id	sid	tid	token	lemma	pos
stem-8293	1	1	296	296	NUM
stem-8293	1	2	american	american	ADJ
stem-8293	1	3	journal	journal	NOUN
stem-8293	1	4	of	of	ADP
stem-8293	1	5	language	language	NOUN
stem-8293	1	6	,	,	PUNCT
stem-8293	1	7	literacy	literacy	NOUN
stem-8293	1	8	and	and	CCONJ
stem-8293	1	9	learning	learn	VERB
stem-8293	1	10	in	in	ADP
stem-8293	1	11	stem	stem	NOUN
stem-8293	1	12	education	education	NOUN
stem-8293	1	13	www	www	NOUN
stem-8293	1	14	.	.	PUNCT
stem-8293	2	1	grnjournal.us	grnjournal.us	PROPN
stem-8293	2	2	0american	0american	NUM
stem-8293	2	3	journal	journal	NOUN
stem-8293	2	4	of	of	ADP
stem-8293	2	5	language	language	NOUN
stem-8293	2	6	,	,	PUNCT
stem-8293	2	7	literacy	literacy	NOUN
stem-8293	2	8	and	and	CCONJ
stem-8293	2	9	learning	learn	VERB
stem-8293	2	10	in	in	ADP
stem-8293	2	11	stem	stem	NOUN
stem-8293	2	12	education	education	NOUN
stem-8293	2	13	volume	volume	NOUN
stem-8293	2	14	03	03	NUM
stem-8293	2	15	,	,	PUNCT
stem-8293	2	16	issue	issue	NOUN
stem-8293	2	17	07	07	NUM
stem-8293	2	18	,	,	PUNCT
stem-8293	2	19	2025	2025	NUM
stem-8293	2	20	issn	issn	X
stem-8293	2	21	(	(	PUNCT
stem-8293	2	22	e	e	NOUN
stem-8293	2	23	):	):	PUNCT
stem-8293	2	24	2993	2993	NUM
stem-8293	2	25	-	-	SYM
stem-8293	2	26	2769	2769	NUM
stem-8293	2	27	measuring	measure	VERB
stem-8293	2	28	the	the	DET
stem-8293	2	29	effectiveness	effectiveness	NOUN
stem-8293	2	30	of	of	ADP
stem-8293	2	31	pedagogical	pedagogical	ADJ
stem-8293	2	32	diagnostics	diagnostic	NOUN
stem-8293	2	33	through	through	ADP
stem-8293	2	34	artificial	artificial	ADJ
stem-8293	2	35	intelligence	intelligence	NOUN
stem-8293	2	36	:	:	PUNCT
stem-8293	2	37	research	research	NOUN
stem-8293	2	38	and	and	CCONJ
stem-8293	2	39	practical	practical	ADJ
stem-8293	2	40	analysis	analysis	NOUN
stem-8293	2	41	sultanova	sultanova	PROPN
stem-8293	2	42	dildora	dildora	PROPN
stem-8293	2	43	ilhomjon	ilhomjon	PROPN
stem-8293	2	44	qizi	qizi	PROPN
stem-8293	2	45	assistant	assistant	NOUN
stem-8293	2	46	,	,	PUNCT
stem-8293	2	47	andijan	andijan	NOUN
stem-8293	2	48	state	state	PROPN
stem-8293	2	49	technical	technical	PROPN
stem-8293	2	50	institute	institute	PROPN
stem-8293	2	51	email	email	NOUN
stem-8293	2	52	:	:	PUNCT
stem-8293	2	53	dsultanova2128@gmail.com	dsultanova2128@gmail.com	X
stem-8293	2	54	abstract	abstract	PROPN
stem-8293	2	55	.	.	PUNCT
stem-8293	3	1	this	this	DET
stem-8293	3	2	scientific	scientific	ADJ
stem-8293	3	3	article	article	NOUN
stem-8293	3	4	explores	explore	VERB
stem-8293	3	5	methods	method	NOUN
stem-8293	3	6	for	for	ADP
stem-8293	3	7	evaluating	evaluate	VERB
stem-8293	3	8	the	the	DET
stem-8293	3	9	effectiveness	effectiveness	NOUN
stem-8293	3	10	of	of	ADP
stem-8293	3	11	artificial	artificial	ADJ
stem-8293	3	12	intelligence	intelligence	NOUN
stem-8293	3	13	(	(	PUNCT
stem-8293	3	14	ai)-based	ai)-base	VERB
stem-8293	3	15	diagnostic	diagnostic	ADJ
stem-8293	3	16	systems	system	NOUN
stem-8293	3	17	in	in	ADP
stem-8293	3	18	education	education	NOUN
stem-8293	3	19	.	.	PUNCT
stem-8293	4	1	through	through	ADP
stem-8293	4	2	statistical	statistical	ADJ
stem-8293	4	3	data	datum	NOUN
stem-8293	4	4	and	and	CCONJ
stem-8293	4	5	comparative	comparative	ADJ
stem-8293	4	6	analysis	analysis	NOUN
stem-8293	4	7	,	,	PUNCT
stem-8293	4	8	it	it	PRON
stem-8293	4	9	highlights	highlight	VERB
stem-8293	4	10	the	the	DET
stem-8293	4	11	advantages	advantage	NOUN
stem-8293	4	12	and	and	CCONJ
stem-8293	4	13	disadvantages	disadvantage	NOUN
stem-8293	4	14	of	of	ADP
stem-8293	4	15	ai	ai	NOUN
stem-8293	4	16	-	-	PUNCT
stem-8293	4	17	based	base	VERB
stem-8293	4	18	diagnostic	diagnostic	ADJ
stem-8293	4	19	systems	system	NOUN
stem-8293	4	20	compared	compare	VERB
stem-8293	4	21	to	to	ADP
stem-8293	4	22	traditional	traditional	ADJ
stem-8293	4	23	methods	method	NOUN
stem-8293	4	24	.	.	PUNCT
stem-8293	5	1	the	the	DET
stem-8293	5	2	results	result	NOUN
stem-8293	5	3	aim	aim	VERB
stem-8293	5	4	to	to	PART
stem-8293	5	5	contribute	contribute	VERB
stem-8293	5	6	to	to	ADP
stem-8293	5	7	the	the	DET
stem-8293	5	8	improvement	improvement	NOUN
stem-8293	5	9	of	of	ADP
stem-8293	5	10	educational	educational	ADJ
stem-8293	5	11	assessment	assessment	NOUN
stem-8293	5	12	tools	tool	NOUN
stem-8293	5	13	using	use	VERB
stem-8293	5	14	ai	ai	VERB
stem-8293	5	15	technologies	technology	NOUN
stem-8293	5	16	.	.	PUNCT
stem-8293	6	1	key	key	ADJ
stem-8293	6	2	words	word	NOUN
stem-8293	6	3	:	:	PUNCT
stem-8293	6	4	artificial	artificial	ADJ
stem-8293	6	5	intelligence	intelligence	NOUN
stem-8293	6	6	,	,	PUNCT
stem-8293	6	7	pedagogical	pedagogical	ADJ
stem-8293	6	8	diagnostics	diagnostic	NOUN
stem-8293	6	9	,	,	PUNCT
stem-8293	6	10	educational	educational	ADJ
stem-8293	6	11	effectiveness	effectiveness	NOUN
stem-8293	6	12	,	,	PUNCT
stem-8293	6	13	machine	machine	NOUN
stem-8293	6	14	learning	learning	NOUN
stem-8293	6	15	,	,	PUNCT
stem-8293	6	16	data	datum	NOUN
stem-8293	6	17	analysis	analysis	NOUN
stem-8293	6	18	,	,	PUNCT
stem-8293	6	19	student	student	NOUN
stem-8293	6	20	assessment	assessment	NOUN
stem-8293	6	21	,	,	PUNCT
stem-8293	6	22	teaching	teach	VERB
stem-8293	6	23	quality	quality	NOUN
stem-8293	6	24	,	,	PUNCT
stem-8293	6	25	intelligent	intelligent	ADJ
stem-8293	6	26	systems	system	NOUN
stem-8293	6	27	,	,	PUNCT
stem-8293	6	28	educational	educational	ADJ
stem-8293	6	29	measurement	measurement	NOUN
stem-8293	6	30	,	,	PUNCT
stem-8293	6	31	learning	learn	VERB
stem-8293	6	32	analytics	analytic	NOUN
stem-8293	6	33	,	,	PUNCT
stem-8293	6	34	predictive	predictive	ADJ
stem-8293	6	35	modeling	modeling	NOUN
stem-8293	6	36	,	,	PUNCT
stem-8293	6	37	research	research	NOUN
stem-8293	6	38	methods	method	NOUN
stem-8293	6	39	,	,	PUNCT
stem-8293	6	40	practical	practical	ADJ
stem-8293	6	41	applications	application	NOUN
stem-8293	6	42	,	,	PUNCT
stem-8293	6	43	digital	digital	ADJ
stem-8293	6	44	education	education	NOUN
stem-8293	6	45	,	,	PUNCT
stem-8293	6	46	innovation	innovation	NOUN
stem-8293	6	47	in	in	ADP
stem-8293	6	48	pedagogy	pedagogy	NOUN
stem-8293	6	49	.	.	PUNCT
stem-8293	7	1	introduction	introduction	NOUN
stem-8293	7	2	.	.	PUNCT
stem-8293	8	1	pedagogical	pedagogical	ADJ
stem-8293	8	2	diagnostics	diagnostic	NOUN
stem-8293	8	3	is	be	AUX
stem-8293	8	4	a	a	DET
stem-8293	8	5	crucial	crucial	ADJ
stem-8293	8	6	component	component	NOUN
stem-8293	8	7	of	of	ADP
stem-8293	8	8	modern	modern	ADJ
stem-8293	8	9	education	education	NOUN
stem-8293	8	10	,	,	PUNCT
stem-8293	8	11	enabling	enable	VERB
stem-8293	8	12	the	the	DET
stem-8293	8	13	identification	identification	NOUN
stem-8293	8	14	of	of	ADP
stem-8293	8	15	students	student	NOUN
stem-8293	8	16	’	'	PUNCT
stem-8293	8	17	learning	learn	VERB
stem-8293	8	18	needs	need	NOUN
stem-8293	8	19	,	,	PUNCT
stem-8293	8	20	strengths	strength	NOUN
stem-8293	8	21	,	,	PUNCT
stem-8293	8	22	and	and	CCONJ
stem-8293	8	23	weaknesses	weakness	NOUN
stem-8293	8	24	.	.	PUNCT
stem-8293	9	1	although	although	SCONJ
stem-8293	9	2	traditional	traditional	ADJ
stem-8293	9	3	diagnostic	diagnostic	ADJ
stem-8293	9	4	systems	system	NOUN
stem-8293	9	5	have	have	AUX
stem-8293	9	6	proven	prove	VERB
stem-8293	9	7	effective	effective	ADJ
stem-8293	9	8	,	,	PUNCT
stem-8293	9	9	they	they	PRON
stem-8293	9	10	lack	lack	VERB
stem-8293	9	11	the	the	DET
stem-8293	9	12	adaptability	adaptability	NOUN
stem-8293	9	13	and	and	CCONJ
stem-8293	9	14	speed	speed	NOUN
stem-8293	9	15	required	require	VERB
stem-8293	9	16	in	in	ADP
stem-8293	9	17	today	today	NOUN
stem-8293	9	18	's	's	PART
stem-8293	9	19	dynamic	dynamic	ADJ
stem-8293	9	20	educational	educational	ADJ
stem-8293	9	21	environment	environment	NOUN
stem-8293	9	22	.	.	PUNCT
stem-8293	10	1	ai	ai	VERB
stem-8293	10	2	is	be	AUX
stem-8293	10	3	increasingly	increasingly	ADV
stem-8293	10	4	viewed	view	VERB
stem-8293	10	5	as	as	ADP
stem-8293	10	6	a	a	DET
stem-8293	10	7	promising	promising	ADJ
stem-8293	10	8	tool	tool	NOUN
stem-8293	10	9	for	for	ADP
stem-8293	10	10	enhancing	enhance	VERB
stem-8293	10	11	the	the	DET
stem-8293	10	12	efficiency	efficiency	NOUN
stem-8293	10	13	and	and	CCONJ
stem-8293	10	14	accuracy	accuracy	NOUN
stem-8293	10	15	of	of	ADP
stem-8293	10	16	diagnostic	diagnostic	ADJ
stem-8293	10	17	processes	process	NOUN
stem-8293	10	18	.	.	PUNCT
stem-8293	11	1	problem	problem	NOUN
stem-8293	11	2	statement	statement	NOUN
stem-8293	11	3	despite	despite	SCONJ
stem-8293	11	4	the	the	DET
stem-8293	11	5	widespread	widespread	ADJ
stem-8293	11	6	use	use	NOUN
stem-8293	11	7	of	of	ADP
stem-8293	11	8	ai	ai	PROPN
stem-8293	11	9	technologies	technology	NOUN
stem-8293	11	10	in	in	ADP
stem-8293	11	11	education	education	NOUN
stem-8293	11	12	,	,	PUNCT
stem-8293	11	13	research	research	NOUN
stem-8293	11	14	specifically	specifically	ADV
stem-8293	11	15	focused	focus	VERB
stem-8293	11	16	on	on	ADP
stem-8293	11	17	evaluating	evaluate	VERB
stem-8293	11	18	the	the	DET
stem-8293	11	19	effectiveness	effectiveness	NOUN
stem-8293	11	20	of	of	ADP
stem-8293	11	21	ai	ai	NOUN
stem-8293	11	22	-	-	PUNCT
stem-8293	11	23	based	base	VERB
stem-8293	11	24	diagnostic	diagnostic	ADJ
stem-8293	11	25	systems	system	NOUN
stem-8293	11	26	remains	remain	VERB
stem-8293	11	27	underdeveloped	underdeveloped	ADJ
stem-8293	11	28	.	.	PUNCT
stem-8293	12	1	key	key	ADJ
stem-8293	12	2	questions	question	NOUN
stem-8293	12	3	remain	remain	VERB
stem-8293	12	4	unanswered	unanswered	ADJ
stem-8293	12	5	:	:	PUNCT
stem-8293	12	6	how	how	SCONJ
stem-8293	12	7	do	do	AUX
stem-8293	12	8	these	these	DET
stem-8293	12	9	systems	system	NOUN
stem-8293	12	10	compare	compare	VERB
stem-8293	12	11	to	to	ADP
stem-8293	12	12	traditional	traditional	ADJ
stem-8293	12	13	methods	method	NOUN
stem-8293	12	14	?	?	PUNCT
stem-8293	13	1	what	what	PRON
stem-8293	13	2	are	be	AUX
stem-8293	13	3	their	their	PRON
stem-8293	13	4	measurable	measurable	ADJ
stem-8293	13	5	benefits	benefit	NOUN
stem-8293	13	6	and	and	CCONJ
stem-8293	13	7	limitations	limitation	NOUN
stem-8293	13	8	?	?	PUNCT
stem-8293	14	1	research	research	NOUN
stem-8293	14	2	objectives	objective	NOUN
stem-8293	14	3			PRON
stem-8293	14	4	to	to	PART
stem-8293	14	5	analyze	analyze	VERB
stem-8293	14	6	methodologies	methodology	NOUN
stem-8293	14	7	used	use	VERB
stem-8293	14	8	to	to	PART
stem-8293	14	9	measure	measure	VERB
stem-8293	14	10	the	the	DET
stem-8293	14	11	effectiveness	effectiveness	NOUN
stem-8293	14	12	of	of	ADP
stem-8293	14	13	ai	ai	NOUN
stem-8293	14	14	-	-	PUNCT
stem-8293	14	15	based	base	VERB
stem-8293	14	16	pedagogical	pedagogical	ADJ
stem-8293	14	17	diagnostics	diagnostic	NOUN
stem-8293	14	18	.	.	PUNCT
stem-8293	15	1			X
stem-8293	15	2	to	to	PART
stem-8293	15	3	compare	compare	VERB
stem-8293	15	4	ai	ai	ADJ
stem-8293	15	5	systems	system	NOUN
stem-8293	15	6	with	with	ADP
stem-8293	15	7	traditional	traditional	ADJ
stem-8293	15	8	methods	method	NOUN
stem-8293	15	9	based	base	VERB
stem-8293	15	10	on	on	ADP
stem-8293	15	11	statistical	statistical	ADJ
stem-8293	15	12	evidence	evidence	NOUN
stem-8293	15	13	.	.	PUNCT
stem-8293	16	1	mailto:dsultanova2128@gmail.com	mailto:dsultanova2128@gmail.com	PROPN
stem-8293	16	2	297	297	NUM
stem-8293	16	3	american	american	PROPN
stem-8293	16	4	journal	journal	PROPN
stem-8293	16	5	of	of	ADP
stem-8293	16	6	language	language	NOUN
stem-8293	16	7	,	,	PUNCT
stem-8293	16	8	literacy	literacy	NOUN
stem-8293	16	9	and	and	CCONJ
stem-8293	16	10	learning	learn	VERB
stem-8293	16	11	in	in	ADP
stem-8293	16	12	stem	stem	NOUN
stem-8293	16	13	education	education	NOUN
stem-8293	16	14	www	www	PROPN
stem-8293	16	15	.	.	PUNCT
stem-8293	17	1	grnjournal.us	grnjournal.us	X
stem-8293	17	2			PRON
stem-8293	17	3	to	to	PART
stem-8293	17	4	develop	develop	VERB
stem-8293	17	5	practical	practical	ADJ
stem-8293	17	6	recommendations	recommendation	NOUN
stem-8293	17	7	for	for	ADP
stem-8293	17	8	educators	educator	NOUN
stem-8293	17	9	and	and	CCONJ
stem-8293	17	10	policymakers	policymaker	NOUN
stem-8293	17	11	for	for	ADP
stem-8293	17	12	the	the	DET
stem-8293	17	13	effective	effective	ADJ
stem-8293	17	14	implementation	implementation	NOUN
stem-8293	17	15	of	of	ADP
stem-8293	17	16	ai	ai	PROPN
stem-8293	17	17	technologies	technology	NOUN
stem-8293	17	18	.	.	PUNCT
stem-8293	18	1			X
stem-8293	18	2	what	what	PRON
stem-8293	18	3	metrics	metric	NOUN
stem-8293	18	4	can	can	AUX
stem-8293	18	5	be	be	AUX
stem-8293	18	6	used	use	VERB
stem-8293	18	7	to	to	PART
stem-8293	18	8	assess	assess	VERB
stem-8293	18	9	the	the	DET
stem-8293	18	10	effectiveness	effectiveness	NOUN
stem-8293	18	11	of	of	ADP
stem-8293	18	12	ai	ai	NOUN
stem-8293	18	13	-	-	PUNCT
stem-8293	18	14	based	base	VERB
stem-8293	18	15	diagnostic	diagnostic	ADJ
stem-8293	18	16	systems	system	NOUN
stem-8293	18	17	?	?	PUNCT
stem-8293	19	1			PUNCT
stem-8293	20	1	how	how	SCONJ
stem-8293	20	2	do	do	AUX
stem-8293	20	3	ai	ai	VERB
stem-8293	20	4	diagnostics	diagnostic	NOUN
stem-8293	20	5	perform	perform	VERB
stem-8293	20	6	in	in	ADP
stem-8293	20	7	terms	term	NOUN
stem-8293	20	8	of	of	ADP
stem-8293	20	9	accuracy	accuracy	NOUN
stem-8293	20	10	,	,	PUNCT
stem-8293	20	11	efficiency	efficiency	NOUN
stem-8293	20	12	,	,	PUNCT
stem-8293	20	13	and	and	CCONJ
stem-8293	20	14	scalability	scalability	NOUN
stem-8293	20	15	compared	compare	VERB
stem-8293	20	16	to	to	ADP
stem-8293	20	17	traditional	traditional	ADJ
stem-8293	20	18	approaches	approach	NOUN
stem-8293	20	19	?	?	PUNCT
stem-8293	21	1	methodology	methodology	NOUN
stem-8293	21	2	this	this	DET
stem-8293	21	3	study	study	NOUN
stem-8293	21	4	employs	employ	VERB
stem-8293	21	5	a	a	DET
stem-8293	21	6	mixed	mixed	ADJ
stem-8293	21	7	-	-	PUNCT
stem-8293	21	8	methods	method	NOUN
stem-8293	21	9	approach	approach	NOUN
stem-8293	21	10	,	,	PUNCT
stem-8293	21	11	combining	combine	VERB
stem-8293	21	12	quantitative	quantitative	ADJ
stem-8293	21	13	analysis	analysis	NOUN
stem-8293	21	14	of	of	ADP
stem-8293	21	15	diagnostic	diagnostic	ADJ
stem-8293	21	16	accuracy	accuracy	NOUN
stem-8293	21	17	and	and	CCONJ
stem-8293	21	18	efficiency	efficiency	NOUN
stem-8293	21	19	with	with	ADP
stem-8293	21	20	qualitative	qualitative	ADJ
stem-8293	21	21	evaluation	evaluation	NOUN
stem-8293	21	22	of	of	ADP
stem-8293	21	23	feedback	feedback	NOUN
stem-8293	21	24	from	from	ADP
stem-8293	21	25	educators	educator	NOUN
stem-8293	21	26	and	and	CCONJ
stem-8293	21	27	students	student	NOUN
stem-8293	21	28	.	.	PUNCT
stem-8293	22	1	the	the	DET
stem-8293	22	2	research	research	NOUN
stem-8293	22	3	involved	involve	VERB
stem-8293	22	4	500	500	NUM
stem-8293	22	5	students	student	NOUN
stem-8293	22	6	and	and	CCONJ
stem-8293	22	7	50	50	NUM
stem-8293	22	8	educators	educator	NOUN
stem-8293	22	9	from	from	ADP
stem-8293	22	10	various	various	ADJ
stem-8293	22	11	educational	educational	ADJ
stem-8293	22	12	institutions	institution	NOUN
stem-8293	22	13	.	.	PUNCT
stem-8293	23	1	two	two	NUM
stem-8293	23	2	diagnostic	diagnostic	ADJ
stem-8293	23	3	systems	system	NOUN
stem-8293	23	4	were	be	AUX
stem-8293	23	5	tested	test	VERB
stem-8293	23	6	:	:	PUNCT
stem-8293	23	7	an	an	DET
stem-8293	23	8	ai	ai	NOUN
stem-8293	23	9	-	-	PUNCT
stem-8293	23	10	based	base	VERB
stem-8293	23	11	diagnostic	diagnostic	ADJ
stem-8293	23	12	platform	platform	NOUN
stem-8293	23	13	and	and	CCONJ
stem-8293	23	14	a	a	DET
stem-8293	23	15	traditional	traditional	ADJ
stem-8293	23	16	system	system	NOUN
stem-8293	23	17	(	(	PUNCT
stem-8293	23	18	paperbased	paperbased	ADJ
stem-8293	23	19	and	and	CCONJ
stem-8293	23	20	observational	observational	ADJ
stem-8293	23	21	methods	method	NOUN
stem-8293	23	22	)	)	PUNCT
stem-8293	23	23	.	.	PUNCT
stem-8293	24	1	the	the	DET
stem-8293	24	2	following	follow	VERB
stem-8293	24	3	metrics	metric	NOUN
stem-8293	24	4	were	be	AUX
stem-8293	24	5	evaluated	evaluate	VERB
stem-8293	24	6	:	:	PUNCT
stem-8293	24	7			X
stem-8293	24	8	diagnostic	diagnostic	ADJ
stem-8293	24	9	accuracy	accuracy	NOUN
stem-8293	24	10	(	(	PUNCT
stem-8293	24	11	measured	measure	VERB
stem-8293	24	12	by	by	ADP
stem-8293	24	13	alignment	alignment	NOUN
stem-8293	24	14	with	with	ADP
stem-8293	24	15	expert	expert	NOUN
stem-8293	24	16	assessments	assessment	NOUN
stem-8293	24	17	)	)	PUNCT
stem-8293	24	18	,	,	PUNCT
stem-8293	24	19			NOUN
stem-8293	24	20	time	time	NOUN
stem-8293	24	21	efficiency	efficiency	NOUN
stem-8293	24	22	(	(	PUNCT
stem-8293	24	23	measured	measure	VERB
stem-8293	24	24	by	by	ADP
stem-8293	24	25	the	the	DET
stem-8293	24	26	time	time	NOUN
stem-8293	24	27	taken	take	VERB
stem-8293	24	28	to	to	PART
stem-8293	24	29	complete	complete	VERB
stem-8293	24	30	diagnostics	diagnostic	NOUN
stem-8293	24	31	)	)	PUNCT
stem-8293	24	32	,	,	PUNCT
stem-8293	24	33			NOUN
stem-8293	24	34	user	user	NOUN
stem-8293	24	35	satisfaction	satisfaction	NOUN
stem-8293	24	36	(	(	PUNCT
stem-8293	24	37	measured	measure	VERB
stem-8293	24	38	via	via	ADP
stem-8293	24	39	surveys	survey	NOUN
stem-8293	24	40	and	and	CCONJ
stem-8293	24	41	interviews	interview	NOUN
stem-8293	24	42	)	)	PUNCT
stem-8293	24	43	.	.	PUNCT
stem-8293	25	1	statistical	statistical	ADJ
stem-8293	25	2	tests	test	NOUN
stem-8293	25	3	,	,	PUNCT
stem-8293	25	4	including	include	VERB
stem-8293	25	5	t	t	NOUN
stem-8293	25	6	-	-	PUNCT
stem-8293	25	7	tests	test	NOUN
stem-8293	25	8	and	and	CCONJ
stem-8293	25	9	anova	anova	PROPN
stem-8293	25	10	,	,	PUNCT
stem-8293	25	11	were	be	AUX
stem-8293	25	12	used	use	VERB
stem-8293	25	13	to	to	PART
stem-8293	25	14	compare	compare	VERB
stem-8293	25	15	the	the	DET
stem-8293	25	16	performance	performance	NOUN
stem-8293	25	17	of	of	ADP
stem-8293	25	18	the	the	DET
stem-8293	25	19	two	two	NUM
stem-8293	25	20	systems	system	NOUN
stem-8293	25	21	.	.	PUNCT
stem-8293	26	1	qualitative	qualitative	ADJ
stem-8293	26	2	data	datum	NOUN
stem-8293	26	3	from	from	ADP
stem-8293	26	4	surveys	survey	NOUN
stem-8293	26	5	and	and	CCONJ
stem-8293	26	6	interviews	interview	NOUN
stem-8293	26	7	were	be	AUX
stem-8293	26	8	analyzed	analyze	VERB
stem-8293	26	9	using	use	VERB
stem-8293	26	10	thematic	thematic	ADJ
stem-8293	26	11	coding	coding	NOUN
stem-8293	26	12	.	.	PUNCT
stem-8293	27	1	results	result	NOUN
stem-8293	27	2	in	in	ADP
stem-8293	27	3	terms	term	NOUN
stem-8293	27	4	of	of	ADP
stem-8293	27	5	accuracy	accuracy	NOUN
stem-8293	27	6	,	,	PUNCT
stem-8293	27	7	the	the	DET
stem-8293	27	8	ai	ai	NOUN
stem-8293	27	9	system	system	NOUN
stem-8293	27	10	showed	show	VERB
stem-8293	27	11	an	an	DET
stem-8293	27	12	87	87	NUM
stem-8293	27	13	%	%	NOUN
stem-8293	27	14	alignment	alignment	NOUN
stem-8293	27	15	with	with	ADP
stem-8293	27	16	expert	expert	NOUN
stem-8293	27	17	evaluations	evaluation	NOUN
stem-8293	27	18	,	,	PUNCT
stem-8293	27	19	while	while	SCONJ
stem-8293	27	20	traditional	traditional	ADJ
stem-8293	27	21	methods	method	NOUN
stem-8293	27	22	demonstrated	demonstrate	VERB
stem-8293	27	23	72	72	NUM
stem-8293	27	24	%	%	NOUN
stem-8293	27	25	.	.	PUNCT
stem-8293	28	1	the	the	DET
stem-8293	28	2	ai	ai	NOUN
stem-8293	28	3	-	-	PUNCT
stem-8293	28	4	based	base	VERB
stem-8293	28	5	diagnostic	diagnostic	ADJ
stem-8293	28	6	process	process	NOUN
stem-8293	28	7	reduced	reduce	VERB
stem-8293	28	8	completion	completion	NOUN
stem-8293	28	9	time	time	NOUN
stem-8293	28	10	by	by	ADP
stem-8293	28	11	an	an	DET
stem-8293	28	12	average	average	NOUN
stem-8293	28	13	of	of	ADP
stem-8293	28	14	40	40	NUM
stem-8293	28	15	%	%	NOUN
stem-8293	28	16	.	.	PUNCT
stem-8293	29	1	regarding	regard	VERB
stem-8293	29	2	scalability	scalability	NOUN
stem-8293	29	3	,	,	PUNCT
stem-8293	29	4	the	the	DET
stem-8293	29	5	ai	ai	NOUN
stem-8293	29	6	system	system	NOUN
stem-8293	29	7	efficiently	efficiently	ADV
stem-8293	29	8	covered	cover	VERB
stem-8293	29	9	a	a	DET
stem-8293	29	10	larger	large	ADJ
stem-8293	29	11	number	number	NOUN
stem-8293	29	12	of	of	ADP
stem-8293	29	13	students	student	NOUN
stem-8293	29	14	simultaneously	simultaneously	ADV
stem-8293	29	15	while	while	SCONJ
stem-8293	29	16	maintaining	maintain	VERB
stem-8293	29	17	consistent	consistent	ADJ
stem-8293	29	18	results	result	NOUN
stem-8293	29	19	.	.	PUNCT
stem-8293	30	1	educators	educator	NOUN
stem-8293	30	2	highly	highly	ADV
stem-8293	30	3	appreciated	appreciate	VERB
stem-8293	30	4	the	the	DET
stem-8293	30	5	ai	ai	NOUN
stem-8293	30	6	system	system	NOUN
stem-8293	30	7	's	's	PART
stem-8293	30	8	ability	ability	NOUN
stem-8293	30	9	to	to	PART
stem-8293	30	10	provide	provide	VERB
stem-8293	30	11	detailed	detailed	ADJ
stem-8293	30	12	real	real	ADJ
stem-8293	30	13	-	-	PUNCT
stem-8293	30	14	time	time	NOUN
stem-8293	30	15	analytics	analytic	NOUN
stem-8293	30	16	but	but	CCONJ
stem-8293	30	17	expressed	express	VERB
stem-8293	30	18	concerns	concern	NOUN
stem-8293	30	19	about	about	ADP
stem-8293	30	20	the	the	DET
stem-8293	30	21	transparency	transparency	NOUN
stem-8293	30	22	of	of	ADP
stem-8293	30	23	ai	ai	PRON
stem-8293	30	24	decision	decision	NOUN
stem-8293	30	25	-	-	PUNCT
stem-8293	30	26	making	make	VERB
stem-8293	30	27	processes	process	NOUN
stem-8293	30	28	.	.	PUNCT
stem-8293	31	1	students	student	NOUN
stem-8293	31	2	found	find	VERB
stem-8293	31	3	ai	ai	VERB
stem-8293	31	4	diagnostics	diagnostic	NOUN
stem-8293	31	5	more	more	ADV
stem-8293	31	6	engaging	engaging	ADJ
stem-8293	31	7	and	and	CCONJ
stem-8293	31	8	less	less	ADV
stem-8293	31	9	intimidating	intimidating	ADJ
stem-8293	31	10	compared	compare	VERB
stem-8293	31	11	to	to	ADP
stem-8293	31	12	traditional	traditional	ADJ
stem-8293	31	13	evaluations	evaluation	NOUN
stem-8293	31	14	.	.	PUNCT
stem-8293	32	1	the	the	DET
stem-8293	32	2	ai	ai	PROPN
stem-8293	32	3	system	system	NOUN
stem-8293	32	4	’s	’s	PART
stem-8293	32	5	ability	ability	NOUN
stem-8293	32	6	to	to	PART
stem-8293	32	7	quickly	quickly	ADV
stem-8293	32	8	process	process	VERB
stem-8293	32	9	large	large	ADJ
stem-8293	32	10	datasets	dataset	NOUN
stem-8293	32	11	enables	enable	VERB
stem-8293	32	12	timely	timely	ADJ
stem-8293	32	13	interventions	intervention	NOUN
stem-8293	32	14	in	in	ADP
stem-8293	32	15	educational	educational	ADJ
stem-8293	32	16	settings	setting	NOUN
stem-8293	32	17	.	.	PUNCT
stem-8293	33	1	ai	ai	AUX
stem-8293	33	2	algorithms	algorithm	NOUN
stem-8293	33	3	reduce	reduce	VERB
stem-8293	33	4	human	human	ADJ
stem-8293	33	5	error	error	NOUN
stem-8293	33	6	and	and	CCONJ
stem-8293	33	7	provide	provide	VERB
stem-8293	33	8	data	data	NOUN
stem-8293	33	9	-	-	PUNCT
stem-8293	33	10	driven	drive	VERB
stem-8293	33	11	insights	insight	NOUN
stem-8293	33	12	.	.	PUNCT
stem-8293	34	1	they	they	PRON
stem-8293	34	2	also	also	ADV
stem-8293	34	3	adapt	adapt	VERB
stem-8293	34	4	to	to	ADP
stem-8293	34	5	individual	individual	ADJ
stem-8293	34	6	learning	learning	NOUN
stem-8293	34	7	needs	need	NOUN
stem-8293	34	8	and	and	CCONJ
stem-8293	34	9	offer	offer	VERB
stem-8293	34	10	personalized	personalized	ADJ
stem-8293	34	11	recommendations	recommendation	NOUN
stem-8293	34	12	.	.	PUNCT
stem-8293	35	1	however	however	ADV
stem-8293	35	2	,	,	PUNCT
stem-8293	35	3	a	a	DET
stem-8293	35	4	lack	lack	NOUN
stem-8293	35	5	of	of	ADP
stem-8293	35	6	understanding	understanding	NOUN
stem-8293	35	7	of	of	ADP
stem-8293	35	8	how	how	SCONJ
stem-8293	35	9	ai	ai	AUX
stem-8293	35	10	algorithms	algorithms	NOUN
stem-8293	35	11	function	function	NOUN
stem-8293	35	12	may	may	AUX
stem-8293	35	13	lead	lead	VERB
stem-8293	35	14	to	to	ADP
stem-8293	35	15	distrust	distrust	NOUN
stem-8293	35	16	among	among	ADP
stem-8293	35	17	educators	educator	NOUN
stem-8293	35	18	and	and	CCONJ
stem-8293	35	19	students	student	NOUN
stem-8293	35	20	.	.	PUNCT
stem-8293	36	1	ai	ai	AUX
stem-8293	36	2	systems	system	NOUN
stem-8293	36	3	require	require	VERB
stem-8293	36	4	robust	robust	ADJ
stem-8293	36	5	technological	technological	ADJ
stem-8293	36	6	infrastructure	infrastructure	NOUN
stem-8293	36	7	,	,	PUNCT
stem-8293	36	8	which	which	PRON
stem-8293	36	9	may	may	AUX
stem-8293	36	10	not	not	PART
stem-8293	36	11	be	be	AUX
stem-8293	36	12	available	available	ADJ
stem-8293	36	13	in	in	ADP
stem-8293	36	14	every	every	DET
stem-8293	36	15	institution	institution	NOUN
stem-8293	36	16	.	.	PUNCT
stem-8293	37	1	additionally	additionally	ADV
stem-8293	37	2	,	,	PUNCT
stem-8293	37	3	ai	ai	VERB
stem-8293	37	4	diagnostics	diagnostic	NOUN
stem-8293	37	5	may	may	AUX
stem-8293	37	6	inherit	inherit	VERB
stem-8293	37	7	biases	bias	NOUN
stem-8293	37	8	present	present	ADJ
stem-8293	37	9	in	in	ADP
stem-8293	37	10	the	the	DET
stem-8293	37	11	training	training	NOUN
stem-8293	37	12	data	datum	NOUN
stem-8293	37	13	.	.	PUNCT
stem-8293	38	1	while	while	SCONJ
stem-8293	38	2	traditional	traditional	ADJ
stem-8293	38	3	methods	method	NOUN
stem-8293	38	4	are	be	AUX
stem-8293	38	5	perceived	perceive	VERB
stem-8293	38	6	as	as	ADP
stem-8293	38	7	more	more	ADV
stem-8293	38	8	transparent	transparent	ADJ
stem-8293	38	9	and	and	CCONJ
stem-8293	38	10	user	user	NOUN
stem-8293	38	11	-	-	PUNCT
stem-8293	38	12	friendly	friendly	ADJ
stem-8293	38	13	,	,	PUNCT
stem-8293	38	14	they	they	PRON
stem-8293	38	15	are	be	AUX
stem-8293	38	16	timeconsuming	timeconsuming	ADJ
stem-8293	38	17	and	and	CCONJ
stem-8293	38	18	less	less	ADV
stem-8293	38	19	scalable	scalable	ADJ
stem-8293	38	20	.	.	PUNCT
stem-8293	39	1	ai	ai	AUX
stem-8293	39	2	diagnostics	diagnostic	NOUN
stem-8293	39	3	offer	offer	VERB
stem-8293	39	4	significant	significant	ADJ
stem-8293	39	5	improvements	improvement	NOUN
stem-8293	39	6	but	but	CCONJ
stem-8293	39	7	require	require	VERB
stem-8293	39	8	cautious	cautious	ADJ
stem-8293	39	9	and	and	CCONJ
stem-8293	39	10	strategic	strategic	ADJ
stem-8293	39	11	implementation	implementation	NOUN
stem-8293	39	12	.	.	PUNCT
stem-8293	40	1	conclusion	conclusion	NOUN
stem-8293	40	2	and	and	CCONJ
stem-8293	40	3	recommendations	recommendation	NOUN
stem-8293	40	4	the	the	DET
stem-8293	40	5	study	study	NOUN
stem-8293	40	6	concludes	conclude	VERB
stem-8293	40	7	that	that	SCONJ
stem-8293	40	8	ai	ai	NOUN
stem-8293	40	9	-	-	PUNCT
stem-8293	40	10	based	base	VERB
stem-8293	40	11	diagnostic	diagnostic	ADJ
stem-8293	40	12	systems	system	NOUN
stem-8293	40	13	outperform	outperform	VERB
stem-8293	40	14	traditional	traditional	ADJ
stem-8293	40	15	methods	method	NOUN
stem-8293	40	16	in	in	ADP
stem-8293	40	17	terms	term	NOUN
stem-8293	40	18	of	of	ADP
stem-8293	40	19	accuracy	accuracy	NOUN
stem-8293	40	20	,	,	PUNCT
stem-8293	40	21	efficiency	efficiency	NOUN
stem-8293	40	22	,	,	PUNCT
stem-8293	40	23	and	and	CCONJ
stem-8293	40	24	scalability	scalability	NOUN
stem-8293	40	25	.	.	PUNCT
stem-8293	41	1	however	however	ADV
stem-8293	41	2	,	,	PUNCT
stem-8293	41	3	challenges	challenge	NOUN
stem-8293	41	4	related	relate	VERB
stem-8293	41	5	to	to	ADP
stem-8293	41	6	transparency	transparency	NOUN
stem-8293	41	7	and	and	CCONJ
stem-8293	41	8	infrastructure	infrastructure	NOUN
stem-8293	41	9	must	must	AUX
stem-8293	41	10	be	be	AUX
stem-8293	41	11	addressed	address	VERB
stem-8293	41	12	.	.	PUNCT
stem-8293	42	1	298	298	NUM
stem-8293	42	2	american	american	ADJ
stem-8293	42	3	journal	journal	PROPN
stem-8293	42	4	of	of	ADP
stem-8293	42	5	language	language	NOUN
stem-8293	42	6	,	,	PUNCT
stem-8293	42	7	literacy	literacy	NOUN
stem-8293	42	8	and	and	CCONJ
stem-8293	42	9	learning	learn	VERB
stem-8293	42	10	in	in	ADP
stem-8293	42	11	stem	stem	NOUN
stem-8293	42	12	education	education	NOUN
stem-8293	42	13	www	www	PROPN
stem-8293	42	14	.	.	PUNCT
stem-8293	43	1	grnjournal.us	grnjournal.us	X
stem-8293	43	2	educational	educational	ADJ
stem-8293	43	3	institutions	institution	NOUN
stem-8293	43	4	should	should	AUX
stem-8293	43	5	consider	consider	VERB
stem-8293	43	6	integrating	integrate	VERB
stem-8293	43	7	ai	ai	VERB
stem-8293	43	8	systems	system	NOUN
stem-8293	43	9	into	into	ADP
stem-8293	43	10	diagnostic	diagnostic	ADJ
stem-8293	43	11	processes	process	NOUN
stem-8293	43	12	,	,	PUNCT
stem-8293	43	13	ensuring	ensure	VERB
stem-8293	43	14	educator	educator	NOUN
stem-8293	43	15	training	training	NOUN
stem-8293	43	16	and	and	CCONJ
stem-8293	43	17	the	the	DET
stem-8293	43	18	resolution	resolution	NOUN
stem-8293	43	19	of	of	ADP
stem-8293	43	20	ethical	ethical	ADJ
stem-8293	43	21	issues	issue	NOUN
stem-8293	43	22	.	.	PUNCT
stem-8293	44	1	future	future	ADJ
stem-8293	44	2	research	research	NOUN
stem-8293	44	3	should	should	AUX
stem-8293	44	4	focus	focus	VERB
stem-8293	44	5	on	on	ADP
stem-8293	44	6	:	:	PUNCT
stem-8293	44	7			X
stem-8293	44	8	developing	develop	VERB
stem-8293	44	9	frameworks	framework	NOUN
stem-8293	44	10	to	to	PART
stem-8293	44	11	enhance	enhance	VERB
stem-8293	44	12	the	the	DET
stem-8293	44	13	transparency	transparency	NOUN
stem-8293	44	14	of	of	ADP
stem-8293	44	15	ai	ai	PRON
stem-8293	44	16	decision	decision	NOUN
stem-8293	44	17	-	-	PUNCT
stem-8293	44	18	making	making	NOUN
stem-8293	44	19	in	in	ADP
stem-8293	44	20	diagnostics	diagnostic	NOUN
stem-8293	44	21	.	.	PUNCT
stem-8293	45	1			NOUN
stem-8293	46	1	studying	study	VERB
stem-8293	46	2	the	the	DET
stem-8293	46	3	long	long	ADJ
stem-8293	46	4	-	-	PUNCT
stem-8293	46	5	term	term	NOUN
stem-8293	46	6	impact	impact	NOUN
stem-8293	46	7	of	of	ADP
stem-8293	46	8	ai	ai	ADJ
stem-8293	46	9	diagnostics	diagnostic	NOUN
stem-8293	46	10	on	on	ADP
stem-8293	46	11	student	student	NOUN
stem-8293	46	12	outcomes	outcome	NOUN
stem-8293	46	13	.	.	PUNCT
stem-8293	47	1			PRON
stem-8293	47	2	evaluating	evaluate	VERB
stem-8293	47	3	the	the	DET
stem-8293	47	4	cost	cost	NOUN
stem-8293	47	5	-	-	PUNCT
stem-8293	47	6	effectiveness	effectiveness	NOUN
stem-8293	47	7	of	of	ADP
stem-8293	47	8	implementing	implement	VERB
stem-8293	47	9	ai	ai	VERB
stem-8293	47	10	in	in	ADP
stem-8293	47	11	various	various	ADJ
stem-8293	47	12	educational	educational	ADJ
stem-8293	47	13	contexts	contexts	NOUN
stem-8293	47	14	.	.	PUNCT
stem-8293	48	1	references	reference	NOUN
stem-8293	48	2	:	:	PUNCT
stem-8293	48	3	1	1	X
stem-8293	48	4	.	.	NUM
stem-8293	48	5	selwyn	selwyn	PROPN
stem-8293	48	6	,	,	PUNCT
stem-8293	48	7	n.	n.	NOUN
stem-8293	48	8	(	(	PUNCT
stem-8293	48	9	2017	2017	NUM
stem-8293	48	10	)	)	PUNCT
stem-8293	48	11	.	.	PUNCT
stem-8293	49	1	education	education	NOUN
stem-8293	49	2	and	and	CCONJ
stem-8293	49	3	technology	technology	NOUN
stem-8293	49	4	:	:	PUNCT
stem-8293	49	5	key	key	ADJ
stem-8293	49	6	issues	issue	NOUN
stem-8293	49	7	and	and	CCONJ
stem-8293	49	8	debates	debate	NOUN
stem-8293	49	9	(	(	PUNCT
stem-8293	49	10	2nd	2nd	ADJ
stem-8293	49	11	ed	ed	NOUN
stem-8293	49	12	.	.	PUNCT
stem-8293	49	13	)	)	PUNCT
stem-8293	49	14	.	.	PUNCT
stem-8293	50	1	bloomsbury	bloomsbury	NOUN
stem-8293	50	2	publishing	publishing	NOUN
stem-8293	50	3	.	.	PUNCT
stem-8293	51	1	2	2	X
stem-8293	51	2	.	.	X
stem-8293	51	3	luckin	luckin	PROPN
stem-8293	51	4	,	,	PUNCT
stem-8293	51	5	r.	r.	PROPN
stem-8293	51	6	,	,	PUNCT
stem-8293	51	7	holmes	holmes	PROPN
stem-8293	51	8	,	,	PUNCT
stem-8293	51	9	w.	w.	PROPN
stem-8293	51	10	,	,	PUNCT
stem-8293	51	11	griffiths	griffiths	PROPN
stem-8293	51	12	,	,	PUNCT
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stem-8293	51	14	,	,	PUNCT
stem-8293	51	15	&	&	CCONJ
stem-8293	51	16	forcier	forcier	PROPN
stem-8293	51	17	,	,	PUNCT
stem-8293	51	18	l.	l.	PROPN
stem-8293	51	19	b.	b.	PROPN
stem-8293	51	20	(	(	PUNCT
stem-8293	51	21	2018	2018	NUM
stem-8293	51	22	)	)	PUNCT
stem-8293	51	23	.	.	PUNCT
stem-8293	52	1	artificial	artificial	ADJ
stem-8293	52	2	intelligence	intelligence	NOUN
stem-8293	52	3	and	and	CCONJ
stem-8293	52	4	education	education	NOUN
stem-8293	52	5	:	:	PUNCT
stem-8293	52	6	promises	promise	NOUN
stem-8293	52	7	and	and	CCONJ
stem-8293	52	8	implications	implication	NOUN
stem-8293	52	9	for	for	ADP
stem-8293	52	10	teaching	teaching	NOUN
stem-8293	52	11	and	and	CCONJ
stem-8293	52	12	learning	learning	NOUN
stem-8293	52	13	.	.	PUNCT
stem-8293	53	1	center	center	NOUN
stem-8293	53	2	for	for	ADP
stem-8293	53	3	education	education	NOUN
stem-8293	53	4	and	and	CCONJ
stem-8293	53	5	research	research	NOUN
stem-8293	53	6	in	in	ADP
stem-8293	53	7	educational	educational	ADJ
stem-8293	53	8	innovation	innovation	NOUN
stem-8293	53	9	.	.	PUNCT
stem-8293	54	1	3	3	X
stem-8293	54	2	.	.	X
stem-8293	54	3	siemens	siemens	PROPN
stem-8293	54	4	,	,	PUNCT
stem-8293	54	5	g.	g.	PROPN
stem-8293	54	6	,	,	PUNCT
stem-8293	54	7	&	&	CCONJ
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stem-8293	54	9	,	,	PUNCT
stem-8293	54	10	p.	p.	NOUN
stem-8293	54	11	(	(	PUNCT
stem-8293	54	12	2011	2011	NUM
stem-8293	54	13	)	)	PUNCT
stem-8293	54	14	.	.	PUNCT
stem-8293	55	1	penetrating	penetrate	VERB
stem-8293	55	2	the	the	DET
stem-8293	55	3	fog	fog	NOUN
stem-8293	55	4	:	:	PUNCT
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stem-8293	55	6	in	in	ADP
stem-8293	55	7	learning	learning	NOUN
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stem-8293	55	10	.	.	PUNCT
stem-8293	56	1	educause	educause	PROPN
stem-8293	56	2	review	review	PROPN
stem-8293	56	3	,	,	PUNCT
stem-8293	56	4	46(5	46(5	PROPN
stem-8293	56	5	)	)	PUNCT
stem-8293	56	6	,	,	PUNCT
stem-8293	56	7	30	30	NUM
stem-8293	56	8	-	-	SYM
stem-8293	56	9	40	40	NUM
stem-8293	56	10	.	.	PUNCT
stem-8293	57	1	4	4	NUM
stem-8293	57	2	.	.	X
stem-8293	57	3	gibson	gibson	PROPN
stem-8293	57	4	,	,	PUNCT
stem-8293	57	5	d.	d.	PROPN
stem-8293	57	6	c.	c.	PROPN
stem-8293	57	7	,	,	PUNCT
stem-8293	57	8	&	&	CCONJ
stem-8293	57	9	ifenthaler	ifenthaler	PROPN
stem-8293	57	10	,	,	PUNCT
stem-8293	57	11	d.	d.	PROPN
stem-8293	57	12	(	(	PUNCT
stem-8293	57	13	2020	2020	NUM
stem-8293	57	14	)	)	PUNCT
stem-8293	57	15	.	.	PUNCT
stem-8293	58	1	artificial	artificial	ADJ
stem-8293	58	2	intelligence	intelligence	NOUN
stem-8293	58	3	and	and	CCONJ
stem-8293	58	4	automated	automated	ADJ
stem-8293	58	5	assessment	assessment	NOUN
stem-8293	58	6	.	.	PUNCT
stem-8293	59	1	springer	springer	NOUN
stem-8293	59	2	.	.	PUNCT
stem-8293	60	1	5	5	X
stem-8293	60	2	.	.	X
stem-8293	61	1	daniel	daniel	PROPN
stem-8293	61	2	,	,	PUNCT
stem-8293	61	3	b.	b.	PROPN
stem-8293	61	4	k.	k.	PROPN
stem-8293	61	5	(	(	PUNCT
stem-8293	61	6	2015	2015	NUM
stem-8293	61	7	)	)	PUNCT
stem-8293	61	8	.	.	PUNCT
stem-8293	62	1	big	big	ADJ
stem-8293	62	2	data	datum	NOUN
stem-8293	62	3	and	and	CCONJ
stem-8293	62	4	analytics	analytic	NOUN
stem-8293	62	5	in	in	ADP
stem-8293	62	6	higher	high	ADJ
stem-8293	62	7	education	education	NOUN
stem-8293	62	8	:	:	PUNCT
stem-8293	62	9	opportunities	opportunity	NOUN
stem-8293	62	10	and	and	CCONJ
stem-8293	62	11	challenges	challenge	NOUN
stem-8293	62	12	.	.	PUNCT
stem-8293	63	1	british	british	ADJ
stem-8293	63	2	journal	journal	PROPN
stem-8293	63	3	of	of	ADP
stem-8293	63	4	educational	educational	ADJ
stem-8293	63	5	technology	technology	NOUN
stem-8293	63	6	,	,	PUNCT
stem-8293	63	7	46(5	46(5	NOUN
stem-8293	63	8	)	)	PUNCT
stem-8293	63	9	,	,	PUNCT
stem-8293	63	10	904	904	NUM
stem-8293	63	11	-	-	SYM
stem-8293	63	12	920	920	NUM
stem-8293	63	13	.	.	PUNCT
stem-8293	64	1	6	6	NUM
stem-8293	64	2	.	.	X
stem-8293	64	3	pardo	pardo	PROPN
stem-8293	64	4	,	,	PUNCT
stem-8293	64	5	a.	a.	PROPN
stem-8293	64	6	,	,	PUNCT
stem-8293	64	7	mirriahi	mirriahi	NOUN
stem-8293	64	8	,	,	PUNCT
stem-8293	64	9	n.	n.	PROPN
stem-8293	64	10	,	,	PUNCT
stem-8293	64	11	dawson	dawson	PROPN
stem-8293	64	12	,	,	PUNCT
stem-8293	64	13	s.	s.	PROPN
stem-8293	64	14	,	,	PUNCT
stem-8293	64	15	gašević	gašević	PROPN
stem-8293	64	16	,	,	PUNCT
stem-8293	64	17	d.	d.	PROPN
stem-8293	64	18	,	,	PUNCT
stem-8293	64	19	&	&	CCONJ
stem-8293	64	20	jovanović	jovanović	PROPN
stem-8293	64	21	,	,	PUNCT
stem-8293	64	22	j.	j.	PROPN
stem-8293	64	23	(	(	PUNCT
stem-8293	64	24	2018	2018	NUM
stem-8293	64	25	)	)	PUNCT
stem-8293	64	26	.	.	PUNCT
stem-8293	65	1	using	use	VERB
stem-8293	65	2	learning	learn	VERB
stem-8293	65	3	analytics	analytic	NOUN
stem-8293	65	4	to	to	PART
stem-8293	65	5	scale	scale	VERB
stem-8293	65	6	the	the	DET
stem-8293	65	7	provision	provision	NOUN
stem-8293	65	8	of	of	ADP
stem-8293	65	9	personalized	personalized	ADJ
stem-8293	65	10	feedback	feedback	NOUN
stem-8293	65	11	.	.	PUNCT
stem-8293	66	1	british	british	ADJ
stem-8293	66	2	journal	journal	PROPN
stem-8293	66	3	of	of	ADP
stem-8293	66	4	educational	educational	ADJ
stem-8293	66	5	technology	technology	NOUN
stem-8293	66	6	,	,	PUNCT
stem-8293	66	7	50(1	50(1	PROPN
stem-8293	66	8	)	)	PUNCT
stem-8293	66	9	,	,	PUNCT
stem-8293	66	10	203	203	NUM
stem-8293	66	11	-	-	SYM
stem-8293	66	12	219	219	NUM
stem-8293	66	13	.	.	PUNCT
stem-8293	67	1	7	7	X
stem-8293	67	2	.	.	X
stem-8293	67	3	analysis	analysis	NOUN
stem-8293	67	4	of	of	ADP
stem-8293	67	5	modern	modern	ADJ
stem-8293	67	6	methods	method	NOUN
stem-8293	67	7	of	of	ADP
stem-8293	67	8	teaching	teaching	NOUN
stem-8293	67	9	and	and	CCONJ
stem-8293	67	10	training	training	NOUN
stem-8293	67	11	students	student	NOUN
stem-8293	67	12	of	of	ADP
stem-8293	67	13	the	the	DET
stem-8293	67	14	specialty	specialty	NOUN
stem-8293	67	15	"	"	PUNCT
stem-8293	67	16	information	information	NOUN
stem-8293	67	17	systems	system	NOUN
stem-8293	67	18	and	and	CCONJ
stem-8293	67	19	technologies	technology	NOUN
stem-8293	67	20	"	"	PUNCT
stem-8293	67	21	.	.	PUNCT
stem-8293	68	1	(	(	PUNCT
stem-8293	68	2	2023	2023	NUM
stem-8293	68	3	)	)	PUNCT
stem-8293	68	4	.	.	PUNCT
stem-8293	69	1	international	international	ADJ
stem-8293	69	2	journal	journal	NOUN
stem-8293	69	3	of	of	ADP
stem-8293	69	4	advance	advance	NOUN
stem-8293	69	5	scientific	scientific	ADJ
stem-8293	69	6	research	research	NOUN
stem-8293	69	7	,	,	PUNCT
stem-8293	69	8	3(11	3(11	NUM
stem-8293	69	9	)	)	PUNCT
stem-8293	69	10	,	,	PUNCT
stem-8293	69	11	174	174	NUM
stem-8293	69	12	-	-	SYM
stem-8293	69	13	178	178	NUM
stem-8293	69	14	.	.	PUNCT
stem-8293	70	1	https://doi.org/10.37547/ijasr-03-11-29	https://doi.org/10.37547/ijasr-03-11-29	ADP
stem-8293	70	2	8	8	NUM
stem-8293	70	3	.	.	PUNCT
stem-8293	71	1	ikromov	ikromov	PROPN
stem-8293	71	2	khusan	khusan	PROPN
stem-8293	71	3	kholmakhamatovich	kholmakhamatovich	PROPN
stem-8293	71	4	,	,	PUNCT
stem-8293	71	5	.	.	PUNCT
stem-8293	72	1	(	(	PUNCT
stem-8293	72	2	2023	2023	NUM
stem-8293	72	3	)	)	PUNCT
stem-8293	72	4	.	.	PUNCT
stem-8293	73	1	historical	historical	ADJ
stem-8293	73	2	context	context	NOUN
stem-8293	73	3	of	of	ADP
stem-8293	73	4	development	development	NOUN
stem-8293	73	5	of	of	ADP
stem-8293	73	6	information	information	NOUN
stem-8293	73	7	systems	system	NOUN
stem-8293	73	8	and	and	CCONJ
stem-8293	73	9	database	database	NOUN
stem-8293	73	10	management	management	NOUN
stem-8293	73	11	.	.	PUNCT
stem-8293	74	1	international	international	ADJ
stem-8293	74	2	journal	journal	NOUN
stem-8293	74	3	of	of	ADP
stem-8293	74	4	pedagogics	pedagogic	NOUN
stem-8293	74	5	,	,	PUNCT
stem-8293	74	6	3(11	3(11	NUM
stem-8293	74	7	)	)	PUNCT
stem-8293	74	8	,	,	PUNCT
stem-8293	74	9	119–123	119–123	NUM
stem-8293	74	10	.	.	PUNCT
stem-8293	75	1	https://doi.org/10.37547/ijp/volume03issue11-23	https://doi.org/10.37547/ijp/volume03issue11-23	NOUN