
easat-11493	318	26	they	they	PRON
easat-11493	318	27	may	may	AUX
easat-11493	318	28	have	have	AUX
easat-11493	318	29	already	already	ADV
easat-11493	318	30	internalized	internalize	VERB
easat-11493	318	31	or	or	CCONJ
easat-11493	318	32	adapted	adapt	VERB
easat-11493	318	33	policies	policy	NOUN
easat-11493	318	34	locally	locally	ADV
easat-11493	318	35	and	and	CCONJ
easat-11493	318	36	focus	focus	VERB
easat-11493	318	37	on	on	ADP
easat-11493	318	38	more	more	ADJ
easat-11493	318	39	specialized	specialized	ADJ
easat-11493	318	40	optimizations	optimization	NOUN
easat-11493	318	41	rather	rather	ADV
easat-11493	318	42	than	than	ADP
easat-11493	318	43	broad	broad	ADJ
easat-11493	318	44	strategies	strategy	NOUN
easat-11493	318	45	.	.	PUNCT
easat-11493	319	1	recommendations	recommendation	NOUN
easat-11493	319	2	play	play	VERB
easat-11493	319	3	different	different	ADJ
easat-11493	319	4	roles	role	NOUN
easat-11493	319	5	depending	depend	VERB
easat-11493	319	6	on	on	ADP
easat-11493	319	7	the	the	DET
easat-11493	319	8	institution	institution	NOUN
easat-11493	319	9	’s	’s	PART
easat-11493	319	10	stage	stage	NOUN
easat-11493	319	11	of	of	ADP
easat-11493	319	12	adoption	adoption	NOUN
easat-11493	319	13	;	;	PUNCT
easat-11493	319	14	they	they	PRON
easat-11493	319	15	are	be	AUX
easat-11493	319	16	more	more	ADV
easat-11493	319	17	active	active	ADJ
easat-11493	319	18	in	in	ADP
easat-11493	319	19	early	early	ADJ
easat-11493	319	20	planning	planning	NOUN
easat-11493	319	21	phases	phase	NOUN
easat-11493	319	22	and	and	CCONJ
easat-11493	319	23	less	less	ADV
easat-11493	319	24	so	so	ADV
easat-11493	319	25	in	in	ADP
easat-11493	319	26	later	later	ADJ
easat-11493	319	27	stages	stage	NOUN
easat-11493	319	28	of	of	ADP
easat-11493	319	29	refinement	refinement	NOUN
easat-11493	319	30	.	.	PUNCT
easat-11493	320	1	this	this	PRON
easat-11493	320	2	aligns	align	VERB
easat-11493	320	3	with	with	ADP
easat-11493	320	4	knowledge	knowledge	NOUN
easat-11493	320	5	transfer	transfer	NOUN
easat-11493	320	6	theory	theory	NOUN
easat-11493	320	7	,	,	PUNCT
easat-11493	320	8	which	which	PRON
easat-11493	320	9	distinguishes	distinguish	VERB
easat-11493	320	10	between	between	ADP
easat-11493	320	11	general	general	ADJ
easat-11493	320	12	and	and	CCONJ
easat-11493	320	13	contextual	contextual	ADJ
easat-11493	320	14	knowledge	knowledge	NOUN
easat-11493	320	15	,	,	PUNCT
easat-11493	320	16	emphasizing	emphasize	VERB
easat-11493	320	17	how	how	SCONJ
easat-11493	320	18	the	the	DET
easat-11493	320	19	importance	importance	NOUN
easat-11493	320	20	of	of	ADP
easat-11493	320	21	external	external	ADJ
easat-11493	320	22	guidance	guidance	NOUN
easat-11493	320	23	decreases	decrease	NOUN
easat-11493	320	24	as	as	SCONJ
easat-11493	320	25	internal	internal	ADJ
easat-11493	320	26	expertise	expertise	NOUN
easat-11493	320	27	develops	develop	VERB
easat-11493	320	28	.	.	PUNCT
easat-11493	321	1	•	•	NUM
easat-11493	321	2	deployment	deployment	NOUN
easat-11493	321	3	environment	environment	NOUN
easat-11493	321	4	(	(	PUNCT
easat-11493	321	5	on	on	ADP
easat-11493	321	6	-	-	PUNCT
easat-11493	321	7	premises	premise	NOUN
easat-11493	321	8	:	:	PUNCT
easat-11493	321	9	β	β	X
easat-11493	321	10	=	=	SYM
easat-11493	321	11	+0.120	+0.120	ADJ
easat-11493	321	12	,	,	PUNCT
easat-11493	321	13	p	p	X
easat-11493	321	14	<	<	X
easat-11493	321	15	0.001	0.001	NUM
easat-11493	321	16	|	|	ADV
easat-11493	321	17	cloud	cloud	NOUN
easat-11493	321	18	:	:	PUNCT
easat-11493	321	19	β	β	X
easat-11493	321	20	=	=	SYM
easat-11493	321	21	+0.045	+0.045	ADJ
easat-11493	321	22	,	,	PUNCT
easat-11493	321	23	p	p	X
easat-11493	321	24	=	=	NOUN
easat-11493	321	25	0.181	0.181	NUM
easat-11493	321	26	)	)	PUNCT
easat-11493	321	27	the	the	DET
easat-11493	321	28	on	on	ADP
easat-11493	321	29	-	-	PUNCT
easat-11493	321	30	premises	premise	NOUN
easat-11493	321	31	environment	environment	NOUN
easat-11493	321	32	has	have	VERB
easat-11493	321	33	a	a	DET
easat-11493	321	34	positive	positive	ADJ
easat-11493	321	35	and	and	CCONJ
easat-11493	321	36	significant	significant	ADJ
easat-11493	321	37	influence	influence	NOUN
easat-11493	321	38	on	on	ADP
easat-11493	321	39	institutional	institutional	ADJ
easat-11493	321	40	performance	performance	NOUN
easat-11493	321	41	compared	compare	VERB
easat-11493	321	42	to	to	ADP
easat-11493	321	43	the	the	DET
easat-11493	321	44	reference	reference	NOUN
easat-11493	321	45	environment	environment	NOUN
easat-11493	321	46	(	(	PUNCT
easat-11493	321	47	hybrid	hybrid	NOUN
easat-11493	321	48	or	or	CCONJ
easat-11493	321	49	unspecified	unspecified	ADJ
easat-11493	321	50	)	)	PUNCT
easat-11493	321	51	,	,	PUNCT
easat-11493	321	52	with	with	ADP
easat-11493	321	53	a	a	DET
easat-11493	321	54	standardized	standardized	ADJ
easat-11493	321	55	beta	beta	NOUN
easat-11493	321	56	of	of	ADP
easat-11493	321	57	+0.120	+0.120	ADJ
easat-11493	321	58	.	.	PUNCT
easat-11493	322	1	this	this	PRON
easat-11493	322	2	indicates	indicate	VERB
easat-11493	322	3	that	that	SCONJ
easat-11493	322	4	institutions	institution	NOUN
easat-11493	322	5	operating	operate	VERB
easat-11493	322	6	locally	locally	ADV
easat-11493	322	7	tend	tend	VERB
easat-11493	322	8	to	to	PART
easat-11493	322	9	perform	perform	VERB
easat-11493	322	10	somewhat	somewhat	ADV
easat-11493	322	11	better	well	ADV
easat-11493	322	12	,	,	PUNCT
easat-11493	322	13	after	after	ADP
easat-11493	322	14	accounting	account	VERB
easat-11493	322	15	for	for	ADP
easat-11493	322	16	other	other	ADJ
easat-11493	322	17	factors	factor	NOUN
easat-11493	322	18	.	.	PUNCT
easat-11493	323	1	the	the	DET
easat-11493	323	2	cloud	cloud	NOUN
easat-11493	323	3	environment	environment	NOUN
easat-11493	323	4	does	do	AUX
easat-11493	323	5	not	not	PART
easat-11493	323	6	have	have	VERB
easat-11493	323	7	a	a	DET
easat-11493	323	8	statistically	statistically	ADV
easat-11493	323	9	significant	significant	ADJ
easat-11493	323	10	effect	effect	NOUN
easat-11493	323	11	;	;	PUNCT
easat-11493	323	12	its	its	PRON
easat-11493	323	13	coefficient	coefficient	NOUN
easat-11493	323	14	is	be	AUX
easat-11493	323	15	small	small	ADJ
easat-11493	323	16	(	(	PUNCT
easat-11493	323	17	+0.045	+0.045	ADJ
easat-11493	323	18	)	)	PUNCT
easat-11493	323	19	,	,	PUNCT
easat-11493	323	20	and	and	CCONJ
easat-11493	323	21	the	the	DET
easat-11493	323	22	p	p	NOUN
easat-11493	323	23	-	-	PUNCT
easat-11493	323	24	value	value	NOUN
easat-11493	323	25	(	(	PUNCT
easat-11493	323	26	0.181	0.181	NUM
easat-11493	323	27	)	)	PUNCT
easat-11493	323	28	indicates	indicate	VERB
easat-11493	323	29	non	non	ADJ
easat-11493	323	30	-	-	NOUN
easat-11493	323	31	significance	significance	NOUN
easat-11493	323	32	.	.	PUNCT
easat-11493	324	1	this	this	DET
easat-11493	324	2	finding	finding	NOUN
easat-11493	324	3	is	be	AUX
easat-11493	324	4	intriguing	intriguing	ADJ
easat-11493	324	5	as	as	SCONJ
easat-11493	324	6	it	it	PRON
easat-11493	324	7	supports	support	VERB
easat-11493	324	8	the	the	DET
easat-11493	324	9	hypothesis	hypothesis	NOUN
easat-11493	324	10	that	that	PRON
easat-11493	324	11	control	control	VERB
easat-11493	324	12	over	over	ADP
easat-11493	324	13	data	datum	NOUN
easat-11493	324	14	and	and	CCONJ
easat-11493	324	15	infrastructure	infrastructure	NOUN
easat-11493	324	16	is	be	AUX
easat-11493	324	17	crucial	crucial	ADJ
easat-11493	324	18	for	for	ADP
easat-11493	324	19	effective	effective	ADJ
easat-11493	324	20	management	management	NOUN
easat-11493	324	21	.	.	PUNCT
easat-11493	325	1	on	on	ADP
easat-11493	325	2	-	-	PUNCT
easat-11493	325	3	premises	premise	NOUN
easat-11493	325	4	institutions	institution	NOUN
easat-11493	325	5	benefit	benefit	VERB
easat-11493	325	6	from	from	ADP
easat-11493	325	7	complete	complete	ADJ
easat-11493	325	8	control	control	NOUN
easat-11493	325	9	over	over	ADP
easat-11493	325	10	their	their	PRON
easat-11493	325	11	data	datum	NOUN
easat-11493	325	12	,	,	PUNCT
easat-11493	325	13	enabling	enable	VERB
easat-11493	325	14	more	more	ADV
easat-11493	325	15	precise	precise	ADJ
easat-11493	325	16	custom	custom	NOUN
easat-11493	325	17	model	model	NOUN
easat-11493	325	18	training	training	NOUN
easat-11493	325	19	and	and	CCONJ
easat-11493	325	20	avoiding	avoid	VERB
easat-11493	325	21	some	some	PRON
easat-11493	325	22	of	of	ADP
easat-11493	325	23	the	the	DET
easat-11493	325	24	constraints	constraint	NOUN
easat-11493	325	25	commonly	commonly	ADV
easat-11493	325	26	associated	associate	VERB
easat-11493	325	27	with	with	ADP
easat-11493	325	28	cloud	cloud	NOUN
easat-11493	325	29	usage	usage	NOUN
easat-11493	325	30	,	,	PUNCT
easat-11493	325	31	such	such	ADJ
easat-11493	325	32	as	as	ADP
easat-11493	325	33	variable	variable	ADJ
easat-11493	325	34	costs	cost	NOUN
easat-11493	325	35	,	,	PUNCT
easat-11493	325	36	latency	latency	NOUN
easat-11493	325	37	,	,	PUNCT
easat-11493	325	38	and	and	CCONJ
easat-11493	325	39	regulatory	regulatory	ADJ
easat-11493	325	40	compliance	compliance	NOUN
easat-11493	325	41	.	.	PUNCT
easat-11493	326	1	cloud	cloud	NOUN
easat-11493	326	2	deployments	deployment	NOUN
easat-11493	326	3	provide	provide	VERB
easat-11493	326	4	flexibility	flexibility	NOUN
easat-11493	326	5	,	,	PUNCT
easat-11493	326	6	but	but	CCONJ
easat-11493	326	7	they	they	PRON
easat-11493	326	8	can	can	AUX
easat-11493	326	9	sometimes	sometimes	ADV
easat-11493	326	10	compromise	compromise	VERB
easat-11493	326	11	customization	customization	NOUN
easat-11493	326	12	or	or	CCONJ
easat-11493	326	13	performance	performance	NOUN
easat-11493	326	14	in	in	ADP
easat-11493	326	15	sensitive	sensitive	ADJ
easat-11493	326	16	applications	application	NOUN
easat-11493	326	17	.	.	PUNCT
easat-11493	327	1	in	in	ADP
easat-11493	327	2	situations	situation	NOUN
easat-11493	327	3	,	,	PUNCT
easat-11493	327	4	such	such	ADJ
easat-11493	327	5	as	as	ADP
easat-11493	327	6	many	many	ADJ
easat-11493	327	7	in	in	ADP
easat-11493	327	8	the	the	DET
easat-11493	327	9	arab	arab	ADJ
easat-11493	327	10	world	world	NOUN
easat-11493	327	11	,	,	PUNCT
easat-11493	327	12	where	where	SCONJ
easat-11493	327	13	data	datum	NOUN
easat-11493	327	14	privacy	privacy	NOUN
easat-11493	327	15	and	and	CCONJ
easat-11493	327	16	regulatory	regulatory	ADJ
easat-11493	327	17	compliance	compliance	NOUN
easat-11493	327	18	are	be	AUX
easat-11493	327	19	top	top	ADJ
easat-11493	327	20	priorities	priority	NOUN
easat-11493	327	21	,	,	PUNCT
easat-11493	327	22	local	local	ADJ
easat-11493	327	23	environments	environment	NOUN
easat-11493	327	24	may	may	AUX
easat-11493	327	25	offer	offer	VERB
easat-11493	327	26	a	a	DET
easat-11493	327	27	competitive	competitive	ADJ
easat-11493	327	28	advantage	advantage	NOUN
easat-11493	327	29	by	by	ADP
easat-11493	327	30	delivering	deliver	VERB
easat-11493	327	31	improved	improved	ADJ
easat-11493	327	32	performance	performance	NOUN
easat-11493	327	33	through	through	ADP
easat-11493	327	34	tighter	tight	ADJ
easat-11493	327	35	control	control	NOUN
easat-11493	327	36	.	.	PUNCT
easat-11493	328	1	this	this	PRON
easat-11493	328	2	also	also	ADV
easat-11493	328	3	aligns	align	VERB
easat-11493	328	4	with	with	ADP
easat-11493	328	5	the	the	DET
easat-11493	328	6	resource	resource	NOUN
easat-11493	328	7	-	-	PUNCT
easat-11493	328	8	based	base	VERB
easat-11493	328	9	view	view	NOUN
easat-11493	328	10	in	in	ADP
easat-11493	328	11	strategic	strategic	ADJ
easat-11493	328	12	management	management	NOUN
easat-11493	328	13	,	,	PUNCT
easat-11493	328	14	which	which	PRON
easat-11493	328	15	argues	argue	VERB
easat-11493	328	16	that	that	SCONJ
easat-11493	328	17	control	control	NOUN
easat-11493	328	18	over	over	ADP
easat-11493	328	19	strategic	strategic	ADJ
easat-11493	328	20	resources	resource	NOUN
easat-11493	328	21	such	such	ADJ
easat-11493	328	22	as	as	ADP
easat-11493	328	23	data	datum	NOUN
easat-11493	328	24	and	and	CCONJ
easat-11493	328	25	infrastructure	infrastructure	NOUN
easat-11493	328	26	offers	offer	VERB
easat-11493	328	27	an	an	DET
easat-11493	328	28	institutional	institutional	ADJ
easat-11493	328	29	advantage	advantage	NOUN
easat-11493	328	30	.	.	PUNCT
easat-11493	329	1	74	74	NUM
easat-11493	329	2	edelweiss	edelweiss	PROPN
easat-11493	329	3	applied	apply	VERB
easat-11493	329	4	science	science	NOUN
easat-11493	329	5	and	and	CCONJ
easat-11493	329	6	technology	technology	NOUN
easat-11493	329	7	issn	issn	PROPN
easat-11493	329	8	:	:	PUNCT
easat-11493	329	9	2576	2576	NUM
easat-11493	329	10	-	-	SYM
easat-11493	329	11	8484	8484	NUM
easat-11493	329	12	vol	vol	NOUN
easat-11493	329	13	.	.	PROPN
easat-11493	330	1	10	10	NUM
easat-11493	330	2	,	,	PUNCT
easat-11493	330	3	no	no	INTJ
easat-11493	330	4	.	.	NOUN
easat-11493	330	5	1	1	NUM
easat-11493	330	6	:	:	SYM
easat-11493	330	7	60	60	NUM
easat-11493	330	8	-	-	SYM
easat-11493	330	9	76	76	NUM
easat-11493	330	10	,	,	PUNCT
easat-11493	330	11	2026	2026	NUM
easat-11493	330	12	doi	doi	NOUN
easat-11493	330	13	:	:	PUNCT
easat-11493	330	14	10.55214/2576	10.55214/2576	NUM
easat-11493	330	15	-	-	PUNCT
easat-11493	330	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	331	1	©	©	PROPN
easat-11493	331	2	2026	2026	NUM
easat-11493	331	3	by	by	ADP
easat-11493	331	4	the	the	DET
easat-11493	331	5	author	author	NOUN
easat-11493	331	6	;	;	PUNCT
easat-11493	331	7	licensee	licensee	PROPN
easat-11493	331	8	learning	learn	VERB
easat-11493	331	9	gate	gate	NOUN
easat-11493	331	10	technical	technical	ADJ
easat-11493	331	11	challenges	challenge	NOUN
easat-11493	331	12	emerge	emerge	VERB
easat-11493	331	13	as	as	ADP
easat-11493	331	14	the	the	DET
easat-11493	331	15	strongest	strong	ADJ
easat-11493	331	16	predictor	predictor	NOUN
easat-11493	331	17	of	of	ADP
easat-11493	331	18	performance	performance	NOUN
easat-11493	331	19	,	,	PUNCT
easat-11493	331	20	both	both	CCONJ
easat-11493	331	21	in	in	ADP
easat-11493	331	22	correlation	correlation	NOUN
easat-11493	331	23	and	and	CCONJ
easat-11493	331	24	in	in	ADP
easat-11493	331	25	regression	regression	NOUN
easat-11493	331	26	,	,	PUNCT
easat-11493	331	27	indicating	indicate	VERB
easat-11493	331	28	that	that	SCONJ
easat-11493	331	29	institutions	institution	NOUN
easat-11493	331	30	willing	willing	ADJ
easat-11493	331	31	to	to	PART
easat-11493	331	32	engage	engage	VERB
easat-11493	331	33	deeply	deeply	ADV
easat-11493	331	34	with	with	ADP
easat-11493	331	35	technical	technical	ADJ
easat-11493	331	36	complexity	complexity	NOUN
easat-11493	331	37	tend	tend	VERB
easat-11493	331	38	to	to	PART
easat-11493	331	39	achieve	achieve	VERB
easat-11493	331	40	higher	high	ADJ
easat-11493	331	41	performance	performance	NOUN
easat-11493	331	42	.	.	PUNCT
easat-11493	332	1	organizational	organizational	ADJ
easat-11493	332	2	challenges	challenge	NOUN
easat-11493	332	3	also	also	ADV
easat-11493	332	4	matter	matter	VERB
easat-11493	332	5	,	,	PUNCT
easat-11493	332	6	but	but	CCONJ
easat-11493	332	7	their	their	PRON
easat-11493	332	8	effect	effect	NOUN
easat-11493	332	9	is	be	AUX
easat-11493	332	10	more	more	ADV
easat-11493	332	11	modest	modest	ADJ
easat-11493	332	12	;	;	PUNCT
easat-11493	332	13	they	they	PRON
easat-11493	332	14	function	function	VERB
easat-11493	332	15	as	as	ADP
easat-11493	332	16	supporting	support	VERB
easat-11493	332	17	enablers	enabler	NOUN
easat-11493	332	18	rather	rather	ADV
easat-11493	332	19	than	than	ADP
easat-11493	332	20	primary	primary	ADJ
easat-11493	332	21	levers	lever	NOUN
easat-11493	332	22	.	.	PUNCT
easat-11493	333	1	the	the	DET
easat-11493	333	2	negative	negative	ADJ
easat-11493	333	3	correlation	correlation	NOUN
easat-11493	333	4	between	between	ADP
easat-11493	333	5	recommendations	recommendation	NOUN
easat-11493	333	6	and	and	CCONJ
easat-11493	333	7	performance	performance	NOUN
easat-11493	333	8	suggests	suggest	VERB
easat-11493	333	9	that	that	SCONJ
easat-11493	333	10	the	the	DET
easat-11493	333	11	value	value	NOUN
easat-11493	333	12	of	of	ADP
easat-11493	333	13	external	external	ADJ
easat-11493	333	14	guidance	guidance	NOUN
easat-11493	333	15	is	be	AUX
easat-11493	333	16	higher	high	ADJ
easat-11493	333	17	during	during	ADP
easat-11493	333	18	early	early	ADJ
easat-11493	333	19	adoption	adoption	NOUN
easat-11493	333	20	stages	stage	NOUN
easat-11493	333	21	and	and	CCONJ
easat-11493	333	22	decreases	decrease	NOUN
easat-11493	333	23	as	as	ADP
easat-11493	333	24	internal	internal	ADJ
easat-11493	333	25	maturity	maturity	NOUN
easat-11493	333	26	advances	advance	NOUN
easat-11493	333	27	.	.	PUNCT
easat-11493	334	1	on	on	ADP
easat-11493	334	2	-	-	PUNCT
easat-11493	334	3	premises	premise	NOUN
easat-11493	334	4	environments	environment	NOUN
easat-11493	334	5	appear	appear	VERB
easat-11493	334	6	to	to	PART
easat-11493	334	7	offer	offer	VERB
easat-11493	334	8	some	some	DET
easat-11493	334	9	performance	performance	NOUN
easat-11493	334	10	benefits	benefit	NOUN
easat-11493	334	11	,	,	PUNCT
easat-11493	334	12	likely	likely	ADJ
easat-11493	334	13	due	due	ADP
easat-11493	334	14	to	to	ADP
easat-11493	334	15	greater	great	ADJ
easat-11493	334	16	control	control	NOUN
easat-11493	334	17	,	,	PUNCT
easat-11493	334	18	privacy	privacy	NOUN
easat-11493	334	19	,	,	PUNCT
easat-11493	334	20	and	and	CCONJ
easat-11493	334	21	customization	customization	NOUN
easat-11493	334	22	,	,	PUNCT
easat-11493	334	23	particularly	particularly	ADV
easat-11493	334	24	in	in	ADP
easat-11493	334	25	regulatory	regulatory	ADJ
easat-11493	334	26	or	or	CCONJ
easat-11493	334	27	sensitive	sensitive	ADJ
easat-11493	334	28	situations	situation	NOUN
easat-11493	334	29	.	.	PUNCT
easat-11493	335	1	6	6	X
easat-11493	335	2	.	.	X
easat-11493	335	3	results	result	VERB
easat-11493	335	4	•	•	ADP
easat-11493	335	5	technical	technical	ADJ
easat-11493	335	6	challenges	challenge	NOUN
easat-11493	335	7	are	be	AUX
easat-11493	335	8	the	the	DET
easat-11493	335	9	strongest	strong	ADJ
easat-11493	335	10	predictor	predictor	NOUN
easat-11493	335	11	of	of	ADP
easat-11493	335	12	institutional	institutional	ADJ
easat-11493	335	13	performance	performance	NOUN
easat-11493	335	14	both	both	CCONJ
easat-11493	335	15	correlation	correlation	NOUN
easat-11493	335	16	and	and	CCONJ
easat-11493	335	17	regression	regression	NOUN
easat-11493	335	18	analyses	analysis	NOUN
easat-11493	335	19	show	show	VERB
easat-11493	335	20	a	a	DET
easat-11493	335	21	statistically	statistically	ADV
easat-11493	335	22	significant	significant	ADJ
easat-11493	335	23	positive	positive	ADJ
easat-11493	335	24	link	link	NOUN
easat-11493	335	25	between	between	ADP
easat-11493	335	26	technical	technical	ADJ
easat-11493	335	27	challenges	challenge	NOUN
easat-11493	335	28	and	and	CCONJ
easat-11493	335	29	institutional	institutional	ADJ
easat-11493	335	30	performance	performance	NOUN
easat-11493	335	31	.	.	PUNCT
easat-11493	336	1	this	this	PRON
easat-11493	336	2	suggests	suggest	VERB
easat-11493	336	3	that	that	SCONJ
easat-11493	336	4	institutions	institution	NOUN
easat-11493	336	5	that	that	PRON
easat-11493	336	6	invest	invest	VERB
easat-11493	336	7	in	in	ADP
easat-11493	336	8	overcoming	overcome	VERB
easat-11493	336	9	challenges	challenge	NOUN
easat-11493	336	10	such	such	ADJ
easat-11493	336	11	as	as	ADP
easat-11493	336	12	data	datum	NOUN
easat-11493	336	13	security	security	NOUN
easat-11493	336	14	,	,	PUNCT
easat-11493	336	15	integration	integration	NOUN
easat-11493	336	16	,	,	PUNCT
easat-11493	336	17	and	and	CCONJ
easat-11493	336	18	infrastructure	infrastructure	NOUN
easat-11493	336	19	tend	tend	VERB
easat-11493	336	20	to	to	PART
easat-11493	336	21	achieve	achieve	VERB
easat-11493	336	22	better	well	ADJ
easat-11493	336	23	results	result	NOUN
easat-11493	336	24	.	.	PUNCT
easat-11493	337	1	this	this	PRON
easat-11493	337	2	supports	support	VERB
easat-11493	337	3	the	the	DET
easat-11493	337	4	“	"	PUNCT
easat-11493	337	5	digital	digital	ADJ
easat-11493	337	6	maturity	maturity	NOUN
easat-11493	337	7	paradox	paradox	NOUN
easat-11493	337	8	,	,	PUNCT
easat-11493	337	9	”	"	PUNCT
easat-11493	337	10	where	where	SCONJ
easat-11493	337	11	challenges	challenge	NOUN
easat-11493	337	12	reflect	reflect	VERB
easat-11493	337	13	deep	deep	ADJ
easat-11493	337	14	strategic	strategic	ADJ
easat-11493	337	15	adoption	adoption	NOUN
easat-11493	337	16	rather	rather	ADV
easat-11493	337	17	than	than	ADP
easat-11493	337	18	just	just	ADV
easat-11493	337	19	obstacles	obstacle	NOUN
easat-11493	337	20	.	.	PUNCT
easat-11493	338	1	•	•	NUM
easat-11493	338	2	organizational	organizational	ADJ
easat-11493	338	3	challenges	challenge	NOUN
easat-11493	338	4	act	act	VERB
easat-11493	338	5	as	as	ADP
easat-11493	338	6	enablers	enabler	NOUN
easat-11493	338	7	rather	rather	ADV
easat-11493	338	8	than	than	ADP
easat-11493	338	9	primary	primary	ADJ
easat-11493	338	10	causes	cause	NOUN
easat-11493	338	11	,	,	PUNCT
easat-11493	338	12	while	while	SCONJ
easat-11493	338	13	organizational	organizational	ADJ
easat-11493	338	14	factors	factor	NOUN
easat-11493	338	15	such	such	ADJ
easat-11493	338	16	as	as	ADP
easat-11493	338	17	governance	governance	NOUN
easat-11493	338	18	and	and	CCONJ
easat-11493	338	19	leadership	leadership	NOUN
easat-11493	338	20	have	have	VERB
easat-11493	338	21	a	a	DET
easat-11493	338	22	statistically	statistically	ADV
easat-11493	338	23	significant	significant	ADJ
easat-11493	338	24	impact	impact	NOUN
easat-11493	338	25	;	;	PUNCT
easat-11493	338	26	their	their	PRON
easat-11493	338	27	role	role	NOUN
easat-11493	338	28	is	be	AUX
easat-11493	338	29	more	more	ADV
easat-11493	338	30	supportive	supportive	ADJ
easat-11493	338	31	than	than	ADP
easat-11493	338	32	causal	causal	ADV
easat-11493	338	33	.	.	PUNCT
easat-11493	339	1	they	they	PRON
easat-11493	339	2	provide	provide	VERB
easat-11493	339	3	the	the	DET
easat-11493	339	4	administrative	administrative	ADJ
easat-11493	339	5	support	support	NOUN
easat-11493	339	6	necessary	necessary	ADJ
easat-11493	339	7	for	for	SCONJ
easat-11493	339	8	technology	technology	NOUN
easat-11493	339	9	to	to	PART
easat-11493	339	10	function	function	VERB
easat-11493	339	11	effectively	effectively	ADV
easat-11493	339	12	.	.	PUNCT
easat-11493	340	1	•	•	CCONJ
easat-11493	340	2	the	the	DET
easat-11493	340	3	negative	negative	ADJ
easat-11493	340	4	correlation	correlation	NOUN
easat-11493	340	5	with	with	ADP
easat-11493	340	6	recommendations	recommendation	NOUN
easat-11493	340	7	reflects	reflect	VERB
easat-11493	340	8	maturity	maturity	NOUN
easat-11493	340	9	levels	level	NOUN
easat-11493	340	10	institutions	institution	NOUN
easat-11493	340	11	with	with	ADP
easat-11493	340	12	higher	high	ADJ
easat-11493	340	13	performance	performance	NOUN
easat-11493	340	14	tend	tend	VERB
easat-11493	340	15	to	to	PART
easat-11493	340	16	rely	rely	VERB
easat-11493	340	17	less	less	ADV
easat-11493	340	18	on	on	ADP
easat-11493	340	19	external	external	ADJ
easat-11493	340	20	recommendations	recommendation	NOUN
easat-11493	340	21	because	because	SCONJ
easat-11493	340	22	they	they	PRON
easat-11493	340	23	have	have	AUX
easat-11493	340	24	already	already	ADV
easat-11493	340	25	internalized	internalize	VERB
easat-11493	340	26	best	good	ADJ
easat-11493	340	27	practices	practice	NOUN
easat-11493	340	28	.	.	PUNCT
easat-11493	341	1	in	in	ADP
easat-11493	341	2	contrast	contrast	NOUN
easat-11493	341	3	,	,	PUNCT
easat-11493	341	4	lower	lower	ADV
easat-11493	341	5	-	-	PUNCT
easat-11493	341	6	performing	perform	VERB
easat-11493	341	7	institutions	institution	NOUN
easat-11493	341	8	depend	depend	VERB
easat-11493	341	9	more	more	ADV
easat-11493	341	10	on	on	ADP
easat-11493	341	11	strategic	strategic	ADJ
easat-11493	341	12	guidance	guidance	NOUN
easat-11493	341	13	.	.	PUNCT
easat-11493	342	1	this	this	PRON
easat-11493	342	2	aligns	align	VERB
easat-11493	342	3	with	with	ADP
easat-11493	342	4	frameworks	framework	NOUN
easat-11493	342	5	such	such	ADJ
easat-11493	342	6	as	as	ADP
easat-11493	342	7	the	the	DET
easat-11493	342	8	technology	technology	NOUN
easat-11493	342	9	adoption	adoption	NOUN
easat-11493	342	10	lifecycle	lifecycle	NOUN
easat-11493	342	11	and	and	CCONJ
easat-11493	342	12	knowledge	knowledge	NOUN
easat-11493	342	13	transfer	transfer	NOUN
easat-11493	342	14	theory	theory	NOUN
easat-11493	342	15	,	,	PUNCT
easat-11493	342	16	which	which	PRON
easat-11493	342	17	highlight	highlight	VERB
easat-11493	342	18	different	different	ADJ
easat-11493	342	19	needs	need	NOUN
easat-11493	342	20	at	at	ADP
easat-11493	342	21	various	various	ADJ
easat-11493	342	22	stages	stage	NOUN
easat-11493	342	23	of	of	ADP
easat-11493	342	24	maturity	maturity	NOUN
easat-11493	342	25	.	.	PUNCT
easat-11493	343	1	•	•	NUM
easat-11493	343	2	deployment	deployment	NOUN
easat-11493	343	3	environment	environment	NOUN
easat-11493	343	4	influences	influence	VERB
easat-11493	343	5	performance	performance	NOUN
easat-11493	343	6	outcomes	outcome	NOUN
easat-11493	343	7	on	on	ADP
easat-11493	343	8	-	-	PUNCT
easat-11493	343	9	premises	premise	NOUN
easat-11493	343	10	environments	environment	NOUN
easat-11493	343	11	demonstrated	demonstrate	VERB
easat-11493	343	12	a	a	DET
easat-11493	343	13	statistically	statistically	ADV
easat-11493	343	14	significant	significant	ADJ
easat-11493	343	15	performance	performance	NOUN
easat-11493	343	16	advantage	advantage	NOUN
easat-11493	343	17	due	due	ADP
easat-11493	343	18	to	to	ADP
easat-11493	343	19	greater	great	ADJ
easat-11493	343	20	control	control	NOUN
easat-11493	343	21	over	over	ADP
easat-11493	343	22	data	datum	NOUN
easat-11493	343	23	and	and	CCONJ
easat-11493	343	24	infrastructure	infrastructure	NOUN
easat-11493	343	25	.	.	PUNCT
easat-11493	344	1	cloud	cloud	ADJ
easat-11493	344	2	environments	environment	NOUN
easat-11493	344	3	,	,	PUNCT
easat-11493	344	4	while	while	SCONJ
easat-11493	344	5	flexible	flexible	ADJ
easat-11493	344	6	,	,	PUNCT
easat-11493	344	7	did	do	AUX
easat-11493	344	8	not	not	PART
easat-11493	344	9	demonstrate	demonstrate	VERB
easat-11493	344	10	a	a	DET
easat-11493	344	11	significant	significant	ADJ
easat-11493	344	12	impact	impact	NOUN
easat-11493	344	13	,	,	PUNCT
easat-11493	344	14	likely	likely	ADJ
easat-11493	344	15	due	due	ADP
easat-11493	344	16	to	to	ADP
easat-11493	344	17	challenges	challenge	NOUN
easat-11493	344	18	in	in	ADP
easat-11493	344	19	customization	customization	NOUN
easat-11493	344	20	,	,	PUNCT
easat-11493	344	21	cost	cost	NOUN
easat-11493	344	22	variability	variability	NOUN
easat-11493	344	23	,	,	PUNCT
easat-11493	344	24	and	and	CCONJ
easat-11493	344	25	regulatory	regulatory	ADJ
easat-11493	344	26	compliance	compliance	NOUN
easat-11493	344	27	in	in	ADP
easat-11493	344	28	sensitive	sensitive	ADJ
easat-11493	344	29	sectors	sector	NOUN
easat-11493	344	30	.	.	PUNCT
easat-11493	345	1	•	•	NUM
easat-11493	345	2	near	near	ADP
easat-11493	345	3	-	-	PUNCT
easat-11493	345	4	universal	universal	ADJ
easat-11493	345	5	agreement	agreement	NOUN
easat-11493	345	6	on	on	ADP
easat-11493	345	7	the	the	DET
easat-11493	345	8	importance	importance	NOUN
easat-11493	345	9	of	of	ADP
easat-11493	345	10	future	future	ADJ
easat-11493	345	11	recommendations	recommendation	NOUN
easat-11493	345	12	despite	despite	SCONJ
easat-11493	345	13	the	the	DET
easat-11493	345	14	weak	weak	ADJ
easat-11493	345	15	negative	negative	ADJ
easat-11493	345	16	correlation	correlation	NOUN
easat-11493	345	17	,	,	PUNCT
easat-11493	345	18	the	the	DET
easat-11493	345	19	high	high	ADJ
easat-11493	345	20	mean	mean	NOUN
easat-11493	345	21	and	and	CCONJ
easat-11493	345	22	very	very	ADV
easat-11493	345	23	low	low	ADJ
easat-11493	345	24	standard	standard	ADJ
easat-11493	345	25	deviation	deviation	NOUN
easat-11493	345	26	suggest	suggest	VERB
easat-11493	345	27	a	a	DET
easat-11493	345	28	widespread	widespread	ADJ
easat-11493	345	29	institutional	institutional	ADJ
easat-11493	345	30	consensus	consensus	NOUN
easat-11493	345	31	on	on	ADP
easat-11493	345	32	the	the	DET
easat-11493	345	33	strategic	strategic	ADJ
easat-11493	345	34	necessity	necessity	NOUN
easat-11493	345	35	of	of	ADP
easat-11493	345	36	policies	policy	NOUN
easat-11493	345	37	and	and	CCONJ
easat-11493	345	38	long	long	ADJ
easat-11493	345	39	-	-	PUNCT
easat-11493	345	40	term	term	NOUN
easat-11493	345	41	governance	governance	NOUN
easat-11493	345	42	frameworks	framework	NOUN
easat-11493	345	43	for	for	ADP
easat-11493	345	44	the	the	DET
easat-11493	345	45	adoption	adoption	NOUN
easat-11493	345	46	of	of	ADP
easat-11493	345	47	llms	llm	NOUN
easat-11493	345	48	.	.	PUNCT
easat-11493	346	1	7	7	X
easat-11493	346	2	.	.	X
easat-11493	346	3	recommendations	recommendation	NOUN
easat-11493	346	4	•	•	VERB
easat-11493	346	5	invest	invest	VERB
easat-11493	346	6	in	in	ADP
easat-11493	346	7	flexible	flexible	ADJ
easat-11493	346	8	and	and	CCONJ
easat-11493	346	9	secure	secure	ADJ
easat-11493	346	10	technical	technical	ADJ
easat-11493	346	11	infrastructure	infrastructure	NOUN
easat-11493	346	12	•	•	NOUN
easat-11493	346	13	institutions	institution	NOUN
easat-11493	346	14	should	should	AUX
easat-11493	346	15	treat	treat	VERB
easat-11493	346	16	technical	technical	ADJ
easat-11493	346	17	infrastructure	infrastructure	NOUN
easat-11493	346	18	,	,	PUNCT
easat-11493	346	19	encompassing	encompass	VERB
easat-11493	346	20	computing	compute	VERB
easat-11493	346	21	resources	resource	NOUN
easat-11493	346	22	,	,	PUNCT
easat-11493	346	23	cybersecurity	cybersecurity	NOUN
easat-11493	346	24	,	,	PUNCT
easat-11493	346	25	and	and	CCONJ
easat-11493	346	26	integration	integration	NOUN
easat-11493	346	27	capacity	capacity	NOUN
easat-11493	346	28	,	,	PUNCT
easat-11493	346	29	as	as	ADP
easat-11493	346	30	a	a	DET
easat-11493	346	31	strategic	strategic	ADJ
easat-11493	346	32	investment	investment	NOUN
easat-11493	346	33	to	to	PART
easat-11493	346	34	enable	enable	VERB
easat-11493	346	35	the	the	DET
easat-11493	346	36	successful	successful	ADJ
easat-11493	346	37	deployment	deployment	NOUN
easat-11493	346	38	of	of	ADP
easat-11493	346	39	llms	llm	NOUN
easat-11493	346	40	.	.	PUNCT
easat-11493	347	1	•	•	NUM
easat-11493	347	2	strengthen	strengthen	VERB
easat-11493	347	3	governance	governance	NOUN
easat-11493	347	4	and	and	CCONJ
easat-11493	347	5	executive	executive	ADJ
easat-11493	347	6	alignment	alignment	NOUN
easat-11493	347	7	with	with	ADP
easat-11493	347	8	ai	ai	PRON
easat-11493	347	9	strategy	strategy	NOUN
easat-11493	347	10	develop	develop	VERB
easat-11493	347	11	clear	clear	ADJ
easat-11493	347	12	institutional	institutional	ADJ
easat-11493	347	13	frameworks	framework	NOUN
easat-11493	347	14	,	,	PUNCT
easat-11493	347	15	train	train	NOUN
easat-11493	347	16	leadership	leadership	NOUN
easat-11493	347	17	on	on	ADP
easat-11493	347	18	ai	ai	PROPN
easat-11493	347	19	concepts	concept	NOUN
easat-11493	347	20	,	,	PUNCT
easat-11493	347	21	and	and	CCONJ
easat-11493	347	22	activate	activate	VERB
easat-11493	347	23	dedicated	dedicated	ADJ
easat-11493	347	24	ai	ai	NOUN
easat-11493	347	25	governance	governance	NOUN
easat-11493	347	26	units	unit	NOUN
easat-11493	347	27	to	to	PART
easat-11493	347	28	oversee	oversee	VERB
easat-11493	347	29	implementation	implementation	NOUN
easat-11493	347	30	and	and	CCONJ
easat-11493	347	31	compliance	compliance	NOUN
easat-11493	347	32	.	.	PUNCT
easat-11493	348	1	•	•	NUM
easat-11493	348	2	align	align	NOUN
easat-11493	348	3	deployment	deployment	NOUN
easat-11493	348	4	environment	environment	NOUN
easat-11493	348	5	with	with	ADP
easat-11493	348	6	institutional	institutional	ADJ
easat-11493	348	7	readiness	readiness	NOUN
easat-11493	348	8	and	and	CCONJ
easat-11493	348	9	context	context	NOUN
easat-11493	348	10	match	match	NOUN
easat-11493	348	11	infrastructure	infrastructure	NOUN
easat-11493	348	12	choices	choice	NOUN
easat-11493	348	13	(	(	PUNCT
easat-11493	348	14	cloud	cloud	NOUN
easat-11493	348	15	,	,	PUNCT
easat-11493	348	16	on	on	ADP
easat-11493	348	17	-	-	PUNCT
easat-11493	348	18	premises	premise	NOUN
easat-11493	348	19	,	,	PUNCT
easat-11493	348	20	hybrid	hybrid	NOUN
easat-11493	348	21	)	)	PUNCT
easat-11493	348	22	with	with	ADP
easat-11493	348	23	organizational	organizational	ADJ
easat-11493	348	24	needs	need	NOUN
easat-11493	348	25	,	,	PUNCT
easat-11493	348	26	75	75	NUM
easat-11493	348	27	edelweiss	edelweiss	PROPN
easat-11493	348	28	applied	apply	VERB
easat-11493	348	29	science	science	NOUN
easat-11493	348	30	and	and	CCONJ
easat-11493	348	31	technology	technology	NOUN
easat-11493	348	32	issn	issn	PROPN
easat-11493	348	33	:	:	PUNCT
easat-11493	348	34	2576	2576	NUM
easat-11493	348	35	-	-	SYM
easat-11493	348	36	8484	8484	NUM
easat-11493	348	37	vol	vol	NOUN
easat-11493	348	38	.	.	PROPN
easat-11493	349	1	10	10	NUM
easat-11493	349	2	,	,	PUNCT
easat-11493	349	3	no	no	INTJ
easat-11493	349	4	.	.	NOUN
easat-11493	349	5	1	1	NUM
easat-11493	349	6	:	:	SYM
easat-11493	349	7	60	60	NUM
easat-11493	349	8	-	-	SYM
easat-11493	349	9	76	76	NUM
easat-11493	349	10	,	,	PUNCT
easat-11493	349	11	2026	2026	NUM
easat-11493	349	12	doi	doi	NOUN
easat-11493	349	13	:	:	PUNCT
easat-11493	349	14	10.55214/2576	10.55214/2576	NUM
easat-11493	349	15	-	-	PUNCT
easat-11493	349	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	350	1	©	©	PROPN
easat-11493	350	2	2026	2026	NUM
easat-11493	350	3	by	by	ADP
easat-11493	350	4	the	the	DET
easat-11493	350	5	author	author	NOUN
easat-11493	350	6	;	;	PUNCT
easat-11493	350	7	licensee	licensee	PROPN
easat-11493	350	8	learning	learning	NOUN
easat-11493	350	9	gate	gate	NOUN
easat-11493	350	10	particularly	particularly	ADV
easat-11493	350	11	considering	consider	VERB
easat-11493	350	12	that	that	SCONJ
easat-11493	350	13	on	on	ADP
easat-11493	350	14	-	-	PUNCT
easat-11493	350	15	premises	premise	NOUN
easat-11493	350	16	setups	setup	NOUN
easat-11493	350	17	may	may	AUX
easat-11493	350	18	offer	offer	VERB
easat-11493	350	19	competitive	competitive	ADJ
easat-11493	350	20	advantages	advantage	NOUN
easat-11493	350	21	in	in	ADP
easat-11493	350	22	highly	highly	ADV
easat-11493	350	23	sensitive	sensitive	ADJ
easat-11493	350	24	contexts	contexts	NOUN
easat-11493	350	25	.	.	PUNCT
easat-11493	351	1	•	•	NUM
easat-11493	351	2	reframe	reframe	VERB
easat-11493	351	3	technical	technical	ADJ
easat-11493	351	4	challenges	challenge	NOUN
easat-11493	351	5	as	as	ADP
easat-11493	351	6	opportunities	opportunity	NOUN
easat-11493	351	7	for	for	ADP
easat-11493	351	8	excellence	excellence	NOUN
easat-11493	351	9	•	•	ADP
easat-11493	351	10	treat	treat	VERB
easat-11493	351	11	technical	technical	ADJ
easat-11493	351	12	barriers	barrier	NOUN
easat-11493	351	13	not	not	PART
easat-11493	351	14	as	as	ADP
easat-11493	351	15	setbacks	setback	NOUN
easat-11493	351	16	but	but	CCONJ
easat-11493	351	17	as	as	ADP
easat-11493	351	18	opportunities	opportunity	NOUN
easat-11493	351	19	to	to	PART
easat-11493	351	20	build	build	VERB
easat-11493	351	21	internal	internal	ADJ
easat-11493	351	22	capabilities	capability	NOUN
easat-11493	351	23	.	.	PUNCT
easat-11493	352	1	apply	apply	VERB
easat-11493	352	2	a	a	DET
easat-11493	352	3	digital	digital	ADJ
easat-11493	352	4	enablement	enablement	NOUN
easat-11493	352	5	mindset	mindset	NOUN
easat-11493	352	6	to	to	PART
easat-11493	352	7	turn	turn	VERB
easat-11493	352	8	complexity	complexity	NOUN
easat-11493	352	9	into	into	ADP
easat-11493	352	10	competitive	competitive	ADJ
easat-11493	352	11	differentiation	differentiation	NOUN
easat-11493	352	12	.	.	PUNCT
easat-11493	353	1	•	•	NOUN
easat-11493	353	2	tailor	tailor	NOUN
easat-11493	353	3	recommendations	recommendation	NOUN
easat-11493	353	4	to	to	ADP
easat-11493	353	5	institutional	institutional	ADJ
easat-11493	353	6	maturity	maturity	NOUN
easat-11493	353	7	levels	level	NOUN
easat-11493	353	8	•	•	NOUN
easat-11493	353	9	frame	frame	NOUN
easat-11493	353	10	recommendations	recommendation	NOUN
easat-11493	353	11	as	as	ADP
easat-11493	353	12	foundational	foundational	ADJ
easat-11493	353	13	guidance	guidance	NOUN
easat-11493	353	14	for	for	ADP
easat-11493	353	15	early	early	ADJ
easat-11493	353	16	adopters	adopter	NOUN
easat-11493	353	17	and	and	CCONJ
easat-11493	353	18	offer	offer	VERB
easat-11493	353	19	refined	refine	VERB
easat-11493	353	20	,	,	PUNCT
easat-11493	353	21	contextualized	contextualized	ADJ
easat-11493	353	22	guidance	guidance	NOUN
easat-11493	353	23	for	for	ADP
easat-11493	353	24	more	more	ADV
easat-11493	353	25	advanced	advanced	ADJ
easat-11493	353	26	organizations	organization	NOUN
easat-11493	353	27	.	.	PUNCT
easat-11493	354	1	•	•	NUM
easat-11493	354	2	launch	launch	VERB
easat-11493	354	3	comprehensive	comprehensive	ADJ
easat-11493	354	4	awareness	awareness	NOUN
easat-11493	354	5	and	and	CCONJ
easat-11493	354	6	training	training	NOUN
easat-11493	354	7	programs	program	NOUN
easat-11493	354	8	prioritize	prioritize	VERB
easat-11493	354	9	internal	internal	ADJ
easat-11493	354	10	capacity	capacity	NOUN
easat-11493	354	11	-	-	PUNCT
easat-11493	354	12	building	building	NOUN
easat-11493	354	13	through	through	ADP
easat-11493	354	14	specialized	specialized	ADJ
easat-11493	354	15	training	training	NOUN
easat-11493	354	16	programs	program	NOUN
easat-11493	354	17	in	in	ADP
easat-11493	354	18	ai	ai	PROPN
easat-11493	354	19	governance	governance	NOUN
easat-11493	354	20	,	,	PUNCT
easat-11493	354	21	ethics	ethic	NOUN
easat-11493	354	22	,	,	PUNCT
easat-11493	354	23	and	and	CCONJ
easat-11493	354	24	domain	domain	NOUN
easat-11493	354	25	-	-	PUNCT
easat-11493	354	26	specific	specific	ADJ
easat-11493	354	27	applications	application	NOUN
easat-11493	354	28	.	.	PUNCT
easat-11493	355	1	•	•	NUM
easat-11493	355	2	adopt	adopt	VERB
easat-11493	355	3	a	a	DET
easat-11493	355	4	digital	digital	ADJ
easat-11493	355	5	maturity	maturity	NOUN
easat-11493	355	6	assessment	assessment	NOUN
easat-11493	355	7	model	model	NOUN
easat-11493	355	8	for	for	ADP
easat-11493	355	9	ongoing	ongoing	ADJ
easat-11493	355	10	evaluation	evaluation	NOUN
easat-11493	355	11	use	use	NOUN
easat-11493	355	12	integrated	integrate	VERB
easat-11493	355	13	assessment	assessment	NOUN
easat-11493	355	14	tools	tool	NOUN
easat-11493	355	15	that	that	PRON
easat-11493	355	16	measure	measure	VERB
easat-11493	355	17	technological	technological	ADJ
easat-11493	355	18	,	,	PUNCT
easat-11493	355	19	organizational	organizational	ADJ
easat-11493	355	20	,	,	PUNCT
easat-11493	355	21	and	and	CCONJ
easat-11493	355	22	performance	performance	NOUN
easat-11493	355	23	maturity	maturity	NOUN
easat-11493	355	24	to	to	PART
easat-11493	355	25	track	track	VERB
easat-11493	355	26	progress	progress	NOUN
easat-11493	355	27	and	and	CCONJ
easat-11493	355	28	guide	guide	VERB
easat-11493	355	29	strategic	strategic	ADJ
easat-11493	355	30	decisions	decision	NOUN
easat-11493	355	31	.	.	PUNCT
easat-11493	356	1	8	8	X
easat-11493	356	2	.	.	X
easat-11493	356	3	conclusion	conclusion	NOUN
easat-11493	356	4	this	this	DET
easat-11493	356	5	study	study	NOUN
easat-11493	356	6	provides	provide	VERB
easat-11493	356	7	a	a	DET
easat-11493	356	8	comprehensive	comprehensive	ADJ
easat-11493	356	9	analysis	analysis	NOUN
easat-11493	356	10	of	of	ADP
easat-11493	356	11	the	the	DET
easat-11493	356	12	technical	technical	ADJ
easat-11493	356	13	and	and	CCONJ
easat-11493	356	14	organizational	organizational	ADJ
easat-11493	356	15	challenges	challenge	NOUN
easat-11493	356	16	associated	associate	VERB
easat-11493	356	17	with	with	ADP
easat-11493	356	18	adopting	adopt	VERB
easat-11493	356	19	large	large	ADJ
easat-11493	356	20	language	language	NOUN
easat-11493	356	21	models	model	NOUN
easat-11493	356	22	(	(	PUNCT
easat-11493	356	23	llms	llm	NOUN
easat-11493	356	24	)	)	PUNCT
easat-11493	356	25	across	across	ADP
easat-11493	356	26	cloud	cloud	NOUN
easat-11493	356	27	-	-	PUNCT
easat-11493	356	28	based	base	VERB
easat-11493	356	29	,	,	PUNCT
easat-11493	356	30	on	on	ADP
easat-11493	356	31	-	-	PUNCT
easat-11493	356	32	premises	premise	NOUN
easat-11493	356	33	,	,	PUNCT
easat-11493	356	34	and	and	CCONJ
easat-11493	356	35	hybrid	hybrid	ADJ
easat-11493	356	36	environments	environment	NOUN
easat-11493	356	37	within	within	ADP
easat-11493	356	38	arab	arab	ADJ
easat-11493	356	39	enterprises	enterprise	NOUN
easat-11493	356	40	.	.	PUNCT
easat-11493	357	1	the	the	DET
easat-11493	357	2	findings	finding	NOUN
easat-11493	357	3	reveal	reveal	VERB
easat-11493	357	4	that	that	SCONJ
easat-11493	357	5	each	each	DET
easat-11493	357	6	deployment	deployment	NOUN
easat-11493	357	7	model	model	NOUN
easat-11493	357	8	entails	entail	VERB
easat-11493	357	9	distinct	distinct	ADJ
easat-11493	357	10	trade	trade	NOUN
easat-11493	357	11	-	-	PUNCT
easat-11493	357	12	offs	off	NOUN
easat-11493	357	13	in	in	ADP
easat-11493	357	14	terms	term	NOUN
easat-11493	357	15	of	of	ADP
easat-11493	357	16	scalability	scalability	NOUN
easat-11493	357	17	,	,	PUNCT
easat-11493	357	18	data	datum	NOUN
easat-11493	357	19	security	security	NOUN
easat-11493	357	20	,	,	PUNCT
easat-11493	357	21	operational	operational	ADJ
easat-11493	357	22	control	control	NOUN
easat-11493	357	23	,	,	PUNCT
easat-11493	357	24	and	and	CCONJ
easat-11493	357	25	cost	cost	NOUN
easat-11493	357	26	efficiency	efficiency	NOUN
easat-11493	357	27	.	.	PUNCT
easat-11493	358	1	cloud	cloud	NOUN
easat-11493	358	2	environments	environment	NOUN
easat-11493	358	3	offer	offer	VERB
easat-11493	358	4	agility	agility	NOUN
easat-11493	358	5	and	and	CCONJ
easat-11493	358	6	accessibility	accessibility	NOUN
easat-11493	358	7	but	but	CCONJ
easat-11493	358	8	raise	raise	VERB
easat-11493	358	9	concerns	concern	NOUN
easat-11493	358	10	about	about	ADP
easat-11493	358	11	data	datum	NOUN
easat-11493	358	12	sovereignty	sovereignty	NOUN
easat-11493	358	13	.	.	PUNCT
easat-11493	359	1	in	in	ADP
easat-11493	359	2	contrast	contrast	NOUN
easat-11493	359	3	,	,	PUNCT
easat-11493	359	4	onpremises	onpremise	VERB
easat-11493	359	5	solutions	solution	NOUN
easat-11493	359	6	provide	provide	VERB
easat-11493	359	7	control	control	NOUN
easat-11493	359	8	at	at	ADP
easat-11493	359	9	the	the	DET
easat-11493	359	10	expense	expense	NOUN
easat-11493	359	11	of	of	ADP
easat-11493	359	12	flexibility	flexibility	NOUN
easat-11493	359	13	and	and	CCONJ
easat-11493	359	14	scalability	scalability	NOUN
easat-11493	359	15	.	.	PUNCT
easat-11493	360	1	hybrid	hybrid	NOUN
easat-11493	360	2	models	model	NOUN
easat-11493	360	3	appear	appear	VERB
easat-11493	360	4	to	to	PART
easat-11493	360	5	offer	offer	VERB
easat-11493	360	6	a	a	DET
easat-11493	360	7	balanced	balanced	ADJ
easat-11493	360	8	approach	approach	NOUN
easat-11493	360	9	but	but	CCONJ
easat-11493	360	10	demand	demand	VERB
easat-11493	360	11	advanced	advanced	ADJ
easat-11493	360	12	technical	technical	ADJ
easat-11493	360	13	integration	integration	NOUN
easat-11493	360	14	and	and	CCONJ
easat-11493	360	15	governance	governance	NOUN
easat-11493	360	16	.	.	PUNCT
easat-11493	361	1	organizational	organizational	ADJ
easat-11493	361	2	readiness	readiness	NOUN
easat-11493	361	3	,	,	PUNCT
easat-11493	361	4	digital	digital	ADJ
easat-11493	361	5	maturity	maturity	NOUN
easat-11493	361	6	,	,	PUNCT
easat-11493	361	7	and	and	CCONJ
easat-11493	361	8	stakeholder	stakeholder	NOUN
easat-11493	361	9	alignment	alignment	NOUN
easat-11493	361	10	are	be	AUX
easat-11493	361	11	identified	identify	VERB
easat-11493	361	12	as	as	ADP
easat-11493	361	13	critical	critical	ADJ
easat-11493	361	14	success	success	NOUN
easat-11493	361	15	factors	factor	NOUN
easat-11493	361	16	regardless	regardless	ADV
easat-11493	361	17	of	of	ADP
easat-11493	361	18	the	the	DET
easat-11493	361	19	deployment	deployment	NOUN
easat-11493	361	20	environment	environment	NOUN
easat-11493	361	21	.	.	PUNCT
easat-11493	362	1	the	the	DET
easat-11493	362	2	study	study	NOUN
easat-11493	362	3	contributes	contribute	VERB
easat-11493	362	4	to	to	ADP
easat-11493	362	5	the	the	DET
easat-11493	362	6	literature	literature	NOUN
easat-11493	362	7	by	by	ADP
easat-11493	362	8	contextualizing	contextualize	VERB
easat-11493	362	9	the	the	DET
easat-11493	362	10	adoption	adoption	NOUN
easat-11493	362	11	of	of	ADP
easat-11493	362	12	llms	llm	NOUN
easat-11493	362	13	within	within	ADP
easat-11493	362	14	socio	socio	NOUN
easat-11493	362	15	-	-	PUNCT
easat-11493	362	16	technical	technical	ADJ
easat-11493	362	17	frameworks	framework	NOUN
easat-11493	362	18	and	and	CCONJ
easat-11493	362	19	offers	offer	VERB
easat-11493	362	20	actionable	actionable	ADJ
easat-11493	362	21	recommendations	recommendation	NOUN
easat-11493	362	22	to	to	PART
easat-11493	362	23	guide	guide	VERB
easat-11493	362	24	enterprise	enterprise	NOUN
easat-11493	362	25	decision	decision	NOUN
easat-11493	362	26	-	-	PUNCT
easat-11493	362	27	makers	maker	NOUN
easat-11493	362	28	in	in	ADP
easat-11493	362	29	optimizing	optimize	VERB
easat-11493	362	30	their	their	PRON
easat-11493	362	31	ai	ai	ADJ
easat-11493	362	32	strategies	strategy	NOUN
easat-11493	362	33	.	.	PUNCT
easat-11493	363	1	future	future	ADJ
easat-11493	363	2	research	research	NOUN
easat-11493	363	3	could	could	AUX
easat-11493	363	4	further	far	ADV
easat-11493	363	5	explore	explore	VERB
easat-11493	363	6	sector	sector	NOUN
easat-11493	363	7	-	-	PUNCT
easat-11493	363	8	specific	specific	ADJ
easat-11493	363	9	implementations	implementation	NOUN
easat-11493	363	10	and	and	CCONJ
easat-11493	363	11	the	the	DET
easat-11493	363	12	evolving	evolve	VERB
easat-11493	363	13	role	role	NOUN
easat-11493	363	14	of	of	ADP
easat-11493	363	15	open	open	ADJ
easat-11493	363	16	-	-	PUNCT
easat-11493	363	17	source	source	NOUN
easat-11493	363	18	llms	llm	NOUN
easat-11493	363	19	in	in	ADP
easat-11493	363	20	enhancing	enhance	VERB
easat-11493	363	21	enterprise	enterprise	NOUN
easat-11493	363	22	ai	ai	NOUN
easat-11493	363	23	adoption	adoption	NOUN
easat-11493	363	24	.	.	PUNCT
easat-11493	364	1	institutional	institutional	ADJ
easat-11493	364	2	review	review	PROPN
easat-11493	364	3	board	board	NOUN
easat-11493	364	4	statement	statement	NOUN
easat-11493	364	5	:	:	PUNCT
easat-11493	364	6	this	this	DET
easat-11493	364	7	research	research	NOUN
easat-11493	364	8	was	be	AUX
easat-11493	364	9	conducted	conduct	VERB
easat-11493	364	10	in	in	ADP
easat-11493	364	11	strict	strict	ADJ
easat-11493	364	12	compliance	compliance	NOUN
easat-11493	364	13	with	with	ADP
easat-11493	364	14	the	the	DET
easat-11493	364	15	1964	1964	NUM
easat-11493	364	16	declaration	declaration	NOUN
easat-11493	364	17	of	of	ADP
easat-11493	364	18	helsinki	helsinki	PROPN
easat-11493	364	19	and	and	CCONJ
easat-11493	364	20	its	its	PRON
easat-11493	364	21	subsequent	subsequent	ADJ
easat-11493	364	22	amendments	amendment	NOUN
easat-11493	364	23	,	,	PUNCT
easat-11493	364	24	as	as	ADV
easat-11493	364	25	well	well	ADV
easat-11493	364	26	as	as	ADP
easat-11493	364	27	the	the	DET
easat-11493	364	28	guidelines	guideline	NOUN
easat-11493	364	29	of	of	ADP
easat-11493	364	30	the	the	DET
easat-11493	364	31	researcher	researcher	NOUN
easat-11493	364	32	's	's	PART
easat-11493	364	33	institution	institution	NOUN
easat-11493	364	34	.	.	PUNCT
easat-11493	365	1	this	this	DET
easat-11493	365	2	research	research	NOUN
easat-11493	365	3	was	be	AUX
easat-11493	365	4	not	not	PART
easat-11493	365	5	a	a	DET
easat-11493	365	6	medical	medical	ADJ
easat-11493	365	7	study	study	NOUN
easat-11493	365	8	,	,	PUNCT
easat-11493	365	9	nor	nor	CCONJ
easat-11493	365	10	did	do	AUX
easat-11493	365	11	it	it	PRON
easat-11493	365	12	involve	involve	VERB
easat-11493	365	13	human	human	ADJ
easat-11493	365	14	experimentation	experimentation	NOUN
easat-11493	365	15	as	as	SCONJ
easat-11493	365	16	outlined	outline	VERB
easat-11493	365	17	in	in	ADP
easat-11493	365	18	the	the	DET
easat-11493	365	19	declaration	declaration	NOUN
easat-11493	365	20	of	of	ADP
easat-11493	365	21	helsinki	helsinki	PROPN
easat-11493	365	22	.	.	PUNCT
easat-11493	366	1	all	all	DET
easat-11493	366	2	respondents	respondent	NOUN
easat-11493	366	3	in	in	ADP
easat-11493	366	4	the	the	DET
easat-11493	366	5	study	study	NOUN
easat-11493	366	6	were	be	AUX
easat-11493	366	7	over	over	ADP
easat-11493	366	8	18	18	NUM
easat-11493	366	9	years	year	NOUN
easat-11493	366	10	of	of	ADP
easat-11493	366	11	age	age	NOUN
easat-11493	366	12	and	and	CCONJ
easat-11493	366	13	voluntarily	voluntarily	ADV
easat-11493	366	14	completed	complete	VERB
easat-11493	366	15	the	the	DET
easat-11493	366	16	research	research	NOUN
easat-11493	366	17	questionnaire	questionnaire	NOUN
easat-11493	366	18	.	.	PUNCT
easat-11493	367	1	the	the	DET
easat-11493	367	2	information	information	NOUN
easat-11493	367	3	provided	provide	VERB
easat-11493	367	4	by	by	ADP
easat-11493	367	5	the	the	DET
easat-11493	367	6	respondents	respondent	NOUN
easat-11493	367	7	was	be	AUX
easat-11493	367	8	strictly	strictly	ADV
easat-11493	367	9	used	use	VERB
easat-11493	367	10	for	for	ADP
easat-11493	367	11	this	this	DET
easat-11493	367	12	study	study	NOUN
easat-11493	367	13	and	and	CCONJ
easat-11493	367	14	treated	treat	VERB
easat-11493	367	15	with	with	ADP
easat-11493	367	16	the	the	DET
easat-11493	367	17	utmost	utmost	ADJ
easat-11493	367	18	confidentiality	confidentiality	NOUN
easat-11493	367	19	and	and	CCONJ
easat-11493	367	20	anonymity	anonymity	NOUN
easat-11493	367	21	.	.	PUNCT
easat-11493	368	1	transparency	transparency	NOUN
easat-11493	368	2	:	:	PUNCT
easat-11493	368	3	the	the	DET
easat-11493	368	4	author	author	NOUN
easat-11493	368	5	confirms	confirm	VERB
easat-11493	368	6	that	that	SCONJ
easat-11493	368	7	the	the	DET
easat-11493	368	8	manuscript	manuscript	NOUN
easat-11493	368	9	is	be	AUX
easat-11493	368	10	an	an	DET
easat-11493	368	11	honest	honest	ADJ
easat-11493	368	12	,	,	PUNCT
easat-11493	368	13	accurate	accurate	ADJ
easat-11493	368	14	,	,	PUNCT
easat-11493	368	15	and	and	CCONJ
easat-11493	368	16	transparent	transparent	ADJ
easat-11493	368	17	account	account	NOUN
easat-11493	368	18	of	of	ADP
easat-11493	368	19	the	the	DET
easat-11493	368	20	study	study	NOUN
easat-11493	368	21	;	;	PUNCT
easat-11493	368	22	that	that	SCONJ
easat-11493	368	23	no	no	DET
easat-11493	368	24	vital	vital	ADJ
easat-11493	368	25	features	feature	NOUN
easat-11493	368	26	of	of	ADP
easat-11493	368	27	the	the	DET
easat-11493	368	28	study	study	NOUN
easat-11493	368	29	have	have	AUX
easat-11493	368	30	been	be	AUX
easat-11493	368	31	omitted	omit	VERB
easat-11493	368	32	;	;	PUNCT
easat-11493	368	33	and	and	CCONJ
easat-11493	368	34	that	that	SCONJ
easat-11493	368	35	any	any	DET
easat-11493	368	36	discrepancies	discrepancy	NOUN
easat-11493	368	37	from	from	ADP
easat-11493	368	38	the	the	DET
easat-11493	368	39	study	study	NOUN
easat-11493	368	40	as	as	SCONJ
easat-11493	368	41	planned	plan	VERB
easat-11493	368	42	have	have	AUX
easat-11493	368	43	been	be	AUX
easat-11493	368	44	explained	explain	VERB
easat-11493	368	45	.	.	PUNCT
easat-11493	369	1	this	this	DET
easat-11493	369	2	study	study	NOUN
easat-11493	369	3	followed	follow	VERB
easat-11493	369	4	all	all	DET
easat-11493	369	5	ethical	ethical	ADJ
easat-11493	369	6	practices	practice	NOUN
easat-11493	369	7	during	during	ADP
easat-11493	369	8	writing	writing	NOUN
easat-11493	369	9	.	.	PUNCT
easat-11493	370	1	acknowledgements	acknowledgement	NOUN
easat-11493	370	2	:	:	PUNCT
easat-11493	371	1	i	i	PRON
easat-11493	371	2	would	would	AUX
easat-11493	371	3	first	first	ADV
easat-11493	371	4	and	and	CCONJ
easat-11493	371	5	foremost	foremost	ADV
easat-11493	371	6	like	like	VERB
easat-11493	371	7	to	to	PART
easat-11493	371	8	express	express	VERB
easat-11493	371	9	my	my	PRON
easat-11493	371	10	gratitude	gratitude	NOUN
easat-11493	371	11	to	to	ADP
easat-11493	371	12	all	all	DET
easat-11493	371	13	the	the	DET
easat-11493	371	14	participants	participant	NOUN
easat-11493	371	15	who	who	PRON
easat-11493	371	16	so	so	ADV
easat-11493	371	17	kindly	kindly	ADV
easat-11493	371	18	volunteered	volunteer	VERB
easat-11493	371	19	their	their	PRON
easat-11493	371	20	views	view	NOUN
easat-11493	371	21	,	,	PUNCT
easat-11493	371	22	which	which	PRON
easat-11493	371	23	enabled	enable	VERB
easat-11493	371	24	this	this	DET
easat-11493	371	25	study	study	NOUN
easat-11493	371	26	to	to	PART
easat-11493	371	27	be	be	AUX
easat-11493	371	28	conducted	conduct	VERB
easat-11493	371	29	.	.	PUNCT
easat-11493	372	1	i	i	PRON
easat-11493	372	2	am	be	AUX
easat-11493	372	3	also	also	ADV
easat-11493	372	4	appreciative	appreciative	ADJ
easat-11493	372	5	of	of	ADP
easat-11493	372	6	our	our	PRON
easat-11493	372	7	academic	academic	ADJ
easat-11493	372	8	mentors	mentor	NOUN
easat-11493	372	9	and	and	CCONJ
easat-11493	372	10	colleagues	colleague	NOUN
easat-11493	372	11	for	for	ADP
easat-11493	372	12	their	their	PRON
easat-11493	372	13	insightful	insightful	ADJ
easat-11493	372	14	comments	comment	NOUN
easat-11493	372	15	and	and	CCONJ
easat-11493	372	16	helpful	helpful	ADJ
easat-11493	372	17	critiques	critique	NOUN
easat-11493	372	18	,	,	PUNCT
easat-11493	372	19	which	which	PRON
easat-11493	372	20	substantially	substantially	ADV
easat-11493	372	21	improved	improve	VERB
easat-11493	372	22	this	this	DET
easat-11493	372	23	study	study	NOUN
easat-11493	372	24	.	.	PUNCT
easat-11493	373	1	i	i	PRON
easat-11493	373	2	also	also	ADV
easat-11493	373	3	thank	thank	VERB
easat-11493	373	4	the	the	DET
easat-11493	373	5	early	early	ADJ
easat-11493	373	6	researchers	researcher	NOUN
easat-11493	373	7	whose	whose	DET
easat-11493	373	8	theories	theory	NOUN
easat-11493	373	9	formed	form	VERB
easat-11493	373	10	the	the	DET
easat-11493	373	11	basis	basis	NOUN
easat-11493	373	12	of	of	ADP
easat-11493	373	13	our	our	PRON
easat-11493	373	14	research	research	NOUN
easat-11493	373	15	methodology	methodology	NOUN
easat-11493	373	16	.	.	PUNCT
easat-11493	374	1	76	76	NUM
easat-11493	374	2	edelweiss	edelweiss	PROPN
easat-11493	374	3	applied	apply	VERB
easat-11493	374	4	science	science	NOUN
easat-11493	374	5	and	and	CCONJ
easat-11493	374	6	technology	technology	NOUN
easat-11493	374	7	issn	issn	PROPN
easat-11493	374	8	:	:	PUNCT
easat-11493	374	9	2576	2576	NUM
easat-11493	374	10	-	-	SYM
easat-11493	374	11	8484	8484	NUM
easat-11493	374	12	vol	vol	NOUN
easat-11493	374	13	.	.	PROPN
easat-11493	375	1	10	10	NUM
easat-11493	375	2	,	,	PUNCT
easat-11493	375	3	no	no	INTJ
easat-11493	375	4	.	.	NOUN
easat-11493	375	5	1	1	NUM
easat-11493	375	6	:	:	SYM
easat-11493	375	7	60	60	NUM
easat-11493	375	8	-	-	SYM
easat-11493	375	9	76	76	NUM
easat-11493	375	10	,	,	PUNCT
easat-11493	375	11	2026	2026	NUM
easat-11493	375	12	doi	doi	NOUN
easat-11493	375	13	:	:	PUNCT
easat-11493	375	14	10.55214/2576	10.55214/2576	NUM
easat-11493	375	15	-	-	PUNCT
easat-11493	375	16	8484.v10i1.11493	8484.v10i1.11493	NOUN
easat-11493	376	1	©	©	PROPN
easat-11493	376	2	2026	2026	NUM
easat-11493	376	3	by	by	ADP
easat-11493	376	4	the	the	DET
easat-11493	376	5	author	author	NOUN
easat-11493	376	6	;	;	PUNCT
easat-11493	376	7	licensee	licensee	PROPN
easat-11493	376	8	learning	learn	VERB
easat-11493	376	9	gate	gate	NOUN
easat-11493	376	10	copyright	copyright	NOUN
easat-11493	376	11	:	:	PUNCT
easat-11493	376	12	©	©	PROPN
easat-11493	376	13	2026	2026	NUM
easat-11493	376	14	by	by	ADP
easat-11493	376	15	the	the	DET
easat-11493	376	16	author	author	NOUN
easat-11493	376	17	.	.	PUNCT
easat-11493	377	1	this	this	DET
easat-11493	377	2	article	article	NOUN
easat-11493	377	3	is	be	AUX
easat-11493	377	4	an	an	DET
easat-11493	377	5	open	open	ADJ
easat-11493	377	6	-	-	PUNCT
easat-11493	377	7	access	access	NOUN
easat-11493	377	8	article	article	NOUN
easat-11493	377	9	distributed	distribute	VERB
easat-11493	377	10	under	under	ADP
easat-11493	377	11	the	the	DET
easat-11493	377	12	terms	term	NOUN
easat-11493	377	13	and	and	CCONJ
easat-11493	377	14	conditions	condition	NOUN
easat-11493	377	15	of	of	ADP
easat-11493	377	16	the	the	DET
easat-11493	377	17	creative	creative	ADJ
easat-11493	377	18	commons	common	NOUN
easat-11493	377	19	attribution	attribution	NOUN
easat-11493	377	20	(	(	PUNCT
easat-11493	377	21	cc	cc	NOUN
easat-11493	377	22	by	by	ADP
easat-11493	377	23	)	)	PUNCT
easat-11493	377	24	license	license	NOUN
easat-11493	377	25	(	(	PUNCT
easat-11493	377	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11493	377	27	)	)	PUNCT
easat-11493	377	28	.	.	PUNCT
easat-11493	378	1	references	reference	NOUN
easat-11493	378	2	[	[	X
easat-11493	378	3	1	1	NUM
easat-11493	378	4	]	]	PUNCT
easat-11493	378	5	f.	f.	PROPN
easat-11493	378	6	busch	busch	PROPN
easat-11493	378	7	et	et	PROPN
easat-11493	378	8	al	al	PROPN
easat-11493	378	9	.	.	PROPN
easat-11493	378	10	,	,	PUNCT
easat-11493	378	11	"	"	PUNCT
easat-11493	378	12	current	current	ADJ
easat-11493	378	13	applications	application	NOUN
easat-11493	378	14	and	and	CCONJ
easat-11493	378	15	challenges	challenge	NOUN
easat-11493	378	16	in	in	ADP
easat-11493	378	17	large	large	ADJ
easat-11493	378	18	language	language	NOUN
easat-11493	378	19	models	model	NOUN
easat-11493	378	20	for	for	ADP
easat-11493	378	21	patient	patient	ADJ
easat-11493	378	22	care	care	NOUN
easat-11493	378	23	:	:	PUNCT
easat-11493	378	24	a	a	DET
easat-11493	378	25	systematic	systematic	ADJ
easat-11493	378	26	review	review	NOUN
easat-11493	378	27	,	,	PUNCT
easat-11493	378	28	"	"	PUNCT
easat-11493	378	29	communications	communication	NOUN
easat-11493	378	30	medicine	medicine	NOUN
easat-11493	378	31	,	,	PUNCT
easat-11493	378	32	vol	vol	NOUN
easat-11493	378	33	.	.	PROPN
easat-11493	378	34	5	5	NUM
easat-11493	378	35	,	,	PUNCT
easat-11493	378	36	p.	p.	NOUN
easat-11493	378	37	26	26	NUM
easat-11493	378	38	,	,	PUNCT
easat-11493	378	39	2025	2025	NUM
easat-11493	378	40	.	.	PUNCT
easat-11493	379	1	https://doi.org/10.1038/s43856-024-00717-2	https://doi.org/10.1038/s43856-024-00717-2	X
easat-11493	380	1	[	[	X
easat-11493	380	2	2	2	X
easat-11493	380	3	]	]	PUNCT
easat-11493	380	4	y.	y.	PROPN
easat-11493	380	5	zhang	zhang	PROPN
easat-11493	380	6	et	et	PROPN
easat-11493	380	7	al	al	PROPN
easat-11493	380	8	.	.	PUNCT
easat-11493	380	9	"	"	PUNCT
easat-11493	380	10	?	?	PUNCT
easat-11493	381	1	siren	siren	ADJ
easat-11493	381	2	’s	’s	PART
easat-11493	381	3	song	song	NOUN
easat-11493	381	4	in	in	ADP
easat-11493	381	5	the	the	DET
easat-11493	381	6	ai	ai	PROPN
easat-11493	381	7	ocean	ocean	NOUN
easat-11493	381	8	:	:	PUNCT
easat-11493	381	9	a	a	DET
easat-11493	381	10	survey	survey	NOUN
easat-11493	381	11	on	on	ADP
easat-11493	381	12	hallucination	hallucination	NOUN
easat-11493	381	13	in	in	ADP
easat-11493	381	14	large	large	ADJ
easat-11493	381	15	language	language	NOUN
easat-11493	381	16	models	model	NOUN
easat-11493	381	17	,	,	PUNCT
easat-11493	381	18	"	"	PUNCT
easat-11493	381	19	computational	computational	ADJ
easat-11493	381	20	linguistics	linguistic	NOUN
easat-11493	381	21	,	,	PUNCT
easat-11493	381	22	pp	pp	ADJ
easat-11493	381	23	.	.	PUNCT
easat-11493	382	1	1	1	NUM
easat-11493	382	2	-	-	SYM
easat-11493	382	3	46	46	NUM
easat-11493	382	4	,	,	PUNCT
easat-11493	382	5	2025	2025	NUM
easat-11493	382	6	.	.	PUNCT
easat-11493	383	1	[	[	X
easat-11493	383	2	3	3	X
easat-11493	383	3	]	]	X
easat-11493	383	4	t.	t.	NOUN
easat-11493	383	5	chau	chau	NOUN
easat-11493	383	6	,	,	PUNCT
easat-11493	383	7	y.	y.	PROPN
easat-11493	383	8	yan	yan	PROPN
easat-11493	383	9	,	,	PUNCT
easat-11493	383	10	and	and	CCONJ
easat-11493	383	11	h.	h.	PROPN
easat-11493	383	12	liu	liu	PROPN
easat-11493	383	13	,	,	PUNCT
easat-11493	383	14	"	"	PUNCT
easat-11493	383	15	a	a	DET
easat-11493	383	16	systematic	systematic	ADJ
easat-11493	383	17	review	review	NOUN
easat-11493	383	18	of	of	ADP
easat-11493	383	19	ai	ai	PROPN
easat-11493	383	20	ethics	ethic	NOUN
easat-11493	383	21	in	in	ADP
easat-11493	383	22	education	education	NOUN
easat-11493	383	23	:	:	PUNCT
easat-11493	383	24	challenges	challenge	NOUN
easat-11493	383	25	,	,	PUNCT
easat-11493	383	26	policy	policy	NOUN
easat-11493	383	27	gaps	gap	NOUN
easat-11493	383	28	,	,	PUNCT
easat-11493	383	29	and	and	CCONJ
easat-11493	383	30	future	future	ADJ
easat-11493	383	31	directions	direction	NOUN
easat-11493	383	32	,	,	PUNCT
easat-11493	383	33	"	"	PUNCT
easat-11493	383	34	journal	journal	NOUN
easat-11493	383	35	of	of	ADP
easat-11493	383	36	global	global	ADJ
easat-11493	383	37	information	information	PROPN
easat-11493	383	38	technology	technology	NOUN
easat-11493	383	39	management	management	NOUN
easat-11493	383	40	,	,	PUNCT
easat-11493	383	41	vol	vol	NOUN
easat-11493	383	42	.	.	PROPN
easat-11493	383	43	28	28	NUM
easat-11493	383	44	,	,	PUNCT
easat-11493	383	45	no	no	INTJ
easat-11493	383	46	.	.	NOUN
easat-11493	383	47	1	1	NUM
easat-11493	383	48	,	,	PUNCT
easat-11493	383	49	pp	pp	ADJ
easat-11493	383	50	.	.	PUNCT
easat-11493	384	1	1–25	1–25	NOUN
easat-11493	384	2	,	,	PUNCT
easat-11493	384	3	2025	2025	NUM
easat-11493	384	4	.	.	PUNCT
easat-11493	385	1	[	[	X
easat-11493	385	2	4	4	X
easat-11493	385	3	]	]	X
easat-11493	385	4	j.	j.	PROPN
easat-11493	385	5	swacha	swacha	PROPN
easat-11493	385	6	and	and	CCONJ
easat-11493	385	7	m.	m.	PROPN
easat-11493	385	8	gracel	gracel	PROPN
easat-11493	385	9	,	,	PUNCT
easat-11493	385	10	"	"	PUNCT
easat-11493	385	11	retrieval‑augmented	retrieval‑augmente	VERB
easat-11493	385	12	generation	generation	NOUN
easat-11493	385	13	(	(	PUNCT
easat-11493	385	14	rag	rag	NOUN
easat-11493	385	15	)	)	PUNCT
easat-11493	385	16	chatbots	chatbot	NOUN
easat-11493	385	17	for	for	ADP
easat-11493	385	18	education	education	NOUN
easat-11493	385	19	:	:	PUNCT
easat-11493	385	20	a	a	DET
easat-11493	385	21	survey	survey	NOUN
easat-11493	385	22	of	of	ADP
easat-11493	385	23	applications	application	NOUN
easat-11493	385	24	,	,	PUNCT
easat-11493	385	25	"	"	PUNCT
easat-11493	385	26	applied	apply	VERB
easat-11493	385	27	sciences	science	NOUN
easat-11493	385	28	,	,	PUNCT
easat-11493	385	29	vol	vol	NOUN
easat-11493	385	30	.	.	PROPN
easat-11493	385	31	15	15	NUM
easat-11493	385	32	,	,	PUNCT
easat-11493	385	33	no	no	INTJ
easat-11493	385	34	.	.	NOUN
easat-11493	385	35	8	8	NUM
easat-11493	385	36	,	,	PUNCT
easat-11493	385	37	p.	p.	NOUN
easat-11493	385	38	4234	4234	NUM
easat-11493	385	39	,	,	PUNCT
easat-11493	385	40	2025	2025	NUM
easat-11493	385	41	.	.	PUNCT
easat-11493	386	1	[	[	X
easat-11493	386	2	5	5	NUM
easat-11493	386	3	]	]	X
easat-11493	386	4	o.	o.	PROPN
easat-11493	386	5	gencoglu	gencoglu	PROPN
easat-11493	386	6	,	,	PUNCT
easat-11493	386	7	a.	a.	PROPN
easat-11493	386	8	finn	finn	PROPN
easat-11493	386	9	,	,	PUNCT
easat-11493	386	10	r.	r.	PROPN
easat-11493	386	11	keshri	keshri	PROPN
easat-11493	386	12	,	,	PUNCT
easat-11493	386	13	a.	a.	PROPN
easat-11493	386	14	salimoski	salimoski	PROPN
easat-11493	386	15	,	,	PUNCT
easat-11493	386	16	h.	h.	PROPN
easat-11493	386	17	honkanen	honkanen	PROPN
easat-11493	386	18	,	,	PUNCT
easat-11493	386	19	and	and	CCONJ
easat-11493	386	20	j.	j.	PROPN
easat-11493	386	21	karhu	karhu	PROPN
easat-11493	386	22	,	,	PUNCT
easat-11493	386	23	"	"	PUNCT
easat-11493	386	24	adoption	adoption	NOUN
easat-11493	386	25	of	of	ADP
easat-11493	386	26	large	large	ADJ
easat-11493	386	27	language	language	NOUN
easat-11493	386	28	model	model	NOUN
easat-11493	386	29	ai	ai	VERB
easat-11493	386	30	tools	tool	NOUN
easat-11493	386	31	in	in	ADP
easat-11493	386	32	everyday	everyday	ADJ
easat-11493	386	33	clinical	clinical	ADJ
easat-11493	386	34	documentation	documentation	NOUN
easat-11493	386	35	:	:	PUNCT
easat-11493	386	36	mixed	mixed	ADJ
easat-11493	386	37	methods	method	NOUN
easat-11493	386	38	implementation	implementation	NOUN
easat-11493	386	39	study	study	NOUN
easat-11493	386	40	,	,	PUNCT
easat-11493	386	41	"	"	PUNCT
easat-11493	386	42	journal	journal	NOUN
easat-11493	386	43	of	of	ADP
easat-11493	386	44	medical	medical	ADJ
easat-11493	386	45	internet	internet	NOUN
easat-11493	386	46	research	research	NOUN
easat-11493	386	47	,	,	PUNCT
easat-11493	386	48	vol	vol	NOUN
easat-11493	386	49	.	.	PROPN
easat-11493	387	1	27	27	NUM
easat-11493	387	2	,	,	PUNCT
easat-11493	387	3	no	no	INTJ
easat-11493	387	4	.	.	NOUN
easat-11493	387	5	1	1	NUM
easat-11493	387	6	,	,	PUNCT
easat-11493	387	7	p.	p.	NOUN
easat-11493	387	8	e70789	e70789	PROPN
easat-11493	387	9	,	,	PUNCT
easat-11493	387	10	2025	2025	NUM
easat-11493	387	11	.	.	PUNCT
easat-11493	388	1	[	[	X
easat-11493	388	2	6	6	NUM
easat-11493	388	3	]	]	SYM
easat-11493	388	4	truefoundry	truefoundry	ADJ
easat-11493	388	5	,	,	PUNCT
easat-11493	388	6	"	"	PUNCT
easat-11493	388	7	llm	llm	NOUN
easat-11493	388	8	in	in	ADP
easat-11493	388	9	enterprise	enterprise	NOUN
easat-11493	388	10	:	:	PUNCT
easat-11493	388	11	a	a	DET
easat-11493	388	12	complete	complete	ADJ
easat-11493	388	13	guide	guide	NOUN
easat-11493	388	14	,	,	PUNCT
easat-11493	388	15	"	"	PUNCT
easat-11493	388	16	2024	2024	NUM
easat-11493	388	17	.	.	PUNCT
easat-11493	389	1	https://www.truefoundry.com/blog/enterprise-in-llm	https://www.truefoundry.com/blog/enterprise-in-llm	PRON
easat-11493	390	1	[	[	X
easat-11493	390	2	7	7	NUM
easat-11493	390	3	]	]	PUNCT
easat-11493	390	4	deepchecks	deepcheck	NOUN
easat-11493	390	5	,	,	PUNCT
easat-11493	390	6	"	"	PUNCT
easat-11493	390	7	how	how	SCONJ
easat-11493	390	8	enterprises	enterprise	NOUN
easat-11493	390	9	are	be	AUX
easat-11493	390	10	deploying	deploy	VERB
easat-11493	390	11	llms	llm	NOUN
easat-11493	390	12	,	,	PUNCT
easat-11493	390	13	"	"	PUNCT
easat-11493	390	14	2024	2024	NUM
easat-11493	390	15	.	.	PUNCT
easat-11493	391	1	https://www.deepchecks.com/how-enterprises-aredeploying-llms/	https://www.deepchecks.com/how-enterprises-aredeploying-llms/	X
easat-11493	392	1	[	[	X
easat-11493	392	2	8	8	NUM
easat-11493	392	3	]	]	X
easat-11493	392	4	zemoso	zemoso	NOUN
easat-11493	392	5	labs	lab	NOUN
easat-11493	392	6	,	,	PUNCT
easat-11493	392	7	"	"	PUNCT
easat-11493	392	8	evaluating	evaluate	VERB
easat-11493	392	9	llama	llama	NOUN
easat-11493	392	10	and	and	CCONJ
easat-11493	392	11	gpt	gpt	NOUN
easat-11493	392	12	:	:	PUNCT
easat-11493	392	13	llm	llm	NOUN
easat-11493	392	14	adoption	adoption	NOUN
easat-11493	392	15	in	in	ADP
easat-11493	392	16	enterprises	enterprise	NOUN
easat-11493	392	17	,	,	PUNCT
easat-11493	392	18	"	"	PUNCT
easat-11493	392	19	2024	2024	NUM
easat-11493	392	20	.	.	PUNCT
easat-11493	393	1	https://www.zemosolabs.com/insights/whitepaper/evaluating-llama-and-gpt-llm-adoption-in-enterprises	https://www.zemosolabs.com/insights/whitepaper/evaluating-llama-and-gpt-llm-adoption-in-enterprise	NOUN
easat-11493	393	2	[	[	X
easat-11493	393	3	9	9	NUM
easat-11493	393	4	]	]	SYM
easat-11493	393	5	cloudflare	cloudflare	NOUN
easat-11493	393	6	,	,	PUNCT
easat-11493	393	7	"	"	PUNCT
easat-11493	393	8	what	what	PRON
easat-11493	393	9	is	be	AUX
easat-11493	393	10	an	an	DET
easat-11493	393	11	llm	llm	PROPN
easat-11493	393	12	(	(	PUNCT
easat-11493	393	13	large	large	ADJ
easat-11493	393	14	language	language	NOUN
easat-11493	393	15	model	model	NOUN
easat-11493	393	16	)	)	PUNCT
easat-11493	393	17	?	?	PUNCT
easat-11493	394	1	,	,	PUNCT
easat-11493	394	2	"	"	PUNCT
easat-11493	394	3	2024	2024	NUM
easat-11493	394	4	.	.	PUNCT
easat-11493	395	1	https://www.cloudflare.com/learning/ai/what-islarge-language-model/	https://www.cloudflare.com/learning/ai/what-islarge-language-model/	NOUN
easat-11493	396	1	[	[	X
easat-11493	396	2	10	10	NUM
easat-11493	396	3	]	]	X
easat-11493	396	4	al	al	ADJ
easat-11493	396	5	-	-	PUNCT
easat-11493	396	6	manara	manara	ADJ
easat-11493	396	7	consulting	consulting	NOUN
easat-11493	396	8	,	,	PUNCT
easat-11493	396	9	"	"	PUNCT
easat-11493	396	10	the	the	DET
easat-11493	396	11	general	general	ADJ
easat-11493	396	12	framework	framework	NOUN
easat-11493	396	13	of	of	ADP
easat-11493	396	14	scientific	scientific	ADJ
easat-11493	396	15	research	research	NOUN
easat-11493	396	16	,	,	PUNCT
easat-11493	396	17	"	"	PUNCT
easat-11493	396	18	2019	2019	NUM
easat-11493	396	19	.	.	PUNCT
easat-11493	397	1	https://www.manaraa.com/post/3698	https://www.manaraa.com/post/3698	PROPN
easat-11493	398	1	[	[	X
easat-11493	398	2	11	11	NUM
easat-11493	398	3	]	]	PUNCT
easat-11493	398	4	bts	bts	NOUN
easat-11493	398	5	academy	academy	NOUN
easat-11493	398	6	,	,	PUNCT
easat-11493	398	7	"	"	PUNCT
easat-11493	398	8	how	how	SCONJ
easat-11493	398	9	to	to	PART
easat-11493	398	10	prepare	prepare	VERB
easat-11493	398	11	the	the	DET
easat-11493	398	12	general	general	ADJ
easat-11493	398	13	framework	framework	NOUN
easat-11493	398	14	for	for	ADP
easat-11493	398	15	scientific	scientific	ADJ
easat-11493	398	16	research	research	NOUN
easat-11493	398	17	,	,	PUNCT
easat-11493	398	18	"	"	PUNCT
easat-11493	398	19	2017	2017	NUM
easat-11493	398	20	.	.	PUNCT
easat-11493	399	1	https://www.btsacademy.com/blog_det.php?page=137	https://www.btsacademy.com/blog_det.php?page=137	PROPN
easat-11493	399	2	[	[	X
easat-11493	399	3	12	12	NUM
easat-11493	399	4	]	]	X
easat-11493	399	5	ibm	ibm	PROPN
easat-11493	399	6	,	,	PUNCT
easat-11493	399	7	"	"	PUNCT
easat-11493	399	8	what	what	PRON
easat-11493	399	9	are	be	AUX
easat-11493	399	10	large	large	ADJ
easat-11493	399	11	language	language	NOUN
easat-11493	399	12	models	model	NOUN
easat-11493	399	13	(	(	PUNCT
easat-11493	399	14	llms	llm	NOUN
easat-11493	399	15	)	)	PUNCT
easat-11493	399	16	?	?	PUNCT
easat-11493	399	17	,	,	PUNCT
easat-11493	399	18	"	"	PUNCT
easat-11493	399	19	2023	2023	NUM
easat-11493	399	20	.	.	PUNCT
easat-11493	400	1	https://www.ibm.com/think/topics/large-languagemodels	https://www.ibm.com/think/topics/large-languagemodel	NOUN
easat-11493	401	1	[	[	X
easat-11493	401	2	13	13	NUM
easat-11493	401	3	]	]	PUNCT
easat-11493	401	4	h.	h.	PROPN
easat-11493	401	5	naveed	naveed	PROPN
easat-11493	401	6	et	et	PROPN
easat-11493	401	7	al	al	PROPN
easat-11493	401	8	.	.	PROPN
easat-11493	401	9	,	,	PUNCT
easat-11493	401	10	"	"	PUNCT
easat-11493	401	11	a	a	DET
easat-11493	401	12	comprehensive	comprehensive	ADJ
easat-11493	401	13	overview	overview	NOUN
easat-11493	401	14	of	of	ADP
easat-11493	401	15	large	large	ADJ
easat-11493	401	16	language	language	NOUN
easat-11493	401	17	models	model	NOUN
easat-11493	401	18	,	,	PUNCT
easat-11493	401	19	"	"	PUNCT
easat-11493	401	20	arxiv	arxiv	PROPN
easat-11493	401	21	preprint	preprint	NOUN
easat-11493	401	22	,	,	PUNCT
easat-11493	401	23	2024	2024	NUM
easat-11493	401	24	.	.	PUNCT
easat-11493	402	1	https://arxiv.org/abs/2307.06435	https://arxiv.org/abs/2307.06435	ADJ
easat-11493	402	2	[	[	X
easat-11493	402	3	14	14	NUM
easat-11493	402	4	]	]	X
easat-11493	402	5	rethink	rethink	VERB
easat-11493	402	6	priorities	priority	NOUN
easat-11493	402	7	,	,	PUNCT
easat-11493	402	8	"	"	PUNCT
easat-11493	402	9	survey	survey	NOUN
easat-11493	402	10	of	of	ADP
easat-11493	402	11	developer	developer	NOUN
easat-11493	402	12	experiences	experience	NOUN
easat-11493	402	13	with	with	ADP
easat-11493	402	14	large	large	ADJ
easat-11493	402	15	language	language	NOUN
easat-11493	402	16	models	model	NOUN
easat-11493	402	17	,	,	PUNCT
easat-11493	402	18	"	"	PUNCT
easat-11493	402	19	2024	2024	NUM
easat-11493	402	20	.	.	PUNCT
easat-11493	403	1	https://rethinkpriorities.org/	https://rethinkpriorities.org/	PRON
easat-11493	403	2	[	[	X
easat-11493	403	3	15	15	NUM
easat-11493	403	4	]	]	PUNCT
easat-11493	403	5	t.	t.	PROPN
easat-11493	403	6	k.	k.	PROPN
easat-11493	403	7	dasaklis	dasaklis	PROPN
easat-11493	403	8	,	,	PUNCT
easat-11493	403	9	f.	f.	PROPN
easat-11493	403	10	casino	casino	PROPN
easat-11493	403	11	,	,	PUNCT
easat-11493	403	12	s.	s.	PROPN
easat-11493	403	13	moschuris	moschuris	PROPN
easat-11493	403	14	,	,	PUNCT
easat-11493	403	15	and	and	CCONJ
easat-11493	403	16	n.	n.	PROPN
easat-11493	403	17	kyriakou	kyriakou	PROPN
easat-11493	403	18	,	,	PUNCT
easat-11493	403	19	"	"	PUNCT
easat-11493	403	20	large	large	ADJ
easat-11493	403	21	language	language	NOUN
easat-11493	403	22	models	model	NOUN
easat-11493	403	23	in	in	ADP
easat-11493	403	24	human	human	ADJ
easat-11493	403	25	resource	resource	NOUN
easat-11493	403	26	management	management	NOUN
easat-11493	403	27	:	:	PUNCT
easat-11493	403	28	a	a	DET
easat-11493	403	29	systematic	systematic	ADJ
easat-11493	403	30	review	review	NOUN
easat-11493	403	31	,	,	PUNCT
easat-11493	403	32	"	"	PUNCT
easat-11493	403	33	ssrn	ssrn	PROPN
easat-11493	403	34	electronic	electronic	ADJ
easat-11493	403	35	journal	journal	NOUN
easat-11493	403	36	,	,	PUNCT
easat-11493	403	37	pp	pp	ADJ
easat-11493	403	38	.	.	PUNCT
easat-11493	404	1	1	1	NUM
easat-11493	404	2	-	-	SYM
easat-11493	404	3	25	25	NUM
easat-11493	404	4	,	,	PUNCT
easat-11493	404	5	2025	2025	NUM
easat-11493	404	6	.	.	PUNCT
easat-11493	405	1	[	[	X
easat-11493	405	2	16	16	NUM
easat-11493	405	3	]	]	X
easat-11493	405	4	wizr	wizr	NOUN
easat-11493	405	5	ai	ai	VERB
easat-11493	405	6	,	,	PUNCT
easat-11493	405	7	"	"	PUNCT
easat-11493	405	8	llm	llm	NOUN
easat-11493	405	9	evaluation	evaluation	NOUN
easat-11493	405	10	:	:	PUNCT
easat-11493	405	11	cio	cio	PROPN
easat-11493	405	12	's	's	PART
easat-11493	405	13	guide	guide	NOUN
easat-11493	405	14	to	to	ADP
easat-11493	405	15	enterprise	enterprise	NOUN
easat-11493	405	16	ai	ai	NOUN
easat-11493	405	17	models	model	NOUN
easat-11493	405	18	in	in	ADP
easat-11493	405	19	2025	2025	NUM
easat-11493	405	20	,	,	PUNCT
easat-11493	405	21	"	"	PUNCT
easat-11493	405	22	2024	2024	NUM
easat-11493	405	23	.	.	PUNCT
easat-11493	406	1	https://wizrai.com/llm-evaluation	https://wizrai.com/llm-evaluation	NOUN
easat-11493	407	1	[	[	X
easat-11493	407	2	17	17	NUM
easat-11493	407	3	]	]	X
easat-11493	407	4	j.	j.	PROPN
easat-11493	407	5	m.	m.	PROPN
easat-11493	407	6	bodensohn	bodensohn	PROPN
easat-11493	407	7	,	,	PUNCT
easat-11493	407	8	u.	u.	PROPN
easat-11493	407	9	brackmann	brackmann	PROPN
easat-11493	407	10	,	,	PUNCT
easat-11493	407	11	l.	l.	PROPN
easat-11493	407	12	vogel	vogel	PROPN
easat-11493	407	13	,	,	PUNCT
easat-11493	407	14	a.	a.	PROPN
easat-11493	407	15	sanghi	sanghi	PROPN
easat-11493	407	16	,	,	PUNCT
easat-11493	407	17	and	and	CCONJ
easat-11493	407	18	c.	c.	PROPN
easat-11493	407	19	binnig	binnig	PROPN
easat-11493	407	20	,	,	PUNCT
easat-11493	407	21	"	"	PUNCT
easat-11493	407	22	unveiling	unveil	VERB
easat-11493	407	23	challenges	challenge	NOUN
easat-11493	407	24	for	for	ADP
easat-11493	407	25	llms	llm	NOUN
easat-11493	407	26	in	in	ADP
easat-11493	407	27	enterprise	enterprise	NOUN
easat-11493	407	28	data	datum	NOUN
easat-11493	407	29	engineering	engineering	NOUN
easat-11493	407	30	,	,	PUNCT
easat-11493	407	31	"	"	PUNCT
easat-11493	407	32	european	european	ADJ
easat-11493	407	33	journal	journal	PROPN
easat-11493	407	34	of	of	ADP
easat-11493	407	35	computer	computer	NOUN
easat-11493	407	36	science	science	NOUN
easat-11493	407	37	and	and	CCONJ
easat-11493	407	38	information	information	NOUN
easat-11493	407	39	technology	technology	NOUN
easat-11493	407	40	,	,	PUNCT
easat-11493	407	41	vol	vol	NOUN
easat-11493	407	42	.	.	PROPN
easat-11493	407	43	13	13	NUM
easat-11493	407	44	,	,	PUNCT
easat-11493	407	45	no	no	INTJ
easat-11493	407	46	.	.	NOUN
easat-11493	407	47	31	31	NUM
easat-11493	407	48	,	,	PUNCT
easat-11493	407	49	pp	pp	ADJ
easat-11493	407	50	.	.	PUNCT
easat-11493	408	1	65–75	65–75	NUM
easat-11493	408	2	,	,	PUNCT
easat-11493	408	3	2024	2024	NUM
easat-11493	408	4	.	.	PUNCT
easat-11493	409	1	[	[	X
easat-11493	409	2	18	18	NUM
easat-11493	409	3	]	]	X
easat-11493	409	4	kong	kong	PROPN
easat-11493	409	5	research	research	PROPN
easat-11493	409	6	,	,	PUNCT
easat-11493	409	7	the	the	DET
easat-11493	409	8	state	state	NOUN
easat-11493	409	9	of	of	ADP
easat-11493	409	10	enterprise	enterprise	NOUN
easat-11493	409	11	llm	llm	PROPN
easat-11493	409	12	adoption	adoption	NOUN
easat-11493	409	13	:	:	PUNCT
easat-11493	409	14	investment	investment	NOUN
easat-11493	409	15	trends	trend	NOUN
easat-11493	409	16	,	,	PUNCT
easat-11493	409	17	risks	risk	NOUN
easat-11493	409	18	,	,	PUNCT
easat-11493	409	19	and	and	CCONJ
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easat-11493	409	24	.	.	PUNCT
easat-11493	410	1	san	san	PROPN
easat-11493	410	2	francisco	francisco	PROPN
easat-11493	410	3	,	,	PUNCT
easat-11493	410	4	ca	ca	PROPN
easat-11493	410	5	:	:	PUNCT
easat-11493	410	6	kong	kong	PROPN
easat-11493	410	7	inc	inc	PROPN
easat-11493	410	8	,	,	PUNCT
easat-11493	410	9	2025	2025	NUM
easat-11493	410	10	.	.	PUNCT
easat-11493	411	1	[	[	X
easat-11493	411	2	19	19	NUM
easat-11493	411	3	]	]	SYM
easat-11493	411	4	forbes	forbes	PROPN
easat-11493	411	5	,	,	PUNCT
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easat-11493	411	7	adoption	adoption	NOUN
easat-11493	411	8	of	of	ADP
easat-11493	411	9	large	large	ADJ
easat-11493	411	10	language	language	NOUN
easat-11493	411	11	models	model	NOUN
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easat-11493	411	14	security	security	NOUN
easat-11493	411	15	and	and	CCONJ
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easat-11493	411	18	.	.	PUNCT
easat-11493	412	1	new	new	PROPN
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easat-11493	412	3	:	:	PUNCT
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easat-11493	412	6	,	,	PUNCT
easat-11493	412	7	2025	2025	NUM
easat-11493	412	8	.	.	PUNCT
easat-11493	413	1	[	[	X
easat-11493	413	2	20	20	NUM
easat-11493	413	3	]	]	X
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easat-11493	413	5	middle	middle	PROPN
easat-11493	413	6	east	east	PROPN
easat-11493	413	7	,	,	PUNCT
easat-11493	413	8	"	"	PUNCT
easat-11493	413	9	why	why	SCONJ
easat-11493	413	10	we	we	PRON
easat-11493	413	11	need	need	VERB
easat-11493	413	12	arabic	arabic	ADJ
easat-11493	413	13	language	language	NOUN
easat-11493	413	14	models	model	NOUN
easat-11493	413	15	.	.	PUNCT
easat-11493	414	1	nature	nature	NOUN
easat-11493	414	2	middle	middle	PROPN
easat-11493	414	3	east	east	PROPN
easat-11493	414	4	,	,	PUNCT
easat-11493	414	5	"	"	PUNCT
easat-11493	414	6	2024	2024	NUM
easat-11493	414	7	.	.	PUNCT
easat-11493	415	1	https://www.nature.com/nmiddleeast/	https://www.nature.com/nmiddleeast/	X
easat-11493	416	1	[	[	X
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easat-11493	416	3	]	]	X
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easat-11493	416	6	and	and	CCONJ
easat-11493	416	7	d.	d.	PROPN
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easat-11493	416	9	,	,	PUNCT
easat-11493	416	10	"	"	PUNCT
easat-11493	416	11	large	large	ADJ
easat-11493	416	12	language	language	NOUN
easat-11493	416	13	models	model	NOUN
easat-11493	416	14	and	and	CCONJ
easat-11493	416	15	arabic	arabic	ADJ
easat-11493	416	16	content	content	NOUN
easat-11493	416	17	:	:	PUNCT
easat-11493	416	18	a	a	DET
easat-11493	416	19	review	review	NOUN
easat-11493	416	20	,	,	PUNCT
easat-11493	416	21	"	"	PUNCT
easat-11493	416	22	arxiv	arxiv	PROPN
easat-11493	416	23	preprint	preprint	NOUN
easat-11493	416	24	arxiv:2505.08004	arxiv:2505.08004	NOUN
easat-11493	416	25	,	,	PUNCT
easat-11493	416	26	2025	2025	NUM
easat-11493	416	27	.	.	PUNCT
easat-11493	417	1	https://doi.org/10.48550/arxiv.2505.08004	https://doi.org/10.48550/arxiv.2505.08004	PROPN
easat-11493	418	1	[	[	X
easat-11493	418	2	22	22	NUM
easat-11493	418	3	]	]	X
easat-11493	418	4	o.	o.	NOUN
easat-11493	418	5	nacar	nacar	NOUN
easat-11493	418	6	et	et	PROPN
easat-11493	418	7	al	al	PROPN
easat-11493	418	8	.	.	PROPN
easat-11493	418	9	,	,	PUNCT
easat-11493	418	10	"	"	PUNCT
easat-11493	418	11	a	a	DET
easat-11493	418	12	culturally	culturally	ADV
easat-11493	418	13	aligned	align	VERB
easat-11493	418	14	benchmark	benchmark	NOUN
easat-11493	418	15	for	for	ADP
easat-11493	418	16	arabic	arabic	ADJ
easat-11493	418	17	large	large	ADJ
easat-11493	418	18	language	language	NOUN
easat-11493	418	19	models	model	NOUN
easat-11493	418	20	,	,	PUNCT
easat-11493	418	21	"	"	PUNCT
easat-11493	418	22	in	in	ADP
easat-11493	418	23	proceedings	proceeding	NOUN
easat-11493	418	24	of	of	ADP
easat-11493	418	25	the	the	DET
easat-11493	418	26	2024	2024	NUM
easat-11493	418	27	conference	conference	NOUN
easat-11493	418	28	on	on	ADP
easat-11493	418	29	empirical	empirical	ADJ
easat-11493	418	30	methods	method	NOUN
easat-11493	418	31	in	in	ADP
easat-11493	418	32	natural	natural	ADJ
easat-11493	418	33	language	language	NOUN
easat-11493	418	34	processing	processing	NOUN
easat-11493	418	35	(	(	PUNCT
easat-11493	418	36	pp	pp	ADJ
easat-11493	418	37	.	.	PUNCT
easat-11493	418	38	1–15	1–15	NUM
easat-11493	418	39	)	)	PUNCT
easat-11493	418	40	.	.	PUNCT
easat-11493	419	1	association	association	NOUN
easat-11493	419	2	for	for	ADP
easat-11493	419	3	computational	computational	ADJ
easat-11493	419	4	linguistics	linguistic	NOUN
easat-11493	419	5	,	,	PUNCT
easat-11493	419	6	2024	2024	NUM
easat-11493	419	7	.	.	PUNCT
easat-11493	420	1	[	[	X
easat-11493	420	2	23	23	NUM
easat-11493	420	3	]	]	PUNCT
easat-11493	420	4	a.	a.	NOUN
easat-11493	420	5	rabehi	rabehi	PROPN
easat-11493	420	6	,	,	PUNCT
easat-11493	420	7	"	"	PUNCT
easat-11493	420	8	arabic	arabic	ADJ
easat-11493	420	9	llms	llm	NOUN
easat-11493	420	10	in	in	ADP
easat-11493	420	11	2024	2024	NUM
easat-11493	420	12	:	:	PUNCT
easat-11493	420	13	benchmark	benchmark	PROPN
easat-11493	420	14	&	&	CCONJ
easat-11493	420	15	gulf	gulf	PROPN
easat-11493	420	16	business	business	NOUN
easat-11493	420	17	applications	application	NOUN
easat-11493	420	18	.	.	PUNCT
easat-11493	421	1	linkedin	linkedin	NOUN
easat-11493	421	2	,	,	PUNCT
easat-11493	421	3	"	"	PUNCT
easat-11493	421	4	2024	2024	NUM
easat-11493	421	5	.	.	PUNCT
easat-11493	422	1	https://www.linkedin.com/pulse/arabic-llms-2025-benchmark-gulf-business-applications-rabehi-phd-ml8kf	https://www.linkedin.com/pulse/arabic-llms-2025-benchmark-gulf-business-applications-rabehi-phd-ml8kf	PROPN
easat-11493	423	1	[	[	X
easat-11493	423	2	24	24	NUM
easat-11493	423	3	]	]	X
easat-11493	423	4	f.	f.	PROPN
easat-11493	423	5	wei	wei	PROPN
easat-11493	423	6	,	,	PUNCT
easat-11493	423	7	d.	d.	PROPN
easat-11493	423	8	chen	chen	PROPN
easat-11493	423	9	,	,	PUNCT
easat-11493	423	10	z.	z.	PROPN
easat-11493	423	11	liang	liang	PROPN
easat-11493	423	12	,	,	PUNCT
easat-11493	423	13	and	and	CCONJ
easat-11493	423	14	s.	s.	PROPN
easat-11493	423	15	zhao	zhao	PROPN
easat-11493	423	16	,	,	PUNCT
easat-11493	423	17	"	"	PUNCT
easat-11493	423	18	comparison	comparison	NOUN
easat-11493	423	19	study	study	NOUN
easat-11493	423	20	on	on	ADP
easat-11493	423	21	the	the	DET
easat-11493	423	22	adsorption	adsorption	NOUN
easat-11493	423	23	capacity	capacity	NOUN
easat-11493	423	24	of	of	ADP
easat-11493	423	25	rhodamine	rhodamine	PROPN
easat-11493	423	26	b	b	PROPN
easat-11493	423	27	,	,	PUNCT
easat-11493	423	28	congo	congo	NOUN
easat-11493	423	29	red	red	ADJ
easat-11493	423	30	,	,	PUNCT
easat-11493	423	31	and	and	CCONJ
easat-11493	423	32	orange	orange	PROPN
easat-11493	423	33	ii	ii	PROPN
easat-11493	423	34	on	on	ADP
easat-11493	423	35	fe	fe	NOUN
easat-11493	423	36	-	-	NOUN
easat-11493	423	37	mofs	mof	NOUN
easat-11493	423	38	,	,	PUNCT
easat-11493	423	39	"	"	PUNCT
easat-11493	423	40	nanomaterials	nanomaterial	NOUN
easat-11493	423	41	,	,	PUNCT
easat-11493	423	42	vol	vol	NOUN
easat-11493	423	43	.	.	PROPN
easat-11493	423	44	8	8	NUM
easat-11493	423	45	,	,	PUNCT
easat-11493	423	46	no	no	INTJ
easat-11493	423	47	.	.	NOUN
easat-11493	423	48	4	4	NUM
easat-11493	423	49	,	,	PUNCT
easat-11493	423	50	p.	p.	NOUN
easat-11493	423	51	248	248	NUM
easat-11493	423	52	,	,	PUNCT
easat-11493	423	53	2018	2018	NUM
easat-11493	423	54	.	.	PUNCT
easat-11493	424	1	[	[	X
easat-11493	424	2	25	25	NUM
easat-11493	424	3	]	]	PUNCT
easat-11493	424	4	t.	t.	PROPN
easat-11493	424	5	adenuga	adenuga	PROPN
easat-11493	424	6	,	,	PUNCT
easat-11493	424	7	n.	n.	PROPN
easat-11493	424	8	ayanbode	ayanbode	PROPN
easat-11493	424	9	,	,	PUNCT
easat-11493	424	10	t.	t.	PROPN
easat-11493	424	11	ayobami	ayobami	NOUN
easat-11493	424	12	,	,	PUNCT
easat-11493	424	13	and	and	CCONJ
easat-11493	424	14	f.	f.	PROPN
easat-11493	424	15	c.	c.	PROPN
easat-11493	424	16	okolo	okolo	PROPN
easat-11493	424	17	,	,	PUNCT
easat-11493	424	18	"	"	PUNCT
easat-11493	424	19	supporting	support	VERB
easat-11493	424	20	ai	ai	NOUN
easat-11493	424	21	in	in	ADP
easat-11493	424	22	logistics	logistic	NOUN
easat-11493	424	23	optimization	optimization	NOUN
easat-11493	424	24	through	through	ADP
easat-11493	424	25	data	datum	NOUN
easat-11493	424	26	integration	integration	NOUN
easat-11493	424	27	,	,	PUNCT
easat-11493	424	28	real	real	ADJ
easat-11493	424	29	-	-	PUNCT
easat-11493	424	30	time	time	NOUN
easat-11493	424	31	analytics	analytic	NOUN
easat-11493	424	32	,	,	PUNCT
easat-11493	424	33	and	and	CCONJ
easat-11493	424	34	autonomous	autonomous	ADJ
easat-11493	424	35	systems	system	NOUN
easat-11493	424	36	,	,	PUNCT
easat-11493	424	37	"	"	PUNCT
easat-11493	424	38	international	international	ADJ
easat-11493	424	39	journal	journal	NOUN
easat-11493	424	40	of	of	ADP
easat-11493	424	41	scientific	scientific	ADJ
easat-11493	424	42	research	research	NOUN
easat-11493	424	43	in	in	ADP
easat-11493	424	44	science	science	NOUN
easat-11493	424	45	,	,	PUNCT
easat-11493	424	46	engineering	engineering	NOUN
easat-11493	424	47	and	and	CCONJ
easat-11493	424	48	technology	technology	NOUN
easat-11493	424	49	,	,	PUNCT
easat-11493	424	50	vol	vol	NOUN
easat-11493	424	51	.	.	PROPN
easat-11493	424	52	11	11	NUM
easat-11493	424	53	,	,	PUNCT
easat-11493	424	54	no	no	INTJ
easat-11493	424	55	.	.	NOUN
easat-11493	424	56	3	3	NUM
easat-11493	424	57	,	,	PUNCT
easat-11493	424	58	pp	pp	ADJ
easat-11493	424	59	.	.	PUNCT
easat-11493	425	1	511	511	NUM
easat-11493	425	2	-	-	SYM
easat-11493	425	3	546	546	NUM
easat-11493	425	4	,	,	PUNCT
easat-11493	425	5	2024	2024	NUM
easat-11493	425	6	.	.	PUNCT
easat-11493	426	1	https://doi.org/10.32628/ijsrset241487	https://doi.org/10.32628/ijsrset241487	PROPN
easat-11493	426	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11493	426	3	https://doi.org/10.1038/s43856-024-00717-2	https://doi.org/10.1038/s43856-024-00717-2	NUM
easat-11493	426	4	https://www.truefoundry.com/blog/enterprise-in-llm	https://www.truefoundry.com/blog/enterprise-in-llm	ADJ
easat-11493	426	5	https://www.deepchecks.com/how-enterprises-are-deploying-llms/	https://www.deepchecks.com/how-enterprises-are-deploying-llms/	NUM
easat-11493	426	6	https://www.deepchecks.com/how-enterprises-are-deploying-llms/	https://www.deepchecks.com/how-enterprises-are-deploying-llms/	NUM
easat-11493	426	7	https://www.zemosolabs.com/insights/whitepaper/evaluating-llama-and-gpt-llm-adoption-in-enterprises	https://www.zemosolabs.com/insights/whitepaper/evaluating-llama-and-gpt-llm-adoption-in-enterprise	NOUN
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easat-11493	426	14	https://www.ibm.com/think/topics/large-language-models	https://www.ibm.com/think/topics/large-language-models	AUX
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easat-11493	426	16	https://rethinkpriorities.org/	https://rethinkpriorities.org/	PRON
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easat-11493	426	18	https://www.nature.com/nmiddleeast/	https://www.nature.com/nmiddleeast/	X
easat-11493	426	19	https://doi.org/10.48550/arxiv.2505.08004	https://doi.org/10.48550/arxiv.2505.08004	PROPN
easat-11493	426	20	https://www.linkedin.com/pulse/arabic-llms-2025-benchmark-gulf-business-applications-rabehi-phd-ml8kf	https://www.linkedin.com/pulse/arabic-llms-2025-benchmark-gulf-business-applications-rabehi-phd-ml8kf	PROPN
easat-11493	426	21	https://doi.org/10.32628/ijsrset241487	https://doi.org/10.32628/ijsrset241487	NOUN