id	sid	tid	token	lemma	pos
gs-3873	1	1	microsoft	microsoft	PROPN
gs-3873	1	2	word	word	NOUN
gs-3873	1	3	fullpdf07022025	fullpdf07022025	PROPN
gs-3873	1	4	georgian	georgian	ADJ
gs-3873	1	5	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	1	6	მეცნიერები	მეცნიერები	NOUN
gs-3873	1	7	ტ.	ტ.	VERB
gs-3873	1	8	7	7	NUM
gs-3873	1	9	n	n	PRON
gs-3873	1	10	2	2	NUM
gs-3873	1	11	,	,	PUNCT
gs-3873	1	12	2025	2025	NUM
gs-3873	1	13	555	555	NUM
gs-3873	1	14	georgian	georgian	PROPN
gs-3873	1	15	scientists	scientist	NOUN
gs-3873	1	16	ქართველი	ქართველი	ADJ
gs-3873	1	17	მეცნიერები	მეცნიერები	PROPN
gs-3873	1	18	vol	vol	NOUN
gs-3873	1	19	.	.	PUNCT
gs-3873	1	20	7	7	NUM
gs-3873	1	21	issue	issue	NOUN
gs-3873	1	22	2	2	NUM
gs-3873	1	23	,	,	PUNCT
gs-3873	1	24	2025	2025	NUM
gs-3873	1	25	https://doi.org/10.52340/gs.2025.07.02.51	https://doi.org/10.52340/gs.2025.07.02.51	PROPN
gs-3873	1	26	digital	digital	ADJ
gs-3873	1	27	transformation	transformation	NOUN
gs-3873	1	28	in	in	ADP
gs-3873	1	29	the	the	DET
gs-3873	1	30	educational	educational	ADJ
gs-3873	1	31	institutions	institution	NOUN
gs-3873	1	32	inga	inga	PROPN
gs-3873	1	33	abuladze1	abuladze1	PROPN
gs-3873	1	34	,	,	PUNCT
gs-3873	1	35	maia	maia	PROPN
gs-3873	1	36	okhanasvili2	okhanasvili2	PROPN
gs-3873	1	37	,	,	PUNCT
gs-3873	1	38	marina	marina	PROPN
gs-3873	1	39	kashibadze3	kashibadze3	PROPN
gs-3873	1	40	,	,	PUNCT
gs-3873	1	41	natalia	natalia	PROPN
gs-3873	1	42	gabashvili4	gabashvili4	PROPN
gs-3873	1	43	,	,	PUNCT
gs-3873	1	44	tamar	tamar	PROPN
gs-3873	1	45	gabashvili5	gabashvili5	PROPN
gs-3873	2	1	1professor	1professor	NUM
gs-3873	2	2	,	,	PUNCT
gs-3873	2	3	faculty	faculty	NOUN
gs-3873	2	4	of	of	ADP
gs-3873	2	5	informatics	informatic	NOUN
gs-3873	2	6	and	and	CCONJ
gs-3873	2	7	control	control	NOUN
gs-3873	2	8	systems	system	NOUN
gs-3873	2	9	,	,	PUNCT
gs-3873	2	10	georgian	georgian	PROPN
gs-3873	2	11	technical	technical	PROPN
gs-3873	2	12	university	university	PROPN
gs-3873	2	13	,	,	PUNCT
gs-3873	2	14	tbilisi	tbilisi	PROPN
gs-3873	2	15	,	,	PUNCT
gs-3873	2	16	georgia	georgia	PROPN
gs-3873	2	17	;	;	PUNCT
gs-3873	2	18	2professor	2professor	NUM
gs-3873	2	19	,	,	PUNCT
gs-3873	2	20	faculty	faculty	NOUN
gs-3873	2	21	of	of	ADP
gs-3873	2	22	information	information	NOUN
gs-3873	2	23	technologies	technology	NOUN
gs-3873	2	24	,	,	PUNCT
gs-3873	2	25	business	business	NOUN
gs-3873	2	26	and	and	CCONJ
gs-3873	2	27	technology	technology	PROPN
gs-3873	2	28	university	university	NOUN
gs-3873	2	29	,	,	PUNCT
gs-3873	2	30	tbilisi	tbilisi	PROPN
gs-3873	2	31	,	,	PUNCT
gs-3873	2	32	georgia	georgia	PROPN
gs-3873	2	33	,	,	PUNCT
gs-3873	2	34	e	e	NOUN
gs-3873	2	35	-	-	NOUN
gs-3873	2	36	mail	mail	NOUN
gs-3873	2	37	:	:	PUNCT
gs-3873	2	38	i_abuladze@gtu.ge	i_abuladze@gtu.ge	NOUN
gs-3873	2	39	,	,	PUNCT
gs-3873	2	40	inga.abuladze@btu.edu.ge	inga.abuladze@btu.edu.ge	NOUN
gs-3873	2	41	,	,	PUNCT
gs-3873	2	42	orcid	orcid	NUM
gs-3873	2	43	:	:	PUNCT
gs-3873	2	44	0000	0000	NUM
gs-3873	2	45	-	-	PUNCT
gs-3873	2	46	0002	0002	NUM
gs-3873	2	47	-	-	PUNCT
gs-3873	2	48	4322	4322	NUM
gs-3873	2	49	-	-	SYM
gs-3873	2	50	8692	8692	NUM
gs-3873	2	51	;	;	PUNCT
gs-3873	2	52	2assoc	2assoc	NUM
gs-3873	2	53	.	.	PUNCT
gs-3873	2	54	professor	professor	NOUN
gs-3873	2	55	,	,	PUNCT
gs-3873	2	56	faculty	faculty	NOUN
gs-3873	2	57	of	of	ADP
gs-3873	2	58	informatics	informatic	NOUN
gs-3873	2	59	and	and	CCONJ
gs-3873	2	60	control	control	NOUN
gs-3873	2	61	systems	system	NOUN
gs-3873	2	62	,	,	PUNCT
gs-3873	2	63	georgian	georgian	PROPN
gs-3873	2	64	technical	technical	PROPN
gs-3873	2	65	university	university	PROPN
gs-3873	2	66	,	,	PUNCT
gs-3873	2	67	tbilisi	tbilisi	PROPN
gs-3873	2	68	,	,	PUNCT
gs-3873	2	69	georgia	georgia	PROPN
gs-3873	2	70	,	,	PUNCT
gs-3873	2	71	m.okhanashvili@gtu.ge	m.okhanashvili@gtu.ge	PROPN
gs-3873	2	72	;	;	PUNCT
gs-3873	2	73	3assoc	3assoc	NUM
gs-3873	2	74	.	.	PUNCT
gs-3873	3	1	professor	professor	NOUN
gs-3873	3	2	,	,	PUNCT
gs-3873	3	3	faculty	faculty	NOUN
gs-3873	3	4	of	of	ADP
gs-3873	3	5	informatics	informatic	NOUN
gs-3873	3	6	and	and	CCONJ
gs-3873	3	7	control	control	NOUN
gs-3873	3	8	systems	system	NOUN
gs-3873	3	9	,	,	PUNCT
gs-3873	3	10	georgian	georgian	PROPN
gs-3873	3	11	technical	technical	PROPN
gs-3873	3	12	university	university	PROPN
gs-3873	3	13	,	,	PUNCT
gs-3873	3	14	tbilisi	tbilisi	PROPN
gs-3873	3	15	,	,	PUNCT
gs-3873	3	16	georgia	georgia	PROPN
gs-3873	3	17	,	,	PUNCT
gs-3873	3	18	m.kashibadze@gtu.ge	m.kashibadze@gtu.ge	PROPN
gs-3873	3	19	;	;	PUNCT
gs-3873	3	20	4assoc.professor	4assoc.professor	NOUN
gs-3873	3	21	,	,	PUNCT
gs-3873	3	22	faculty	faculty	NOUN
gs-3873	3	23	of	of	ADP
gs-3873	3	24	informatics	informatic	NOUN
gs-3873	3	25	and	and	CCONJ
gs-3873	3	26	control	control	NOUN
gs-3873	3	27	systems	system	NOUN
gs-3873	3	28	,	,	PUNCT
gs-3873	3	29	georgian	georgian	PROPN
gs-3873	3	30	technical	technical	PROPN
gs-3873	3	31	university	university	PROPN
gs-3873	3	32	,	,	PUNCT
gs-3873	3	33	tbilisi	tbilisi	PROPN
gs-3873	3	34	,	,	PUNCT
gs-3873	3	35	georgia	georgia	PROPN
gs-3873	3	36	,	,	PUNCT
gs-3873	3	37	n.gabashili@gtu.ge	n.gabashili@gtu.ge	PROPN
gs-3873	3	38	;	;	PUNCT
gs-3873	3	39	5assis	5assis	NUM
gs-3873	3	40	.	.	PUNCT
gs-3873	3	41	professor	professor	NOUN
gs-3873	3	42	,	,	PUNCT
gs-3873	3	43	faculty	faculty	NOUN
gs-3873	3	44	of	of	ADP
gs-3873	3	45	informatics	informatic	NOUN
gs-3873	3	46	and	and	CCONJ
gs-3873	3	47	control	control	NOUN
gs-3873	3	48	systems	system	NOUN
gs-3873	3	49	,	,	PUNCT
gs-3873	3	50	georgian	georgian	PROPN
gs-3873	3	51	technical	technical	PROPN
gs-3873	3	52	university	university	PROPN
gs-3873	3	53	,	,	PUNCT
gs-3873	3	54	tbilisi	tbilisi	PROPN
gs-3873	3	55	,	,	PUNCT
gs-3873	3	56	georgia	georgia	PROPN
gs-3873	3	57	,	,	PUNCT
gs-3873	3	58	t.gabashvili@gtu.ge	t.gabashvili@gtu.ge	NOUN
gs-3873	3	59	abstract	abstract	ADJ
gs-3873	3	60	in	in	ADP
gs-3873	3	61	this	this	DET
gs-3873	3	62	study	study	NOUN
gs-3873	3	63	proposes	propose	VERB
gs-3873	3	64	the	the	DET
gs-3873	3	65	idea	idea	NOUN
gs-3873	3	66	of	of	ADP
gs-3873	3	67	how	how	SCONJ
gs-3873	3	68	to	to	PART
gs-3873	3	69	make	make	VERB
gs-3873	3	70	the	the	DET
gs-3873	3	71	educational	educational	ADJ
gs-3873	3	72	process	process	NOUN
gs-3873	3	73	more	more	ADV
gs-3873	3	74	flexible	flexible	ADJ
gs-3873	3	75	in	in	ADP
gs-3873	3	76	the	the	DET
gs-3873	3	77	postpandemic	postpandemic	ADJ
gs-3873	3	78	period	period	NOUN
gs-3873	3	79	using	use	VERB
gs-3873	3	80	the	the	DET
gs-3873	3	81	digital	digital	ADJ
gs-3873	3	82	transformation	transformation	NOUN
gs-3873	3	83	technologies	technology	NOUN
gs-3873	3	84	.	.	PUNCT
gs-3873	4	1	machine	machine	NOUN
gs-3873	4	2	learning	learn	VERB
gs-3873	4	3	algorithms	algorithm	NOUN
gs-3873	4	4	are	be	AUX
gs-3873	4	5	used	use	VERB
gs-3873	4	6	to	to	PART
gs-3873	4	7	solve	solve	VERB
gs-3873	4	8	this	this	DET
gs-3873	4	9	task	task	NOUN
gs-3873	4	10	,	,	PUNCT
gs-3873	4	11	which	which	PRON
gs-3873	4	12	will	will	AUX
gs-3873	4	13	make	make	VERB
gs-3873	4	14	the	the	DET
gs-3873	4	15	learning	learning	NOUN
gs-3873	4	16	process	process	NOUN
gs-3873	4	17	more	more	ADV
gs-3873	4	18	efficient	efficient	ADJ
gs-3873	4	19	and	and	CCONJ
gs-3873	4	20	objective	objective	ADJ
gs-3873	4	21	.	.	PUNCT
gs-3873	5	1	along	along	ADP
gs-3873	5	2	with	with	ADP
gs-3873	5	3	this	this	PRON
gs-3873	5	4	,	,	PUNCT
gs-3873	5	5	it	it	PRON
gs-3873	5	6	will	will	AUX
gs-3873	5	7	be	be	AUX
gs-3873	5	8	adjusted	adjust	VERB
gs-3873	5	9	to	to	ADP
gs-3873	5	10	the	the	DET
gs-3873	5	11	ability	ability	NOUN
gs-3873	5	12	of	of	ADP
gs-3873	5	13	each	each	DET
gs-3873	5	14	student	student	NOUN
gs-3873	5	15	and	and	CCONJ
gs-3873	5	16	will	will	AUX
gs-3873	5	17	make	make	VERB
gs-3873	5	18	the	the	DET
gs-3873	5	19	work	work	NOUN
gs-3873	5	20	of	of	ADP
gs-3873	5	21	the	the	DET
gs-3873	5	22	teacher	teacher	NOUN
gs-3873	5	23	easier	easy	ADJ
gs-3873	5	24	.	.	PUNCT
gs-3873	6	1	in	in	ADP
gs-3873	6	2	the	the	DET
gs-3873	6	3	post	post	ADJ
gs-3873	6	4	-	-	ADJ
gs-3873	6	5	pandemic	pandemic	ADJ
gs-3873	6	6	period	period	NOUN
gs-3873	6	7	,	,	PUNCT
gs-3873	6	8	modern	modern	ADJ
gs-3873	6	9	teaching	teaching	NOUN
gs-3873	6	10	methods	method	NOUN
gs-3873	6	11	are	be	AUX
gs-3873	6	12	:	:	PUNCT
gs-3873	6	13	face	face	NOUN
gs-3873	6	14	-	-	PUNCT
gs-3873	6	15	to	to	ADP
gs-3873	6	16	-	-	PUNCT
gs-3873	6	17	face	face	NOUN
gs-3873	6	18	,	,	PUNCT
gs-3873	6	19	online	online	ADJ
gs-3873	6	20	and	and	CCONJ
gs-3873	6	21	hybrid	hybrid	ADJ
gs-3873	6	22	teaching	teaching	NOUN
gs-3873	6	23	.	.	PUNCT
gs-3873	7	1	each	each	DET
gs-3873	7	2	method	method	NOUN
gs-3873	7	3	has	have	VERB
gs-3873	7	4	its	its	PRON
gs-3873	7	5	own	own	ADJ
gs-3873	7	6	advantages	advantage	NOUN
gs-3873	7	7	and	and	CCONJ
gs-3873	7	8	disadvantages	disadvantage	NOUN
gs-3873	7	9	.	.	PUNCT
gs-3873	8	1	since	since	SCONJ
gs-3873	8	2	the	the	DET
gs-3873	8	3	21st	21st	ADJ
gs-3873	8	4	century	century	NOUN
gs-3873	8	5	is	be	AUX
gs-3873	8	6	era	era	NOUN
gs-3873	8	7	of	of	ADP
gs-3873	8	8	globalization	globalization	NOUN
gs-3873	8	9	,	,	PUNCT
gs-3873	8	10	online	online	ADJ
gs-3873	8	11	,	,	PUNCT
gs-3873	8	12	distance	distance	NOUN
gs-3873	8	13	and	and	CCONJ
gs-3873	8	14	hybrid	hybrid	ADJ
gs-3873	8	15	methods	method	NOUN
gs-3873	8	16	are	be	AUX
gs-3873	8	17	considered	consider	VERB
gs-3873	8	18	to	to	PART
gs-3873	8	19	be	be	AUX
gs-3873	8	20	a	a	DET
gs-3873	8	21	more	more	ADV
gs-3873	8	22	acceptable	acceptable	ADJ
gs-3873	8	23	form	form	NOUN
gs-3873	8	24	of	of	ADP
gs-3873	8	25	teaching	teaching	NOUN
gs-3873	8	26	in	in	ADP
gs-3873	8	27	the	the	DET
gs-3873	8	28	future	future	NOUN
gs-3873	8	29	.	.	PUNCT
gs-3873	9	1	the	the	DET
gs-3873	9	2	author	author	NOUN
gs-3873	9	3	reviews	review	VERB
gs-3873	9	4	all	all	DET
gs-3873	9	5	teaching	teaching	NOUN
gs-3873	9	6	methods	method	NOUN
gs-3873	9	7	.	.	PUNCT
gs-3873	10	1	after	after	ADP
gs-3873	10	2	the	the	DET
gs-3873	10	3	covid-19	covid-19	PROPN
gs-3873	10	4	era	era	NOUN
gs-3873	10	5	,	,	PUNCT
gs-3873	10	6	hybrid	hybrid	NOUN
gs-3873	10	7	and	and	CCONJ
gs-3873	10	8	online	online	ADJ
gs-3873	10	9	teaching	teaching	NOUN
gs-3873	10	10	methods	method	NOUN
gs-3873	10	11	are	be	AUX
gs-3873	10	12	a	a	DET
gs-3873	10	13	new	new	ADJ
gs-3873	10	14	challenges	challenge	NOUN
gs-3873	10	15	in	in	ADP
gs-3873	10	16	educational	educational	ADJ
gs-3873	10	17	institutions	institution	NOUN
gs-3873	10	18	,	,	PUNCT
gs-3873	10	19	representing	represent	VERB
gs-3873	10	20	a	a	DET
gs-3873	10	21	more	more	ADV
gs-3873	10	22	acceptable	acceptable	ADJ
gs-3873	10	23	form	form	NOUN
gs-3873	10	24	of	of	ADP
gs-3873	10	25	teaching	teach	VERB
gs-3873	10	26	worldwide	worldwide	ADV
gs-3873	10	27	.	.	PUNCT
gs-3873	11	1	the	the	DET
gs-3873	11	2	situation	situation	NOUN
gs-3873	11	3	now	now	ADV
gs-3873	11	4	is	be	AUX
gs-3873	11	5	that	that	SCONJ
gs-3873	11	6	many	many	ADJ
gs-3873	11	7	institutions	institution	NOUN
gs-3873	11	8	continue	continue	VERB
gs-3873	11	9	online	online	ADJ
gs-3873	11	10	classes	class	NOUN
gs-3873	11	11	and	and	CCONJ
gs-3873	11	12	,	,	PUNCT
gs-3873	11	13	at	at	ADP
gs-3873	11	14	the	the	DET
gs-3873	11	15	same	same	ADJ
gs-3873	11	16	time	time	NOUN
gs-3873	11	17	,	,	PUNCT
gs-3873	11	18	blend	blend	VERB
gs-3873	11	19	them	they	PRON
gs-3873	11	20	with	with	ADP
gs-3873	11	21	face	face	NOUN
gs-3873	11	22	-	-	PUNCT
gs-3873	11	23	to	to	ADP
gs-3873	11	24	-	-	PUNCT
gs-3873	11	25	face	face	NOUN
gs-3873	11	26	classes	class	NOUN
gs-3873	11	27	.	.	PUNCT
gs-3873	12	1	hybrid	hybrid	ADJ
gs-3873	12	2	education	education	NOUN
gs-3873	12	3	is	be	AUX
gs-3873	12	4	one	one	NUM
gs-3873	12	5	of	of	ADP
gs-3873	12	6	the	the	DET
gs-3873	12	7	most	most	ADV
gs-3873	12	8	interesting	interesting	ADJ
gs-3873	12	9	concepts	concept	NOUN
gs-3873	12	10	of	of	ADP
gs-3873	12	11	the	the	DET
gs-3873	12	12	21st	21st	ADJ
gs-3873	12	13	century	century	NOUN
gs-3873	12	14	education	education	NOUN
gs-3873	12	15	system	system	NOUN
gs-3873	12	16	.	.	PUNCT
gs-3873	13	1	keywords	keyword	NOUN
gs-3873	13	2	:	:	PUNCT
gs-3873	13	3	online	online	ADJ
gs-3873	13	4	and	and	CCONJ
gs-3873	13	5	face	face	NOUN
gs-3873	13	6	-	-	PUNCT
gs-3873	13	7	to	to	ADP
gs-3873	13	8	-	-	PUNCT
gs-3873	13	9	face	face	NOUN
gs-3873	13	10	learning	learning	NOUN
gs-3873	13	11	,	,	PUNCT
gs-3873	13	12	modern	modern	ADJ
gs-3873	13	13	teaching	teaching	NOUN
gs-3873	13	14	methods	method	NOUN
gs-3873	13	15	,	,	PUNCT
gs-3873	13	16	artificial	artificial	ADJ
gs-3873	13	17	intelligent	intelligent	ADJ
gs-3873	13	18	,	,	PUNCT
gs-3873	13	19	machine	machine	NOUN
gs-3873	13	20	learning	learning	NOUN
gs-3873	13	21	algorithm	algorithm	NOUN
gs-3873	13	22	,	,	PUNCT
gs-3873	13	23	innovation	innovation	NOUN
gs-3873	13	24	technology	technology	NOUN
gs-3873	13	25	.	.	PUNCT
gs-3873	14	1	i.	i.	PROPN
gs-3873	14	2	introduction	introduction	NOUN
gs-3873	14	3	in	in	ADP
gs-3873	14	4	this	this	DET
gs-3873	14	5	study	study	NOUN
gs-3873	14	6	main	main	ADJ
gs-3873	14	7	challenge	challenge	NOUN
gs-3873	14	8	is	be	AUX
gs-3873	14	9	using	use	VERB
gs-3873	14	10	digital	digital	ADJ
gs-3873	14	11	transformation	transformation	NOUN
gs-3873	14	12	in	in	ADP
gs-3873	14	13	the	the	DET
gs-3873	14	14	education	education	NOUN
gs-3873	14	15	systems	system	NOUN
gs-3873	14	16	,	,	PUNCT
gs-3873	14	17	include	include	VERB
gs-3873	14	18	main	main	ADJ
gs-3873	14	19	teaching	teaching	NOUN
gs-3873	14	20	methods	method	NOUN
gs-3873	14	21	:	:	PUNCT
gs-3873	14	22	online	online	ADJ
gs-3873	14	23	,	,	PUNCT
gs-3873	14	24	distance	distance	NOUN
gs-3873	14	25	and	and	CCONJ
gs-3873	14	26	hybrid	hybrid	ADJ
gs-3873	14	27	learning	learning	NOUN
gs-3873	14	28	.	.	PUNCT
gs-3873	15	1	for	for	ADP
gs-3873	15	2	this	this	DET
gs-3873	15	3	task	task	NOUN
gs-3873	15	4	i	i	PRON
gs-3873	15	5	developed	develop	VERB
gs-3873	15	6	model	model	NOUN
gs-3873	15	7	to	to	PART
gs-3873	15	8	transition	transition	VERB
gs-3873	15	9	georgian	georgian	ADJ
gs-3873	15	10	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	15	11	მეცნიერები	მეცნიერები	NOUN
gs-3873	15	12	ტ.	ტ.	VERB
gs-3873	15	13	7	7	NUM
gs-3873	15	14	n	n	DET
gs-3873	15	15	2	2	NUM
gs-3873	15	16	,	,	PUNCT
gs-3873	15	17	2025	2025	NUM
gs-3873	15	18	556	556	NUM
gs-3873	15	19	from	from	ADP
gs-3873	15	20	one	one	NUM
gs-3873	15	21	teaching	teaching	NOUN
gs-3873	15	22	method	method	NOUN
gs-3873	15	23	to	to	ADP
gs-3873	15	24	another	another	DET
gs-3873	15	25	using	use	VERB
gs-3873	15	26	machine	machine	NOUN
gs-3873	15	27	learning	learning	NOUN
gs-3873	15	28	algorithms	algorithm	NOUN
gs-3873	15	29	,	,	PUNCT
gs-3873	15	30	which	which	PRON
gs-3873	15	31	are	be	AUX
gs-3873	15	32	a	a	DET
gs-3873	15	33	subset	subset	NOUN
gs-3873	15	34	of	of	ADP
gs-3873	15	35	artificial	artificial	ADJ
gs-3873	15	36	intelligence	intelligence	NOUN
gs-3873	15	37	.	.	PUNCT
gs-3873	16	1	artificial	artificial	ADJ
gs-3873	16	2	intelligence	intelligence	NOUN
gs-3873	16	3	(	(	PUNCT
gs-3873	16	4	ai	ai	PROPN
gs-3873	16	5	)	)	PUNCT
gs-3873	16	6	has	have	AUX
gs-3873	16	7	been	be	AUX
gs-3873	16	8	a	a	DET
gs-3873	16	9	topic	topic	NOUN
gs-3873	16	10	of	of	ADP
gs-3873	16	11	growing	grow	VERB
gs-3873	16	12	interest	interest	NOUN
gs-3873	16	13	and	and	CCONJ
gs-3873	16	14	investigation	investigation	NOUN
gs-3873	16	15	in	in	ADP
gs-3873	16	16	various	various	ADJ
gs-3873	16	17	fields	field	NOUN
gs-3873	16	18	,	,	PUNCT
gs-3873	16	19	including	include	VERB
gs-3873	16	20	higher	high	ADJ
gs-3873	16	21	education	education	NOUN
gs-3873	16	22	.	.	PUNCT
gs-3873	17	1	this	this	DET
gs-3873	17	2	research	research	NOUN
gs-3873	17	3	article	article	NOUN
gs-3873	17	4	explores	explore	VERB
gs-3873	17	5	the	the	DET
gs-3873	17	6	impact	impact	NOUN
gs-3873	17	7	of	of	ADP
gs-3873	17	8	ai	ai	VERB
gs-3873	17	9	on	on	ADP
gs-3873	17	10	higher	high	ADJ
gs-3873	17	11	education	education	NOUN
gs-3873	17	12	by	by	ADP
gs-3873	17	13	examining	examine	VERB
gs-3873	17	14	its	its	PRON
gs-3873	17	15	effects	effect	NOUN
gs-3873	17	16	on	on	ADP
gs-3873	17	17	teaching	teaching	NOUN
gs-3873	17	18	and	and	CCONJ
gs-3873	17	19	learning	learning	NOUN
gs-3873	17	20	,	,	PUNCT
gs-3873	17	21	assessment	assessment	NOUN
gs-3873	17	22	,	,	PUNCT
gs-3873	17	23	ethics	ethic	NOUN
gs-3873	17	24	,	,	PUNCT
gs-3873	17	25	required	require	VERB
gs-3873	17	26	skills	skill	NOUN
gs-3873	17	27	,	,	PUNCT
gs-3873	17	28	and	and	CCONJ
gs-3873	17	29	future	future	ADJ
gs-3873	17	30	careers	career	NOUN
gs-3873	17	31	.	.	PUNCT
gs-3873	18	1	the	the	DET
gs-3873	18	2	aim	aim	NOUN
gs-3873	18	3	of	of	ADP
gs-3873	18	4	the	the	DET
gs-3873	18	5	scientific	scientific	ADJ
gs-3873	18	6	paper	paper	NOUN
gs-3873	18	7	is	be	AUX
gs-3873	18	8	to	to	PART
gs-3873	18	9	create	create	VERB
gs-3873	18	10	a	a	DET
gs-3873	18	11	blended	blend	VERB
gs-3873	18	12	and	and	CCONJ
gs-3873	18	13	student	student	NOUN
gs-3873	18	14	-	-	PUNCT
gs-3873	18	15	oriented	orient	VERB
gs-3873	18	16	system	system	NOUN
gs-3873	18	17	of	of	ADP
gs-3873	18	18	the	the	DET
gs-3873	18	19	educational	educational	ADJ
gs-3873	18	20	process	process	NOUN
gs-3873	18	21	.	.	PUNCT
gs-3873	19	1	at	at	ADP
gs-3873	19	2	the	the	DET
gs-3873	19	3	same	same	ADJ
gs-3873	19	4	time	time	NOUN
gs-3873	19	5	,	,	PUNCT
gs-3873	19	6	the	the	DET
gs-3873	19	7	work	work	NOUN
gs-3873	19	8	related	relate	VERB
gs-3873	19	9	to	to	ADP
gs-3873	19	10	the	the	DET
gs-3873	19	11	educational	educational	ADJ
gs-3873	19	12	process	process	NOUN
gs-3873	19	13	should	should	AUX
gs-3873	19	14	be	be	AUX
gs-3873	19	15	facilitated	facilitate	VERB
gs-3873	19	16	for	for	ADP
gs-3873	19	17	the	the	DET
gs-3873	19	18	professor	professor	NOUN
gs-3873	19	19	/	/	SYM
gs-3873	19	20	teacher	teacher	NOUN
gs-3873	19	21	.	.	PUNCT
gs-3873	20	1	in	in	ADP
gs-3873	20	2	the	the	DET
gs-3873	20	3	educational	educational	ADJ
gs-3873	20	4	process	process	NOUN
gs-3873	20	5	,	,	PUNCT
gs-3873	20	6	the	the	DET
gs-3873	20	7	effectiveness	effectiveness	NOUN
gs-3873	20	8	of	of	ADP
gs-3873	20	9	any	any	DET
gs-3873	20	10	educational	educational	ADJ
gs-3873	20	11	course	course	NOUN
gs-3873	20	12	is	be	AUX
gs-3873	20	13	assessed	assess	VERB
gs-3873	20	14	by	by	ADP
gs-3873	20	15	the	the	DET
gs-3873	20	16	learning	learn	VERB
gs-3873	20	17	outcomes	outcome	NOUN
gs-3873	20	18	obtained	obtain	VERB
gs-3873	20	19	by	by	ADP
gs-3873	20	20	the	the	DET
gs-3873	20	21	student	student	NOUN
gs-3873	20	22	.	.	PUNCT
gs-3873	21	1	to	to	PART
gs-3873	21	2	achieve	achieve	VERB
gs-3873	21	3	efficiency	efficiency	NOUN
gs-3873	21	4	,	,	PUNCT
gs-3873	21	5	the	the	DET
gs-3873	21	6	educational	educational	ADJ
gs-3873	21	7	process	process	NOUN
gs-3873	21	8	service	service	NOUN
gs-3873	21	9	must	must	AUX
gs-3873	21	10	be	be	AUX
gs-3873	21	11	tailored	tailor	VERB
gs-3873	21	12	to	to	ADP
gs-3873	21	13	students	student	NOUN
gs-3873	21	14	,	,	PUNCT
gs-3873	21	15	that	that	ADV
gs-3873	21	16	is	is	ADV
gs-3873	21	17	,	,	PUNCT
gs-3873	21	18	the	the	DET
gs-3873	21	19	teacher	teacher	NOUN
gs-3873	21	20	must	must	AUX
gs-3873	21	21	learn	learn	VERB
gs-3873	21	22	and	and	CCONJ
gs-3873	21	23	improve	improve	VERB
gs-3873	21	24	various	various	ADJ
gs-3873	21	25	methods	method	NOUN
gs-3873	21	26	of	of	ADP
gs-3873	21	27	working	work	VERB
gs-3873	21	28	with	with	ADP
gs-3873	21	29	the	the	DET
gs-3873	21	30	online	online	ADJ
gs-3873	21	31	platform	platform	NOUN
gs-3873	21	32	.	.	PUNCT
gs-3873	22	1	the	the	DET
gs-3873	22	2	pandemic	pandemic	ADJ
gs-3873	22	3	and	and	CCONJ
gs-3873	22	4	the	the	DET
gs-3873	22	5	post	post	ADJ
gs-3873	22	6	-	-	ADJ
gs-3873	22	7	pandemic	pandemic	ADJ
gs-3873	22	8	periods	period	NOUN
gs-3873	22	9	have	have	AUX
gs-3873	22	10	brought	bring	VERB
gs-3873	22	11	about	about	ADP
gs-3873	22	12	a	a	DET
gs-3873	22	13	very	very	ADV
gs-3873	22	14	big	big	ADJ
gs-3873	22	15	change	change	NOUN
gs-3873	22	16	in	in	ADP
gs-3873	22	17	the	the	DET
gs-3873	22	18	educational	educational	ADJ
gs-3873	22	19	system	system	NOUN
gs-3873	22	20	.	.	PUNCT
gs-3873	23	1	the	the	DET
gs-3873	23	2	growing	grow	VERB
gs-3873	23	3	pace	pace	NOUN
gs-3873	23	4	of	of	ADP
gs-3873	23	5	technology	technology	NOUN
gs-3873	23	6	has	have	AUX
gs-3873	23	7	become	become	VERB
gs-3873	23	8	even	even	ADV
gs-3873	23	9	more	more	ADV
gs-3873	23	10	visible	visible	ADJ
gs-3873	23	11	and	and	CCONJ
gs-3873	23	12	has	have	AUX
gs-3873	23	13	covered	cover	VERB
gs-3873	23	14	all	all	DET
gs-3873	23	15	fields	field	NOUN
gs-3873	23	16	,	,	PUNCT
gs-3873	23	17	especially	especially	ADV
gs-3873	23	18	in	in	ADP
gs-3873	23	19	educational	educational	ADJ
gs-3873	23	20	institutions	institution	NOUN
gs-3873	23	21	.	.	PUNCT
gs-3873	24	1	because	because	SCONJ
gs-3873	24	2	online	online	ADJ
gs-3873	24	3	learning	learning	NOUN
gs-3873	24	4	and	and	CCONJ
gs-3873	24	5	a	a	DET
gs-3873	24	6	distance	distance	NOUN
gs-3873	24	7	assessment	assessment	NOUN
gs-3873	24	8	system	system	NOUN
gs-3873	24	9	are	be	AUX
gs-3873	24	10	still	still	ADV
gs-3873	24	11	relevant	relevant	ADJ
gs-3873	24	12	today	today	NOUN
gs-3873	24	13	.	.	PUNCT
gs-3873	25	1	the	the	DET
gs-3873	25	2	covid-19	covid-19	PROPN
gs-3873	25	3	pandemic	pandemic	NOUN
gs-3873	25	4	has	have	AUX
gs-3873	25	5	presented	present	VERB
gs-3873	25	6	the	the	DET
gs-3873	25	7	entire	entire	ADJ
gs-3873	25	8	world	world	NOUN
gs-3873	25	9	's	's	PART
gs-3873	25	10	education	education	NOUN
gs-3873	25	11	system	system	NOUN
gs-3873	25	12	with	with	ADP
gs-3873	25	13	a	a	DET
gs-3873	25	14	new	new	ADJ
gs-3873	25	15	challenge	challenge	NOUN
gs-3873	25	16	.	.	PUNCT
gs-3873	26	1	the	the	DET
gs-3873	26	2	number	number	NOUN
gs-3873	26	3	of	of	ADP
gs-3873	26	4	online	online	ADJ
gs-3873	26	5	lectures	lecture	NOUN
gs-3873	26	6	(	(	PUNCT
gs-3873	26	7	lessons	lesson	NOUN
gs-3873	26	8	)	)	PUNCT
gs-3873	26	9	has	have	AUX
gs-3873	26	10	increased	increase	VERB
gs-3873	26	11	,	,	PUNCT
gs-3873	26	12	and	and	CCONJ
gs-3873	26	13	at	at	ADP
gs-3873	26	14	this	this	DET
gs-3873	26	15	time	time	NOUN
gs-3873	26	16	the	the	DET
gs-3873	26	17	teacher	teacher	NOUN
gs-3873	26	18	needs	need	VERB
gs-3873	26	19	to	to	PART
gs-3873	26	20	make	make	VERB
gs-3873	26	21	more	more	ADJ
gs-3873	26	22	efforts	effort	NOUN
gs-3873	26	23	to	to	PART
gs-3873	26	24	conduct	conduct	VERB
gs-3873	26	25	the	the	DET
gs-3873	26	26	educational	educational	ADJ
gs-3873	26	27	process	process	NOUN
gs-3873	26	28	at	at	ADP
gs-3873	26	29	a	a	DET
gs-3873	26	30	high	high	ADJ
gs-3873	26	31	level	level	NOUN
gs-3873	26	32	.	.	PUNCT
gs-3873	27	1	such	such	DET
gs-3873	27	2	a	a	DET
gs-3873	27	3	sudden	sudden	ADJ
gs-3873	27	4	change	change	NOUN
gs-3873	27	5	in	in	ADP
gs-3873	27	6	the	the	DET
gs-3873	27	7	format	format	NOUN
gs-3873	27	8	of	of	ADP
gs-3873	27	9	teaching	teaching	NOUN
gs-3873	27	10	has	have	AUX
gs-3873	27	11	dealt	deal	VERB
gs-3873	27	12	a	a	DET
gs-3873	27	13	certain	certain	ADJ
gs-3873	27	14	blow	blow	NOUN
gs-3873	27	15	to	to	ADP
gs-3873	27	16	both	both	DET
gs-3873	27	17	lecturers	lecturer	NOUN
gs-3873	27	18	and	and	CCONJ
gs-3873	27	19	students	student	NOUN
gs-3873	27	20	.	.	PUNCT
gs-3873	28	1	it	it	PRON
gs-3873	28	2	has	have	AUX
gs-3873	28	3	become	become	VERB
gs-3873	28	4	necessary	necessary	ADJ
gs-3873	28	5	to	to	PART
gs-3873	28	6	adapt	adapt	VERB
gs-3873	28	7	to	to	ADP
gs-3873	28	8	online	online	ADJ
gs-3873	28	9	teaching	teaching	NOUN
gs-3873	28	10	,	,	PUNCT
gs-3873	28	11	create	create	VERB
gs-3873	28	12	many	many	ADJ
gs-3873	28	13	new	new	ADJ
gs-3873	28	14	methods	method	NOUN
gs-3873	28	15	,	,	PUNCT
gs-3873	28	16	study	study	VERB
gs-3873	28	17	them	they	PRON
gs-3873	28	18	and	and	CCONJ
gs-3873	28	19	use	use	VERB
gs-3873	28	20	them	they	PRON
gs-3873	28	21	.	.	PUNCT
gs-3873	29	1	a	a	DET
gs-3873	29	2	fairly	fairly	ADV
gs-3873	29	3	large	large	ADJ
gs-3873	29	4	army	army	NOUN
gs-3873	29	5	of	of	ADP
gs-3873	29	6	lecturers	lecturer	NOUN
gs-3873	29	7	and	and	CCONJ
gs-3873	29	8	professors	professor	NOUN
gs-3873	29	9	-	-	NOUN
gs-3873	29	10	teachers	teacher	NOUN
gs-3873	29	11	has	have	AUX
gs-3873	29	12	faced	face	VERB
gs-3873	29	13	this	this	DET
gs-3873	29	14	challenge	challenge	NOUN
gs-3873	29	15	.	.	PUNCT
gs-3873	30	1	during	during	ADP
gs-3873	30	2	online	online	ADJ
gs-3873	30	3	teaching	teaching	NOUN
gs-3873	30	4	,	,	PUNCT
gs-3873	30	5	the	the	DET
gs-3873	30	6	lecturer	lecturer	NOUN
gs-3873	30	7	is	be	AUX
gs-3873	30	8	always	always	ADV
gs-3873	30	9	in	in	ADP
gs-3873	30	10	the	the	DET
gs-3873	30	11	focus	focus	NOUN
gs-3873	30	12	and	and	CCONJ
gs-3873	30	13	has	have	VERB
gs-3873	30	14	the	the	DET
gs-3873	30	15	eyes	eye	NOUN
gs-3873	30	16	of	of	ADP
gs-3873	30	17	many	many	ADJ
gs-3873	30	18	students	student	NOUN
gs-3873	30	19	.	.	PUNCT
gs-3873	31	1	it	it	PRON
gs-3873	31	2	is	be	AUX
gs-3873	31	3	much	much	ADV
gs-3873	31	4	easier	easy	ADJ
gs-3873	31	5	to	to	PART
gs-3873	31	6	lead	lead	VERB
gs-3873	31	7	the	the	DET
gs-3873	31	8	educational	educational	ADJ
gs-3873	31	9	process	process	NOUN
gs-3873	31	10	when	when	SCONJ
gs-3873	31	11	teaching	teach	VERB
gs-3873	31	12	in	in	ADP
gs-3873	31	13	the	the	DET
gs-3873	31	14	auditorium	auditorium	NOUN
gs-3873	31	15	than	than	ADP
gs-3873	31	16	when	when	SCONJ
gs-3873	31	17	teaching	teach	VERB
gs-3873	31	18	online	online	ADV
gs-3873	31	19	.	.	PUNCT
gs-3873	32	1	because	because	SCONJ
gs-3873	32	2	the	the	DET
gs-3873	32	3	teacher	teacher	NOUN
gs-3873	32	4	has	have	VERB
gs-3873	32	5	to	to	PART
gs-3873	32	6	take	take	VERB
gs-3873	32	7	into	into	ADP
gs-3873	32	8	account	account	NOUN
gs-3873	32	9	many	many	ADJ
gs-3873	32	10	factors	factor	NOUN
gs-3873	32	11	.	.	PUNCT
gs-3873	33	1	for	for	ADP
gs-3873	33	2	example	example	NOUN
gs-3873	33	3	:	:	PUNCT
gs-3873	33	4	sudden	sudden	ADJ
gs-3873	33	5	power	power	NOUN
gs-3873	33	6	outages	outage	NOUN
gs-3873	33	7	(	(	PUNCT
gs-3873	33	8	which	which	PRON
gs-3873	33	9	are	be	AUX
gs-3873	33	10	common	common	ADJ
gs-3873	33	11	in	in	ADP
gs-3873	33	12	georgia	georgia	PROPN
gs-3873	33	13	)	)	PUNCT
gs-3873	33	14	,	,	PUNCT
gs-3873	33	15	getting	get	VERB
gs-3873	33	16	to	to	PART
gs-3873	33	17	know	know	VERB
gs-3873	33	18	his	his	PRON
gs-3873	33	19	students	student	NOUN
gs-3873	33	20	online	online	ADV
gs-3873	33	21	,	,	PUNCT
gs-3873	33	22	establishing	establish	VERB
gs-3873	33	23	order	order	NOUN
gs-3873	33	24	during	during	ADP
gs-3873	33	25	online	online	ADJ
gs-3873	33	26	teaching	teaching	NOUN
gs-3873	33	27	,	,	PUNCT
gs-3873	33	28	and	and	CCONJ
gs-3873	33	29	communicating	communicate	VERB
gs-3873	33	30	with	with	ADP
gs-3873	33	31	each	each	DET
gs-3873	33	32	student	student	NOUN
gs-3873	33	33	.	.	PUNCT
gs-3873	34	1	sharing	share	VERB
gs-3873	34	2	their	their	PRON
gs-3873	34	3	work	work	NOUN
gs-3873	34	4	,	,	PUNCT
gs-3873	34	5	and	and	CCONJ
gs-3873	34	6	a	a	DET
gs-3873	34	7	lot	lot	NOUN
gs-3873	34	8	of	of	ADP
gs-3873	34	9	technological	technological	ADJ
gs-3873	34	10	,	,	PUNCT
gs-3873	34	11	psychological	psychological	ADJ
gs-3873	34	12	,	,	PUNCT
gs-3873	34	13	moral	moral	ADJ
gs-3873	34	14	,	,	PUNCT
gs-3873	34	15	and	and	CCONJ
gs-3873	34	16	physical	physical	ADJ
gs-3873	34	17	effort	effort	NOUN
gs-3873	34	18	is	be	AUX
gs-3873	34	19	required	require	VERB
gs-3873	34	20	for	for	SCONJ
gs-3873	34	21	a	a	DET
gs-3873	34	22	teacher	teacher	NOUN
gs-3873	34	23	to	to	PART
gs-3873	34	24	conduct	conduct	VERB
gs-3873	34	25	the	the	DET
gs-3873	34	26	learning	learning	NOUN
gs-3873	34	27	process	process	NOUN
gs-3873	34	28	at	at	ADP
gs-3873	34	29	a	a	DET
gs-3873	34	30	high	high	ADJ
gs-3873	34	31	or	or	CCONJ
gs-3873	34	32	good	good	ADJ
gs-3873	34	33	level	level	NOUN
gs-3873	35	1	[	[	X
gs-3873	35	2	1	1	NUM
gs-3873	35	3	]	]	PUNCT
gs-3873	35	4	.	.	PUNCT
gs-3873	36	1	ii	ii	PROPN
gs-3873	36	2	.	.	PUNCT
gs-3873	37	1	materials	material	NOUN
gs-3873	37	2	and	and	CCONJ
gs-3873	37	3	method	method	NOUN
gs-3873	37	4	in	in	ADP
gs-3873	37	5	this	this	DET
gs-3873	37	6	paper	paper	NOUN
gs-3873	37	7	presents	present	VERB
gs-3873	37	8	an	an	DET
gs-3873	37	9	analysis	analysis	NOUN
gs-3873	37	10	of	of	ADP
gs-3873	37	11	various	various	ADJ
gs-3873	37	12	teaching	teaching	NOUN
gs-3873	37	13	methods	method	NOUN
gs-3873	37	14	in	in	ADP
gs-3873	37	15	the	the	DET
gs-3873	37	16	post	post	ADJ
gs-3873	37	17	-	-	ADJ
gs-3873	37	18	pandemic	pandemic	ADJ
gs-3873	37	19	period	period	NOUN
gs-3873	37	20	(	(	PUNCT
gs-3873	37	21	table	table	NOUN
gs-3873	37	22	1	1	NUM
gs-3873	37	23	)	)	PUNCT
gs-3873	37	24	.	.	PUNCT
gs-3873	38	1	the	the	DET
gs-3873	38	2	participants	participant	NOUN
gs-3873	38	3	were	be	AUX
gs-3873	38	4	asked	ask	VERB
gs-3873	38	5	which	which	DET
gs-3873	38	6	method	method	NOUN
gs-3873	38	7	between	between	ADP
gs-3873	38	8	online	online	ADJ
gs-3873	38	9	,	,	PUNCT
gs-3873	38	10	face	face	NOUN
gs-3873	38	11	-	-	PUNCT
gs-3873	38	12	to	to	ADP
gs-3873	38	13	-	-	PUNCT
gs-3873	38	14	face	face	NOUN
gs-3873	38	15	,	,	PUNCT
gs-3873	38	16	and	and	CCONJ
gs-3873	38	17	hybrid	hybrid	ADJ
gs-3873	38	18	education	education	NOUN
gs-3873	38	19	they	they	PRON
gs-3873	38	20	preferred	prefer	VERB
gs-3873	38	21	with	with	ADP
gs-3873	38	22	the	the	DET
gs-3873	38	23	question	question	NOUN
gs-3873	38	24	“	"	PUNCT
gs-3873	38	25	what	what	PRON
gs-3873	38	26	is	be	AUX
gs-3873	38	27	your	your	PRON
gs-3873	38	28	teaching	teaching	NOUN
gs-3873	38	29	model	model	NOUN
gs-3873	38	30	preference	preference	NOUN
gs-3873	38	31	?	?	PUNCT
gs-3873	38	32	”	"	PUNCT
gs-3873	38	33	.	.	PUNCT
gs-3873	39	1	45.4	45.4	NUM
gs-3873	39	2	%	%	NOUN
gs-3873	39	3	of	of	ADP
gs-3873	39	4	students	student	NOUN
gs-3873	39	5	responded	respond	VERB
gs-3873	39	6	as	as	ADP
gs-3873	39	7	“	"	PUNCT
gs-3873	39	8	online	online	ADJ
gs-3873	39	9	education	education	NOUN
gs-3873	39	10	”	"	PUNCT
gs-3873	39	11	,	,	PUNCT
gs-3873	39	12	28.8	28.8	NUM
gs-3873	39	13	%	%	NOUN
gs-3873	39	14	“	"	PUNCT
gs-3873	39	15	faceto	faceto	NOUN
gs-3873	39	16	-	-	PUNCT
gs-3873	39	17	face	face	NOUN
gs-3873	39	18	”	"	PUNCT
gs-3873	39	19	and	and	CCONJ
gs-3873	39	20	25.8	25.8	NUM
gs-3873	39	21	%	%	NOUN
gs-3873	39	22	“	"	PUNCT
gs-3873	39	23	hybrid	hybrid	NOUN
gs-3873	39	24	”	"	PUNCT
gs-3873	39	25	(	(	PUNCT
gs-3873	39	26	table	table	NOUN
gs-3873	39	27	2	2	NUM
gs-3873	39	28	)	)	PUNCT
gs-3873	39	29	.	.	PUNCT
gs-3873	40	1	these	these	DET
gs-3873	40	2	results	result	NOUN
gs-3873	40	3	indicated	indicate	VERB
gs-3873	40	4	that	that	SCONJ
gs-3873	40	5	most	most	ADJ
gs-3873	40	6	of	of	ADP
gs-3873	40	7	the	the	DET
gs-3873	40	8	students	student	NOUN
gs-3873	40	9	preferred	prefer	VERB
gs-3873	40	10	online	online	ADJ
gs-3873	40	11	education	education	NOUN
gs-3873	41	1	[	[	X
gs-3873	41	2	2	2	NUM
gs-3873	41	3	]	]	PUNCT
gs-3873	41	4	.	.	PUNCT
gs-3873	42	1	table	table	NOUN
gs-3873	42	2	1	1	NUM
gs-3873	42	3	.	.	PUNCT
gs-3873	42	4	frequency	frequency	NOUN
gs-3873	42	5	distribution	distribution	NOUN
gs-3873	42	6	of	of	ADP
gs-3873	42	7	teaching	teach	VERB
gs-3873	42	8	model	model	NOUN
gs-3873	42	9	preference	preference	PROPN
gs-3873	42	10	model	model	PROPN
gs-3873	42	11	preference	preference	NOUN
gs-3873	42	12	studen	studen	PROPN
gs-3873	42	13	ts	ts	ADP
gs-3873	42	14	%	%	INTJ
gs-3873	42	15	online	online	ADJ
gs-3873	42	16	education	education	NOUN
gs-3873	42	17	2497	2497	NUM
gs-3873	42	18	45.4	45.4	NUM
gs-3873	42	19	face	face	NOUN
gs-3873	42	20	-	-	PUNCT
gs-3873	42	21	to	to	ADP
gs-3873	42	22	-	-	PUNCT
gs-3873	42	23	face	face	NOUN
gs-3873	42	24	education	education	NOUN
gs-3873	42	25	1587	1587	NUM
gs-3873	42	26	28.8	28.8	NUM
gs-3873	42	27	hybrid	hybrid	ADJ
gs-3873	42	28	education	education	NOUN
gs-3873	42	29	1420	1420	NUM
gs-3873	42	30	25.8	25.8	NUM
gs-3873	42	31	total	total	NOUN
gs-3873	42	32	5504	5504	NUM
gs-3873	42	33	100	100	NUM
gs-3873	42	34	georgian	georgian	ADJ
gs-3873	42	35	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	42	36	მეცნიერები	მეცნიერები	NOUN
gs-3873	42	37	ტ.	ტ.	VERB
gs-3873	42	38	7	7	NUM
gs-3873	42	39	n	n	DET
gs-3873	42	40	2	2	NUM
gs-3873	42	41	,	,	PUNCT
gs-3873	42	42	2025	2025	NUM
gs-3873	42	43	557	557	NUM
gs-3873	42	44	table	table	NOUN
gs-3873	42	45	2	2	NUM
gs-3873	42	46	.	.	PUNCT
gs-3873	42	47	contingency	contingency	NOUN
gs-3873	42	48	table	table	NOUN
gs-3873	42	49	showing	show	VERB
gs-3873	42	50	the	the	DET
gs-3873	42	51	relationship	relationship	NOUN
gs-3873	42	52	between	between	ADP
gs-3873	42	53	teaching	teach	VERB
gs-3873	42	54	model	model	NOUN
gs-3873	42	55	preference	preference	NOUN
gs-3873	42	56	and	and	CCONJ
gs-3873	42	57	gender	gender	NOUN
gs-3873	42	58	teaching	teaching	NOUN
gs-3873	42	59	model	model	NOUN
gs-3873	42	60	preference	preference	NOUN
gs-3873	42	61	gender	gender	NOUN
gs-3873	42	62	female	female	ADJ
gs-3873	42	63	male	male	NOUN
gs-3873	42	64	total	total	ADJ
gs-3873	42	65	online	online	ADJ
gs-3873	42	66	education	education	NOUN
gs-3873	42	67	number	number	NOUN
gs-3873	42	68	%	%	NOUN
gs-3873	42	69	1133	1133	NUM
gs-3873	42	70	45.4	45.4	NUM
gs-3873	42	71	1364	1364	NUM
gs-3873	42	72	54.64	54.64	NUM
gs-3873	42	73	2497	2497	NUM
gs-3873	42	74	100	100	NUM
gs-3873	42	75	face	face	NOUN
gs-3873	42	76	-	-	PUNCT
gs-3873	42	77	to	to	ADP
gs-3873	42	78	-	-	PUNCT
gs-3873	42	79	face	face	NOUN
gs-3873	42	80	education	education	NOUN
gs-3873	42	81	number	number	NOUN
gs-3873	42	82	%	%	NOUN
gs-3873	42	83	817	817	NUM
gs-3873	42	84	51.5	51.5	NUM
gs-3873	42	85	770	770	NUM
gs-3873	42	86	48.5	48.5	NUM
gs-3873	42	87	1587	1587	NUM
gs-3873	42	88	100	100	NUM
gs-3873	42	89	hybrid	hybrid	ADJ
gs-3873	42	90	education	education	NOUN
gs-3873	42	91	number	number	NOUN
gs-3873	42	92	%	%	NOUN
gs-3873	42	93	758	758	NUM
gs-3873	42	94	5.4	5.4	NUM
gs-3873	42	95	662	662	NUM
gs-3873	42	96	46.6	46.6	NUM
gs-3873	42	97	1420	1420	NUM
gs-3873	42	98	100	100	NUM
gs-3873	42	99	total	total	ADJ
gs-3873	42	100	number	number	NOUN
gs-3873	42	101	%	%	NOUN
gs-3873	42	102	2708	2708	NUM
gs-3873	42	103	49.2	49.2	NUM
gs-3873	42	104	2796	2796	NUM
gs-3873	42	105	50.8	50.8	NUM
gs-3873	42	106	5504	5504	NUM
gs-3873	42	107	100	100	NUM
gs-3873	42	108	table	table	NOUN
gs-3873	42	109	3	3	NUM
gs-3873	42	110	.	.	PUNCT
gs-3873	42	111	contingency	contingency	NOUN
gs-3873	42	112	table	table	NOUN
gs-3873	42	113	showing	show	VERB
gs-3873	42	114	the	the	DET
gs-3873	42	115	relationship	relationship	NOUN
gs-3873	42	116	between	between	ADP
gs-3873	42	117	teaching	teach	VERB
gs-3873	42	118	model	model	NOUN
gs-3873	42	119	preference	preference	NOUN
gs-3873	42	120	and	and	CCONJ
gs-3873	42	121	students	student	NOUN
gs-3873	42	122	’	'	PUNCT
gs-3873	42	123	view	view	NOUN
gs-3873	42	124	of	of	ADP
gs-3873	42	125	the	the	DET
gs-3873	42	126	learning	learning	NOUN
gs-3873	42	127	management	management	NOUN
gs-3873	42	128	system	system	NOUN
gs-3873	42	129	used	use	VERB
gs-3873	42	130	as	as	ADP
gs-3873	42	131	complex	complex	ADJ
gs-3873	42	132	teaching	teaching	NOUN
gs-3873	42	133	model	model	NOUN
gs-3873	42	134	preference	preference	NOUN
gs-3873	42	135	gender	gender	NOUN
gs-3873	42	136	strongly	strongly	ADV
gs-3873	42	137	disagree	disagree	VERB
gs-3873	42	138	disagree	disagree	VERB
gs-3873	42	139	moderate	moderate	ADJ
gs-3873	42	140	agree	agree	VERB
gs-3873	42	141	strongly	strongly	ADV
gs-3873	42	142	agree	agree	VERB
gs-3873	42	143	total	total	ADJ
gs-3873	42	144	online	online	ADJ
gs-3873	42	145	education	education	NOUN
gs-3873	42	146	number	number	NOUN
gs-3873	42	147	%	%	NOUN
gs-3873	42	148	884	884	NUM
gs-3873	42	149	85.9	85.9	NUM
gs-3873	42	150	988	988	NUM
gs-3873	42	151	40.1	40.1	NUM
gs-3873	42	152	311	311	NUM
gs-3873	42	153	12.6	12.6	NUM
gs-3873	42	154	177	177	NUM
gs-3873	42	155	7.2	7.2	NUM
gs-3873	42	156	105	105	NUM
gs-3873	42	157	4.3	4.3	NUM
gs-3873	42	158	2465	2465	NUM
gs-3873	42	159	100	100	NUM
gs-3873	42	160	face	face	NOUN
gs-3873	42	161	-	-	PUNCT
gs-3873	42	162	toface	toface	NOUN
gs-3873	42	163	education	education	NOUN
gs-3873	42	164	number	number	NOUN
gs-3873	42	165	%	%	NOUN
gs-3873	43	1	157	157	NUM
gs-3873	43	2	10.1	10.1	NUM
gs-3873	43	3	544	544	NUM
gs-3873	43	4	34.9	34.9	NUM
gs-3873	43	5	319	319	NUM
gs-3873	43	6	20.5	20.5	NUM
gs-3873	43	7	298	298	NUM
gs-3873	43	8	19.1	19.1	NUM
gs-3873	43	9	241	241	NUM
gs-3873	43	10	15.5	15.5	NUM
gs-3873	43	11	1559	1559	NUM
gs-3873	43	12	100	100	NUM
gs-3873	43	13	hybrid	hybrid	ADJ
gs-3873	43	14	education	education	NOUN
gs-3873	43	15	number	number	NOUN
gs-3873	43	16	%	%	NOUN
gs-3873	43	17	172	172	NUM
gs-3873	43	18	12.3	12.3	NUM
gs-3873	43	19	592	592	NUM
gs-3873	43	20	42.4	42.4	NUM
gs-3873	43	21	287	287	NUM
gs-3873	43	22	20.6	20.6	NUM
gs-3873	43	23	226	226	NUM
gs-3873	43	24	16.2	16.2	NUM
gs-3873	43	25	118	118	NUM
gs-3873	43	26	8.5	8.5	NUM
gs-3873	43	27	1395	1395	NUM
gs-3873	43	28	100	100	NUM
gs-3873	43	29	total	total	ADJ
gs-3873	43	30	number	number	NOUN
gs-3873	43	31	%	%	NOUN
gs-3873	43	32	1213	1213	NUM
gs-3873	43	33	22.4	22.4	NUM
gs-3873	43	34	2124	2124	NUM
gs-3873	43	35	39.2	39.2	NUM
gs-3873	43	36	917	917	NUM
gs-3873	43	37	16.9	16.9	NUM
gs-3873	43	38	701	701	NUM
gs-3873	43	39	12.9	12.9	NUM
gs-3873	43	40	464	464	NUM
gs-3873	43	41	8.6	8.6	NUM
gs-3873	43	42	5419	5419	NUM
gs-3873	43	43	100	100	NUM
gs-3873	43	44	georgian	georgian	ADJ
gs-3873	43	45	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	43	46	მეცნიერები	მეცნიერები	NOUN
gs-3873	43	47	ტ.	ტ.	VERB
gs-3873	43	48	7	7	NUM
gs-3873	43	49	n	n	DET
gs-3873	43	50	2	2	NUM
gs-3873	43	51	,	,	PUNCT
gs-3873	43	52	2025	2025	NUM
gs-3873	43	53	558	558	NUM
gs-3873	43	54	1.2	1.2	NUM
gs-3873	43	55	.	.	PUNCT
gs-3873	44	1	iii	iii	X
gs-3873	44	2	.	.	NOUN
gs-3873	44	3	objective	objective	NOUN
gs-3873	44	4	and	and	CCONJ
gs-3873	44	5	methodology	methodology	NOUN
gs-3873	44	6	:	:	PUNCT
gs-3873	44	7	a	a	X
gs-3873	44	8	)	)	PUNCT
gs-3873	44	9	develop	develop	VERB
gs-3873	44	10	exam	exam	NOUN
gs-3873	44	11	sample	sample	NOUN
gs-3873	44	12	model	model	NOUN
gs-3873	44	13	on	on	ADP
gs-3873	44	14	python	python	PROPN
gs-3873	44	15	b	b	NOUN
gs-3873	44	16	)	)	PUNCT
gs-3873	44	17	evaluation	evaluation	NOUN
gs-3873	44	18	of	of	ADP
gs-3873	44	19	the	the	DET
gs-3873	44	20	effectiveness	effectiveness	NOUN
gs-3873	44	21	of	of	ADP
gs-3873	44	22	the	the	DET
gs-3873	44	23	student	student	NOUN
gs-3873	44	24	's	's	PART
gs-3873	44	25	final	final	ADJ
gs-3873	44	26	result	result	NOUN
gs-3873	44	27	three	three	NUM
gs-3873	44	28	paradigms	paradigm	NOUN
gs-3873	44	29	are	be	AUX
gs-3873	44	30	proposed	propose	VERB
gs-3873	44	31	for	for	ADP
gs-3873	44	32	artificial	artificial	ADJ
gs-3873	44	33	intelligence	intelligence	NOUN
gs-3873	44	34	in	in	ADP
gs-3873	44	35	education	education	NOUN
gs-3873	44	36	(	(	PUNCT
gs-3873	44	37	aied	aied	ADJ
gs-3873	44	38	)	)	PUNCT
gs-3873	44	39	.	.	PUNCT
gs-3873	45	1	they	they	PRON
gs-3873	45	2	are	be	AUX
gs-3873	45	3	:	:	PUNCT
gs-3873	45	4	aidirect	aidirect	ADJ
gs-3873	45	5	,	,	PUNCT
gs-3873	45	6	ai	ai	NOUN
gs-3873	45	7	-	-	PUNCT
gs-3873	45	8	support	support	NOUN
gs-3873	45	9	,	,	PUNCT
gs-3873	45	10	and	and	CCONJ
gs-3873	45	11	ai	ai	NOUN
gs-3873	45	12	-	-	PUNCT
gs-3873	45	13	empower	empower	NOUN
gs-3873	45	14	[	[	X
gs-3873	45	15	3	3	NUM
gs-3873	45	16	]	]	PUNCT
gs-3873	45	17	.	.	PUNCT
gs-3873	46	1			NOUN
gs-3873	46	2	ai	ai	VERB
gs-3873	46	3	is	be	AUX
gs-3873	46	4	used	use	VERB
gs-3873	46	5	to	to	PART
gs-3873	46	6	represent	represent	VERB
gs-3873	46	7	knowledge	knowledge	NOUN
gs-3873	46	8	models	model	NOUN
gs-3873	46	9	and	and	CCONJ
gs-3873	46	10	direct	direct	ADJ
gs-3873	46	11	cognitive	cognitive	ADJ
gs-3873	46	12	learning	learning	NOUN
gs-3873	46	13	in	in	ADP
gs-3873	46	14	paradigm	paradigm	NOUN
gs-3873	46	15	one	one	NUM
gs-3873	46	16	.	.	PUNCT
gs-3873	47	1			NOUN
gs-3873	47	2	ai	ai	VERB
gs-3873	47	3	is	be	AUX
gs-3873	47	4	used	use	VERB
gs-3873	47	5	to	to	PART
gs-3873	47	6	support	support	VERB
gs-3873	47	7	learning	learning	NOUN
gs-3873	47	8	while	while	SCONJ
gs-3873	47	9	learners	learner	NOUN
gs-3873	47	10	work	work	VERB
gs-3873	47	11	as	as	ADP
gs-3873	47	12	collaborators	collaborator	NOUN
gs-3873	47	13	with	with	ADP
gs-3873	47	14	ai	ai	NOUN
gs-3873	47	15	in	in	ADP
gs-3873	47	16	paradigm	paradigm	NOUN
gs-3873	47	17	two	two	NUM
gs-3873	47	18	.	.	PUNCT
gs-3873	48	1			NOUN
gs-3873	48	2	ai	ai	VERB
gs-3873	48	3	is	be	AUX
gs-3873	48	4	used	use	VERB
gs-3873	48	5	to	to	PART
gs-3873	48	6	empower	empower	VERB
gs-3873	48	7	learning	learning	NOUN
gs-3873	48	8	while	while	SCONJ
gs-3873	48	9	learners	learner	NOUN
gs-3873	48	10	take	take	VERB
gs-3873	48	11	agency	agency	NOUN
gs-3873	48	12	to	to	PART
gs-3873	48	13	learn	learn	VERB
gs-3873	48	14	in	in	ADP
gs-3873	48	15	paradigm	paradigm	NOUN
gs-3873	48	16	three	three	NUM
gs-3873	48	17	.	.	PUNCT
gs-3873	49	1	the	the	DET
gs-3873	49	2	main	main	ADJ
gs-3873	49	3	starting	starting	NOUN
gs-3873	49	4	point	point	NOUN
gs-3873	49	5	in	in	ADP
gs-3873	49	6	the	the	DET
gs-3873	49	7	learning	learning	NOUN
gs-3873	49	8	process	process	NOUN
gs-3873	49	9	is	be	AUX
gs-3873	49	10	the	the	DET
gs-3873	49	11	student	student	NOUN
gs-3873	49	12	.	.	PUNCT
gs-3873	50	1	therefore	therefore	ADV
gs-3873	50	2	,	,	PUNCT
gs-3873	50	3	in	in	ADP
gs-3873	50	4	order	order	NOUN
gs-3873	50	5	to	to	PART
gs-3873	50	6	get	get	VERB
gs-3873	50	7	the	the	DET
gs-3873	50	8	best	good	ADJ
gs-3873	50	9	results	result	NOUN
gs-3873	50	10	,	,	PUNCT
gs-3873	50	11	the	the	DET
gs-3873	50	12	teacher	teacher	NOUN
gs-3873	50	13	must	must	AUX
gs-3873	50	14	develop	develop	VERB
gs-3873	50	15	the	the	DET
gs-3873	50	16	most	most	ADV
gs-3873	50	17	effective	effective	ADJ
gs-3873	50	18	methods	method	NOUN
gs-3873	50	19	of	of	ADP
gs-3873	50	20	the	the	DET
gs-3873	50	21	exam	exam	NOUN
gs-3873	50	22	.	.	PUNCT
gs-3873	51	1	machine	machine	NOUN
gs-3873	51	2	learning	learn	VERB
gs-3873	51	3	algorithms	algorithm	NOUN
gs-3873	51	4	help	help	VERB
gs-3873	51	5	us	we	PRON
gs-3873	51	6	in	in	ADP
gs-3873	51	7	this	this	DET
gs-3873	51	8	approach	approach	NOUN
gs-3873	51	9	,	,	PUNCT
gs-3873	51	10	using	use	VERB
gs-3873	51	11	which	which	PRON
gs-3873	51	12	the	the	DET
gs-3873	51	13	exam	exam	NOUN
gs-3873	51	14	process	process	NOUN
gs-3873	51	15	is	be	AUX
gs-3873	51	16	comfortable	comfortable	ADJ
gs-3873	51	17	for	for	ADP
gs-3873	51	18	both	both	CCONJ
gs-3873	51	19	the	the	DET
gs-3873	51	20	student	student	NOUN
gs-3873	51	21	and	and	CCONJ
gs-3873	51	22	the	the	DET
gs-3873	51	23	lecturer	lecturer	NOUN
gs-3873	51	24	.	.	PUNCT
gs-3873	52	1	iv	iv	X
gs-3873	52	2	.	.	PUNCT
gs-3873	52	3	results	result	NOUN
gs-3873	52	4	in	in	ADP
gs-3873	52	5	this	this	DET
gs-3873	52	6	study	study	NOUN
gs-3873	52	7	author	author	NOUN
gs-3873	52	8	developed	develop	VERB
gs-3873	52	9	model	model	NOUN
gs-3873	52	10	of	of	ADP
gs-3873	52	11	modern	modern	ADJ
gs-3873	52	12	teaching	teaching	NOUN
gs-3873	52	13	method	method	NOUN
gs-3873	52	14	,	,	PUNCT
gs-3873	52	15	according	accord	VERB
gs-3873	52	16	in	in	ADP
gs-3873	52	17	which	which	PRON
gs-3873	52	18	5	5	NUM
gs-3873	52	19	components	component	NOUN
gs-3873	52	20	play	play	VERB
gs-3873	52	21	a	a	DET
gs-3873	52	22	key	key	ADJ
gs-3873	52	23	role	role	NOUN
gs-3873	52	24	in	in	ADP
gs-3873	52	25	the	the	DET
gs-3873	52	26	learning	learning	NOUN
gs-3873	52	27	process	process	NOUN
gs-3873	52	28	:	:	PUNCT
gs-3873	52	29	𝐹𝑆(𝑖	𝐹𝑆(𝑖	NOUN
gs-3873	52	30	=	=	SYM
gs-3873	53	1	1	1	NUM
gs-3873	53	2	,	,	PUNCT
gs-3873	53	3	2	2	NUM
gs-3873	53	4	,	,	PUNCT
gs-3873	53	5	3	3	NUM
gs-3873	53	6	,	,	PUNCT
gs-3873	53	7	4	4	NUM
gs-3873	53	8	,	,	PUNCT
gs-3873	53	9	5	5	NUM
gs-3873	53	10	)	)	PUNCT
gs-3873	53	11	(	(	PUNCT
gs-3873	53	12	1	1	NUM
gs-3873	53	13	)	)	PUNCT
gs-3873	53	14	1	1	NUM
gs-3873	53	15	)	)	PUNCT
gs-3873	53	16	student	student	NOUN
gs-3873	53	17	activity	activity	NOUN
gs-3873	53	18	in	in	ADP
gs-3873	53	19	the	the	DET
gs-3873	53	20	learning	learning	NOUN
gs-3873	53	21	process	process	NOUN
gs-3873	53	22	2	2	NUM
gs-3873	53	23	)	)	PUNCT
gs-3873	53	24	adequate	adequate	ADJ
gs-3873	53	25	delivery	delivery	NOUN
gs-3873	53	26	of	of	ADP
gs-3873	53	27	material	material	NOUN
gs-3873	53	28	by	by	ADP
gs-3873	53	29	the	the	DET
gs-3873	53	30	lecturer	lecturer	NOUN
gs-3873	53	31	3	3	NUM
gs-3873	53	32	)	)	PUNCT
gs-3873	53	33	management	management	NOUN
gs-3873	53	34	of	of	ADP
gs-3873	53	35	the	the	DET
gs-3873	53	36	classroom	classroom	NOUN
gs-3873	53	37	by	by	ADP
gs-3873	53	38	lecturer	lecturer	NOUN
gs-3873	53	39	4	4	NUM
gs-3873	53	40	)	)	PUNCT
gs-3873	53	41	communication	communication	NOUN
gs-3873	53	42	between	between	ADP
gs-3873	53	43	lector	lector	NOUN
gs-3873	53	44	and	and	CCONJ
gs-3873	53	45	student	student	NOUN
gs-3873	53	46	5	5	NUM
gs-3873	53	47	)	)	PUNCT
gs-3873	53	48	respect	respect	NOUN
gs-3873	53	49	for	for	ADP
gs-3873	53	50	each	each	DET
gs-3873	53	51	other	other	ADJ
gs-3873	53	52	to	to	PART
gs-3873	53	53	achieve	achieve	VERB
gs-3873	53	54	the	the	DET
gs-3873	53	55	best	good	ADJ
gs-3873	53	56	v.	v.	ADP
gs-3873	53	57	ai	ai	PROPN
gs-3873	53	58	impact	impact	NOUN
gs-3873	53	59	on	on	ADP
gs-3873	53	60	the	the	DET
gs-3873	53	61	learning	learning	NOUN
gs-3873	53	62	and	and	CCONJ
gs-3873	53	63	teaching	teaching	NOUN
gs-3873	53	64	process	process	NOUN
gs-3873	53	65	according	accord	VERB
gs-3873	53	66	to	to	ADP
gs-3873	53	67	an	an	DET
gs-3873	53	68	article	article	NOUN
gs-3873	53	69	in	in	ADP
gs-3873	53	70	the	the	DET
gs-3873	53	71	atlantic	atlantic	NOUN
gs-3873	53	72	,	,	PUNCT
gs-3873	53	73	(	(	PUNCT
gs-3873	53	74	“	"	PUNCT
gs-3873	53	75	artificial	artificial	ADJ
gs-3873	53	76	intelligence	intelligence	NOUN
gs-3873	53	77	promises	promise	VERB
gs-3873	53	78	a	a	DET
gs-3873	53	79	personalized	personalized	ADJ
gs-3873	53	80	education	education	NOUN
gs-3873	53	81	for	for	ADP
gs-3873	53	82	all	all	PRON
gs-3873	53	83	”	"	PUNCT
gs-3873	53	84	)	)	PUNCT
gs-3873	53	85	,	,	PUNCT
gs-3873	53	86	artificial	artificial	ADJ
gs-3873	53	87	intelligence	intelligence	NOUN
gs-3873	53	88	holds	hold	VERB
gs-3873	53	89	the	the	DET
gs-3873	53	90	potential	potential	NOUN
gs-3873	53	91	to	to	PART
gs-3873	53	92	“	"	PUNCT
gs-3873	53	93	enhance	enhance	VERB
gs-3873	53	94	human	human	ADJ
gs-3873	53	95	teachers	teacher	NOUN
gs-3873	53	96	’	'	PUNCT
gs-3873	53	97	abilities	ability	NOUN
gs-3873	53	98	to	to	PART
gs-3873	53	99	tailor	tailor	VERB
gs-3873	53	100	lessons	lesson	NOUN
gs-3873	53	101	to	to	ADP
gs-3873	53	102	each	each	DET
gs-3873	53	103	student	student	NOUN
gs-3873	53	104	without	without	ADP
gs-3873	53	105	knocking	knock	VERB
gs-3873	53	106	their	their	PRON
gs-3873	53	107	class	class	NOUN
gs-3873	53	108	schedule	schedule	NOUN
gs-3873	53	109	off	off	ADP
gs-3873	53	110	track	track	NOUN
gs-3873	53	111	,	,	PUNCT
gs-3873	53	112	”	"	PUNCT
gs-3873	53	113	eliminating	eliminate	VERB
gs-3873	53	114	the	the	DET
gs-3873	53	115	need	need	NOUN
gs-3873	53	116	for	for	SCONJ
gs-3873	53	117	educators	educator	NOUN
gs-3873	53	118	to	to	PART
gs-3873	53	119	“	"	PUNCT
gs-3873	53	120	teach	teach	VERB
gs-3873	53	121	to	to	ADP
gs-3873	53	122	the	the	DET
gs-3873	53	123	middle	middle	NOUN
gs-3873	53	124	,	,	PUNCT
gs-3873	53	125	”	"	PUNCT
gs-3873	53	126	as	as	ADV
gs-3873	53	127	often	often	ADV
gs-3873	53	128	happens	happen	VERB
gs-3873	53	129	when	when	SCONJ
gs-3873	53	130	their	their	PRON
gs-3873	53	131	students	student	NOUN
gs-3873	53	132	have	have	VERB
gs-3873	53	133	a	a	DET
gs-3873	53	134	range	range	NOUN
gs-3873	53	135	of	of	ADP
gs-3873	53	136	skill	skill	NOUN
gs-3873	53	137	levels	level	NOUN
gs-3873	53	138	and	and	CCONJ
gs-3873	53	139	learning	learn	VERB
gs-3873	53	140	abilities	ability	NOUN
gs-3873	53	141	.	.	PUNCT
gs-3873	54	1	rose	rise	VERB
gs-3873	54	2	luckin	luckin	PROPN
gs-3873	54	3	,	,	PUNCT
gs-3873	54	4	a	a	DET
gs-3873	54	5	professor	professor	NOUN
gs-3873	54	6	of	of	ADP
gs-3873	54	7	learning	learning	NOUN
gs-3873	54	8	-	-	PUNCT
gs-3873	54	9	centered	center	VERB
gs-3873	54	10	design	design	NOUN
gs-3873	54	11	at	at	ADP
gs-3873	54	12	university	university	NOUN
gs-3873	54	13	college	college	PROPN
gs-3873	54	14	london	london	PROPN
gs-3873	54	15	,	,	PUNCT
gs-3873	54	16	is	be	AUX
gs-3873	54	17	quoted	quote	VERB
gs-3873	54	18	as	as	ADP
gs-3873	54	19	saying	say	VERB
gs-3873	54	20	that	that	SCONJ
gs-3873	54	21	,	,	PUNCT
gs-3873	54	22	“	"	PUNCT
gs-3873	54	23	the	the	DET
gs-3873	54	24	real	real	ADJ
gs-3873	54	25	power	power	NOUN
gs-3873	54	26	of	of	ADP
gs-3873	54	27	artificial	artificial	ADJ
gs-3873	54	28	intelligence	intelligence	NOUN
gs-3873	54	29	for	for	ADP
gs-3873	54	30	education	education	NOUN
gs-3873	54	31	is	be	AUX
gs-3873	54	32	in	in	ADP
gs-3873	54	33	the	the	DET
gs-3873	54	34	way	way	NOUN
gs-3873	54	35	that	that	PRON
gs-3873	54	36	we	we	PRON
gs-3873	54	37	can	can	AUX
gs-3873	54	38	use	use	VERB
gs-3873	54	39	it	it	PRON
gs-3873	54	40	to	to	PART
gs-3873	54	41	process	process	VERB
gs-3873	54	42	vast	vast	ADJ
gs-3873	54	43	amounts	amount	NOUN
gs-3873	54	44	of	of	ADP
gs-3873	54	45	data	datum	NOUN
gs-3873	54	46	about	about	ADP
gs-3873	54	47	learners	learner	NOUN
gs-3873	54	48	,	,	PUNCT
gs-3873	54	49	about	about	ADP
gs-3873	54	50	teachers	teacher	NOUN
gs-3873	54	51	,	,	PUNCT
gs-3873	54	52	about	about	ADP
gs-3873	54	53	teaching	teaching	NOUN
gs-3873	54	54	and	and	CCONJ
gs-3873	54	55	learning	learn	VERB
gs-3873	54	56	interactions	interaction	NOUN
gs-3873	54	57	.	.	PUNCT
gs-3873	54	58	”	"	PUNCT
gs-3873	55	1	ultimately	ultimately	ADV
gs-3873	55	2	,	,	PUNCT
gs-3873	55	3	ai	ai	AUX
gs-3873	55	4	can	can	AUX
gs-3873	55	5	“	"	PUNCT
gs-3873	55	6	help	help	VERB
gs-3873	55	7	teachers	teacher	NOUN
gs-3873	55	8	understand	understand	VERB
gs-3873	55	9	their	their	PRON
gs-3873	55	10	students	student	NOUN
gs-3873	55	11	more	more	ADV
gs-3873	55	12	accurately	accurately	ADV
gs-3873	55	13	,	,	PUNCT
gs-3873	55	14	more	more	ADV
gs-3873	55	15	effectively	effectively	ADV
gs-3873	55	16	”	"	PUNCT
gs-3873	55	17	.	.	PUNCT
gs-3873	56	1	she	she	PRON
gs-3873	56	2	says	say	VERB
gs-3873	56	3	ai	ai	VERB
gs-3873	56	4	in	in	ADP
gs-3873	56	5	education	education	NOUN
gs-3873	56	6	will	will	AUX
gs-3873	56	7	help	help	VERB
gs-3873	56	8	us	we	PRON
gs-3873	56	9	understand	understand	VERB
gs-3873	56	10	how	how	SCONJ
gs-3873	56	11	we	we	PRON
gs-3873	56	12	think	think	VERB
gs-3873	56	13	[	[	X
gs-3873	56	14	5	5	NUM
gs-3873	56	15	]	]	PUNCT
gs-3873	56	16	.	.	PUNCT
gs-3873	57	1	my	my	PRON
gs-3873	57	2	research	research	NOUN
gs-3873	57	3	mainly	mainly	ADV
gs-3873	57	4	concerns	concern	VERB
gs-3873	57	5	the	the	DET
gs-3873	57	6	evaluation	evaluation	NOUN
gs-3873	57	7	of	of	ADP
gs-3873	57	8	the	the	DET
gs-3873	57	9	positive	positive	ADJ
gs-3873	57	10	and	and	CCONJ
gs-3873	57	11	negative	negative	ADJ
gs-3873	57	12	between	between	ADP
gs-3873	57	13	online	online	ADJ
gs-3873	57	14	and	and	CCONJ
gs-3873	57	15	faceto	faceto	ADJ
gs-3873	57	16	-	-	PUNCT
gs-3873	57	17	face	face	NOUN
gs-3873	57	18	learning	learning	NOUN
gs-3873	57	19	.	.	PUNCT
gs-3873	58	1	based	base	VERB
gs-3873	58	2	on	on	ADP
gs-3873	58	3	their	their	PRON
gs-3873	58	4	analysis	analysis	NOUN
gs-3873	58	5	,	,	PUNCT
gs-3873	58	6	it	it	PRON
gs-3873	58	7	is	be	AUX
gs-3873	58	8	recommended	recommend	VERB
gs-3873	58	9	to	to	PART
gs-3873	58	10	switch	switch	VERB
gs-3873	58	11	to	to	ADP
gs-3873	58	12	a	a	DET
gs-3873	58	13	hybrid	hybrid	ADJ
gs-3873	58	14	format	format	NOUN
gs-3873	58	15	to	to	PART
gs-3873	58	16	achieve	achieve	VERB
gs-3873	58	17	effective	effective	ADJ
gs-3873	58	18	learning	learning	NOUN
gs-3873	58	19	results	result	NOUN
gs-3873	58	20	.	.	PUNCT
gs-3873	59	1	the	the	DET
gs-3873	59	2	use	use	NOUN
gs-3873	59	3	of	of	ADP
gs-3873	59	4	machine	machine	NOUN
gs-3873	59	5	learning	learn	VERB
gs-3873	59	6	algorithms	algorithm	NOUN
gs-3873	59	7	for	for	ADP
gs-3873	59	8	the	the	DET
gs-3873	59	9	effectiveness	effectiveness	NOUN
gs-3873	59	10	of	of	ADP
gs-3873	59	11	the	the	DET
gs-3873	59	12	learning	learning	NOUN
gs-3873	59	13	process	process	NOUN
gs-3873	59	14	.	.	PUNCT
gs-3873	60	1	georgian	georgian	ADJ
gs-3873	60	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3873	60	3	მეცნიერები	მეცნიერები	NOUN
gs-3873	60	4	ტ.	ტ.	VERB
gs-3873	60	5	7	7	NUM
gs-3873	60	6	n	n	DET
gs-3873	60	7	2	2	NUM
gs-3873	60	8	,	,	PUNCT
gs-3873	60	9	2025	2025	NUM
gs-3873	60	10	559	559	NUM
gs-3873	60	11	a	a	DET
gs-3873	60	12	two	two	NUM
gs-3873	60	13	-	-	PUNCT
gs-3873	60	14	and	and	CCONJ
gs-3873	60	15	-	-	PUNCT
gs-3873	60	16	a	a	DET
gs-3873	60	17	-	-	PUNCT
gs-3873	60	18	half	half	ADJ
gs-3873	60	19	-	-	PUNCT
gs-3873	60	20	year	year	NOUN
gs-3873	60	21	study	study	NOUN
gs-3873	60	22	of	of	ADP
gs-3873	60	23	online	online	ADJ
gs-3873	60	24	learning	learning	NOUN
gs-3873	60	25	at	at	ADP
gs-3873	60	26	leading	lead	VERB
gs-3873	60	27	universities	university	NOUN
gs-3873	60	28	around	around	ADP
gs-3873	60	29	the	the	DET
gs-3873	60	30	world	world	NOUN
gs-3873	60	31	,	,	PUNCT
gs-3873	60	32	including	include	VERB
gs-3873	60	33	georgia	georgia	PROPN
gs-3873	60	34	(	(	PUNCT
gs-3873	60	35	country	country	NOUN
gs-3873	60	36	)	)	PUNCT
gs-3873	60	37	,	,	PUNCT
gs-3873	60	38	has	have	AUX
gs-3873	60	39	shown	show	VERB
gs-3873	60	40	that	that	SCONJ
gs-3873	60	41	the	the	DET
gs-3873	60	42	hybrid	hybrid	NOUN
gs-3873	60	43	(	(	PUNCT
gs-3873	60	44	blended	blend	VERB
gs-3873	60	45	)	)	PUNCT
gs-3873	60	46	method	method	NOUN
gs-3873	60	47	of	of	ADP
gs-3873	60	48	teaching	teaching	NOUN
gs-3873	60	49	is	be	AUX
gs-3873	60	50	much	much	ADV
gs-3873	60	51	better	well	ADJ
gs-3873	60	52	for	for	ADP
gs-3873	60	53	both	both	DET
gs-3873	60	54	lecturers	lecturer	NOUN
gs-3873	60	55	and	and	CCONJ
gs-3873	60	56	students	student	NOUN
gs-3873	60	57	.	.	PUNCT
gs-3873	61	1	because	because	SCONJ
gs-3873	61	2	human	human	ADJ
gs-3873	61	3	communication	communication	NOUN
gs-3873	61	4	has	have	VERB
gs-3873	61	5	a	a	DET
gs-3873	61	6	much	much	ADV
gs-3873	61	7	better	well	ADJ
gs-3873	61	8	effect	effect	NOUN
gs-3873	61	9	on	on	ADP
gs-3873	61	10	both	both	DET
gs-3873	61	11	sides	side	NOUN
gs-3873	61	12	.	.	PUNCT
gs-3873	62	1	during	during	ADP
gs-3873	62	2	the	the	DET
gs-3873	62	3	pandemic	pandemic	NOUN
gs-3873	62	4	,	,	PUNCT
gs-3873	62	5	the	the	DET
gs-3873	62	6	least	least	ADJ
gs-3873	62	7	hit	hit	VERB
gs-3873	62	8	was	be	AUX
gs-3873	62	9	for	for	ADP
gs-3873	62	10	students	student	NOUN
gs-3873	62	11	and	and	CCONJ
gs-3873	62	12	professors	professor	NOUN
gs-3873	62	13	of	of	ADP
gs-3873	62	14	the	the	DET
gs-3873	62	15	faculty	faculty	NOUN
gs-3873	62	16	of	of	ADP
gs-3873	62	17	technology	technology	NOUN
gs-3873	62	18	.	.	PUNCT
gs-3873	63	1	the	the	DET
gs-3873	63	2	biggest	big	ADJ
gs-3873	63	3	and	and	CCONJ
gs-3873	63	4	most	most	ADV
gs-3873	63	5	devastating	devastating	ADJ
gs-3873	63	6	hit	hit	NOUN
gs-3873	63	7	was	be	AUX
gs-3873	63	8	suffered	suffer	VERB
gs-3873	63	9	by	by	ADP
gs-3873	63	10	professors	professor	NOUN
gs-3873	63	11	of	of	ADP
gs-3873	63	12	the	the	DET
gs-3873	63	13	faculty	faculty	NOUN
gs-3873	63	14	of	of	ADP
gs-3873	63	15	humanities	humanity	NOUN
gs-3873	63	16	and	and	CCONJ
gs-3873	63	17	natural	natural	ADJ
gs-3873	63	18	sciences	science	NOUN
gs-3873	63	19	,	,	PUNCT
gs-3873	63	20	because	because	SCONJ
gs-3873	63	21	most	most	ADJ
gs-3873	63	22	teachers	teacher	NOUN
gs-3873	63	23	have	have	AUX
gs-3873	63	24	not	not	PART
gs-3873	63	25	mastered	master	VERB
gs-3873	63	26	technologies	technology	NOUN
gs-3873	63	27	at	at	ADP
gs-3873	63	28	the	the	DET
gs-3873	63	29	proper	proper	ADJ
gs-3873	63	30	level	level	NOUN
gs-3873	63	31	.	.	PUNCT
gs-3873	64	1	based	base	VERB
gs-3873	64	2	on	on	ADP
gs-3873	64	3	this	this	DET
gs-3873	64	4	reality	reality	NOUN
gs-3873	64	5	,	,	PUNCT
gs-3873	64	6	which	which	PRON
gs-3873	64	7	is	be	AUX
gs-3873	64	8	present	present	ADJ
gs-3873	64	9	all	all	ADV
gs-3873	64	10	over	over	ADP
gs-3873	64	11	the	the	DET
gs-3873	64	12	world	world	NOUN
gs-3873	64	13	,	,	PUNCT
gs-3873	64	14	my	my	PRON
gs-3873	64	15	modest	modest	ADJ
gs-3873	64	16	recommendation	recommendation	NOUN
gs-3873	64	17	is	be	AUX
gs-3873	64	18	as	as	SCONJ
gs-3873	64	19	follows	follow	VERB
gs-3873	64	20	:	:	PUNCT
gs-3873	64	21	the	the	DET
gs-3873	64	22	learning	learning	NOUN
gs-3873	64	23	process	process	NOUN
gs-3873	64	24	in	in	ADP
gs-3873	64	25	the	the	DET
gs-3873	64	26	future	future	NOUN
gs-3873	64	27	should	should	AUX
gs-3873	64	28	be	be	AUX
gs-3873	64	29	hybrid	hybrid	VERB
gs-3873	64	30	,	,	PUNCT
gs-3873	64	31	which	which	PRON
gs-3873	64	32	in	in	ADP
gs-3873	64	33	itself	itself	PRON
gs-3873	64	34	includes	include	VERB
gs-3873	64	35	online	online	ADJ
gs-3873	64	36	,	,	PUNCT
gs-3873	64	37	distance	distance	NOUN
gs-3873	64	38	and	and	CCONJ
gs-3873	64	39	face	face	NOUN
gs-3873	64	40	-	-	PUNCT
gs-3873	64	41	to	to	ADP
gs-3873	64	42	-	-	PUNCT
gs-3873	64	43	face	face	NOUN
gs-3873	64	44	learning	learning	NOUN
gs-3873	64	45	in	in	ADP
gs-3873	64	46	symbiosis	symbiosis	NOUN
gs-3873	64	47	.	.	PUNCT
gs-3873	65	1	as	as	SCONJ
gs-3873	65	2	you	you	PRON
gs-3873	65	3	know	know	VERB
gs-3873	65	4	,	,	PUNCT
gs-3873	65	5	the	the	DET
gs-3873	65	6	learning	learning	NOUN
gs-3873	65	7	process	process	NOUN
gs-3873	65	8	consists	consist	VERB
gs-3873	65	9	of	of	ADP
gs-3873	65	10	several	several	ADJ
gs-3873	65	11	components	component	NOUN
gs-3873	65	12	.	.	PUNCT
gs-3873	66	1	for	for	ADP
gs-3873	66	2	the	the	DET
gs-3873	66	3	perfect	perfect	ADJ
gs-3873	66	4	conduct	conduct	NOUN
gs-3873	66	5	of	of	ADP
gs-3873	66	6	the	the	DET
gs-3873	66	7	learning	learning	NOUN
gs-3873	66	8	process	process	NOUN
gs-3873	66	9	,	,	PUNCT
gs-3873	66	10	both	both	CCONJ
gs-3873	66	11	the	the	DET
gs-3873	66	12	teaching	teaching	NOUN
gs-3873	66	13	and	and	CCONJ
gs-3873	66	14	assessment	assessment	NOUN
gs-3873	66	15	processes	process	NOUN
gs-3873	66	16	of	of	ADP
gs-3873	66	17	students	student	NOUN
gs-3873	66	18	are	be	AUX
gs-3873	66	19	important	important	ADJ
gs-3873	66	20	.	.	PUNCT
gs-3873	67	1	during	during	ADP
gs-3873	67	2	online	online	ADJ
gs-3873	67	3	learning	learning	NOUN
gs-3873	67	4	,	,	PUNCT
gs-3873	67	5	the	the	DET
gs-3873	67	6	teacher	teacher	NOUN
gs-3873	67	7	must	must	AUX
gs-3873	67	8	be	be	AUX
gs-3873	67	9	fully	fully	ADV
gs-3873	67	10	involved	involve	VERB
gs-3873	67	11	in	in	ADP
gs-3873	67	12	the	the	DET
gs-3873	67	13	learning	learning	NOUN
gs-3873	67	14	process	process	NOUN
gs-3873	67	15	and	and	CCONJ
gs-3873	67	16	constantly	constantly	ADV
gs-3873	67	17	provide	provide	VERB
gs-3873	67	18	his	his	PRON
gs-3873	67	19	students	student	NOUN
gs-3873	67	20	with	with	ADP
gs-3873	67	21	electronic	electronic	ADJ
gs-3873	67	22	learning	learning	NOUN
gs-3873	67	23	materials	material	NOUN
gs-3873	67	24	:	:	PUNCT
gs-3873	67	25	textbooks	textbook	NOUN
gs-3873	67	26	,	,	PUNCT
gs-3873	67	27	lecture	lecture	NOUN
gs-3873	67	28	notes	note	NOUN
gs-3873	67	29	,	,	PUNCT
gs-3873	67	30	presentations	presentation	NOUN
gs-3873	67	31	,	,	PUNCT
gs-3873	67	32	etc	etc	X
gs-3873	67	33	.	.	X
gs-3873	68	1	at	at	ADP
gs-3873	68	2	the	the	DET
gs-3873	68	3	same	same	ADJ
gs-3873	68	4	time	time	NOUN
gs-3873	68	5	,	,	PUNCT
gs-3873	68	6	he	he	PRON
gs-3873	68	7	must	must	AUX
gs-3873	68	8	conduct	conduct	VERB
gs-3873	68	9	the	the	DET
gs-3873	68	10	assessment	assessment	NOUN
gs-3873	68	11	remotely	remotely	ADV
gs-3873	68	12	.	.	PUNCT
gs-3873	69	1	the	the	DET
gs-3873	69	2	purpose	purpose	NOUN
gs-3873	69	3	of	of	ADP
gs-3873	69	4	the	the	DET
gs-3873	69	5	work	work	NOUN
gs-3873	69	6	is	be	AUX
gs-3873	69	7	to	to	PART
gs-3873	69	8	help	help	VERB
gs-3873	69	9	professors	professor	NOUN
gs-3873	69	10	and	and	CCONJ
gs-3873	69	11	teachers	teacher	NOUN
gs-3873	69	12	around	around	ADP
gs-3873	69	13	the	the	DET
gs-3873	69	14	world	world	NOUN
gs-3873	69	15	increase	increase	VERB
gs-3873	69	16	their	their	PRON
gs-3873	69	17	knowledge	knowledge	NOUN
gs-3873	69	18	in	in	ADP
gs-3873	69	19	the	the	DET
gs-3873	69	20	distance	distance	NOUN
gs-3873	69	21	learning	learning	NOUN
gs-3873	69	22	process	process	NOUN
gs-3873	69	23	and	and	CCONJ
gs-3873	69	24	gain	gain	VERB
gs-3873	69	25	more	more	ADJ
gs-3873	69	26	experience	experience	NOUN
gs-3873	69	27	in	in	ADP
gs-3873	69	28	effectively	effectively	ADV
gs-3873	69	29	conducting	conduct	VERB
gs-3873	69	30	the	the	DET
gs-3873	69	31	learning	learning	NOUN
gs-3873	69	32	process	process	NOUN
gs-3873	69	33	.	.	PUNCT
gs-3873	70	1	to	to	PART
gs-3873	70	2	solve	solve	VERB
gs-3873	70	3	this	this	DET
gs-3873	70	4	problem	problem	NOUN
gs-3873	70	5	,	,	PUNCT
gs-3873	70	6	machine	machine	NOUN
gs-3873	70	7	learning	learning	NOUN
gs-3873	70	8	(	(	PUNCT
gs-3873	70	9	ml	ml	NOUN
gs-3873	70	10	)	)	PUNCT
gs-3873	70	11	algorithms	algorithm	NOUN
gs-3873	70	12	and	and	CCONJ
gs-3873	70	13	assessment	assessment	NOUN
gs-3873	70	14	methods	method	NOUN
gs-3873	70	15	have	have	AUX
gs-3873	70	16	been	be	AUX
gs-3873	70	17	developed	develop	VERB
gs-3873	70	18	,	,	PUNCT
gs-3873	70	19	which	which	PRON
gs-3873	70	20	will	will	AUX
gs-3873	70	21	make	make	VERB
gs-3873	70	22	the	the	DET
gs-3873	70	23	learning	learning	NOUN
gs-3873	70	24	process	process	NOUN
gs-3873	70	25	more	more	ADV
gs-3873	70	26	effective	effective	ADJ
gs-3873	70	27	and	and	CCONJ
gs-3873	70	28	flexible	flexible	ADJ
gs-3873	70	29	.	.	PUNCT
gs-3873	71	1	a	a	DET
gs-3873	71	2	teaching	teaching	NOUN
gs-3873	71	3	philosophy	philosophy	NOUN
gs-3873	71	4	underlying	underlie	VERB
gs-3873	71	5	this	this	DET
gs-3873	71	6	system	system	NOUN
gs-3873	71	7	revolves	revolve	VERB
gs-3873	71	8	around	around	ADP
gs-3873	71	9	prioritizing	prioritize	VERB
gs-3873	71	10	students	student	NOUN
gs-3873	71	11	as	as	ADP
gs-3873	71	12	the	the	DET
gs-3873	71	13	primary	primary	ADJ
gs-3873	71	14	beneficiaries	beneficiary	NOUN
gs-3873	71	15	,	,	PUNCT
gs-3873	71	16	teachers	teacher	NOUN
gs-3873	71	17	as	as	ADP
gs-3873	71	18	the	the	DET
gs-3873	71	19	driving	drive	VERB
gs-3873	71	20	force	force	NOUN
gs-3873	71	21	,	,	PUNCT
gs-3873	71	22	industry	industry	NOUN
gs-3873	71	23	feedback	feedback	NOUN
gs-3873	71	24	,	,	PUNCT
gs-3873	71	25	and	and	CCONJ
gs-3873	71	26	industry	industry	NOUN
gs-3873	71	27	-	-	PUNCT
gs-3873	71	28	specific	specific	ADJ
gs-3873	71	29	guidance	guidance	NOUN
gs-3873	71	30	.	.	PUNCT
gs-3873	72	1	therefore	therefore	ADV
gs-3873	72	2	,	,	PUNCT
gs-3873	72	3	while	while	SCONJ
gs-3873	72	4	constructing	construct	VERB
gs-3873	72	5	a	a	DET
gs-3873	72	6	quality	quality	NOUN
gs-3873	72	7	evaluation	evaluation	NOUN
gs-3873	72	8	system	system	NOUN
gs-3873	72	9	for	for	ADP
gs-3873	72	10	higher	high	ADJ
gs-3873	72	11	education	education	NOUN
gs-3873	72	12	,	,	PUNCT
gs-3873	72	13	the	the	DET
gs-3873	72	14	following	follow	VERB
gs-3873	72	15	two	two	NUM
gs-3873	72	16	aspects	aspect	NOUN
gs-3873	72	17	should	should	AUX
gs-3873	72	18	be	be	AUX
gs-3873	72	19	considered	consider	VERB
gs-3873	72	20	:	:	PUNCT
gs-3873	72	21	1	1	X
gs-3873	72	22	.	.	X
gs-3873	72	23	student	student	NOUN
gs-3873	72	24	-	-	PUNCT
gs-3873	72	25	centered	center	VERB
gs-3873	72	26	approach	approach	NOUN
gs-3873	72	27	:	:	PUNCT
gs-3873	72	28	regardless	regardless	ADV
gs-3873	72	29	of	of	ADP
gs-3873	72	30	changes	change	NOUN
gs-3873	72	31	in	in	ADP
gs-3873	72	32	teaching	teaching	NOUN
gs-3873	72	33	formats	format	NOUN
gs-3873	72	34	,	,	PUNCT
gs-3873	72	35	students	student	NOUN
gs-3873	72	36	always	always	ADV
gs-3873	72	37	play	play	VERB
gs-3873	72	38	a	a	DET
gs-3873	72	39	central	central	ADJ
gs-3873	72	40	role	role	NOUN
gs-3873	72	41	in	in	ADP
gs-3873	72	42	the	the	DET
gs-3873	72	43	teaching	teaching	NOUN
gs-3873	72	44	process	process	NOUN
gs-3873	72	45	.	.	PUNCT
gs-3873	73	1	2	2	X
gs-3873	73	2	.	.	X
gs-3873	73	3	teacher	teacher	NOUN
gs-3873	73	4	leadership	leadership	NOUN
gs-3873	73	5	:	:	PUNCT
gs-3873	73	6	teacher	teacher	NOUN
gs-3873	73	7	have	have	VERB
gs-3873	73	8	a	a	DET
gs-3873	73	9	pivotal	pivotal	ADJ
gs-3873	73	10	role	role	NOUN
gs-3873	73	11	in	in	ADP
gs-3873	73	12	thear	thear	PROPN
gs-3873	73	13	courses	course	NOUN
gs-3873	73	14	,	,	PUNCT
gs-3873	73	15	indicating	indicate	VERB
gs-3873	73	16	the	the	DET
gs-3873	73	17	course	course	NOUN
gs-3873	73	18	's	's	PART
gs-3873	73	19	practicality	practicality	NOUN
gs-3873	73	20	.	.	PUNCT
gs-3873	74	1	consequently	consequently	ADV
gs-3873	74	2	,	,	PUNCT
gs-3873	74	3	teachers	teacher	NOUN
gs-3873	74	4	can	can	AUX
gs-3873	74	5	adapt	adapt	VERB
gs-3873	74	6	teaching	teaching	NOUN
gs-3873	74	7	techniques	technique	NOUN
gs-3873	74	8	and	and	CCONJ
gs-3873	74	9	approaches	approach	NOUN
gs-3873	74	10	based	base	VERB
gs-3873	74	11	on	on	ADP
gs-3873	74	12	the	the	DET
gs-3873	74	13	classroom	classroom	NOUN
gs-3873	74	14	dynamics	dynamic	NOUN
gs-3873	74	15	and	and	CCONJ
gs-3873	74	16	instructional	instructional	ADJ
gs-3873	74	17	context	context	NOUN
gs-3873	74	18	.	.	PUNCT
gs-3873	75	1	by	by	ADP
gs-3873	75	2	integrating	integrate	VERB
gs-3873	75	3	students	student	NOUN
gs-3873	75	4	theoretical	theoretical	ADJ
gs-3873	75	5	knowledge	knowledge	NOUN
gs-3873	75	6	and	and	CCONJ
gs-3873	75	7	practical	practical	ADJ
gs-3873	75	8	abilities	ability	NOUN
gs-3873	75	9	while	while	SCONJ
gs-3873	75	10	enhancing	enhance	VERB
gs-3873	75	11	their	their	PRON
gs-3873	75	12	overall	overall	ADJ
gs-3873	75	13	development	development	NOUN
gs-3873	75	14	,	,	PUNCT
gs-3873	75	15	teachers	teacher	NOUN
gs-3873	75	16	have	have	VERB
gs-3873	75	17	relatively	relatively	ADV
gs-3873	75	18	more	more	ADJ
gs-3873	75	19	freedom	freedom	NOUN
gs-3873	75	20	in	in	ADP
gs-3873	75	21	guiding	guide	VERB
gs-3873	75	22	the	the	DET
gs-3873	75	23	higher	high	ADJ
gs-3873	75	24	education	education	NOUN
gs-3873	75	25	curriculum	curriculum	NOUN
gs-3873	75	26	.	.	PUNCT
gs-3873	76	1	if	if	SCONJ
gs-3873	76	2	all	all	DET
gs-3873	76	3	evaluation	evaluation	NOUN
gs-3873	76	4	systems	system	NOUN
gs-3873	76	5	solely	solely	ADV
gs-3873	76	6	focus	focus	VERB
gs-3873	76	7	on	on	ADP
gs-3873	76	8	assessing	assess	VERB
gs-3873	76	9	lectors	lector	NOUN
gs-3873	76	10	performance	performance	NOUN
gs-3873	76	11	,	,	PUNCT
gs-3873	76	12	the	the	DET
gs-3873	76	13	inherent	inherent	ADJ
gs-3873	76	14	communicative	communicative	ADJ
gs-3873	76	15	and	and	CCONJ
gs-3873	76	16	interactive	interactive	ADJ
gs-3873	76	17	functions	function	NOUN
gs-3873	76	18	of	of	ADP
gs-3873	76	19	the	the	DET
gs-3873	76	20	course	course	NOUN
gs-3873	76	21	may	may	AUX
gs-3873	76	22	be	be	AUX
gs-3873	76	23	compromised	compromise	VERB
gs-3873	76	24	.	.	PUNCT
gs-3873	77	1	therefore	therefore	ADV
gs-3873	77	2	,	,	PUNCT
gs-3873	77	3	the	the	DET
gs-3873	77	4	lecturer	lecturer	NOUN
gs-3873	77	5	needs	need	VERB
gs-3873	77	6	support	support	NOUN
gs-3873	77	7	and	and	CCONJ
gs-3873	77	8	encouragement	encouragement	NOUN
gs-3873	77	9	from	from	ADP
gs-3873	77	10	the	the	DET
gs-3873	77	11	administration	administration	NOUN
gs-3873	77	12	.	.	PUNCT
gs-3873	78	1	the	the	DET
gs-3873	78	2	implementation	implementation	NOUN
gs-3873	78	3	of	of	ADP
gs-3873	78	4	practical	practical	ADJ
gs-3873	78	5	activities	activity	NOUN
gs-3873	78	6	mainly	mainly	ADV
gs-3873	78	7	relies	rely	VERB
gs-3873	78	8	on	on	ADP
gs-3873	78	9	extracurricular	extracurricular	ADJ
gs-3873	78	10	activities	activity	NOUN
gs-3873	78	11	,	,	PUNCT
gs-3873	78	12	which	which	PRON
gs-3873	78	13	in	in	ADP
gs-3873	78	14	turn	turn	NOUN
gs-3873	78	15	can	can	AUX
gs-3873	78	16	promote	promote	VERB
gs-3873	78	17	the	the	DET
gs-3873	78	18	understanding	understanding	NOUN
gs-3873	78	19	of	of	ADP
gs-3873	78	20	classroom	classroom	NOUN
gs-3873	78	21	theory	theory	NOUN
gs-3873	78	22	.	.	PUNCT
gs-3873	79	1	therefore	therefore	ADV
gs-3873	79	2	,	,	PUNCT
gs-3873	79	3	the	the	DET
gs-3873	79	4	teaching	teaching	NOUN
gs-3873	79	5	quality	quality	NOUN
gs-3873	79	6	evaluation	evaluation	NOUN
gs-3873	79	7	must	must	AUX
gs-3873	79	8	adhere	adhere	VERB
gs-3873	79	9	to	to	ADP
gs-3873	79	10	the	the	DET
gs-3873	79	11	unity	unity	NOUN
gs-3873	79	12	of	of	ADP
gs-3873	79	13	theory	theory	NOUN
gs-3873	79	14	and	and	CCONJ
gs-3873	79	15	practice	practice	NOUN
gs-3873	79	16	.	.	PUNCT
gs-3873	80	1	with	with	ADP
gs-3873	80	2	continuous	continuous	ADJ
gs-3873	80	3	maturity	maturity	NOUN
gs-3873	80	4	and	and	CCONJ
gs-3873	80	5	development	development	NOUN
gs-3873	80	6	of	of	ADP
gs-3873	80	7	internet	internet	NOUN
gs-3873	80	8	application	application	NOUN
gs-3873	80	9	technology	technology	NOUN
gs-3873	80	10	,	,	PUNCT
gs-3873	80	11	ml	ml	PROPN
gs-3873	80	12	algoritms	algoritms	PROPN
gs-3873	80	13	is	be	AUX
gs-3873	80	14	also	also	ADV
gs-3873	80	15	increasingly	increasingly	ADV
gs-3873	80	16	being	be	AUX
gs-3873	80	17	applied	apply	VERB
gs-3873	80	18	to	to	ADP
gs-3873	80	19	teaching	teach	VERB
gs-3873	80	20	evaluation	evaluation	NOUN
gs-3873	80	21	.	.	PUNCT
gs-3873	81	1	at	at	ADP
gs-3873	81	2	the	the	DET
gs-3873	81	3	end	end	NOUN
gs-3873	81	4	of	of	ADP
gs-3873	81	5	each	each	DET
gs-3873	81	6	semester	semester	NOUN
gs-3873	81	7	or	or	CCONJ
gs-3873	81	8	during	during	ADP
gs-3873	81	9	a	a	DET
gs-3873	81	10	certain	certain	ADJ
gs-3873	81	11	period	period	NOUN
gs-3873	81	12	of	of	ADP
gs-3873	81	13	study	study	NOUN
gs-3873	81	14	,	,	PUNCT
gs-3873	81	15	the	the	DET
gs-3873	81	16	university	university	NOUN
gs-3873	81	17	will	will	AUX
gs-3873	81	18	organize	organize	VERB
gs-3873	81	19	students	student	NOUN
gs-3873	81	20	to	to	PART
gs-3873	81	21	evaluate	evaluate	VERB
gs-3873	81	22	lectors	lector	NOUN
gs-3873	81	23	on	on	ADP
gs-3873	81	24	the	the	DET
gs-3873	81	25	official	official	ADJ
gs-3873	81	26	account	account	NOUN
gs-3873	81	27	or	or	CCONJ
gs-3873	81	28	app	app	NOUN
gs-3873	81	29	at	at	ADP
gs-3873	81	30	the	the	DET
gs-3873	81	31	specified	specified	ADJ
gs-3873	81	32	time	time	NOUN
gs-3873	81	33	.	.	PUNCT
gs-3873	82	1	if	if	SCONJ
gs-3873	82	2	the	the	DET
gs-3873	82	3	evaluation	evaluation	NOUN
gs-3873	82	4	can	can	AUX
gs-3873	82	5	not	not	PART
gs-3873	82	6	be	be	AUX
gs-3873	82	7	completed	complete	VERB
gs-3873	82	8	in	in	ADP
gs-3873	82	9	a	a	DET
gs-3873	82	10	timely	timely	ADJ
gs-3873	82	11	manner	manner	NOUN
gs-3873	82	12	,	,	PUNCT
gs-3873	82	13	students	student	NOUN
gs-3873	82	14	will	will	AUX
gs-3873	82	15	not	not	PART
gs-3873	82	16	be	be	AUX
gs-3873	82	17	able	able	ADJ
gs-3873	82	18	to	to	PART
gs-3873	82	19	check	check	VERB
gs-3873	82	20	their	their	PRON
gs-3873	82	21	grades	grade	NOUN
gs-3873	82	22	and	and	CCONJ
gs-3873	82	23	perform	perform	VERB
gs-3873	82	24	other	other	ADJ
gs-3873	82	25	operations	operation	NOUN
gs-3873	82	26	.	.	PUNCT
gs-3873	83	1	this	this	DET
gs-3873	83	2	characteristic	characteristic	NOUN
gs-3873	83	3	of	of	ADP
gs-3873	83	4	short	short	ADJ
gs-3873	83	5	time	time	NOUN
gs-3873	83	6	and	and	CCONJ
gs-3873	83	7	heavy	heavy	ADJ
gs-3873	83	8	tasks	task	NOUN
gs-3873	83	9	can	can	AUX
gs-3873	83	10	make	make	VERB
gs-3873	83	11	students	student	NOUN
gs-3873	83	12	perfunctory	perfunctory	ADJ
gs-3873	83	13	in	in	ADP
gs-3873	83	14	evaluating	evaluate	VERB
gs-3873	83	15	,	,	PUNCT
gs-3873	83	16	resulting	result	VERB
gs-3873	83	17	in	in	ADP
gs-3873	83	18	teachers	teacher	NOUN
gs-3873	83	19	receiving	receive	VERB
gs-3873	83	20	feedback	feedback	NOUN
gs-3873	83	21	that	that	PRON
gs-3873	83	22	has	have	VERB
gs-3873	83	23	no	no	DET
gs-3873	83	24	reference	reference	NOUN
gs-3873	83	25	value	value	NOUN
gs-3873	83	26	.	.	PUNCT
gs-3873	84	1	this	this	DET
gs-3873	84	2	kind	kind	NOUN
gs-3873	84	3	of	of	ADP
gs-3873	84	4	georgian	georgian	ADJ
gs-3873	84	5	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	84	6	მეცნიერები	მეცნიერები	NOUN
gs-3873	84	7	ტ.	ტ.	VERB
gs-3873	84	8	7	7	NUM
gs-3873	84	9	n	n	DET
gs-3873	84	10	2	2	NUM
gs-3873	84	11	,	,	PUNCT
gs-3873	84	12	2025	2025	NUM
gs-3873	84	13	560	560	NUM
gs-3873	84	14	"	"	PUNCT
gs-3873	84	15	evaluating	evaluate	VERB
gs-3873	84	16	teaching	teaching	NOUN
gs-3873	84	17	for	for	ADP
gs-3873	84	18	the	the	DET
gs-3873	84	19	sake	sake	NOUN
gs-3873	84	20	of	of	ADP
gs-3873	84	21	evaluation	evaluation	NOUN
gs-3873	84	22	"	"	PUNCT
gs-3873	84	23	ultimately	ultimately	ADV
gs-3873	84	24	only	only	ADV
gs-3873	84	25	allows	allow	VERB
gs-3873	84	26	evaluation	evaluation	NOUN
gs-3873	84	27	to	to	PART
gs-3873	84	28	become	become	VERB
gs-3873	84	29	a	a	DET
gs-3873	84	30	formality	formality	NOUN
gs-3873	84	31	.	.	PUNCT
gs-3873	85	1	the	the	DET
gs-3873	85	2	quality	quality	NOUN
gs-3873	85	3	evaluation	evaluation	NOUN
gs-3873	85	4	of	of	ADP
gs-3873	85	5	higher	high	ADJ
gs-3873	85	6	education	education	NOUN
gs-3873	85	7	mainly	mainly	ADV
gs-3873	85	8	targets	target	VERB
gs-3873	85	9	the	the	DET
gs-3873	85	10	teaching	teaching	NOUN
gs-3873	85	11	of	of	ADP
gs-3873	85	12	teachers	teacher	NOUN
gs-3873	85	13	.	.	PUNCT
gs-3873	86	1	therefore	therefore	ADV
gs-3873	86	2	,	,	PUNCT
gs-3873	86	3	the	the	DET
gs-3873	86	4	current	current	ADJ
gs-3873	86	5	evaluation	evaluation	NOUN
gs-3873	86	6	system	system	NOUN
gs-3873	86	7	mainly	mainly	ADV
gs-3873	86	8	introduces	introduce	VERB
gs-3873	86	9	western	western	ADJ
gs-3873	86	10	theories	theory	NOUN
gs-3873	86	11	and	and	CCONJ
gs-3873	86	12	research	research	NOUN
gs-3873	86	13	techniques	technique	NOUN
gs-3873	86	14	.	.	PUNCT
gs-3873	87	1	the	the	DET
gs-3873	87	2	lack	lack	NOUN
gs-3873	87	3	of	of	ADP
gs-3873	87	4	empirical	empirical	ADJ
gs-3873	87	5	research	research	NOUN
gs-3873	87	6	has	have	AUX
gs-3873	87	7	led	lead	VERB
gs-3873	87	8	to	to	ADP
gs-3873	87	9	the	the	DET
gs-3873	87	10	lack	lack	NOUN
gs-3873	87	11	of	of	ADP
gs-3873	87	12	guarantee	guarantee	NOUN
gs-3873	87	13	for	for	ADP
gs-3873	87	14	the	the	DET
gs-3873	87	15	scientificity	scientificity	NOUN
gs-3873	87	16	of	of	ADP
gs-3873	87	17	various	various	ADJ
gs-3873	87	18	evaluation	evaluation	NOUN
gs-3873	87	19	indicators	indicator	NOUN
gs-3873	87	20	and	and	CCONJ
gs-3873	87	21	the	the	DET
gs-3873	87	22	effectiveness	effectiveness	NOUN
gs-3873	87	23	of	of	ADP
gs-3873	87	24	results	result	NOUN
gs-3873	87	25	,	,	PUNCT
gs-3873	87	26	let	let	VERB
gs-3873	87	27	alone	alone	ADV
gs-3873	87	28	the	the	DET
gs-3873	87	29	goal	goal	NOUN
gs-3873	87	30	of	of	ADP
gs-3873	87	31	improving	improve	VERB
gs-3873	87	32	the	the	DET
gs-3873	87	33	evaluation	evaluation	NOUN
gs-3873	87	34	system	system	NOUN
gs-3873	87	35	in	in	ADP
gs-3873	87	36	the	the	DET
gs-3873	87	37	long	long	ADJ
gs-3873	87	38	run	run	NOUN
gs-3873	87	39	.	.	PUNCT
gs-3873	88	1	how	how	SCONJ
gs-3873	88	2	is	be	AUX
gs-3873	88	3	artificial	artificial	ADJ
gs-3873	88	4	intelligence	intelligence	NOUN
gs-3873	88	5	used	use	VERB
gs-3873	88	6	in	in	ADP
gs-3873	88	7	education	education	NOUN
gs-3873	88	8	?	?	PUNCT
gs-3873	89	1	ai	ai	VERB
gs-3873	89	2	is	be	AUX
gs-3873	89	3	used	use	VERB
gs-3873	89	4	in	in	ADP
gs-3873	89	5	education	education	NOUN
gs-3873	89	6	in	in	ADP
gs-3873	89	7	numerous	numerous	ADJ
gs-3873	89	8	ways	way	NOUN
gs-3873	89	9	that	that	PRON
gs-3873	89	10	enhance	enhance	VERB
gs-3873	89	11	different	different	ADJ
gs-3873	89	12	aspects	aspect	NOUN
gs-3873	89	13	of	of	ADP
gs-3873	89	14	teaching	teaching	NOUN
gs-3873	89	15	and	and	CCONJ
gs-3873	89	16	learning	learning	NOUN
gs-3873	89	17	.	.	PUNCT
gs-3873	90	1	for	for	ADP
gs-3873	90	2	example	example	NOUN
gs-3873	90	3	,	,	PUNCT
gs-3873	90	4	adaptive	adaptive	ADJ
gs-3873	90	5	learning	learning	NOUN
gs-3873	90	6	platforms	platform	NOUN
gs-3873	90	7	customize	customize	VERB
gs-3873	90	8	content	content	NOUN
gs-3873	90	9	for	for	ADP
gs-3873	90	10	individual	individual	ADJ
gs-3873	90	11	students	student	NOUN
gs-3873	90	12	.	.	PUNCT
gs-3873	91	1	ai	ai	AUX
gs-3873	91	2	also	also	ADV
gs-3873	91	3	automates	automate	VERB
gs-3873	91	4	grading	grade	VERB
gs-3873	91	5	and	and	CCONJ
gs-3873	91	6	scheduling	scheduling	NOUN
gs-3873	91	7	to	to	PART
gs-3873	91	8	free	free	VERB
gs-3873	91	9	up	up	ADP
gs-3873	91	10	teachers	teacher	NOUN
gs-3873	91	11	’	'	PUNCT
gs-3873	91	12	time	time	NOUN
gs-3873	91	13	,	,	PUNCT
gs-3873	91	14	and	and	CCONJ
gs-3873	91	15	interactive	interactive	ADJ
gs-3873	91	16	tools	tool	NOUN
gs-3873	91	17	make	make	VERB
gs-3873	91	18	learning	learn	VERB
gs-3873	91	19	more	more	ADV
gs-3873	91	20	engaging	engaging	ADJ
gs-3873	91	21	.	.	PUNCT
gs-3873	92	1	what	what	PRON
gs-3873	92	2	is	be	AUX
gs-3873	92	3	the	the	DET
gs-3873	92	4	future	future	NOUN
gs-3873	92	5	of	of	ADP
gs-3873	92	6	ai	ai	NOUN
gs-3873	92	7	in	in	ADP
gs-3873	92	8	education	education	NOUN
gs-3873	92	9	?	?	PUNCT
gs-3873	93	1	the	the	DET
gs-3873	93	2	future	future	NOUN
gs-3873	93	3	of	of	ADP
gs-3873	93	4	ai	ai	NOUN
gs-3873	93	5	in	in	ADP
gs-3873	93	6	education	education	NOUN
gs-3873	93	7	is	be	AUX
gs-3873	93	8	bright	bright	ADJ
gs-3873	93	9	,	,	PUNCT
gs-3873	93	10	with	with	ADP
gs-3873	93	11	ongoing	ongoing	ADJ
gs-3873	93	12	improvements	improvement	NOUN
gs-3873	93	13	in	in	ADP
gs-3873	93	14	personalized	personalized	ADJ
gs-3873	93	15	learning	learning	NOUN
gs-3873	93	16	and	and	CCONJ
gs-3873	93	17	accessibility	accessibility	NOUN
gs-3873	93	18	.	.	PUNCT
gs-3873	94	1	we	we	PRON
gs-3873	94	2	can	can	AUX
gs-3873	94	3	expect	expect	VERB
gs-3873	94	4	more	more	ADJ
gs-3873	94	5	advanced	advanced	ADJ
gs-3873	94	6	tools	tool	NOUN
gs-3873	94	7	for	for	ADP
gs-3873	94	8	adaptive	adaptive	ADJ
gs-3873	94	9	learning	learning	NOUN
gs-3873	94	10	and	and	CCONJ
gs-3873	94	11	immersive	immersive	VERB
gs-3873	94	12	virtual	virtual	ADJ
gs-3873	94	13	classrooms	classroom	NOUN
gs-3873	94	14	that	that	PRON
gs-3873	94	15	will	will	AUX
gs-3873	94	16	make	make	VERB
gs-3873	94	17	education	education	NOUN
gs-3873	94	18	more	more	ADV
gs-3873	94	19	engaging	engaging	ADJ
gs-3873	94	20	and	and	CCONJ
gs-3873	94	21	effective	effective	ADJ
gs-3873	94	22	.	.	PUNCT
gs-3873	95	1	how	how	SCONJ
gs-3873	95	2	is	be	AUX
gs-3873	95	3	ai	ai	AUX
gs-3873	95	4	currently	currently	ADV
gs-3873	95	5	being	be	AUX
gs-3873	95	6	used	use	VERB
gs-3873	95	7	in	in	ADP
gs-3873	95	8	higher	high	ADJ
gs-3873	95	9	education	education	NOUN
gs-3873	95	10	?	?	PUNCT
gs-3873	96	1	ai	ai	VERB
gs-3873	96	2	is	be	AUX
gs-3873	96	3	used	use	VERB
gs-3873	96	4	in	in	ADP
gs-3873	96	5	higher	high	ADJ
gs-3873	96	6	education	education	NOUN
gs-3873	96	7	in	in	ADP
gs-3873	96	8	various	various	ADJ
gs-3873	96	9	ways	way	NOUN
gs-3873	96	10	,	,	PUNCT
gs-3873	96	11	from	from	ADP
gs-3873	96	12	detecting	detect	VERB
gs-3873	96	13	plagiarism	plagiarism	NOUN
gs-3873	96	14	and	and	CCONJ
gs-3873	96	15	ensuring	ensure	VERB
gs-3873	96	16	exam	exam	NOUN
gs-3873	96	17	security	security	NOUN
gs-3873	96	18	to	to	ADP
gs-3873	96	19	providing	provide	VERB
gs-3873	96	20	student	student	NOUN
gs-3873	96	21	support	support	NOUN
gs-3873	96	22	through	through	ADP
gs-3873	96	23	chatbots	chatbot	NOUN
gs-3873	96	24	.	.	PUNCT
gs-3873	97	1	it	it	PRON
gs-3873	97	2	also	also	ADV
gs-3873	97	3	enhances	enhance	VERB
gs-3873	97	4	online	online	ADJ
gs-3873	97	5	learning	learning	NOUN
gs-3873	97	6	,	,	PUNCT
gs-3873	97	7	transcribes	transcribe	NOUN
gs-3873	97	8	lectures	lecture	NOUN
gs-3873	97	9	,	,	PUNCT
gs-3873	97	10	tracks	track	VERB
gs-3873	97	11	student	student	NOUN
gs-3873	97	12	progress	progress	NOUN
gs-3873	97	13	,	,	PUNCT
gs-3873	97	14	supports	support	VERB
gs-3873	97	15	research	research	NOUN
gs-3873	97	16	and	and	CCONJ
gs-3873	97	17	connects	connect	VERB
gs-3873	97	18	campuses	campus	NOUN
gs-3873	97	19	.	.	PUNCT
gs-3873	98	1	these	these	DET
gs-3873	98	2	diverse	diverse	ADJ
gs-3873	98	3	applications	application	NOUN
gs-3873	98	4	help	help	AUX
gs-3873	98	5	streamline	streamline	VERB
gs-3873	98	6	tasks	task	NOUN
gs-3873	98	7	and	and	CCONJ
gs-3873	98	8	improve	improve	VERB
gs-3873	98	9	the	the	DET
gs-3873	98	10	learning	learning	NOUN
gs-3873	98	11	experience	experience	NOUN
gs-3873	98	12	for	for	ADP
gs-3873	98	13	everyone	everyone	PRON
gs-3873	98	14	.	.	PUNCT
gs-3873	99	1	is	be	AUX
gs-3873	99	2	ai	ai	VERB
gs-3873	99	3	good	good	ADJ
gs-3873	99	4	or	or	CCONJ
gs-3873	99	5	bad	bad	ADJ
gs-3873	99	6	for	for	ADP
gs-3873	99	7	education	education	NOUN
gs-3873	99	8	?	?	PUNCT
gs-3873	100	1	ai	ai	VERB
gs-3873	100	2	has	have	VERB
gs-3873	100	3	the	the	DET
gs-3873	100	4	potential	potential	NOUN
gs-3873	100	5	to	to	PART
gs-3873	100	6	greatly	greatly	ADV
gs-3873	100	7	improve	improve	VERB
gs-3873	100	8	education	education	NOUN
gs-3873	100	9	by	by	ADP
gs-3873	100	10	personalizing	personalize	VERB
gs-3873	100	11	learning	learning	NOUN
gs-3873	100	12	and	and	CCONJ
gs-3873	100	13	making	make	VERB
gs-3873	100	14	administrative	administrative	ADJ
gs-3873	100	15	tasks	task	NOUN
gs-3873	100	16	easier	easy	ADJ
gs-3873	100	17	.	.	PUNCT
gs-3873	101	1	however	however	ADV
gs-3873	101	2	,	,	PUNCT
gs-3873	101	3	it	it	PRON
gs-3873	101	4	also	also	ADV
gs-3873	101	5	raises	raise	VERB
gs-3873	101	6	concerns	concern	NOUN
gs-3873	101	7	about	about	ADP
gs-3873	101	8	data	datum	NOUN
gs-3873	101	9	privacy	privacy	NOUN
gs-3873	101	10	and	and	CCONJ
gs-3873	101	11	equity	equity	NOUN
gs-3873	101	12	.	.	PUNCT
gs-3873	102	1	thoughtful	thoughtful	ADJ
gs-3873	102	2	and	and	CCONJ
gs-3873	102	3	ethical	ethical	ADJ
gs-3873	102	4	use	use	NOUN
gs-3873	102	5	of	of	ADP
gs-3873	102	6	ai	ai	NOUN
gs-3873	102	7	can	can	AUX
gs-3873	102	8	maximize	maximize	VERB
gs-3873	102	9	its	its	PRON
gs-3873	102	10	benefits	benefit	NOUN
gs-3873	102	11	while	while	SCONJ
gs-3873	102	12	addressing	address	VERB
gs-3873	102	13	these	these	DET
gs-3873	102	14	challenges	challenge	NOUN
gs-3873	102	15	.	.	PUNCT
gs-3873	103	1	below	below	ADV
gs-3873	103	2	is	be	AUX
gs-3873	103	3	a	a	DET
gs-3873	103	4	list	list	NOUN
gs-3873	103	5	of	of	ADP
gs-3873	103	6	benefits	benefit	NOUN
gs-3873	103	7	of	of	ADP
gs-3873	103	8	ai	ai	VERB
gs-3873	103	9	in	in	ADP
gs-3873	103	10	education	education	NOUN
gs-3873	103	11	[	[	X
gs-3873	103	12	7	7	NUM
gs-3873	103	13	]	]	SYM
gs-3873	103	14	:	:	PUNCT
gs-3873	103	15	1	1	X
gs-3873	103	16	.	.	X
gs-3873	103	17	adaptive	adaptive	ADJ
gs-3873	103	18	learning	learning	NOUN
gs-3873	103	19	:	:	PUNCT
gs-3873	103	20	ai	ai	VERB
gs-3873	103	21	-	-	PUNCT
gs-3873	103	22	driven	drive	VERB
gs-3873	103	23	platforms	platform	NOUN
gs-3873	103	24	assess	assess	VERB
gs-3873	103	25	students	student	NOUN
gs-3873	103	26	’	'	PUNCT
gs-3873	103	27	skill	skill	NOUN
gs-3873	103	28	levels	level	NOUN
gs-3873	103	29	in	in	ADP
gs-3873	103	30	real	real	ADJ
gs-3873	103	31	time	time	NOUN
gs-3873	103	32	and	and	CCONJ
gs-3873	103	33	tailor	tailor	NOUN
gs-3873	103	34	instructional	instructional	ADJ
gs-3873	103	35	content	content	NOUN
gs-3873	103	36	to	to	PART
gs-3873	103	37	meet	meet	VERB
gs-3873	103	38	individual	individual	ADJ
gs-3873	103	39	needs	need	NOUN
gs-3873	103	40	.	.	PUNCT
gs-3873	104	1	these	these	DET
gs-3873	104	2	systems	system	NOUN
gs-3873	104	3	adapt	adapt	VERB
gs-3873	104	4	lessons	lesson	NOUN
gs-3873	104	5	dynamically	dynamically	ADV
gs-3873	104	6	based	base	VERB
gs-3873	104	7	on	on	ADP
gs-3873	104	8	student	student	NOUN
gs-3873	104	9	responses	response	NOUN
gs-3873	104	10	,	,	PUNCT
gs-3873	104	11	providing	provide	VERB
gs-3873	104	12	customized	customized	ADJ
gs-3873	104	13	pathways	pathway	NOUN
gs-3873	104	14	to	to	PART
gs-3873	104	15	help	help	VERB
gs-3873	104	16	students	student	NOUN
gs-3873	104	17	master	master	VERB
gs-3873	104	18	concepts	concept	NOUN
gs-3873	104	19	at	at	ADP
gs-3873	104	20	their	their	PRON
gs-3873	104	21	own	own	ADJ
gs-3873	104	22	pace	pace	NOUN
gs-3873	104	23	.	.	PUNCT
gs-3873	105	1	2	2	X
gs-3873	105	2	.	.	X
gs-3873	105	3	data	datum	NOUN
gs-3873	105	4	and	and	CCONJ
gs-3873	105	5	learning	learn	VERB
gs-3873	105	6	analytics	analytic	NOUN
gs-3873	105	7	:	:	PUNCT
gs-3873	106	1	ai	ai	VERB
gs-3873	106	2	helps	help	VERB
gs-3873	106	3	analyze	analyze	VERB
gs-3873	106	4	data	datum	NOUN
gs-3873	106	5	from	from	ADP
gs-3873	106	6	online	online	ADJ
gs-3873	106	7	learning	learning	NOUN
gs-3873	106	8	portals	portal	NOUN
gs-3873	106	9	,	,	PUNCT
gs-3873	106	10	classroom	classroom	NOUN
gs-3873	106	11	attendance	attendance	NOUN
gs-3873	106	12	and	and	CCONJ
gs-3873	106	13	grades	grade	NOUN
gs-3873	106	14	.	.	PUNCT
gs-3873	107	1	this	this	DET
gs-3873	107	2	data	datum	NOUN
gs-3873	107	3	provides	provide	VERB
gs-3873	107	4	insights	insight	NOUN
gs-3873	107	5	into	into	ADP
gs-3873	107	6	student	student	NOUN
gs-3873	107	7	performance	performance	NOUN
gs-3873	107	8	,	,	PUNCT
gs-3873	107	9	helping	help	VERB
gs-3873	107	10	educators	educator	NOUN
gs-3873	107	11	identify	identify	VERB
gs-3873	107	12	trends	trend	NOUN
gs-3873	107	13	and	and	CCONJ
gs-3873	107	14	tailor	tailor	NOUN
gs-3873	107	15	instruction	instruction	NOUN
gs-3873	107	16	to	to	PART
gs-3873	107	17	address	address	VERB
gs-3873	107	18	gaps	gap	NOUN
gs-3873	107	19	in	in	ADP
gs-3873	107	20	understanding	understanding	NOUN
gs-3873	107	21	and	and	CCONJ
gs-3873	107	22	performance	performance	NOUN
gs-3873	107	23	.	.	PUNCT
gs-3873	108	1	3	3	X
gs-3873	108	2	.	.	X
gs-3873	108	3	classroom	classroom	NOUN
gs-3873	108	4	management	management	NOUN
gs-3873	108	5	:	:	PUNCT
gs-3873	108	6	platforms	platform	NOUN
gs-3873	108	7	use	use	VERB
gs-3873	108	8	ai	ai	VERB
gs-3873	108	9	to	to	PART
gs-3873	108	10	gamify	gamify	VERB
gs-3873	108	11	classroom	classroom	NOUN
gs-3873	108	12	management	management	NOUN
gs-3873	108	13	.	.	PUNCT
gs-3873	109	1	ai	ai	VERB
gs-3873	109	2	tracks	track	NOUN
gs-3873	109	3	student	student	NOUN
gs-3873	109	4	behavior	behavior	NOUN
gs-3873	109	5	and	and	CCONJ
gs-3873	109	6	engagement	engagement	NOUN
gs-3873	109	7	,	,	PUNCT
gs-3873	109	8	rewarding	reward	VERB
gs-3873	109	9	positive	positive	ADJ
gs-3873	109	10	actions	action	NOUN
gs-3873	109	11	with	with	ADP
gs-3873	109	12	points	point	NOUN
gs-3873	109	13	and	and	CCONJ
gs-3873	109	14	badges	badge	NOUN
gs-3873	109	15	and	and	CCONJ
gs-3873	109	16	providing	provide	VERB
gs-3873	109	17	teachers	teacher	NOUN
gs-3873	109	18	with	with	ADP
gs-3873	109	19	insights	insight	NOUN
gs-3873	109	20	into	into	ADP
gs-3873	109	21	classroom	classroom	NOUN
gs-3873	109	22	dynamics	dynamic	NOUN
gs-3873	109	23	to	to	PART
gs-3873	109	24	manage	manage	VERB
gs-3873	109	25	and	and	CCONJ
gs-3873	109	26	motivate	motivate	ADJ
gs-3873	109	27	students	student	NOUN
gs-3873	109	28	.	.	PUNCT
gs-3873	110	1	4	4	X
gs-3873	110	2	.	.	X
gs-3873	110	3	intelligent	intelligent	ADJ
gs-3873	110	4	tutoring	tutoring	NOUN
gs-3873	110	5	systems	system	NOUN
gs-3873	110	6	:	:	PUNCT
gs-3873	110	7	ai	ai	VERB
gs-3873	110	8	-	-	PUNCT
gs-3873	110	9	powered	powered	ADJ
gs-3873	110	10	tutoring	tutoring	NOUN
gs-3873	110	11	systems	system	NOUN
gs-3873	110	12	such	such	ADJ
gs-3873	110	13	as	as	ADP
gs-3873	110	14	carnegie	carnegie	NOUN
gs-3873	110	15	learning	learning	NOUN
gs-3873	110	16	provide	provide	VERB
gs-3873	110	17	personalized	personalized	ADJ
gs-3873	110	18	feedback	feedback	NOUN
gs-3873	110	19	and	and	CCONJ
gs-3873	110	20	support	support	NOUN
gs-3873	110	21	,	,	PUNCT
gs-3873	110	22	adapting	adapt	VERB
gs-3873	110	23	to	to	ADP
gs-3873	110	24	individual	individual	ADJ
gs-3873	110	25	learning	learning	NOUN
gs-3873	110	26	styles	style	NOUN
gs-3873	110	27	and	and	CCONJ
gs-3873	110	28	needs	need	VERB
gs-3873	110	29	to	to	PART
gs-3873	110	30	help	help	VERB
gs-3873	110	31	students	student	NOUN
gs-3873	110	32	understand	understand	VERB
gs-3873	110	33	complex	complex	ADJ
gs-3873	110	34	concepts	concept	NOUN
gs-3873	110	35	and	and	CCONJ
gs-3873	110	36	improve	improve	VERB
gs-3873	110	37	academic	academic	ADJ
gs-3873	110	38	performance	performance	NOUN
gs-3873	110	39	.	.	PUNCT
gs-3873	111	1	5	5	X
gs-3873	111	2	.	.	NUM
gs-3873	111	3	automated	automate	VERB
gs-3873	111	4	grading	grading	NOUN
gs-3873	111	5	and	and	CCONJ
gs-3873	111	6	assessment	assessment	NOUN
gs-3873	111	7	tools	tool	NOUN
gs-3873	111	8	:	:	PUNCT
gs-3873	111	9	these	these	DET
gs-3873	111	10	tools	tool	NOUN
gs-3873	111	11	use	use	VERB
gs-3873	111	12	ai	ai	VERB
gs-3873	111	13	to	to	PART
gs-3873	111	14	evaluate	evaluate	VERB
gs-3873	111	15	assignments	assignment	NOUN
gs-3873	111	16	and	and	CCONJ
gs-3873	111	17	provide	provide	VERB
gs-3873	111	18	detailed	detailed	ADJ
gs-3873	111	19	feedback	feedback	NOUN
gs-3873	111	20	,	,	PUNCT
gs-3873	111	21	streamlining	streamline	VERB
gs-3873	111	22	the	the	DET
gs-3873	111	23	grading	grade	VERB
gs-3873	111	24	process	process	NOUN
gs-3873	111	25	,	,	PUNCT
gs-3873	111	26	ensuring	ensure	VERB
gs-3873	111	27	consistency	consistency	NOUN
gs-3873	111	28	and	and	CCONJ
gs-3873	111	29	saving	save	VERB
gs-3873	111	30	teachers	teacher	NOUN
gs-3873	111	31	time	time	NOUN
gs-3873	111	32	.	.	PUNCT
gs-3873	112	1	ai	ai	AUX
gs-3873	112	2	can	can	AUX
gs-3873	112	3	also	also	ADV
gs-3873	112	4	grade	grade	VERB
gs-3873	112	5	more	more	ADJ
gs-3873	112	6	abstract	abstract	ADJ
gs-3873	112	7	assessments	assessment	NOUN
gs-3873	112	8	like	like	ADP
gs-3873	112	9	essays	essay	NOUN
gs-3873	112	10	by	by	ADP
gs-3873	112	11	analyzing	analyze	VERB
gs-3873	112	12	the	the	DET
gs-3873	112	13	content	content	NOUN
gs-3873	112	14	for	for	ADP
gs-3873	112	15	coherence	coherence	NOUN
gs-3873	112	16	and	and	CCONJ
gs-3873	112	17	relevance	relevance	NOUN
gs-3873	112	18	.	.	PUNCT
gs-3873	113	1	georgian	georgian	ADJ
gs-3873	113	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3873	113	3	მეცნიერები	მეცნიერები	NOUN
gs-3873	113	4	ტ.	ტ.	VERB
gs-3873	113	5	7	7	NUM
gs-3873	113	6	n	n	DET
gs-3873	113	7	2	2	NUM
gs-3873	113	8	,	,	PUNCT
gs-3873	113	9	2025	2025	NUM
gs-3873	113	10	561	561	NUM
gs-3873	113	11	6	6	NUM
gs-3873	113	12	.	.	PUNCT
gs-3873	114	1	chatbots	chatbot	NOUN
gs-3873	114	2	and	and	CCONJ
gs-3873	114	3	virtual	virtual	ADJ
gs-3873	114	4	assistants	assistant	NOUN
gs-3873	114	5	:	:	PUNCT
gs-3873	114	6	ai	ai	AUX
gs-3873	114	7	-	-	PUNCT
gs-3873	114	8	driven	drive	VERB
gs-3873	114	9	chatbots	chatbot	NOUN
gs-3873	114	10	such	such	ADJ
gs-3873	114	11	as	as	ADP
gs-3873	114	12	mainstay	mainstay	NOUN
gs-3873	114	13	provide	provide	VERB
gs-3873	114	14	students	student	NOUN
gs-3873	114	15	with	with	ADP
gs-3873	114	16	immediate	immediate	ADJ
gs-3873	114	17	support	support	NOUN
gs-3873	114	18	and	and	CCONJ
gs-3873	114	19	assistance	assistance	NOUN
gs-3873	114	20	outside	outside	ADP
gs-3873	114	21	classroom	classroom	NOUN
gs-3873	114	22	hours	hour	NOUN
gs-3873	114	23	.	.	PUNCT
gs-3873	115	1	these	these	DET
gs-3873	115	2	chatbots	chatbot	NOUN
gs-3873	115	3	answer	answer	VERB
gs-3873	115	4	questions	question	NOUN
gs-3873	115	5	,	,	PUNCT
gs-3873	115	6	remind	remind	VERB
gs-3873	115	7	students	student	NOUN
gs-3873	115	8	of	of	ADP
gs-3873	115	9	deadlines	deadline	NOUN
gs-3873	115	10	and	and	CCONJ
gs-3873	115	11	guide	guide	VERB
gs-3873	115	12	them	they	PRON
gs-3873	115	13	through	through	ADP
gs-3873	115	14	administrative	administrative	ADJ
gs-3873	115	15	processes	process	NOUN
gs-3873	115	16	,	,	PUNCT
gs-3873	115	17	enhancing	enhance	VERB
gs-3873	115	18	engagement	engagement	NOUN
gs-3873	115	19	and	and	CCONJ
gs-3873	115	20	promoting	promote	VERB
gs-3873	115	21	independent	independent	ADJ
gs-3873	115	22	learning	learning	NOUN
gs-3873	115	23	.	.	PUNCT
gs-3873	116	1	7	7	X
gs-3873	116	2	.	.	X
gs-3873	116	3	curriculum	curriculum	NOUN
gs-3873	116	4	planning	planning	NOUN
gs-3873	116	5	:	:	PUNCT
gs-3873	116	6	ai	ai	VERB
gs-3873	116	7	helps	help	VERB
gs-3873	116	8	educators	educator	NOUN
gs-3873	116	9	plan	plan	VERB
gs-3873	116	10	curricula	curricula	NOUN
gs-3873	116	11	by	by	ADP
gs-3873	116	12	analyzing	analyze	VERB
gs-3873	116	13	educational	educational	ADJ
gs-3873	116	14	data	datum	NOUN
gs-3873	116	15	to	to	PART
gs-3873	116	16	identify	identify	VERB
gs-3873	116	17	trends	trend	NOUN
gs-3873	116	18	and	and	CCONJ
gs-3873	116	19	gaps	gap	NOUN
gs-3873	116	20	.	.	PUNCT
gs-3873	117	1	this	this	PRON
gs-3873	117	2	ensures	ensure	VERB
gs-3873	117	3	the	the	DET
gs-3873	117	4	curriculum	curriculum	NOUN
gs-3873	117	5	remains	remain	VERB
gs-3873	117	6	relevant	relevant	ADJ
gs-3873	117	7	,	,	PUNCT
gs-3873	117	8	comprehensive	comprehensive	ADJ
gs-3873	117	9	and	and	CCONJ
gs-3873	117	10	aligned	align	VERB
gs-3873	117	11	with	with	ADP
gs-3873	117	12	learning	learn	VERB
gs-3873	117	13	objectives	objective	NOUN
gs-3873	117	14	by	by	ADP
gs-3873	117	15	suggesting	suggest	VERB
gs-3873	117	16	updates	update	NOUN
gs-3873	117	17	based	base	VERB
gs-3873	117	18	on	on	ADP
gs-3873	117	19	the	the	DET
gs-3873	117	20	latest	late	ADJ
gs-3873	117	21	educational	educational	ADJ
gs-3873	117	22	needs	need	NOUN
gs-3873	117	23	and	and	CCONJ
gs-3873	117	24	standards	standard	NOUN
gs-3873	117	25	.	.	PUNCT
gs-3873	118	1	8	8	X
gs-3873	118	2	.	.	PUNCT
gs-3873	118	3	personalized	personalized	ADJ
gs-3873	118	4	learning	learning	NOUN
gs-3873	118	5	:	:	PUNCT
gs-3873	118	6	ai	ai	AUX
gs-3873	118	7	learning	learn	VERB
gs-3873	118	8	platforms	platform	NOUN
gs-3873	118	9	create	create	VERB
gs-3873	118	10	customized	customized	ADJ
gs-3873	118	11	learning	learn	VERB
gs-3873	118	12	experiences	experience	NOUN
gs-3873	118	13	by	by	ADP
gs-3873	118	14	adapting	adapt	VERB
gs-3873	118	15	to	to	ADP
gs-3873	118	16	the	the	DET
gs-3873	118	17	unique	unique	ADJ
gs-3873	118	18	ways	way	NOUN
gs-3873	118	19	students	student	NOUN
gs-3873	118	20	understand	understand	VERB
gs-3873	118	21	concepts	concept	NOUN
gs-3873	118	22	.	.	PUNCT
gs-3873	119	1	this	this	PRON
gs-3873	119	2	reduces	reduce	VERB
gs-3873	119	3	cognitive	cognitive	ADJ
gs-3873	119	4	load	load	NOUN
gs-3873	119	5	and	and	CCONJ
gs-3873	119	6	ensures	ensure	VERB
gs-3873	119	7	that	that	SCONJ
gs-3873	119	8	each	each	DET
gs-3873	119	9	student	student	NOUN
gs-3873	119	10	receives	receive	VERB
gs-3873	119	11	instruction	instruction	NOUN
gs-3873	119	12	tailored	tailor	VERB
gs-3873	119	13	to	to	ADP
gs-3873	119	14	their	their	PRON
gs-3873	119	15	learning	learning	NOUN
gs-3873	119	16	style	style	NOUN
gs-3873	119	17	and	and	CCONJ
gs-3873	119	18	pace	pace	NOUN
gs-3873	119	19	.	.	PUNCT
gs-3873	120	1	9	9	X
gs-3873	120	2	.	.	X
gs-3873	120	3	language	language	NOUN
gs-3873	120	4	learning	learning	NOUN
gs-3873	120	5	:	:	PUNCT
gs-3873	120	6	ai	ai	VERB
gs-3873	120	7	tools	tool	NOUN
gs-3873	120	8	like	like	SCONJ
gs-3873	120	9	duolingo	duolingo	NOUN
gs-3873	120	10	use	use	VERB
gs-3873	120	11	adaptive	adaptive	ADJ
gs-3873	120	12	algorithms	algorithm	NOUN
gs-3873	120	13	to	to	PART
gs-3873	120	14	personalize	personalize	VERB
gs-3873	120	15	language	language	NOUN
gs-3873	120	16	learning	learning	NOUN
gs-3873	120	17	experiences	experience	NOUN
gs-3873	120	18	.	.	PUNCT
gs-3873	121	1	the	the	DET
gs-3873	121	2	ai	ai	NOUN
gs-3873	121	3	adjusts	adjust	VERB
gs-3873	121	4	the	the	DET
gs-3873	121	5	difficulty	difficulty	NOUN
gs-3873	121	6	of	of	ADP
gs-3873	121	7	exercises	exercise	NOUN
gs-3873	121	8	based	base	VERB
gs-3873	121	9	on	on	ADP
gs-3873	121	10	the	the	DET
gs-3873	121	11	user	user	NOUN
gs-3873	121	12	’s	’s	PART
gs-3873	121	13	progress	progress	NOUN
gs-3873	121	14	,	,	PUNCT
gs-3873	121	15	ensuring	ensure	VERB
gs-3873	121	16	an	an	DET
gs-3873	121	17	optimal	optimal	ADJ
gs-3873	121	18	learning	learning	NOUN
gs-3873	121	19	curve	curve	NOUN
gs-3873	121	20	and	and	CCONJ
gs-3873	121	21	enhancing	enhance	VERB
gs-3873	121	22	language	language	NOUN
gs-3873	121	23	acquisition	acquisition	NOUN
gs-3873	121	24	.	.	PUNCT
gs-3873	122	1	10	10	NUM
gs-3873	122	2	.	.	X
gs-3873	122	3	virtual	virtual	ADJ
gs-3873	122	4	3d	3d	PROPN
gs-3873	122	5	classrooms	classroom	NOUN
gs-3873	122	6	:	:	PUNCT
gs-3873	122	7	the	the	DET
gs-3873	122	8	metaverse	metaverse	NOUN
gs-3873	122	9	creates	create	VERB
gs-3873	122	10	immersive	immersive	ADJ
gs-3873	122	11	virtual	virtual	ADJ
gs-3873	122	12	classrooms	classroom	NOUN
gs-3873	122	13	where	where	SCONJ
gs-3873	122	14	students	student	NOUN
gs-3873	122	15	can	can	AUX
gs-3873	122	16	interact	interact	VERB
gs-3873	122	17	with	with	ADP
gs-3873	122	18	classmates	classmate	NOUN
gs-3873	122	19	and	and	CCONJ
gs-3873	122	20	teachers	teacher	NOUN
gs-3873	122	21	.	.	PUNCT
gs-3873	123	1	platforms	platform	NOUN
gs-3873	123	2	like	like	ADP
gs-3873	123	3	engage	engage	VERB
gs-3873	123	4	vr	vr	PROPN
gs-3873	123	5	offer	offer	VERB
gs-3873	123	6	virtual	virtual	ADJ
gs-3873	123	7	environments	environment	NOUN
gs-3873	123	8	that	that	PRON
gs-3873	123	9	enhance	enhance	VERB
gs-3873	123	10	the	the	DET
gs-3873	123	11	learning	learning	NOUN
gs-3873	123	12	experience	experience	NOUN
gs-3873	123	13	beyond	beyond	ADP
gs-3873	123	14	traditional	traditional	ADJ
gs-3873	123	15	methods	method	NOUN
gs-3873	123	16	,	,	PUNCT
gs-3873	123	17	providing	provide	VERB
gs-3873	123	18	opportunities	opportunity	NOUN
gs-3873	123	19	for	for	ADP
gs-3873	123	20	interactive	interactive	ADJ
gs-3873	123	21	and	and	CCONJ
gs-3873	123	22	experiential	experiential	ADJ
gs-3873	123	23	learning	learning	NOUN
gs-3873	123	24	.	.	PUNCT
gs-3873	124	1	11	11	NUM
gs-3873	124	2	.	.	X
gs-3873	124	3	plagiarism	plagiarism	NOUN
gs-3873	124	4	detection	detection	PROPN
gs-3873	124	5	:	:	PUNCT
gs-3873	124	6	ai	ai	AUX
gs-3873	124	7	tools	tool	NOUN
gs-3873	124	8	analyze	analyze	VERB
gs-3873	124	9	student	student	NOUN
gs-3873	124	10	submissions	submission	NOUN
gs-3873	124	11	for	for	ADP
gs-3873	124	12	potential	potential	ADJ
gs-3873	124	13	plagiarism	plagiarism	NOUN
gs-3873	124	14	by	by	ADP
gs-3873	124	15	comparing	compare	VERB
gs-3873	124	16	them	they	PRON
gs-3873	124	17	against	against	ADP
gs-3873	124	18	a	a	DET
gs-3873	124	19	vast	vast	ADJ
gs-3873	124	20	database	database	NOUN
gs-3873	124	21	of	of	ADP
gs-3873	124	22	academic	academic	ADJ
gs-3873	124	23	content	content	NOUN
gs-3873	124	24	,	,	PUNCT
gs-3873	124	25	ensuring	ensure	VERB
gs-3873	124	26	academic	academic	ADJ
gs-3873	124	27	integrity	integrity	NOUN
gs-3873	124	28	and	and	CCONJ
gs-3873	124	29	originality	originality	NOUN
gs-3873	124	30	in	in	ADP
gs-3873	124	31	student	student	NOUN
gs-3873	124	32	work	work	NOUN
gs-3873	124	33	.	.	PUNCT
gs-3873	125	1	vi	vi	X
gs-3873	125	2	.	.	NOUN
gs-3873	125	3	conclusion	conclusion	NOUN
gs-3873	125	4	in	in	ADP
gs-3873	125	5	the	the	DET
gs-3873	125	6	era	era	NOUN
gs-3873	125	7	of	of	ADP
gs-3873	125	8	globalization	globalization	NOUN
gs-3873	125	9	the	the	DET
gs-3873	125	10	crucial	crucial	ADJ
gs-3873	125	11	role	role	NOUN
gs-3873	125	12	online	online	ADV
gs-3873	125	13	,	,	PUNCT
gs-3873	125	14	distance	distance	NOUN
gs-3873	125	15	and	and	CCONJ
gs-3873	125	16	hibrid	hibrid	ADJ
gs-3873	125	17	teaching	teaching	NOUN
gs-3873	125	18	.	.	PUNCT
gs-3873	126	1	after	after	ADP
gs-3873	126	2	the	the	DET
gs-3873	126	3	pandemic	pandemic	ADJ
gs-3873	126	4	,	,	PUNCT
gs-3873	126	5	such	such	ADJ
gs-3873	126	6	teaching	teaching	NOUN
gs-3873	126	7	methods	method	NOUN
gs-3873	126	8	have	have	AUX
gs-3873	126	9	been	be	AUX
gs-3873	126	10	recognized	recognize	VERB
gs-3873	126	11	all	all	ADV
gs-3873	126	12	in	in	ADP
gs-3873	126	13	the	the	DET
gs-3873	126	14	world	world	NOUN
gs-3873	126	15	,	,	PUNCT
gs-3873	126	16	although	although	SCONJ
gs-3873	126	17	face	face	NOUN
gs-3873	126	18	-	-	PUNCT
gs-3873	126	19	to	to	ADP
gs-3873	126	20	-	-	PUNCT
gs-3873	126	21	face	face	NOUN
gs-3873	126	22	teaching	teaching	NOUN
gs-3873	126	23	is	be	AUX
gs-3873	126	24	still	still	ADV
gs-3873	126	25	a	a	DET
gs-3873	126	26	priority	priority	NOUN
gs-3873	126	27	.	.	PUNCT
gs-3873	127	1	in	in	ADP
gs-3873	127	2	this	this	DET
gs-3873	127	3	study	study	NOUN
gs-3873	127	4	have	have	AUX
gs-3873	127	5	been	be	AUX
gs-3873	127	6	developed	develop	VERB
gs-3873	127	7	a	a	DET
gs-3873	127	8	modern	modern	ADJ
gs-3873	127	9	teaching	teaching	NOUN
gs-3873	127	10	models	model	NOUN
gs-3873	127	11	,	,	PUNCT
gs-3873	127	12	which	which	DET
gs-3873	127	13	criteria	criterion	NOUN
gs-3873	127	14	play	play	VERB
gs-3873	127	15	a	a	DET
gs-3873	127	16	decisive	decisive	ADJ
gs-3873	127	17	role	role	NOUN
gs-3873	127	18	in	in	ADP
gs-3873	127	19	the	the	DET
gs-3873	127	20	learning	learning	NOUN
gs-3873	127	21	process	process	NOUN
gs-3873	127	22	,	,	PUNCT
gs-3873	127	23	what	what	PRON
gs-3873	127	24	the	the	DET
gs-3873	127	25	lecturer	lecturer	NOUN
gs-3873	127	26	should	should	AUX
gs-3873	127	27	focus	focus	VERB
gs-3873	127	28	on	on	ADP
gs-3873	127	29	to	to	PART
gs-3873	127	30	achieve	achieve	VERB
gs-3873	127	31	the	the	DET
gs-3873	127	32	best	good	ADJ
gs-3873	127	33	results	result	NOUN
gs-3873	127	34	.	.	PUNCT
gs-3873	128	1	georgian	georgian	ADJ
gs-3873	128	2	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3873	128	3	მეცნიერები	მეცნიერები	NOUN
gs-3873	128	4	ტ.	ტ.	VERB
gs-3873	128	5	7	7	NUM
gs-3873	128	6	n	n	PRON
gs-3873	128	7	2	2	NUM
gs-3873	128	8	,	,	PUNCT
gs-3873	128	9	2025	2025	NUM
gs-3873	128	10	562	562	NUM
gs-3873	128	11	references	reference	NOUN
gs-3873	128	12	[	[	X
gs-3873	128	13	1	1	NUM
gs-3873	128	14	]	]	PUNCT
gs-3873	128	15	i.	i.	PROPN
gs-3873	128	16	abuladze	abuladze	PROPN
gs-3873	128	17	,	,	PUNCT
gs-3873	128	18	i.	i.	NOUN
gs-3873	128	19	megrelishvili	megrelishvili	NOUN
gs-3873	128	20	.	.	PUNCT
gs-3873	129	1	the	the	DET
gs-3873	129	2	role	role	NOUN
gs-3873	129	3	of	of	ADP
gs-3873	129	4	artificial	artificial	ADJ
gs-3873	129	5	intelligence	intelligence	NOUN
gs-3873	129	6	for	for	ADP
gs-3873	129	7	the	the	DET
gs-3873	129	8	effectiveness	effectiveness	NOUN
gs-3873	129	9	of	of	ADP
gs-3873	129	10	the	the	DET
gs-3873	129	11	educational	educational	ADJ
gs-3873	129	12	process	process	NOUN
gs-3873	129	13	.	.	PUNCT
gs-3873	130	1	international	international	ADJ
gs-3873	130	2	scientific	scientific	ADJ
gs-3873	130	3	and	and	CCONJ
gs-3873	130	4	practical	practical	ADJ
gs-3873	130	5	conference	conference	NOUN
gs-3873	130	6	"	"	PUNCT
gs-3873	130	7	innovations	innovation	NOUN
gs-3873	130	8	and	and	CCONJ
gs-3873	130	9	modern	modern	ADJ
gs-3873	130	10	challenges	challenge	NOUN
gs-3873	130	11	2022	2022	NUM
gs-3873	130	12	"	"	PUNCT
gs-3873	130	13	dedicated	dedicate	VERB
gs-3873	130	14	to	to	ADP
gs-3873	130	15	the	the	DET
gs-3873	130	16	100th	100th	ADJ
gs-3873	130	17	anniversary	anniversary	NOUN
gs-3873	130	18	of	of	ADP
gs-3873	130	19	the	the	DET
gs-3873	130	20	georgian	georgian	PROPN
gs-3873	130	21	technical	technical	PROPN
gs-3873	130	22	university	university	PROPN
gs-3873	130	23	and	and	CCONJ
gs-3873	130	24	the	the	DET
gs-3873	130	25	65th	65th	ADJ
gs-3873	130	26	anniversary	anniversary	NOUN
gs-3873	130	27	of	of	ADP
gs-3873	130	28	the	the	DET
gs-3873	130	29	faculty	faculty	NOUN
gs-3873	130	30	of	of	ADP
gs-3873	130	31	informatics	informatic	NOUN
gs-3873	130	32	and	and	CCONJ
gs-3873	130	33	control	control	PROPN
gs-3873	130	34	systems	system	NOUN
gs-3873	130	35	.	.	PUNCT
gs-3873	131	1	tbilisi	tbilisi	PROPN
gs-3873	131	2	,	,	PUNCT
gs-3873	131	3	georgia	georgia	PROPN
gs-3873	131	4	,	,	PUNCT
gs-3873	131	5	2022	2022	NUM
gs-3873	131	6	.	.	PUNCT
gs-3873	132	1	[	[	X
gs-3873	132	2	2	2	NUM
gs-3873	132	3	]	]	X
gs-3873	132	4	n.	n.	NOUN
gs-3873	132	5	hotara	hotara	PROPN
gs-3873	132	6	,	,	PUNCT
gs-3873	132	7	m.	m.	NOUN
gs-3873	132	8	a.	a.	PROPN
gs-3873	132	9	özcanb	özcanb	PROPN
gs-3873	132	10	,	,	PUNCT
gs-3873	132	11	b.	b.	PROPN
gs-3873	132	12	baranc	baranc	PROPN
gs-3873	132	13	,	,	PUNCT
gs-3873	132	14	e.	e.	PROPN
gs-3873	132	15	karagözd	karagözd	PROPN
gs-3873	132	16	,	,	PUNCT
gs-3873	132	17	l.	l.	PROPN
gs-3873	132	18	ö.	ö.	PROPN
gs-3873	132	19	güneye	güneye	PROPN
gs-3873	132	20	.	.	PUNCT
gs-3873	133	1	face	face	NOUN
gs-3873	133	2	-	-	PUNCT
gs-3873	133	3	to	to	ADP
gs-3873	133	4	-	-	PUNCT
gs-3873	133	5	face	face	NOUN
gs-3873	133	6	,	,	PUNCT
gs-3873	133	7	online	online	ADJ
gs-3873	133	8	or	or	CCONJ
gs-3873	133	9	hybrid	hybrid	NOUN
gs-3873	133	10	,	,	PUNCT
gs-3873	133	11	which	which	DET
gs-3873	133	12	model	model	NOUN
gs-3873	133	13	is	be	AUX
gs-3873	133	14	preferred	prefer	VERB
gs-3873	133	15	by	by	ADP
gs-3873	133	16	university	university	NOUN
gs-3873	133	17	students	student	NOUN
gs-3873	133	18	and	and	CCONJ
gs-3873	133	19	why	why	SCONJ
gs-3873	133	20	?	?	PUNCT
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gs-3873	134	2	of	of	ADP
gs-3873	134	3	learning	learning	NOUN
gs-3873	134	4	and	and	CCONJ
gs-3873	134	5	teaching	teaching	NOUN
gs-3873	134	6	in	in	ADP
gs-3873	134	7	digital	digital	ADJ
gs-3873	134	8	age	age	NOUN
gs-3873	134	9	,	,	PUNCT
gs-3873	134	10	8(2	8(2	NUM
gs-3873	134	11	)	)	PUNCT
gs-3873	134	12	,	,	PUNCT
gs-3873	134	13	2023	2023	NUM
gs-3873	134	14	,	,	PUNCT
gs-3873	134	15	pages	page	NOUN
gs-3873	134	16	1799	1799	NUM
gs-3873	134	17	-	-	SYM
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gs-3873	134	19	.	.	PUNCT
gs-3873	135	1	[	[	X
gs-3873	135	2	3	3	NUM
gs-3873	135	3	]	]	SYM
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gs-3873	135	5	,	,	PUNCT
gs-3873	135	6	f.	f.	PROPN
gs-3873	135	7	,	,	PUNCT
gs-3873	135	8	&	&	CCONJ
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gs-3873	135	13	2021	2021	NUM
gs-3873	135	14	)	)	PUNCT
gs-3873	135	15	.	.	PUNCT
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gs-3873	136	2	intelligence	intelligence	NOUN
gs-3873	136	3	in	in	ADP
gs-3873	136	4	education	education	NOUN
gs-3873	136	5	:	:	PUNCT
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gs-3873	136	7	three	three	NUM
gs-3873	136	8	paradigms	paradigm	NOUN
gs-3873	136	9	.	.	PUNCT
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gs-3873	137	2	and	and	CCONJ
gs-3873	137	3	education	education	NOUN
gs-3873	137	4	:	:	PUNCT
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gs-3873	137	6	intelligence	intelligence	NOUN
gs-3873	137	7	,	,	PUNCT
gs-3873	137	8	2(1	2(1	NUM
gs-3873	137	9	)	)	PUNCT
gs-3873	137	10	,	,	PUNCT
gs-3873	137	11	100020	100020	NUM
gs-3873	137	12	.	.	PUNCT
gs-3873	138	1	https://doi.org/10.1016/j.caeai.2021.100020	https://doi.org/10.1016/j.caeai.2021.100020	NOUN
gs-3873	138	2	[	[	X
gs-3873	138	3	4	4	X
gs-3873	138	4	]	]	X
gs-3873	138	5	i.	i.	PROPN
gs-3873	138	6	abuladze	abuladze	PROPN
gs-3873	138	7	.	.	PUNCT
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gs-3873	139	2	language	language	PROPN
gs-3873	139	3	python	python	PROPN
gs-3873	139	4	.	.	PUNCT
gs-3873	140	1	technical	technical	PROPN
gs-3873	140	2	university	university	PROPN
gs-3873	140	3	,	,	PUNCT
gs-3873	140	4	tbilisi	tbilisi	PROPN
gs-3873	140	5	,	,	PUNCT
gs-3873	140	6	georgia	georgia	PROPN
gs-3873	140	7	,	,	PUNCT
gs-3873	140	8	2021	2021	NUM
gs-3873	140	9	.	.	PUNCT
gs-3873	141	1	[	[	X
gs-3873	141	2	5	5	NUM
gs-3873	141	3	]	]	X
gs-3873	141	4	ucl	ucl	PROPN
gs-3873	141	5	.	.	PUNCT
gs-3873	141	6	(	(	PUNCT
gs-3873	141	7	2020	2020	NUM
gs-3873	141	8	,	,	PUNCT
gs-3873	141	9	march	march	PROPN
gs-3873	141	10	11	11	NUM
gs-3873	141	11	)	)	PUNCT
gs-3873	141	12	.	.	PUNCT
gs-3873	142	1	opinion	opinion	NOUN
gs-3873	142	2	:	:	PUNCT
gs-3873	142	3	ai	ai	VERB
gs-3873	142	4	in	in	ADP
gs-3873	142	5	education	education	NOUN
gs-3873	142	6	will	will	AUX
gs-3873	142	7	help	help	VERB
gs-3873	142	8	us	we	PRON
gs-3873	142	9	understand	understand	VERB
gs-3873	142	10	how	how	SCONJ
gs-3873	142	11	we	we	PRON
gs-3873	142	12	think	think	VERB
gs-3873	142	13	.	.	PUNCT
gs-3873	143	1	ucl	ucl	PROPN
gs-3873	143	2	news	news	PROPN
gs-3873	143	3	.	.	PUNCT
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gs-3873	145	1	[	[	X
gs-3873	145	2	6	6	NUM
gs-3873	145	3	]	]	PUNCT
gs-3873	145	4	e.	e.	PROPN
gs-3873	145	5	m.	m.	PROPN
gs-3873	145	6	onyema	onyema	PROPN
gs-3873	145	7	,	,	PUNCT
gs-3873	145	8	kh	kh	PROPN
gs-3873	145	9	.	.	PUNCT
gs-3873	145	10	k.	k.	PROPN
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gs-3873	145	12	,	,	PUNCT
gs-3873	145	13	f.	f.	PROPN
gs-3873	145	14	u.	u.	PROPN
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gs-3873	145	16	,	,	PUNCT
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gs-3873	145	20	u.	u.	PROPN
gs-3873	145	21	s.	s.	PROPN
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gs-3873	145	25	puttaramaiah	puttaramaiah	PROPN
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gs-3873	145	27	r.	r.	PROPN
gs-3873	145	28	k.	k.	PROPN
gs-3873	145	29	afriyie	afriyie	PROPN
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gs-3873	146	1	prospects	prospect	NOUN
gs-3873	146	2	and	and	CCONJ
gs-3873	146	3	challenges	challenge	NOUN
gs-3873	146	4	of	of	ADP
gs-3873	146	5	using	use	VERB
gs-3873	146	6	machine	machine	NOUN
gs-3873	146	7	learning	learning	NOUN
gs-3873	146	8	for	for	ADP
gs-3873	146	9	academic	academic	ADJ
gs-3873	146	10	forecasting	forecasting	NOUN
gs-3873	146	11	.	.	PUNCT
gs-3873	147	1	hindawi	hindawi	ADJ
gs-3873	147	2	,	,	PUNCT
gs-3873	147	3	computational	computational	ADJ
gs-3873	147	4	intelligence	intelligence	NOUN
gs-3873	147	5	and	and	CCONJ
gs-3873	147	6	neuroscience	neuroscience	NOUN
gs-3873	147	7	,	,	PUNCT
gs-3873	147	8	2022	2022	NUM
gs-3873	147	9	.	.	PUNCT
gs-3873	148	1	[	[	X
gs-3873	148	2	7	7	NUM
gs-3873	148	3	]	]	ADJ
gs-3873	148	4	administrator	administrator	NOUN
gs-3873	148	5	.	.	PUNCT
gs-3873	149	1	(	(	PUNCT
gs-3873	149	2	2021	2021	NUM
gs-3873	149	3	,	,	PUNCT
gs-3873	149	4	december	december	PROPN
gs-3873	149	5	7	7	NUM
gs-3873	149	6	)	)	PUNCT
gs-3873	149	7	.	.	PUNCT
gs-3873	150	1	43	43	NUM
gs-3873	150	2	examples	example	NOUN
gs-3873	150	3	of	of	ADP
gs-3873	150	4	artificial	artificial	ADJ
gs-3873	150	5	intelligence	intelligence	NOUN
gs-3873	150	6	in	in	ADP
gs-3873	150	7	education	education	NOUN
gs-3873	150	8	.	.	PUNCT
gs-3873	151	1	university	university	NOUN
gs-3873	151	2	of	of	ADP
gs-3873	151	3	san	san	PROPN
gs-3873	151	4	diego	diego	PROPN
gs-3873	151	5	online	online	ADJ
gs-3873	151	6	degrees	degree	NOUN
gs-3873	151	7	.	.	PUNCT
gs-3873	152	1	https://onlinedegrees.sandiego.edu/artificial-intelligenceeducation	https://onlinedegrees.sandiego.edu/artificial-intelligenceeducation	NOUN
