id	sid	tid	token	lemma	pos
easat-11102	1	1	edelweiss	edelweiss	PROPN
easat-11102	1	2	applied	apply	VERB
easat-11102	1	3	science	science	NOUN
easat-11102	1	4	and	and	CCONJ
easat-11102	1	5	technology	technology	NOUN
easat-11102	1	6	issn	issn	PROPN
easat-11102	1	7	:	:	PUNCT
easat-11102	1	8	2576	2576	NUM
easat-11102	1	9	-	-	SYM
easat-11102	1	10	8484	8484	NUM
easat-11102	1	11	vol	vol	NOUN
easat-11102	1	12	.	.	PROPN
easat-11102	2	1	9	9	NUM
easat-11102	2	2	,	,	PUNCT
easat-11102	2	3	no	no	INTJ
easat-11102	2	4	.	.	NOUN
easat-11102	2	5	11	11	NUM
easat-11102	2	6	,	,	PUNCT
easat-11102	2	7	1226	1226	NUM
easat-11102	2	8	-	-	SYM
easat-11102	2	9	1233	1233	NUM
easat-11102	2	10	2025	2025	NUM
easat-11102	2	11	publisher	publisher	NOUN
easat-11102	2	12	:	:	PUNCT
easat-11102	2	13	learning	learn	VERB
easat-11102	2	14	gate	gate	NOUN
easat-11102	2	15	doi	doi	PROPN
easat-11102	2	16	:	:	PUNCT
easat-11102	2	17	10.55214/2576	10.55214/2576	NUM
easat-11102	2	18	-	-	PUNCT
easat-11102	2	19	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	3	1	©	©	PROPN
easat-11102	3	2	2025	2025	NUM
easat-11102	3	3	by	by	ADP
easat-11102	3	4	the	the	DET
easat-11102	3	5	authors	author	NOUN
easat-11102	3	6	;	;	PUNCT
easat-11102	3	7	licensee	licensee	PROPN
easat-11102	3	8	learning	learning	NOUN
easat-11102	3	9	gate	gate	NOUN
easat-11102	3	10	©	©	PROPN
easat-11102	3	11	2025	2025	NUM
easat-11102	3	12	by	by	ADP
easat-11102	3	13	the	the	DET
easat-11102	3	14	authors	author	NOUN
easat-11102	3	15	;	;	PUNCT
easat-11102	3	16	licensee	licensee	PROPN
easat-11102	3	17	learning	learning	NOUN
easat-11102	3	18	gate	gate	NOUN
easat-11102	3	19	history	history	NOUN
easat-11102	3	20	:	:	PUNCT
easat-11102	3	21	received	receive	VERB
easat-11102	3	22	:	:	PUNCT
easat-11102	3	23	24	24	NUM
easat-11102	3	24	september	september	PROPN
easat-11102	3	25	2025	2025	NUM
easat-11102	3	26	;	;	PUNCT
easat-11102	3	27	revised	revise	VERB
easat-11102	3	28	:	:	PUNCT
easat-11102	3	29	4	4	NUM
easat-11102	3	30	november	november	NOUN
easat-11102	3	31	2025	2025	NUM
easat-11102	3	32	;	;	PUNCT
easat-11102	3	33	accepted	accept	VERB
easat-11102	3	34	:	:	PUNCT
easat-11102	3	35	7	7	NUM
easat-11102	3	36	november	november	PROPN
easat-11102	3	37	2025	2025	NUM
easat-11102	3	38	;	;	PUNCT
easat-11102	3	39	published	publish	VERB
easat-11102	3	40	:	:	PUNCT
easat-11102	4	1	20	20	NUM
easat-11102	4	2	november	november	NOUN
easat-11102	4	3	2025	2025	NUM
easat-11102	4	4	*	*	PUNCT
easat-11102	4	5	correspondence	correspondence	NOUN
easat-11102	4	6	:	:	PUNCT
easat-11102	5	1	jelizareynag@gmail.com	jelizareynag@gmail.com	PROPN
easat-11102	5	2	natural	natural	ADJ
easat-11102	5	3	language	language	NOUN
easat-11102	5	4	processing	processing	NOUN
easat-11102	5	5	in	in	ADP
easat-11102	5	6	university	university	NOUN
easat-11102	5	7	tutoring	tutoring	NOUN
easat-11102	5	8	management	management	NOUN
easat-11102	5	9	julissa	julissa	PROPN
easat-11102	5	10	elizabeth	elizabeth	PROPN
easat-11102	5	11	reyna	reyna	PROPN
easat-11102	5	12	-	-	NOUN
easat-11102	5	13	gonzalez1	gonzalez1	NOUN
easat-11102	5	14	,	,	PUNCT
easat-11102	5	15	ciro	ciro	PROPN
easat-11102	5	16	rodríguez	rodríguez	PROPN
easat-11102	5	17	rodríguez2	rodríguez2	PROPN
easat-11102	5	18	,	,	PUNCT
easat-11102	5	19	juan	juan	PROPN
easat-11102	5	20	carlos	carlos	PROPN
easat-11102	5	21	lázaro	lázaro	PROPN
easat-11102	5	22	-	-	PUNCT
easat-11102	5	23	guillermo3	guillermo3	ADJ
easat-11102	5	24	,	,	PUNCT
easat-11102	5	25	walter	walter	PROPN
easat-11102	5	26	teófilo	teófilo	PROPN
easat-11102	5	27	baldeon	baldeon	PROPN
easat-11102	5	28	canchaya4	canchaya4	PROPN
easat-11102	5	29	,	,	PUNCT
easat-11102	5	30	jaime	jaime	PROPN
easat-11102	5	31	antonio	antonio	PROPN
easat-11102	5	32	cancho	cancho	NOUN
easat-11102	5	33	guisado5	guisado5	PROPN
easat-11102	6	1	1,2faculty	1,2faculty	NUM
easat-11102	6	2	of	of	ADP
easat-11102	6	3	systems	system	NOUN
easat-11102	6	4	and	and	CCONJ
easat-11102	6	5	computer	computer	NOUN
easat-11102	6	6	engineering	engineer	VERB
easat-11102	6	7	universidad	universidad	PROPN
easat-11102	6	8	nacional	nacional	PROPN
easat-11102	6	9	mayor	mayor	PROPN
easat-11102	6	10	de	de	PROPN
easat-11102	6	11	san	san	PROPN
easat-11102	6	12	marcos	marcos	PROPN
easat-11102	6	13	,	,	PUNCT
easat-11102	6	14	lima	lima	PROPN
easat-11102	6	15	–	–	PUNCT
easat-11102	6	16	perú	perú	NOUN
easat-11102	6	17	;	;	PUNCT
easat-11102	7	1	jelizareynag@gmail.com	jelizareynag@gmail.com	PROPN
easat-11102	7	2	(	(	PUNCT
easat-11102	7	3	j.e.r.g	j.e.r.g	PROPN
easat-11102	7	4	.	.	PUNCT
easat-11102	7	5	)	)	PUNCT
easat-11102	7	6	.	.	PUNCT
easat-11102	8	1	3department	3department	NUM
easat-11102	8	2	of	of	ADP
easat-11102	8	3	basic	basic	ADJ
easat-11102	8	4	sciences	science	NOUN
easat-11102	8	5	,	,	PUNCT
easat-11102	8	6	faculty	faculty	NOUN
easat-11102	8	7	of	of	ADP
easat-11102	8	8	engineering	engineering	NOUN
easat-11102	8	9	and	and	CCONJ
easat-11102	8	10	environmental	environmental	ADJ
easat-11102	8	11	sciences	science	NOUN
easat-11102	8	12	,	,	PUNCT
easat-11102	8	13	universidad	universidad	PROPN
easat-11102	8	14	nacional	nacional	ADJ
easat-11102	8	15	intercultural	intercultural	PROPN
easat-11102	8	16	de	de	X
easat-11102	8	17	la	la	PROPN
easat-11102	8	18	amazonia	amazonia	PROPN
easat-11102	8	19	,	,	PUNCT
easat-11102	8	20	carretera	carretera	NOUN
easat-11102	8	21	a	a	DET
easat-11102	8	22	san	san	PROPN
easat-11102	8	23	josé	josé	PROPN
easat-11102	8	24	0.63	0.63	NUM
easat-11102	8	25	km	km	PROPN
easat-11102	8	26	,	,	PUNCT
easat-11102	8	27	yarinacocha	yarinacocha	ADJ
easat-11102	8	28	,	,	PUNCT
easat-11102	8	29	25000	25000	NUM
easat-11102	8	30	,	,	PUNCT
easat-11102	8	31	ucayali	ucayali	ADJ
easat-11102	8	32	,	,	PUNCT
easat-11102	8	33	perú	perú	NOUN
easat-11102	8	34	.	.	PUNCT
easat-11102	9	1	4faculty	4faculty	NUM
easat-11102	9	2	of	of	ADP
easat-11102	9	3	systems	system	NOUN
easat-11102	9	4	engineering	engineering	NOUN
easat-11102	9	5	and	and	CCONJ
easat-11102	9	6	computer	computer	NOUN
easat-11102	9	7	science	science	NOUN
easat-11102	9	8	,	,	PUNCT
easat-11102	9	9	universidad	universidad	PROPN
easat-11102	9	10	de	de	PROPN
easat-11102	9	11	huánuco	huánuco	PROPN
easat-11102	9	12	carretera	carretera	PROPN
easat-11102	9	13	central	central	PROPN
easat-11102	9	14	km	km	PROPN
easat-11102	9	15	2.6	2.6	NUM
easat-11102	9	16	,	,	PUNCT
easat-11102	9	17	huánuco	huánuco	PROPN
easat-11102	9	18	,	,	PUNCT
easat-11102	9	19	peru	peru	PROPN
easat-11102	9	20	.	.	PUNCT
easat-11102	10	1	5faculty	5faculty	NUM
easat-11102	10	2	of	of	ADP
easat-11102	10	3	electronic	electronic	ADJ
easat-11102	10	4	engineering	engineering	NOUN
easat-11102	10	5	and	and	CCONJ
easat-11102	10	6	computer	computer	NOUN
easat-11102	10	7	science	science	NOUN
easat-11102	10	8	–	–	PUNCT
easat-11102	10	9	universidad	universidad	PROPN
easat-11102	10	10	nacional	nacional	PROPN
easat-11102	10	11	federico	federico	PROPN
easat-11102	10	12	villarreal	villarreal	PROPN
easat-11102	10	13	,	,	PUNCT
easat-11102	10	14	av	av	PROPN
easat-11102	10	15	.	.	PUNCT
easat-11102	10	16	nicolás	nicolás	PROPN
easat-11102	10	17	de	de	X
easat-11102	10	18	piérola	piérola	PROPN
easat-11102	10	19	347	347	NUM
easat-11102	10	20	,	,	PUNCT
easat-11102	10	21	lima	lima	PROPN
easat-11102	10	22	15001	15001	NUM
easat-11102	10	23	–	–	PUNCT
easat-11102	10	24	lima	lima	PROPN
easat-11102	10	25	,	,	PUNCT
easat-11102	10	26	perú	perú	NOUN
easat-11102	10	27	.	.	PUNCT
easat-11102	11	1	abstract	abstract	ADJ
easat-11102	11	2	:	:	PUNCT
easat-11102	11	3	university	university	NOUN
easat-11102	11	4	tutoring	tutoring	NOUN
easat-11102	11	5	management	management	NOUN
easat-11102	11	6	faces	face	VERB
easat-11102	11	7	complex	complex	ADJ
easat-11102	11	8	challenges	challenge	NOUN
easat-11102	11	9	,	,	PUNCT
easat-11102	11	10	such	such	ADJ
easat-11102	11	11	as	as	ADP
easat-11102	11	12	high	high	ADJ
easat-11102	11	13	cultural	cultural	ADJ
easat-11102	11	14	diversity	diversity	NOUN
easat-11102	11	15	,	,	PUNCT
easat-11102	11	16	the	the	DET
easat-11102	11	17	need	need	NOUN
easat-11102	11	18	for	for	ADP
easat-11102	11	19	empathy	empathy	NOUN
easat-11102	11	20	,	,	PUNCT
easat-11102	11	21	and	and	CCONJ
easat-11102	11	22	the	the	DET
easat-11102	11	23	overload	overload	NOUN
easat-11102	11	24	of	of	ADP
easat-11102	11	25	inquiries	inquiry	NOUN
easat-11102	11	26	in	in	ADP
easat-11102	11	27	student	student	NOUN
easat-11102	11	28	tutoring	tutoring	NOUN
easat-11102	11	29	sessions	session	NOUN
easat-11102	11	30	.	.	PUNCT
easat-11102	12	1	to	to	PART
easat-11102	12	2	address	address	VERB
easat-11102	12	3	these	these	DET
easat-11102	12	4	issues	issue	NOUN
easat-11102	12	5	,	,	PUNCT
easat-11102	12	6	an	an	DET
easat-11102	12	7	intelligent	intelligent	ADJ
easat-11102	12	8	system	system	NOUN
easat-11102	12	9	was	be	AUX
easat-11102	12	10	developed	develop	VERB
easat-11102	12	11	combining	combine	VERB
easat-11102	12	12	a	a	DET
easat-11102	12	13	lightweight	lightweight	ADJ
easat-11102	12	14	backend	backend	NOUN
easat-11102	12	15	server	server	NOUN
easat-11102	12	16	and	and	CCONJ
easat-11102	12	17	an	an	DET
easat-11102	12	18	intuitive	intuitive	ADJ
easat-11102	12	19	graphical	graphical	ADJ
easat-11102	12	20	interface	interface	NOUN
easat-11102	12	21	to	to	PART
easat-11102	12	22	improve	improve	VERB
easat-11102	12	23	tutoring	tutoring	NOUN
easat-11102	12	24	management	management	NOUN
easat-11102	12	25	.	.	PUNCT
easat-11102	13	1	this	this	DET
easat-11102	13	2	system	system	NOUN
easat-11102	13	3	leverages	leverage	VERB
easat-11102	13	4	flask	flask	NOUN
easat-11102	13	5	as	as	ADP
easat-11102	13	6	the	the	DET
easat-11102	13	7	backend	backend	NOUN
easat-11102	13	8	framework	framework	NOUN
easat-11102	13	9	,	,	PUNCT
easat-11102	13	10	enabling	enable	VERB
easat-11102	13	11	scalable	scalable	ADJ
easat-11102	13	12	web	web	NOUN
easat-11102	13	13	services	service	NOUN
easat-11102	13	14	,	,	PUNCT
easat-11102	13	15	and	and	CCONJ
easat-11102	13	16	pyqt5	pyqt5	NOUN
easat-11102	13	17	to	to	PART
easat-11102	13	18	design	design	VERB
easat-11102	13	19	an	an	DET
easat-11102	13	20	interactive	interactive	ADJ
easat-11102	13	21	graphical	graphical	ADJ
easat-11102	13	22	interface	interface	NOUN
easat-11102	13	23	that	that	PRON
easat-11102	13	24	facilitates	facilitate	VERB
easat-11102	13	25	monitoring	monitoring	NOUN
easat-11102	13	26	and	and	CCONJ
easat-11102	13	27	data	datum	NOUN
easat-11102	13	28	management	management	NOUN
easat-11102	13	29	.	.	PUNCT
easat-11102	14	1	additionally	additionally	ADV
easat-11102	14	2	,	,	PUNCT
easat-11102	14	3	multithreaded	multithreaded	ADJ
easat-11102	14	4	programming	programming	NOUN
easat-11102	14	5	ensures	ensure	VERB
easat-11102	14	6	the	the	DET
easat-11102	14	7	simultaneous	simultaneous	ADJ
easat-11102	14	8	execution	execution	NOUN
easat-11102	14	9	of	of	ADP
easat-11102	14	10	the	the	DET
easat-11102	14	11	server	server	NOUN
easat-11102	14	12	and	and	CCONJ
easat-11102	14	13	interface	interface	NOUN
easat-11102	14	14	,	,	PUNCT
easat-11102	14	15	improving	improve	VERB
easat-11102	14	16	user	user	NOUN
easat-11102	14	17	experience	experience	NOUN
easat-11102	14	18	by	by	ADP
easat-11102	14	19	preventing	prevent	VERB
easat-11102	14	20	bottlenecks	bottleneck	NOUN
easat-11102	14	21	.	.	PUNCT
easat-11102	15	1	the	the	DET
easat-11102	15	2	implemented	implement	VERB
easat-11102	15	3	method	method	NOUN
easat-11102	15	4	integrates	integrate	VERB
easat-11102	15	5	advanced	advanced	ADJ
easat-11102	15	6	natural	natural	ADJ
easat-11102	15	7	language	language	NOUN
easat-11102	15	8	processing	processing	NOUN
easat-11102	15	9	(	(	PUNCT
easat-11102	15	10	nlp	nlp	NOUN
easat-11102	15	11	)	)	PUNCT
easat-11102	15	12	algorithms	algorithm	NOUN
easat-11102	15	13	,	,	PUNCT
easat-11102	15	14	such	such	ADJ
easat-11102	15	15	as	as	ADP
easat-11102	15	16	naive	naive	ADJ
easat-11102	15	17	bayes	bayes	NOUN
easat-11102	15	18	and	and	CCONJ
easat-11102	15	19	tf	tf	PROPN
easat-11102	15	20	-	-	PUNCT
easat-11102	15	21	idf	idf	ADJ
easat-11102	15	22	(	(	PUNCT
easat-11102	15	23	term	term	NOUN
easat-11102	15	24	frequency	frequency	NOUN
easat-11102	15	25	-	-	PUNCT
easat-11102	15	26	inverse	inverse	NOUN
easat-11102	15	27	document	document	NOUN
easat-11102	15	28	frequency	frequency	NOUN
easat-11102	15	29	)	)	PUNCT
easat-11102	15	30	,	,	PUNCT
easat-11102	15	31	to	to	PART
easat-11102	15	32	classify	classify	VERB
easat-11102	15	33	and	and	CCONJ
easat-11102	15	34	extract	extract	VERB
easat-11102	15	35	relevant	relevant	ADJ
easat-11102	15	36	information	information	NOUN
easat-11102	15	37	,	,	PUNCT
easat-11102	15	38	while	while	SCONJ
easat-11102	15	39	recurrent	recurrent	ADJ
easat-11102	15	40	neural	neural	ADJ
easat-11102	15	41	networks	network	NOUN
easat-11102	15	42	(	(	PUNCT
easat-11102	15	43	rnns	rnns	NOUN
easat-11102	15	44	)	)	PUNCT
easat-11102	15	45	capture	capture	VERB
easat-11102	15	46	linguistic	linguistic	ADJ
easat-11102	15	47	patterns	pattern	NOUN
easat-11102	15	48	in	in	ADP
easat-11102	15	49	textual	textual	ADJ
easat-11102	15	50	queries	query	NOUN
easat-11102	15	51	.	.	PUNCT
easat-11102	16	1	these	these	DET
easat-11102	16	2	components	component	NOUN
easat-11102	16	3	work	work	VERB
easat-11102	16	4	collaboratively	collaboratively	ADV
easat-11102	16	5	through	through	ADP
easat-11102	16	6	a	a	DET
easat-11102	16	7	backend	backend	ADJ
easat-11102	16	8	api	api	NOUN
easat-11102	16	9	that	that	PRON
easat-11102	16	10	communicates	communicates	AUX
easat-11102	16	11	processed	process	VERB
easat-11102	16	12	results	result	NOUN
easat-11102	16	13	to	to	ADP
easat-11102	16	14	the	the	DET
easat-11102	16	15	interface	interface	NOUN
easat-11102	16	16	in	in	ADP
easat-11102	16	17	real	real	ADJ
easat-11102	16	18	-	-	PUNCT
easat-11102	16	19	time	time	NOUN
easat-11102	16	20	.	.	PUNCT
easat-11102	17	1	the	the	DET
easat-11102	17	2	development	development	NOUN
easat-11102	17	3	was	be	AUX
easat-11102	17	4	carried	carry	VERB
easat-11102	17	5	out	out	ADP
easat-11102	17	6	in	in	ADP
easat-11102	17	7	python	python	NOUN
easat-11102	17	8	,	,	PUNCT
easat-11102	17	9	employing	employ	VERB
easat-11102	17	10	libraries	library	NOUN
easat-11102	17	11	such	such	ADJ
easat-11102	17	12	as	as	ADP
easat-11102	17	13	nltk	nltk	PROPN
easat-11102	17	14	,	,	PUNCT
easat-11102	17	15	spacy	spacy	NOUN
easat-11102	17	16	,	,	PUNCT
easat-11102	17	17	and	and	CCONJ
easat-11102	17	18	tensorflow	tensorflow	NOUN
easat-11102	17	19	for	for	ADP
easat-11102	17	20	language	language	NOUN
easat-11102	17	21	analysis	analysis	NOUN
easat-11102	17	22	and	and	CCONJ
easat-11102	17	23	modeling	modeling	NOUN
easat-11102	17	24	.	.	PUNCT
easat-11102	18	1	the	the	DET
easat-11102	18	2	system	system	NOUN
easat-11102	18	3	automated	automate	VERB
easat-11102	18	4	the	the	DET
easat-11102	18	5	tutoring	tutoring	NOUN
easat-11102	18	6	process	process	NOUN
easat-11102	18	7	,	,	PUNCT
easat-11102	18	8	reducing	reduce	VERB
easat-11102	18	9	tutors	tutor	NOUN
easat-11102	18	10	'	'	PART
easat-11102	18	11	workload	workload	NOUN
easat-11102	18	12	.	.	PUNCT
easat-11102	19	1	with	with	ADP
easat-11102	19	2	a	a	DET
easat-11102	19	3	90	90	NUM
easat-11102	19	4	%	%	NOUN
easat-11102	19	5	accuracy	accuracy	NOUN
easat-11102	19	6	in	in	ADP
easat-11102	19	7	intent	intent	ADJ
easat-11102	19	8	classification	classification	NOUN
easat-11102	19	9	and	and	CCONJ
easat-11102	19	10	generated	generate	VERB
easat-11102	19	11	responses	response	NOUN
easat-11102	19	12	and	and	CCONJ
easat-11102	19	13	an	an	DET
easat-11102	19	14	average	average	ADJ
easat-11102	19	15	response	response	NOUN
easat-11102	19	16	time	time	NOUN
easat-11102	19	17	of	of	ADP
easat-11102	19	18	1.2	1.2	NUM
easat-11102	19	19	seconds	second	NOUN
easat-11102	19	20	achieved	achieve	VERB
easat-11102	19	21	through	through	ADP
easat-11102	19	22	embeddings	embedding	NOUN
easat-11102	19	23	generated	generate	VERB
easat-11102	19	24	by	by	ADP
easat-11102	19	25	sentence	sentence	NOUN
easat-11102	19	26	-	-	PUNCT
easat-11102	19	27	bert	bert	PROPN
easat-11102	19	28	,	,	PUNCT
easat-11102	19	29	the	the	DET
easat-11102	19	30	system	system	NOUN
easat-11102	19	31	handled	handle	VERB
easat-11102	19	32	a	a	DET
easat-11102	19	33	higher	high	ADJ
easat-11102	19	34	volume	volume	NOUN
easat-11102	19	35	of	of	ADP
easat-11102	19	36	inquiries	inquiry	NOUN
easat-11102	19	37	,	,	PUNCT
easat-11102	19	38	increasing	increase	VERB
easat-11102	19	39	student	student	NOUN
easat-11102	19	40	satisfaction	satisfaction	NOUN
easat-11102	19	41	and	and	CCONJ
easat-11102	19	42	optimizing	optimize	VERB
easat-11102	19	43	tutors	tutor	NOUN
easat-11102	19	44	'	'	PART
easat-11102	19	45	time	time	NOUN
easat-11102	19	46	.	.	PUNCT
easat-11102	20	1	keywords	keyword	NOUN
easat-11102	20	2	:	:	PUNCT
easat-11102	20	3	bert	bert	ADJ
easat-11102	20	4	,	,	PUNCT
easat-11102	20	5	natural	natural	ADJ
easat-11102	20	6	language	language	NOUN
easat-11102	20	7	processing	processing	NOUN
easat-11102	20	8	,	,	PUNCT
easat-11102	20	9	recurrent	recurrent	ADJ
easat-11102	20	10	neural	neural	ADJ
easat-11102	20	11	networks	network	NOUN
easat-11102	20	12	,	,	PUNCT
easat-11102	20	13	sentiment	sentiment	NOUN
easat-11102	20	14	analysis	analysis	NOUN
easat-11102	20	15	,	,	PUNCT
easat-11102	20	16	transformers	transformer	NOUN
easat-11102	20	17	.	.	PUNCT
easat-11102	21	1	1	1	X
easat-11102	21	2	.	.	X
easat-11102	21	3	introduction	introduction	NOUN
easat-11102	21	4	university	university	NOUN
easat-11102	21	5	tutoring	tutoring	NOUN
easat-11102	21	6	is	be	AUX
easat-11102	21	7	an	an	DET
easat-11102	21	8	essential	essential	ADJ
easat-11102	21	9	component	component	NOUN
easat-11102	21	10	for	for	ADP
easat-11102	21	11	the	the	DET
easat-11102	21	12	accompaniment	accompaniment	NOUN
easat-11102	21	13	and	and	CCONJ
easat-11102	21	14	support	support	NOUN
easat-11102	21	15	of	of	ADP
easat-11102	21	16	university	university	NOUN
easat-11102	21	17	students	student	NOUN
easat-11102	21	18	,	,	PUNCT
easat-11102	21	19	which	which	PRON
easat-11102	21	20	must	must	AUX
easat-11102	21	21	be	be	AUX
easat-11102	21	22	assertive	assertive	ADJ
easat-11102	21	23	,	,	PUNCT
easat-11102	21	24	relevant	relevant	ADJ
easat-11102	21	25	,	,	PUNCT
easat-11102	21	26	and	and	CCONJ
easat-11102	21	27	timely	timely	ADV
easat-11102	21	28	[	[	X
easat-11102	21	29	1	1	NUM
easat-11102	21	30	]	]	PUNCT
easat-11102	21	31	.	.	PUNCT
easat-11102	22	1	often	often	ADV
easat-11102	22	2	,	,	PUNCT
easat-11102	22	3	tutors	tutor	NOUN
easat-11102	22	4	lack	lack	VERB
easat-11102	22	5	the	the	DET
easat-11102	22	6	necessary	necessary	ADJ
easat-11102	22	7	skills	skill	NOUN
easat-11102	22	8	to	to	PART
easat-11102	22	9	provide	provide	VERB
easat-11102	22	10	effective	effective	ADJ
easat-11102	22	11	tutoring	tutoring	NOUN
easat-11102	22	12	,	,	PUNCT
easat-11102	22	13	and	and	CCONJ
easat-11102	22	14	cultural	cultural	ADJ
easat-11102	22	15	or	or	CCONJ
easat-11102	22	16	ideological	ideological	ADJ
easat-11102	22	17	differences	difference	NOUN
easat-11102	22	18	can	can	AUX
easat-11102	22	19	hinder	hinder	VERB
easat-11102	22	20	communication	communication	NOUN
easat-11102	22	21	and	and	CCONJ
easat-11102	22	22	understanding	understanding	NOUN
easat-11102	22	23	with	with	ADP
easat-11102	22	24	the	the	DET
easat-11102	22	25	tutor	tutor	NOUN
easat-11102	22	26	.	.	PUNCT
easat-11102	23	1	the	the	DET
easat-11102	23	2	benefit	benefit	NOUN
easat-11102	23	3	of	of	ADP
easat-11102	23	4	university	university	NOUN
easat-11102	23	5	tutoring	tutoring	NOUN
easat-11102	23	6	lies	lie	VERB
easat-11102	23	7	in	in	ADP
easat-11102	23	8	its	its	PRON
easat-11102	23	9	ability	ability	NOUN
easat-11102	23	10	to	to	PART
easat-11102	23	11	adapt	adapt	VERB
easat-11102	23	12	to	to	ADP
easat-11102	23	13	the	the	DET
easat-11102	23	14	multiple	multiple	ADJ
easat-11102	23	15	transformations	transformation	NOUN
easat-11102	23	16	shaping	shape	VERB
easat-11102	23	17	society	society	NOUN
easat-11102	23	18	,	,	PUNCT
easat-11102	23	19	including	include	VERB
easat-11102	23	20	,	,	PUNCT
easat-11102	23	21	foremost	foremost	ADV
easat-11102	23	22	,	,	PUNCT
easat-11102	23	23	the	the	DET
easat-11102	23	24	importance	importance	NOUN
easat-11102	23	25	of	of	ADP
easat-11102	23	26	information	information	NOUN
easat-11102	23	27	and	and	CCONJ
easat-11102	23	28	communication	communication	NOUN
easat-11102	23	29	technologies	technology	NOUN
easat-11102	23	30	and	and	CCONJ
easat-11102	23	31	the	the	DET
easat-11102	23	32	immeasurable	immeasurable	ADJ
easat-11102	23	33	production	production	NOUN
easat-11102	23	34	of	of	ADP
easat-11102	23	35	knowledge	knowledge	NOUN
easat-11102	23	36	[	[	X
easat-11102	23	37	2	2	NUM
easat-11102	23	38	]	]	PUNCT
easat-11102	23	39	.	.	PUNCT
easat-11102	24	1	despite	despite	SCONJ
easat-11102	24	2	its	its	PRON
easat-11102	24	3	potential	potential	NOUN
easat-11102	24	4	,	,	PUNCT
easat-11102	24	5	the	the	DET
easat-11102	24	6	management	management	NOUN
easat-11102	24	7	of	of	ADP
easat-11102	24	8	university	university	NOUN
easat-11102	24	9	tutoring	tutoring	NOUN
easat-11102	24	10	faces	face	VERB
easat-11102	24	11	persistent	persistent	ADJ
easat-11102	24	12	challenges	challenge	NOUN
easat-11102	24	13	related	relate	VERB
easat-11102	24	14	to	to	ADP
easat-11102	24	15	the	the	DET
easat-11102	24	16	personalization	personalization	NOUN
easat-11102	24	17	of	of	ADP
easat-11102	24	18	interactions	interaction	NOUN
easat-11102	24	19	and	and	CCONJ
easat-11102	24	20	the	the	DET
easat-11102	24	21	accurate	accurate	ADJ
easat-11102	24	22	interpretation	interpretation	NOUN
easat-11102	24	23	of	of	ADP
easat-11102	24	24	student	student	NOUN
easat-11102	24	25	needs	need	NOUN
easat-11102	24	26	.	.	PUNCT
easat-11102	25	1	globally	globally	ADV
easat-11102	25	2	,	,	PUNCT
easat-11102	25	3	nlp	nlp	NOUN
easat-11102	25	4	has	have	AUX
easat-11102	25	5	revolutionized	revolutionize	VERB
easat-11102	25	6	areas	area	NOUN
easat-11102	25	7	such	such	ADJ
easat-11102	25	8	as	as	ADP
easat-11102	25	9	education	education	NOUN
easat-11102	25	10	,	,	PUNCT
easat-11102	25	11	healthcare	healthcare	PROPN
easat-11102	25	12	,	,	PUNCT
easat-11102	25	13	commerce	commerce	NOUN
easat-11102	25	14	,	,	PUNCT
easat-11102	25	15	and	and	CCONJ
easat-11102	25	16	creative	creative	ADJ
easat-11102	25	17	technology	technology	NOUN
easat-11102	25	18	,	,	PUNCT
easat-11102	25	19	facilitated	facilitated	ADJ
easat-11102	25	20	automation	automation	NOUN
easat-11102	25	21	,	,	PUNCT
easat-11102	25	22	and	and	CCONJ
easat-11102	25	23	improved	improve	VERB
easat-11102	25	24	the	the	DET
easat-11102	25	25	accessibility	accessibility	NOUN
easat-11102	25	26	of	of	ADP
easat-11102	25	27	critical	critical	ADJ
easat-11102	25	28	services	service	NOUN
easat-11102	25	29	[	[	X
easat-11102	25	30	3	3	NUM
easat-11102	25	31	,	,	PUNCT
easat-11102	25	32	4	4	NUM
easat-11102	25	33	]	]	PUNCT
easat-11102	25	34	.	.	PUNCT
easat-11102	26	1	in	in	ADP
easat-11102	26	2	education	education	NOUN
easat-11102	26	3	,	,	PUNCT
easat-11102	26	4	it	it	PRON
easat-11102	26	5	has	have	AUX
easat-11102	26	6	emerged	emerge	VERB
easat-11102	26	7	as	as	ADP
easat-11102	26	8	a	a	DET
easat-11102	26	9	key	key	ADJ
easat-11102	26	10	tool	tool	NOUN
easat-11102	26	11	to	to	PART
easat-11102	26	12	personalize	personalize	VERB
easat-11102	26	13	learning	learn	VERB
easat-11102	26	14	and	and	CCONJ
easat-11102	26	15	overcome	overcome	VERB
easat-11102	26	16	language	language	NOUN
easat-11102	26	17	barriers	barrier	NOUN
easat-11102	26	18	,	,	PUNCT
easat-11102	26	19	particularly	particularly	ADV
easat-11102	26	20	in	in	ADP
easat-11102	26	21	multilingual	multilingual	ADJ
easat-11102	26	22	regions	region	NOUN
easat-11102	26	23	[	[	X
easat-11102	26	24	3	3	NUM
easat-11102	26	25	,	,	PUNCT
easat-11102	26	26	4	4	NUM
easat-11102	26	27	]	]	PUNCT
easat-11102	26	28	.	.	PUNCT
easat-11102	27	1	tutoring	tutoring	NOUN
easat-11102	27	2	,	,	PUNCT
easat-11102	27	3	as	as	ADP
easat-11102	27	4	an	an	DET
easat-11102	27	5	essential	essential	ADJ
easat-11102	27	6	element	element	NOUN
easat-11102	27	7	in	in	ADP
easat-11102	27	8	academic	academic	ADJ
easat-11102	27	9	support	support	NOUN
easat-11102	27	10	,	,	PUNCT
easat-11102	27	11	has	have	AUX
easat-11102	27	12	found	find	VERB
easat-11102	27	13	in	in	ADP
easat-11102	27	14	nlp	nlp	NOUN
easat-11102	27	15	a	a	DET
easat-11102	27	16	https://orcid.org/0000-0001-9970-9025	https://orcid.org/0000-0001-9970-9025	ADJ
easat-11102	27	17	https://orcid.org/0000-0003-2112-1349	https://orcid.org/0000-0003-2112-1349	PROPN
easat-11102	27	18	https://orcid.org/0000-0002-4785-9344	https://orcid.org/0000-0002-4785-9344	NOUN
easat-11102	27	19	https://orcid.org/0000-0002-4270-073x	https://orcid.org/0000-0002-4270-073x	PROPN
easat-11102	27	20	https://orcid.org/0000-0002-7476-6979	https://orcid.org/0000-0002-7476-6979	VERB
easat-11102	27	21	1227	1227	NUM
easat-11102	27	22	edelweiss	edelweiss	PROPN
easat-11102	27	23	applied	apply	VERB
easat-11102	27	24	science	science	NOUN
easat-11102	27	25	and	and	CCONJ
easat-11102	27	26	technology	technology	NOUN
easat-11102	27	27	issn	issn	PROPN
easat-11102	27	28	:	:	PUNCT
easat-11102	27	29	2576	2576	NUM
easat-11102	27	30	-	-	SYM
easat-11102	27	31	8484	8484	NUM
easat-11102	27	32	vol	vol	NOUN
easat-11102	27	33	.	.	PROPN
easat-11102	28	1	9	9	NUM
easat-11102	28	2	,	,	PUNCT
easat-11102	28	3	no	no	INTJ
easat-11102	28	4	.	.	NOUN
easat-11102	28	5	11	11	NUM
easat-11102	28	6	:	:	SYM
easat-11102	28	7	1226	1226	NUM
easat-11102	28	8	-	-	SYM
easat-11102	28	9	1233	1233	NUM
easat-11102	28	10	,	,	PUNCT
easat-11102	28	11	2025	2025	NUM
easat-11102	28	12	doi	doi	NOUN
easat-11102	28	13	:	:	PUNCT
easat-11102	28	14	10.55214/2576	10.55214/2576	NUM
easat-11102	28	15	-	-	PUNCT
easat-11102	28	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	28	17	©	©	PROPN
easat-11102	28	18	2025	2025	NUM
easat-11102	28	19	by	by	ADP
easat-11102	28	20	the	the	DET
easat-11102	28	21	authors	author	NOUN
easat-11102	28	22	;	;	PUNCT
easat-11102	28	23	licensee	licensee	PROPN
easat-11102	28	24	learning	learning	NOUN
easat-11102	28	25	gate	gate	VERB
easat-11102	28	26	unique	unique	ADJ
easat-11102	28	27	opportunity	opportunity	NOUN
easat-11102	28	28	to	to	PART
easat-11102	28	29	enhance	enhance	VERB
easat-11102	28	30	its	its	PRON
easat-11102	28	31	effectiveness	effectiveness	NOUN
easat-11102	28	32	and	and	CCONJ
easat-11102	28	33	reach	reach	VERB
easat-11102	28	34	,	,	PUNCT
easat-11102	28	35	promoting	promote	VERB
easat-11102	28	36	equity	equity	NOUN
easat-11102	28	37	in	in	ADP
easat-11102	28	38	higher	high	ADJ
easat-11102	28	39	education	education	NOUN
easat-11102	28	40	.	.	PUNCT
easat-11102	29	1	current	current	ADJ
easat-11102	29	2	systems	system	NOUN
easat-11102	29	3	,	,	PUNCT
easat-11102	29	4	based	base	VERB
easat-11102	29	5	on	on	ADP
easat-11102	29	6	manual	manual	ADJ
easat-11102	29	7	processes	process	NOUN
easat-11102	29	8	,	,	PUNCT
easat-11102	29	9	face	face	VERB
easat-11102	29	10	significant	significant	ADJ
easat-11102	29	11	limitations	limitation	NOUN
easat-11102	29	12	in	in	ADP
easat-11102	29	13	contexts	context	NOUN
easat-11102	29	14	of	of	ADP
easat-11102	29	15	high	high	ADJ
easat-11102	29	16	cultural	cultural	ADJ
easat-11102	29	17	diversity	diversity	NOUN
easat-11102	29	18	,	,	PUNCT
easat-11102	29	19	language	language	NOUN
easat-11102	29	20	barriers	barrier	NOUN
easat-11102	29	21	,	,	PUNCT
easat-11102	29	22	and	and	CCONJ
easat-11102	29	23	an	an	DET
easat-11102	29	24	overload	overload	NOUN
easat-11102	29	25	of	of	ADP
easat-11102	29	26	students	student	NOUN
easat-11102	29	27	per	per	ADP
easat-11102	29	28	tutor	tutor	NOUN
easat-11102	30	1	[	[	X
easat-11102	30	2	5	5	NUM
easat-11102	30	3	,	,	PUNCT
easat-11102	30	4	6	6	NUM
easat-11102	30	5	]	]	PUNCT
easat-11102	30	6	.	.	PUNCT
easat-11102	31	1	these	these	DET
easat-11102	31	2	constraints	constraint	NOUN
easat-11102	31	3	hinder	hinder	VERB
easat-11102	31	4	the	the	DET
easat-11102	31	5	detection	detection	NOUN
easat-11102	31	6	of	of	ADP
easat-11102	31	7	academic	academic	ADJ
easat-11102	31	8	and	and	CCONJ
easat-11102	31	9	emotional	emotional	ADJ
easat-11102	31	10	needs	need	NOUN
easat-11102	31	11	,	,	PUNCT
easat-11102	31	12	negatively	negatively	ADV
easat-11102	31	13	affecting	affect	VERB
easat-11102	31	14	the	the	DET
easat-11102	31	15	impact	impact	NOUN
easat-11102	31	16	of	of	ADP
easat-11102	31	17	tutoring	tutoring	NOUN
easat-11102	31	18	and	and	CCONJ
easat-11102	31	19	exacerbating	exacerbate	VERB
easat-11102	31	20	inequalities	inequality	NOUN
easat-11102	31	21	in	in	ADP
easat-11102	31	22	access	access	NOUN
easat-11102	31	23	to	to	ADP
easat-11102	31	24	personalized	personalized	ADJ
easat-11102	31	25	education	education	NOUN
easat-11102	31	26	olusegun	olusegun	NOUN
easat-11102	31	27	et	et	PROPN
easat-11102	31	28	al	al	PROPN
easat-11102	31	29	.	.	PUNCT
easat-11102	32	1	[	[	X
easat-11102	32	2	7	7	NUM
easat-11102	32	3	]	]	PUNCT
easat-11102	32	4	.	.	PUNCT
easat-11102	33	1	zeng	zeng	PROPN
easat-11102	33	2	et	et	PROPN
easat-11102	33	3	al	al	PROPN
easat-11102	33	4	.	.	PUNCT
easat-11102	34	1	[	[	X
easat-11102	34	2	8	8	NUM
easat-11102	34	3	]	]	PUNCT
easat-11102	34	4	studied	study	VERB
easat-11102	34	5	advances	advance	NOUN
easat-11102	34	6	in	in	ADP
easat-11102	34	7	natural	natural	ADJ
easat-11102	34	8	language	language	NOUN
easat-11102	34	9	processing	processing	NOUN
easat-11102	34	10	(	(	PUNCT
easat-11102	34	11	nlp	nlp	NOUN
easat-11102	34	12	)	)	PUNCT
easat-11102	34	13	related	relate	VERB
easat-11102	34	14	to	to	ADP
easat-11102	34	15	computational	computational	ADJ
easat-11102	34	16	phenotyping	phenotyping	NOUN
easat-11102	34	17	,	,	PUNCT
easat-11102	34	18	establishing	establish	VERB
easat-11102	34	19	that	that	SCONJ
easat-11102	34	20	nlp	nlp	NOUN
easat-11102	34	21	has	have	VERB
easat-11102	34	22	numerous	numerous	ADJ
easat-11102	34	23	applications	application	NOUN
easat-11102	34	24	linking	link	VERB
easat-11102	34	25	the	the	DET
easat-11102	34	26	genome	genome	NOUN
easat-11102	34	27	and	and	CCONJ
easat-11102	34	28	phenome	phenome	NOUN
easat-11102	34	29	through	through	ADP
easat-11102	34	30	conducted	conduct	VERB
easat-11102	34	31	studies	study	NOUN
easat-11102	34	32	[	[	X
easat-11102	34	33	8	8	NUM
easat-11102	34	34	]	]	PUNCT
easat-11102	34	35	.	.	PUNCT
easat-11102	35	1	on	on	ADP
easat-11102	35	2	the	the	DET
easat-11102	35	3	international	international	ADJ
easat-11102	35	4	stage	stage	NOUN
easat-11102	35	5	,	,	PUNCT
easat-11102	35	6	nlp	nlp	NOUN
easat-11102	35	7	faces	face	NOUN
easat-11102	35	8	technical	technical	ADJ
easat-11102	35	9	and	and	CCONJ
easat-11102	35	10	ethical	ethical	ADJ
easat-11102	35	11	challenges	challenge	NOUN
easat-11102	35	12	.	.	PUNCT
easat-11102	36	1	key	key	ADJ
easat-11102	36	2	issues	issue	NOUN
easat-11102	36	3	include	include	VERB
easat-11102	36	4	improving	improve	VERB
easat-11102	36	5	deep	deep	ADJ
easat-11102	36	6	semantic	semantic	ADJ
easat-11102	36	7	handling	handling	NOUN
easat-11102	36	8	,	,	PUNCT
easat-11102	36	9	incorporating	incorporate	VERB
easat-11102	36	10	implicit	implicit	ADJ
easat-11102	36	11	emotions	emotion	NOUN
easat-11102	36	12	into	into	ADP
easat-11102	36	13	textual	textual	ADJ
easat-11102	36	14	interactions	interaction	NOUN
easat-11102	36	15	,	,	PUNCT
easat-11102	36	16	and	and	CCONJ
easat-11102	36	17	optimizing	optimize	VERB
easat-11102	36	18	pre	pre	ADJ
easat-11102	36	19	-	-	ADJ
easat-11102	36	20	trained	train	VERB
easat-11102	36	21	models	model	NOUN
easat-11102	36	22	like	like	ADP
easat-11102	36	23	bert	bert	NOUN
easat-11102	36	24	for	for	ADP
easat-11102	36	25	specific	specific	ADJ
easat-11102	36	26	contexts	context	NOUN
easat-11102	36	27	[	[	X
easat-11102	36	28	9	9	NUM
easat-11102	36	29	,	,	PUNCT
easat-11102	36	30	10	10	NUM
easat-11102	36	31	]	]	PUNCT
easat-11102	36	32	.	.	PUNCT
easat-11102	37	1	moreover	moreover	ADV
easat-11102	37	2	,	,	PUNCT
easat-11102	37	3	there	there	PRON
easat-11102	37	4	is	be	VERB
easat-11102	37	5	a	a	DET
easat-11102	37	6	growing	grow	VERB
easat-11102	37	7	interest	interest	NOUN
easat-11102	37	8	in	in	ADP
easat-11102	37	9	exploring	explore	VERB
easat-11102	37	10	new	new	ADJ
easat-11102	37	11	technologies	technology	NOUN
easat-11102	37	12	,	,	PUNCT
easat-11102	37	13	such	such	ADJ
easat-11102	37	14	as	as	ADP
easat-11102	37	15	quantum	quantum	ADJ
easat-11102	37	16	natural	natural	ADJ
easat-11102	37	17	language	language	NOUN
easat-11102	37	18	processing	processing	NOUN
easat-11102	37	19	(	(	PUNCT
easat-11102	37	20	qnlp	qnlp	NOUN
easat-11102	37	21	)	)	PUNCT
easat-11102	37	22	,	,	PUNCT
easat-11102	37	23	to	to	PART
easat-11102	37	24	address	address	VERB
easat-11102	37	25	complex	complex	ADJ
easat-11102	37	26	linguistic	linguistic	ADJ
easat-11102	37	27	tasks	task	NOUN
easat-11102	37	28	with	with	ADP
easat-11102	37	29	greater	great	ADJ
easat-11102	37	30	computational	computational	ADJ
easat-11102	37	31	efficiency	efficiency	NOUN
easat-11102	37	32	[	[	X
easat-11102	37	33	11	11	NUM
easat-11102	37	34	]	]	PUNCT
easat-11102	37	35	.	.	PUNCT
easat-11102	38	1	these	these	DET
easat-11102	38	2	trends	trend	NOUN
easat-11102	38	3	highlight	highlight	VERB
easat-11102	38	4	the	the	DET
easat-11102	38	5	need	need	NOUN
easat-11102	38	6	for	for	ADP
easat-11102	38	7	research	research	NOUN
easat-11102	38	8	to	to	PART
easat-11102	38	9	adapt	adapt	VERB
easat-11102	38	10	these	these	DET
easat-11102	38	11	innovations	innovation	NOUN
easat-11102	38	12	to	to	ADP
easat-11102	38	13	university	university	NOUN
easat-11102	38	14	tutoring	tutoring	NOUN
easat-11102	38	15	,	,	PUNCT
easat-11102	38	16	maximizing	maximize	VERB
easat-11102	38	17	their	their	PRON
easat-11102	38	18	impact	impact	NOUN
easat-11102	38	19	.	.	PUNCT
easat-11102	39	1	at	at	ADP
easat-11102	39	2	the	the	DET
easat-11102	39	3	local	local	ADJ
easat-11102	39	4	level	level	NOUN
easat-11102	39	5	,	,	PUNCT
easat-11102	39	6	the	the	DET
easat-11102	39	7	application	application	NOUN
easat-11102	39	8	of	of	ADP
easat-11102	39	9	nlp	nlp	NOUN
easat-11102	39	10	in	in	ADP
easat-11102	39	11	university	university	NOUN
easat-11102	39	12	tutoring	tutoring	NOUN
easat-11102	39	13	is	be	AUX
easat-11102	39	14	in	in	ADP
easat-11102	39	15	its	its	PRON
easat-11102	39	16	early	early	ADJ
easat-11102	39	17	stages	stage	NOUN
easat-11102	39	18	.	.	PUNCT
easat-11102	40	1	existing	exist	VERB
easat-11102	40	2	models	model	NOUN
easat-11102	40	3	lack	lack	VERB
easat-11102	40	4	specific	specific	ADJ
easat-11102	40	5	and	and	CCONJ
easat-11102	40	6	structured	structured	ADJ
easat-11102	40	7	data	datum	NOUN
easat-11102	40	8	to	to	PART
easat-11102	40	9	train	train	VERB
easat-11102	40	10	effective	effective	ADJ
easat-11102	40	11	tools	tool	NOUN
easat-11102	40	12	,	,	PUNCT
easat-11102	40	13	limiting	limit	VERB
easat-11102	40	14	their	their	PRON
easat-11102	40	15	ability	ability	NOUN
easat-11102	40	16	to	to	PART
easat-11102	40	17	interpret	interpret	VERB
easat-11102	40	18	complex	complex	ADJ
easat-11102	40	19	academic	academic	ADJ
easat-11102	40	20	needs	need	NOUN
easat-11102	40	21	[	[	X
easat-11102	40	22	11	11	NUM
easat-11102	40	23	,	,	PUNCT
easat-11102	40	24	12	12	NUM
easat-11102	40	25	]	]	PUNCT
easat-11102	40	26	.	.	PUNCT
easat-11102	41	1	furthermore	furthermore	ADV
easat-11102	41	2	,	,	PUNCT
easat-11102	41	3	the	the	DET
easat-11102	41	4	ethical	ethical	ADJ
easat-11102	41	5	and	and	CCONJ
easat-11102	41	6	pedagogical	pedagogical	ADJ
easat-11102	41	7	implications	implication	NOUN
easat-11102	41	8	of	of	ADP
easat-11102	41	9	these	these	DET
easat-11102	41	10	technologies	technology	NOUN
easat-11102	41	11	have	have	AUX
easat-11102	41	12	not	not	PART
easat-11102	41	13	been	be	AUX
easat-11102	41	14	sufficiently	sufficiently	ADV
easat-11102	41	15	explored	explore	VERB
easat-11102	41	16	,	,	PUNCT
easat-11102	41	17	raising	raise	VERB
easat-11102	41	18	questions	question	NOUN
easat-11102	41	19	about	about	ADP
easat-11102	41	20	their	their	PRON
easat-11102	41	21	responsible	responsible	ADJ
easat-11102	41	22	implementation	implementation	NOUN
easat-11102	41	23	and	and	CCONJ
easat-11102	41	24	alignment	alignment	NOUN
easat-11102	41	25	with	with	ADP
easat-11102	41	26	educational	educational	ADJ
easat-11102	41	27	objectives	objective	NOUN
easat-11102	41	28	.	.	PUNCT
easat-11102	42	1	this	this	DET
easat-11102	42	2	study	study	NOUN
easat-11102	42	3	aims	aim	VERB
easat-11102	42	4	to	to	PART
easat-11102	42	5	develop	develop	VERB
easat-11102	42	6	the	the	DET
easat-11102	42	7	architecture	architecture	NOUN
easat-11102	42	8	of	of	ADP
easat-11102	42	9	an	an	DET
easat-11102	42	10	intelligent	intelligent	ADJ
easat-11102	42	11	nlp	nlp	NOUN
easat-11102	42	12	-	-	PUNCT
easat-11102	42	13	based	base	VERB
easat-11102	42	14	system	system	NOUN
easat-11102	42	15	for	for	ADP
easat-11102	42	16	managing	manage	VERB
easat-11102	42	17	university	university	NOUN
easat-11102	42	18	tutoring	tutoring	NOUN
easat-11102	42	19	,	,	PUNCT
easat-11102	42	20	optimizing	optimize	VERB
easat-11102	42	21	interactions	interaction	NOUN
easat-11102	42	22	between	between	ADP
easat-11102	42	23	students	student	NOUN
easat-11102	42	24	and	and	CCONJ
easat-11102	42	25	tutors	tutor	NOUN
easat-11102	42	26	,	,	PUNCT
easat-11102	42	27	identifying	identify	VERB
easat-11102	42	28	academic	academic	ADJ
easat-11102	42	29	and	and	CCONJ
easat-11102	42	30	emotional	emotional	ADJ
easat-11102	42	31	needs	need	NOUN
easat-11102	42	32	,	,	PUNCT
easat-11102	42	33	and	and	CCONJ
easat-11102	42	34	exploring	explore	VERB
easat-11102	42	35	the	the	DET
easat-11102	42	36	feasibility	feasibility	NOUN
easat-11102	42	37	of	of	ADP
easat-11102	42	38	pre	pre	ADJ
easat-11102	42	39	-	-	ADJ
easat-11102	42	40	trained	train	VERB
easat-11102	42	41	models	model	NOUN
easat-11102	42	42	such	such	ADJ
easat-11102	42	43	as	as	ADP
easat-11102	42	44	bert	bert	NOUN
easat-11102	42	45	and	and	CCONJ
easat-11102	42	46	gpt	gpt	NOUN
easat-11102	42	47	for	for	ADP
easat-11102	42	48	specific	specific	ADJ
easat-11102	42	49	tutoring	tutoring	NOUN
easat-11102	42	50	tasks	task	NOUN
easat-11102	42	51	,	,	PUNCT
easat-11102	42	52	thereby	thereby	ADV
easat-11102	42	53	promoting	promote	VERB
easat-11102	42	54	personalized	personalized	ADJ
easat-11102	42	55	tutoring	tutoring	NOUN
easat-11102	42	56	.	.	PUNCT
easat-11102	43	1	the	the	DET
easat-11102	43	2	methodology	methodology	NOUN
easat-11102	43	3	combines	combine	VERB
easat-11102	43	4	qualitative	qualitative	ADJ
easat-11102	43	5	and	and	CCONJ
easat-11102	43	6	quantitative	quantitative	ADJ
easat-11102	43	7	techniques	technique	NOUN
easat-11102	43	8	.	.	PUNCT
easat-11102	44	1	advanced	advanced	ADJ
easat-11102	44	2	nlp	nlp	NOUN
easat-11102	44	3	models	model	NOUN
easat-11102	44	4	,	,	PUNCT
easat-11102	44	5	such	such	ADJ
easat-11102	44	6	as	as	ADP
easat-11102	44	7	bert	bert	NOUN
easat-11102	44	8	and	and	CCONJ
easat-11102	44	9	recurrent	recurrent	ADJ
easat-11102	44	10	neural	neural	ADJ
easat-11102	44	11	networks	network	NOUN
easat-11102	44	12	(	(	PUNCT
easat-11102	44	13	rnn	rnn	PROPN
easat-11102	44	14	)	)	PUNCT
easat-11102	44	15	,	,	PUNCT
easat-11102	44	16	are	be	AUX
easat-11102	44	17	used	use	VERB
easat-11102	44	18	to	to	PART
easat-11102	44	19	analyze	analyze	VERB
easat-11102	44	20	textual	textual	ADJ
easat-11102	44	21	data	datum	NOUN
easat-11102	44	22	from	from	ADP
easat-11102	44	23	real	real	ADJ
easat-11102	44	24	interactions	interaction	NOUN
easat-11102	44	25	on	on	ADP
easat-11102	44	26	tutoring	tutoring	NOUN
easat-11102	44	27	platforms	platform	NOUN
easat-11102	44	28	.	.	PUNCT
easat-11102	45	1	sentiment	sentiment	NOUN
easat-11102	45	2	analysis	analysis	NOUN
easat-11102	45	3	and	and	CCONJ
easat-11102	45	4	semantic	semantic	ADJ
easat-11102	45	5	classification	classification	NOUN
easat-11102	45	6	tools	tool	NOUN
easat-11102	45	7	are	be	AUX
easat-11102	45	8	also	also	ADV
easat-11102	45	9	applied	apply	VERB
easat-11102	45	10	to	to	PART
easat-11102	45	11	interpret	interpret	VERB
easat-11102	45	12	students	student	NOUN
easat-11102	45	13	'	'	PART
easat-11102	45	14	needs	need	NOUN
easat-11102	45	15	.	.	PUNCT
easat-11102	46	1	system	system	NOUN
easat-11102	46	2	validation	validation	NOUN
easat-11102	46	3	includes	include	VERB
easat-11102	46	4	agile	agile	ADJ
easat-11102	46	5	iterations	iteration	NOUN
easat-11102	46	6	to	to	PART
easat-11102	46	7	evaluate	evaluate	VERB
easat-11102	46	8	and	and	CCONJ
easat-11102	46	9	adjust	adjust	VERB
easat-11102	46	10	functional	functional	ADJ
easat-11102	46	11	prototypes	prototype	NOUN
easat-11102	46	12	.	.	PUNCT
easat-11102	47	1	the	the	DET
easat-11102	47	2	proposed	propose	VERB
easat-11102	47	3	study	study	NOUN
easat-11102	47	4	seeks	seek	VERB
easat-11102	47	5	to	to	PART
easat-11102	47	6	address	address	VERB
easat-11102	47	7	the	the	DET
easat-11102	47	8	identified	identify	VERB
easat-11102	47	9	gaps	gap	NOUN
easat-11102	47	10	by	by	ADP
easat-11102	47	11	offering	offer	VERB
easat-11102	47	12	a	a	DET
easat-11102	47	13	comprehensive	comprehensive	ADJ
easat-11102	47	14	solution	solution	NOUN
easat-11102	47	15	that	that	PRON
easat-11102	47	16	optimizes	optimize	VERB
easat-11102	47	17	university	university	NOUN
easat-11102	47	18	tutoring	tutoring	NOUN
easat-11102	47	19	,	,	PUNCT
easat-11102	47	20	automates	automate	VERB
easat-11102	47	21	repetitive	repetitive	ADJ
easat-11102	47	22	tasks	task	NOUN
easat-11102	47	23	,	,	PUNCT
easat-11102	47	24	and	and	CCONJ
easat-11102	47	25	prioritizes	prioritize	VERB
easat-11102	47	26	high	high	ADJ
easat-11102	47	27	-	-	PUNCT
easat-11102	47	28	impact	impact	NOUN
easat-11102	47	29	interactions	interaction	NOUN
easat-11102	47	30	.	.	PUNCT
easat-11102	48	1	the	the	DET
easat-11102	48	2	development	development	NOUN
easat-11102	48	3	of	of	ADP
easat-11102	48	4	the	the	DET
easat-11102	48	5	proposed	propose	VERB
easat-11102	48	6	system	system	NOUN
easat-11102	48	7	contributes	contribute	VERB
easat-11102	48	8	to	to	ADP
easat-11102	48	9	more	more	ADV
easat-11102	48	10	personalized	personalized	ADJ
easat-11102	48	11	and	and	CCONJ
easat-11102	48	12	accessible	accessible	ADJ
easat-11102	48	13	tutoring	tutoring	NOUN
easat-11102	48	14	.	.	PUNCT
easat-11102	49	1	nlp	nlp	NOUN
easat-11102	49	2	represents	represent	VERB
easat-11102	49	3	a	a	DET
easat-11102	49	4	transformative	transformative	ADJ
easat-11102	49	5	tool	tool	NOUN
easat-11102	49	6	in	in	ADP
easat-11102	49	7	educational	educational	ADJ
easat-11102	49	8	management	management	NOUN
easat-11102	49	9	;	;	PUNCT
easat-11102	49	10	however	however	ADV
easat-11102	49	11	,	,	PUNCT
easat-11102	49	12	its	its	PRON
easat-11102	49	13	implementation	implementation	NOUN
easat-11102	49	14	in	in	ADP
easat-11102	49	15	university	university	NOUN
easat-11102	49	16	tutoring	tutoring	NOUN
easat-11102	49	17	requires	require	VERB
easat-11102	49	18	a	a	DET
easat-11102	49	19	robust	robust	ADJ
easat-11102	49	20	approach	approach	NOUN
easat-11102	49	21	that	that	PRON
easat-11102	49	22	addresses	address	VERB
easat-11102	49	23	both	both	DET
easat-11102	49	24	technical	technical	ADJ
easat-11102	49	25	challenges	challenge	NOUN
easat-11102	49	26	and	and	CCONJ
easat-11102	49	27	ethical	ethical	ADJ
easat-11102	49	28	implications	implication	NOUN
easat-11102	49	29	.	.	PUNCT
easat-11102	50	1	this	this	DET
easat-11102	50	2	study	study	NOUN
easat-11102	50	3	aims	aim	VERB
easat-11102	50	4	to	to	PART
easat-11102	50	5	close	close	VERB
easat-11102	50	6	these	these	DET
easat-11102	50	7	gaps	gap	NOUN
easat-11102	50	8	,	,	PUNCT
easat-11102	50	9	positioning	position	VERB
easat-11102	50	10	nlp	nlp	NOUN
easat-11102	50	11	as	as	ADP
easat-11102	50	12	a	a	DET
easat-11102	50	13	catalyst	catalyst	NOUN
easat-11102	50	14	for	for	ADP
easat-11102	50	15	more	more	ADJ
easat-11102	50	16	inclusive	inclusive	ADJ
easat-11102	50	17	,	,	PUNCT
easat-11102	50	18	efficient	efficient	ADJ
easat-11102	50	19	,	,	PUNCT
easat-11102	50	20	and	and	CCONJ
easat-11102	50	21	technologically	technologically	ADV
easat-11102	50	22	adapted	adapt	VERB
easat-11102	50	23	tutoring	tutoring	NOUN
easat-11102	50	24	.	.	PUNCT
easat-11102	51	1	2	2	X
easat-11102	51	2	.	.	X
easat-11102	51	3	methods	method	VERB
easat-11102	51	4	the	the	DET
easat-11102	51	5	architecture	architecture	NOUN
easat-11102	51	6	of	of	ADP
easat-11102	51	7	the	the	DET
easat-11102	51	8	intelligent	intelligent	ADJ
easat-11102	51	9	system	system	NOUN
easat-11102	51	10	(	(	PUNCT
easat-11102	51	11	is	be	AUX
easat-11102	51	12	)	)	PUNCT
easat-11102	51	13	is	be	AUX
easat-11102	51	14	based	base	VERB
easat-11102	51	15	on	on	ADP
easat-11102	51	16	the	the	DET
easat-11102	51	17	theory	theory	NOUN
easat-11102	51	18	of	of	ADP
easat-11102	51	19	sánchez	sánchez	PROPN
easat-11102	51	20	et	et	PROPN
easat-11102	51	21	al	al	PROPN
easat-11102	51	22	.	.	PUNCT
easat-11102	52	1	[	[	X
easat-11102	52	2	13	13	NUM
easat-11102	52	3	]	]	PUNCT
easat-11102	52	4	,	,	PUNCT
easat-11102	52	5	which	which	PRON
easat-11102	52	6	proposes	propose	VERB
easat-11102	52	7	that	that	SCONJ
easat-11102	52	8	the	the	PRON
easat-11102	52	9	is	be	AUX
easat-11102	52	10	comprises	comprise	VERB
easat-11102	52	11	three	three	NUM
easat-11102	52	12	modules	module	NOUN
easat-11102	52	13	.	.	PUNCT
easat-11102	53	1	the	the	DET
easat-11102	53	2	domain	domain	NOUN
easat-11102	53	3	or	or	CCONJ
easat-11102	53	4	expert	expert	NOUN
easat-11102	53	5	module	module	NOUN
easat-11102	53	6	represents	represent	VERB
easat-11102	53	7	knowledge	knowledge	NOUN
easat-11102	53	8	and	and	CCONJ
easat-11102	53	9	involves	involve	VERB
easat-11102	53	10	ai	ai	VERB
easat-11102	53	11	methodologies	methodology	NOUN
easat-11102	53	12	,	,	PUNCT
easat-11102	53	13	such	such	ADJ
easat-11102	53	14	as	as	ADP
easat-11102	53	15	classification	classification	NOUN
easat-11102	53	16	neural	neural	ADJ
easat-11102	53	17	networks	network	NOUN
easat-11102	53	18	and	and	CCONJ
easat-11102	53	19	deep	deep	ADJ
easat-11102	53	20	learning	learning	NOUN
easat-11102	53	21	,	,	PUNCT
easat-11102	53	22	using	use	VERB
easat-11102	53	23	tools	tool	NOUN
easat-11102	53	24	like	like	ADP
easat-11102	53	25	tensorflow	tensorflow	NOUN
easat-11102	53	26	.	.	PUNCT
easat-11102	54	1	the	the	DET
easat-11102	54	2	student	student	NOUN
easat-11102	54	3	module	module	NOUN
easat-11102	54	4	primarily	primarily	ADV
easat-11102	54	5	captures	capture	VERB
easat-11102	54	6	learning	learn	VERB
easat-11102	54	7	from	from	ADP
easat-11102	54	8	the	the	DET
easat-11102	54	9	domain	domain	NOUN
easat-11102	54	10	module	module	NOUN
easat-11102	54	11	.	.	PUNCT
easat-11102	55	1	the	the	DET
easat-11102	55	2	tutorial	tutorial	NOUN
easat-11102	55	3	module	module	NOUN
easat-11102	55	4	contains	contain	VERB
easat-11102	55	5	strategies	strategy	NOUN
easat-11102	55	6	,	,	PUNCT
easat-11102	55	7	methodologies	methodology	NOUN
easat-11102	55	8	,	,	PUNCT
easat-11102	55	9	and	and	CCONJ
easat-11102	55	10	instructions	instruction	NOUN
easat-11102	55	11	tailored	tailor	VERB
easat-11102	55	12	to	to	PART
easat-11102	55	13	student	student	NOUN
easat-11102	55	14	needs	need	NOUN
easat-11102	55	15	without	without	ADP
easat-11102	55	16	human	human	ADJ
easat-11102	55	17	intervention	intervention	NOUN
easat-11102	55	18	.	.	PUNCT
easat-11102	56	1	this	this	DET
easat-11102	56	2	component	component	NOUN
easat-11102	56	3	aims	aim	VERB
easat-11102	56	4	to	to	PART
easat-11102	56	5	minimize	minimize	VERB
easat-11102	56	6	the	the	DET
easat-11102	56	7	knowledge	knowledge	NOUN
easat-11102	56	8	gap	gap	NOUN
easat-11102	56	9	between	between	ADP
easat-11102	56	10	the	the	DET
easat-11102	56	11	expert	expert	NOUN
easat-11102	56	12	and	and	CCONJ
easat-11102	56	13	the	the	DET
easat-11102	56	14	student	student	NOUN
easat-11102	56	15	.	.	PUNCT
easat-11102	57	1	the	the	DET
easat-11102	57	2	final	final	ADJ
easat-11102	57	3	its	its	PRON
easat-11102	57	4	module	module	NOUN
easat-11102	57	5	,	,	PUNCT
easat-11102	57	6	called	call	VERB
easat-11102	57	7	the	the	DET
easat-11102	57	8	environment	environment	NOUN
easat-11102	57	9	module	module	NOUN
easat-11102	57	10	,	,	PUNCT
easat-11102	57	11	manages	manage	VERB
easat-11102	57	12	interaction	interaction	NOUN
easat-11102	57	13	between	between	ADP
easat-11102	57	14	all	all	DET
easat-11102	57	15	system	system	NOUN
easat-11102	57	16	components	component	NOUN
easat-11102	57	17	and	and	CCONJ
easat-11102	57	18	controls	control	VERB
easat-11102	57	19	the	the	DET
easat-11102	57	20	user	user	NOUN
easat-11102	57	21	interface	interface	NOUN
easat-11102	57	22	between	between	ADP
easat-11102	57	23	the	the	DET
easat-11102	57	24	computer	computer	NOUN
easat-11102	57	25	and	and	CCONJ
easat-11102	57	26	the	the	DET
easat-11102	57	27	human	human	NOUN
easat-11102	57	28	,	,	PUNCT
easat-11102	57	29	showcasing	showcase	VERB
easat-11102	57	30	usability	usability	NOUN
easat-11102	57	31	tools	tool	NOUN
easat-11102	57	32	and	and	CCONJ
easat-11102	57	33	user	user	NOUN
easat-11102	57	34	experience	experience	NOUN
easat-11102	57	35	for	for	ADP
easat-11102	57	36	proper	proper	ADJ
easat-11102	57	37	its	its	PRON
easat-11102	57	38	use	use	NOUN
easat-11102	57	39	.	.	PUNCT
easat-11102	58	1	1228	1228	NUM
easat-11102	58	2	edelweiss	edelweiss	PROPN
easat-11102	58	3	applied	apply	VERB
easat-11102	58	4	science	science	NOUN
easat-11102	58	5	and	and	CCONJ
easat-11102	58	6	technology	technology	NOUN
easat-11102	58	7	issn	issn	PROPN
easat-11102	58	8	:	:	PUNCT
easat-11102	58	9	2576	2576	NUM
easat-11102	58	10	-	-	SYM
easat-11102	58	11	8484	8484	NUM
easat-11102	58	12	vol	vol	NOUN
easat-11102	58	13	.	.	PROPN
easat-11102	59	1	9	9	NUM
easat-11102	59	2	,	,	PUNCT
easat-11102	59	3	no	no	INTJ
easat-11102	59	4	.	.	NOUN
easat-11102	59	5	11	11	NUM
easat-11102	59	6	:	:	SYM
easat-11102	59	7	1226	1226	NUM
easat-11102	59	8	-	-	SYM
easat-11102	59	9	1233	1233	NUM
easat-11102	59	10	,	,	PUNCT
easat-11102	59	11	2025	2025	NUM
easat-11102	59	12	doi	doi	NOUN
easat-11102	59	13	:	:	PUNCT
easat-11102	59	14	10.55214/2576	10.55214/2576	NUM
easat-11102	59	15	-	-	PUNCT
easat-11102	59	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	59	17	©	©	PROPN
easat-11102	59	18	2025	2025	NUM
easat-11102	59	19	by	by	ADP
easat-11102	59	20	the	the	DET
easat-11102	59	21	authors	author	NOUN
easat-11102	59	22	;	;	PUNCT
easat-11102	59	23	licensee	licensee	PROPN
easat-11102	59	24	learning	learn	VERB
easat-11102	59	25	gate	gate	NOUN
easat-11102	59	26	figure	figure	NOUN
easat-11102	59	27	1	1	NUM
easat-11102	59	28	.	.	PUNCT
easat-11102	60	1	architecture	architecture	NOUN
easat-11102	60	2	of	of	ADP
easat-11102	60	3	an	an	DET
easat-11102	60	4	intelligent	intelligent	ADJ
easat-11102	60	5	system	system	NOUN
easat-11102	60	6	(	(	PUNCT
easat-11102	60	7	is	be	AUX
easat-11102	60	8	)	)	PUNCT
easat-11102	60	9	.	.	PUNCT
easat-11102	61	1	the	the	DET
easat-11102	61	2	diagram	diagram	NOUN
easat-11102	61	3	illustrates	illustrate	VERB
easat-11102	61	4	the	the	DET
easat-11102	61	5	architecture	architecture	NOUN
easat-11102	61	6	of	of	ADP
easat-11102	61	7	an	an	DET
easat-11102	61	8	intelligent	intelligent	ADJ
easat-11102	61	9	system	system	NOUN
easat-11102	61	10	(	(	PUNCT
easat-11102	61	11	is	be	AUX
easat-11102	61	12	)	)	PUNCT
easat-11102	61	13	.	.	PUNCT
easat-11102	62	1	adapted	adapt	VERB
easat-11102	62	2	from	from	ADP
easat-11102	62	3	rodríguez	rodríguez	NOUN
easat-11102	62	4	[	[	X
easat-11102	62	5	14	14	NUM
easat-11102	62	6	]	]	PUNCT
easat-11102	62	7	.	.	PUNCT
easat-11102	63	1	according	accord	VERB
easat-11102	63	2	to	to	ADP
easat-11102	63	3	sánchez	sánchez	PROPN
easat-11102	63	4	et	et	PROPN
easat-11102	63	5	al	al	PROPN
easat-11102	63	6	.	.	PUNCT
easat-11102	64	1	[	[	X
easat-11102	64	2	13	13	NUM
easat-11102	64	3	]	]	PUNCT
easat-11102	64	4	,	,	PUNCT
easat-11102	64	5	the	the	DET
easat-11102	64	6	model	model	NOUN
easat-11102	64	7	integrates	integrate	VERB
easat-11102	64	8	computerized	computerize	VERB
easat-11102	64	9	adaptive	adaptive	ADJ
easat-11102	64	10	tests	test	NOUN
easat-11102	64	11	and	and	CCONJ
easat-11102	64	12	a	a	DET
easat-11102	64	13	response	response	NOUN
easat-11102	64	14	model	model	NOUN
easat-11102	64	15	based	base	VERB
easat-11102	64	16	on	on	ADP
easat-11102	64	17	item	item	NOUN
easat-11102	64	18	response	response	NOUN
easat-11102	64	19	theory	theory	NOUN
easat-11102	64	20	,	,	PUNCT
easat-11102	64	21	aiming	aim	VERB
easat-11102	64	22	to	to	PART
easat-11102	64	23	estimate	estimate	VERB
easat-11102	64	24	the	the	DET
easat-11102	64	25	student	student	NOUN
easat-11102	64	26	's	's	PART
easat-11102	64	27	knowledge	knowledge	NOUN
easat-11102	64	28	to	to	PART
easat-11102	64	29	determine	determine	VERB
easat-11102	64	30	which	which	DET
easat-11102	64	31	questions	question	NOUN
easat-11102	64	32	will	will	AUX
easat-11102	64	33	be	be	AUX
easat-11102	64	34	displayed	display	VERB
easat-11102	64	35	in	in	ADP
easat-11102	64	36	the	the	DET
easat-11102	64	37	test	test	NOUN
easat-11102	64	38	.	.	PUNCT
easat-11102	65	1	the	the	DET
easat-11102	65	2	model	model	NOUN
easat-11102	65	3	proposed	propose	VERB
easat-11102	65	4	in	in	ADP
easat-11102	65	5	figure	figure	NOUN
easat-11102	65	6	1	1	NUM
easat-11102	65	7	can	can	AUX
easat-11102	65	8	be	be	AUX
easat-11102	65	9	used	use	VERB
easat-11102	65	10	to	to	PART
easat-11102	65	11	learn	learn	VERB
easat-11102	65	12	any	any	DET
easat-11102	65	13	type	type	NOUN
easat-11102	65	14	of	of	ADP
easat-11102	65	15	topic	topic	NOUN
easat-11102	65	16	across	across	ADP
easat-11102	65	17	different	different	ADJ
easat-11102	65	18	areas	area	NOUN
easat-11102	65	19	.	.	PUNCT
easat-11102	66	1	another	another	DET
easat-11102	66	2	model	model	NOUN
easat-11102	66	3	for	for	ADP
easat-11102	66	4	designing	design	VERB
easat-11102	66	5	an	an	DET
easat-11102	66	6	intelligent	intelligent	ADJ
easat-11102	66	7	system	system	NOUN
easat-11102	66	8	(	(	PUNCT
easat-11102	66	9	is	be	AUX
easat-11102	66	10	)	)	PUNCT
easat-11102	66	11	is	be	AUX
easat-11102	66	12	the	the	DET
easat-11102	66	13	one	one	NOUN
easat-11102	66	14	proposed	propose	VERB
easat-11102	66	15	by	by	ADP
easat-11102	66	16	mitrovic	mitrovic	PROPN
easat-11102	66	17	et	et	PROPN
easat-11102	66	18	al	al	PROPN
easat-11102	66	19	.	.	PUNCT
easat-11102	67	1	[	[	X
easat-11102	67	2	15	15	NUM
easat-11102	67	3	]	]	PUNCT
easat-11102	67	4	,	,	PUNCT
easat-11102	67	5	referred	refer	VERB
easat-11102	67	6	to	to	ADP
easat-11102	67	7	as	as	ADP
easat-11102	67	8	sql	sql	NOUN
easat-11102	67	9	-	-	PUNCT
easat-11102	67	10	tutor	tutor	NOUN
easat-11102	67	11	,	,	PUNCT
easat-11102	67	12	which	which	PRON
easat-11102	67	13	serves	serve	VERB
easat-11102	67	14	as	as	ADP
easat-11102	67	15	a	a	DET
easat-11102	67	16	guide	guide	NOUN
easat-11102	67	17	for	for	ADP
easat-11102	67	18	student	student	NOUN
easat-11102	67	19	queries	query	NOUN
easat-11102	67	20	.	.	PUNCT
easat-11102	68	1	the	the	DET
easat-11102	68	2	system	system	NOUN
easat-11102	68	3	presents	present	VERB
easat-11102	68	4	a	a	DET
easat-11102	68	5	problem	problem	NOUN
easat-11102	68	6	to	to	ADP
easat-11102	68	7	the	the	DET
easat-11102	68	8	student	student	NOUN
easat-11102	68	9	,	,	PUNCT
easat-11102	68	10	which	which	PRON
easat-11102	68	11	must	must	AUX
easat-11102	68	12	be	be	AUX
easat-11102	68	13	solved	solve	VERB
easat-11102	68	14	and	and	CCONJ
easat-11102	68	15	subsequently	subsequently	ADV
easat-11102	68	16	submitted	submit	VERB
easat-11102	68	17	for	for	ADP
easat-11102	68	18	analysis	analysis	NOUN
easat-11102	68	19	.	.	PUNCT
easat-11102	69	1	once	once	ADV
easat-11102	69	2	analyzed	analyze	VERB
easat-11102	69	3	,	,	PUNCT
easat-11102	69	4	the	the	DET
easat-11102	69	5	its	its	PRON
easat-11102	69	6	provides	provide	VERB
easat-11102	69	7	a	a	DET
easat-11102	69	8	response	response	NOUN
easat-11102	69	9	indicating	indicate	VERB
easat-11102	69	10	whether	whether	SCONJ
easat-11102	69	11	the	the	DET
easat-11102	69	12	query	query	NOUN
easat-11102	69	13	has	have	AUX
easat-11102	69	14	been	be	AUX
easat-11102	69	15	correctly	correctly	ADV
easat-11102	69	16	addressed	address	VERB
easat-11102	69	17	or	or	CCONJ
easat-11102	69	18	not	not	PART
easat-11102	69	19	[	[	X
easat-11102	69	20	15	15	NUM
easat-11102	69	21	]	]	PUNCT
easat-11102	69	22	.	.	PUNCT
easat-11102	70	1	figure	figure	NOUN
easat-11102	70	2	2	2	NUM
easat-11102	70	3	.	.	PUNCT
easat-11102	70	4	sql	sql	NOUN
easat-11102	70	5	-	-	PUNCT
easat-11102	70	6	tutor	tutor	NOUN
easat-11102	70	7	architecture	architecture	NOUN
easat-11102	70	8	.	.	PUNCT
easat-11102	71	1	1229	1229	NUM
easat-11102	71	2	edelweiss	edelweiss	PROPN
easat-11102	71	3	applied	apply	VERB
easat-11102	71	4	science	science	NOUN
easat-11102	71	5	and	and	CCONJ
easat-11102	71	6	technology	technology	NOUN
easat-11102	71	7	issn	issn	PROPN
easat-11102	71	8	:	:	PUNCT
easat-11102	71	9	2576	2576	NUM
easat-11102	71	10	-	-	SYM
easat-11102	71	11	8484	8484	NUM
easat-11102	71	12	vol	vol	NOUN
easat-11102	71	13	.	.	PROPN
easat-11102	72	1	9	9	NUM
easat-11102	72	2	,	,	PUNCT
easat-11102	72	3	no	no	INTJ
easat-11102	72	4	.	.	NOUN
easat-11102	72	5	11	11	NUM
easat-11102	72	6	:	:	SYM
easat-11102	72	7	1226	1226	NUM
easat-11102	72	8	-	-	SYM
easat-11102	72	9	1233	1233	NUM
easat-11102	72	10	,	,	PUNCT
easat-11102	72	11	2025	2025	NUM
easat-11102	72	12	doi	doi	NOUN
easat-11102	72	13	:	:	PUNCT
easat-11102	72	14	10.55214/2576	10.55214/2576	NUM
easat-11102	72	15	-	-	PUNCT
easat-11102	72	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	72	17	©	©	PROPN
easat-11102	72	18	2025	2025	NUM
easat-11102	72	19	by	by	ADP
easat-11102	72	20	the	the	DET
easat-11102	72	21	authors	author	NOUN
easat-11102	72	22	;	;	PUNCT
easat-11102	72	23	licensee	licensee	PROPN
easat-11102	72	24	learning	learn	VERB
easat-11102	72	25	gate	gate	NOUN
easat-11102	72	26	keep	keep	VERB
easat-11102	72	27	in	in	ADP
easat-11102	72	28	mind	mind	NOUN
easat-11102	72	29	that	that	DET
easat-11102	72	30	figure	figure	NOUN
easat-11102	72	31	2	2	NUM
easat-11102	72	32	provides	provide	VERB
easat-11102	72	33	a	a	DET
easat-11102	72	34	detailed	detailed	ADJ
easat-11102	72	35	explanation	explanation	NOUN
easat-11102	72	36	of	of	ADP
easat-11102	72	37	the	the	DET
easat-11102	72	38	"	"	PUNCT
easat-11102	72	39	sql	sql	NOUN
easat-11102	72	40	-	-	PUNCT
easat-11102	72	41	tutor	tutor	NOUN
easat-11102	72	42	"	"	PUNCT
easat-11102	72	43	its	its	PRON
easat-11102	72	44	architecture	architecture	NOUN
easat-11102	72	45	proposed	propose	VERB
easat-11102	72	46	by	by	ADP
easat-11102	72	47	mitrovic	mitrovic	PROPN
easat-11102	72	48	and	and	CCONJ
easat-11102	72	49	ohlsson	ohlsson	ADJ
easat-11102	72	50	.	.	PUNCT
easat-11102	73	1	furthermore	furthermore	ADV
easat-11102	73	2	,	,	PUNCT
easat-11102	73	3	an	an	DET
easat-11102	73	4	architectural	architectural	ADJ
easat-11102	73	5	diagram	diagram	NOUN
easat-11102	73	6	for	for	ADP
easat-11102	73	7	knowledge	knowledge	NOUN
easat-11102	73	8	generation	generation	NOUN
easat-11102	73	9	was	be	AUX
easat-11102	73	10	built	build	VERB
easat-11102	73	11	to	to	PART
easat-11102	73	12	define	define	VERB
easat-11102	73	13	the	the	DET
easat-11102	73	14	storage	storage	NOUN
easat-11102	73	15	architecture	architecture	NOUN
easat-11102	73	16	for	for	ADP
easat-11102	73	17	its	its	PRON
easat-11102	73	18	development	development	NOUN
easat-11102	73	19	in	in	ADP
easat-11102	73	20	the	the	DET
easat-11102	73	21	nlp	nlp	NOUN
easat-11102	73	22	-	-	PUNCT
easat-11102	73	23	based	base	VERB
easat-11102	73	24	intelligent	intelligent	ADJ
easat-11102	73	25	system	system	NOUN
easat-11102	73	26	[	[	X
easat-11102	73	27	16	16	NUM
easat-11102	73	28	,	,	PUNCT
easat-11102	73	29	17	17	NUM
easat-11102	73	30	]	]	PUNCT
easat-11102	73	31	.	.	PUNCT
easat-11102	74	1	at	at	ADP
easat-11102	74	2	the	the	DET
easat-11102	74	3	same	same	ADJ
easat-11102	74	4	time	time	NOUN
easat-11102	74	5	,	,	PUNCT
easat-11102	74	6	many	many	ADJ
easat-11102	74	7	machine	machine	NOUN
easat-11102	74	8	learning	learning	NOUN
easat-11102	74	9	(	(	PUNCT
easat-11102	74	10	ml	ml	NOUN
easat-11102	74	11	)	)	PUNCT
easat-11102	74	12	algorithms	algorithm	NOUN
easat-11102	74	13	are	be	AUX
easat-11102	74	14	being	be	AUX
easat-11102	74	15	developed	develop	VERB
easat-11102	74	16	at	at	ADP
easat-11102	74	17	various	various	ADJ
easat-11102	74	18	phases	phase	NOUN
easat-11102	74	19	of	of	ADP
easat-11102	74	20	the	the	DET
easat-11102	74	21	system	system	NOUN
easat-11102	74	22	's	's	PART
easat-11102	74	23	implementation	implementation	NOUN
easat-11102	74	24	for	for	ADP
easat-11102	74	25	emotion	emotion	NOUN
easat-11102	74	26	analysis	analysis	NOUN
easat-11102	74	27	and	and	CCONJ
easat-11102	74	28	classification	classification	NOUN
easat-11102	74	29	in	in	ADP
easat-11102	74	30	natural	natural	ADJ
easat-11102	74	31	language	language	NOUN
easat-11102	74	32	processing	processing	NOUN
easat-11102	74	33	[	[	X
easat-11102	74	34	18	18	NUM
easat-11102	74	35	,	,	PUNCT
easat-11102	74	36	19	19	NUM
easat-11102	74	37	]	]	PUNCT
easat-11102	74	38	.	.	PUNCT
easat-11102	75	1	furthermore	furthermore	ADV
easat-11102	75	2	,	,	PUNCT
easat-11102	75	3	the	the	DET
easat-11102	75	4	models	model	NOUN
easat-11102	75	5	and	and	CCONJ
easat-11102	75	6	algorithms	algorithm	NOUN
easat-11102	75	7	used	use	VERB
easat-11102	75	8	by	by	ADP
easat-11102	75	9	the	the	DET
easat-11102	75	10	code	code	NOUN
easat-11102	75	11	to	to	PART
easat-11102	75	12	complete	complete	VERB
easat-11102	75	13	certain	certain	ADJ
easat-11102	75	14	tasks	task	NOUN
easat-11102	75	15	are	be	AUX
easat-11102	75	16	related	relate	VERB
easat-11102	75	17	to	to	ADP
easat-11102	75	18	the	the	DET
easat-11102	75	19	methods	method	NOUN
easat-11102	75	20	used	use	VERB
easat-11102	75	21	.	.	PUNCT
easat-11102	76	1	figure	figure	VERB
easat-11102	76	2	3	3	NUM
easat-11102	76	3	.	.	PUNCT
easat-11102	76	4	architecture	architecture	NOUN
easat-11102	76	5	diagram	diagram	NOUN
easat-11102	76	6	of	of	ADP
easat-11102	76	7	the	the	DET
easat-11102	76	8	proposed	propose	VERB
easat-11102	76	9	intelligent	intelligent	ADJ
easat-11102	76	10	system	system	NOUN
easat-11102	76	11	.	.	PUNCT
easat-11102	77	1	figure	figure	NOUN
easat-11102	77	2	3	3	NUM
easat-11102	77	3	shows	show	VERB
easat-11102	77	4	the	the	DET
easat-11102	77	5	graphical	graphical	ADJ
easat-11102	77	6	interface	interface	NOUN
easat-11102	77	7	of	of	ADP
easat-11102	77	8	the	the	DET
easat-11102	77	9	storage	storage	NOUN
easat-11102	77	10	structure	structure	NOUN
easat-11102	77	11	for	for	ADP
easat-11102	77	12	knowledge	knowledge	NOUN
easat-11102	77	13	generation	generation	NOUN
easat-11102	77	14	in	in	ADP
easat-11102	77	15	the	the	DET
easat-11102	77	16	intelligent	intelligent	ADJ
easat-11102	77	17	system	system	NOUN
easat-11102	77	18	.	.	PUNCT
easat-11102	78	1	the	the	DET
easat-11102	78	2	figure	figure	NOUN
easat-11102	78	3	depicts	depict	VERB
easat-11102	78	4	the	the	DET
easat-11102	78	5	architecture	architecture	NOUN
easat-11102	78	6	of	of	ADP
easat-11102	78	7	an	an	DET
easat-11102	78	8	nlp	nlp	NOUN
easat-11102	78	9	-	-	PUNCT
easat-11102	78	10	based	base	VERB
easat-11102	78	11	system	system	NOUN
easat-11102	78	12	,	,	PUNCT
easat-11102	78	13	wherein	wherein	SCONJ
easat-11102	78	14	modules	module	NOUN
easat-11102	78	15	are	be	AUX
easat-11102	78	16	methodically	methodically	ADV
easat-11102	78	17	arranged	arrange	VERB
easat-11102	78	18	in	in	ADP
easat-11102	78	19	a	a	DET
easat-11102	78	20	hierarchical	hierarchical	ADJ
easat-11102	78	21	structure	structure	NOUN
easat-11102	78	22	and	and	CCONJ
easat-11102	78	23	collaborate	collaborate	VERB
easat-11102	78	24	to	to	PART
easat-11102	78	25	deliver	deliver	VERB
easat-11102	78	26	seamless	seamless	ADJ
easat-11102	78	27	functionality	functionality	NOUN
easat-11102	78	28	.	.	PUNCT
easat-11102	79	1	positioned	position	VERB
easat-11102	79	2	at	at	ADP
easat-11102	79	3	the	the	DET
easat-11102	79	4	apex	apex	NOUN
easat-11102	79	5	,	,	PUNCT
easat-11102	79	6	the	the	DET
easat-11102	79	7	graphical	graphical	ADJ
easat-11102	79	8	user	user	NOUN
easat-11102	79	9	interface	interface	NOUN
easat-11102	79	10	(	(	PUNCT
easat-11102	79	11	gui	gui	NOUN
easat-11102	79	12	)	)	PUNCT
easat-11102	79	13	functions	function	NOUN
easat-11102	79	14	as	as	ADP
easat-11102	79	15	the	the	DET
easat-11102	79	16	primary	primary	ADJ
easat-11102	79	17	conduit	conduit	NOUN
easat-11102	79	18	between	between	ADP
easat-11102	79	19	the	the	DET
easat-11102	79	20	user	user	NOUN
easat-11102	79	21	and	and	CCONJ
easat-11102	79	22	the	the	DET
easat-11102	79	23	system	system	NOUN
easat-11102	79	24	.	.	PUNCT
easat-11102	80	1	it	it	PRON
easat-11102	80	2	is	be	AUX
easat-11102	80	3	necessary	necessary	ADJ
easat-11102	80	4	to	to	PART
easat-11102	80	5	take	take	VERB
easat-11102	80	6	into	into	ADP
easat-11102	80	7	consideration	consideration	NOUN
easat-11102	80	8	that	that	SCONJ
easat-11102	80	9	it	it	PRON
easat-11102	80	10	enables	enable	VERB
easat-11102	80	11	input	input	NOUN
easat-11102	80	12	by	by	ADP
easat-11102	80	13	including	include	VERB
easat-11102	80	14	instructions	instruction	NOUN
easat-11102	80	15	and	and	CCONJ
easat-11102	80	16	questions	question	NOUN
easat-11102	80	17	while	while	SCONJ
easat-11102	80	18	also	also	ADV
easat-11102	80	19	displaying	display	VERB
easat-11102	80	20	the	the	DET
easat-11102	80	21	system	system	NOUN
easat-11102	80	22	's	's	PART
easat-11102	80	23	replies	reply	NOUN
easat-11102	80	24	.	.	PUNCT
easat-11102	81	1	in	in	ADP
easat-11102	81	2	the	the	DET
easat-11102	81	3	same	same	ADJ
easat-11102	81	4	way	way	NOUN
easat-11102	81	5	,	,	PUNCT
easat-11102	81	6	inputs	input	NOUN
easat-11102	81	7	received	receive	VERB
easat-11102	81	8	through	through	ADP
easat-11102	81	9	this	this	DET
easat-11102	81	10	interface	interface	NOUN
easat-11102	81	11	are	be	AUX
easat-11102	81	12	sent	send	VERB
easat-11102	81	13	to	to	ADP
easat-11102	81	14	the	the	DET
easat-11102	81	15	intent	intent	ADJ
easat-11102	81	16	tagging	tagging	NOUN
easat-11102	81	17	module	module	NOUN
easat-11102	81	18	,	,	PUNCT
easat-11102	81	19	which	which	PRON
easat-11102	81	20	uses	use	VERB
easat-11102	81	21	powerful	powerful	ADJ
easat-11102	81	22	natural	natural	ADJ
easat-11102	81	23	language	language	NOUN
easat-11102	81	24	processing	processing	NOUN
easat-11102	81	25	(	(	PUNCT
easat-11102	81	26	nlp	nlp	NOUN
easat-11102	81	27	)	)	PUNCT
easat-11102	81	28	models	model	NOUN
easat-11102	81	29	to	to	PART
easat-11102	81	30	differentiate	differentiate	VERB
easat-11102	81	31	and	and	CCONJ
easat-11102	81	32	identify	identify	VERB
easat-11102	81	33	an	an	DET
easat-11102	81	34	individual	individual	NOUN
easat-11102	81	35	's	's	PART
easat-11102	81	36	intention	intention	NOUN
easat-11102	81	37	.	.	PUNCT
easat-11102	82	1	similarly	similarly	ADV
easat-11102	82	2	,	,	PUNCT
easat-11102	82	3	this	this	DET
easat-11102	82	4	procedure	procedure	NOUN
easat-11102	82	5	clarifies	clarify	VERB
easat-11102	82	6	the	the	DET
easat-11102	82	7	objective	objective	NOUN
easat-11102	82	8	of	of	ADP
easat-11102	82	9	the	the	DET
easat-11102	82	10	contact	contact	NOUN
easat-11102	82	11	and	and	CCONJ
easat-11102	82	12	directs	direct	VERB
easat-11102	82	13	it	it	PRON
easat-11102	82	14	to	to	ADP
easat-11102	82	15	the	the	DET
easat-11102	82	16	appropriate	appropriate	ADJ
easat-11102	82	17	system	system	NOUN
easat-11102	82	18	components	component	NOUN
easat-11102	82	19	.	.	PUNCT
easat-11102	83	1	the	the	DET
easat-11102	83	2	system	system	NOUN
easat-11102	83	3	engages	engage	VERB
easat-11102	83	4	with	with	ADP
easat-11102	83	5	a	a	DET
easat-11102	83	6	variety	variety	NOUN
easat-11102	83	7	of	of	ADP
easat-11102	83	8	intermediary	intermediary	ADJ
easat-11102	83	9	modules	module	NOUN
easat-11102	83	10	based	base	VERB
easat-11102	83	11	on	on	ADP
easat-11102	83	12	the	the	DET
easat-11102	83	13	set	set	NOUN
easat-11102	83	14	objectives	objective	NOUN
easat-11102	83	15	.	.	PUNCT
easat-11102	84	1	the	the	DET
easat-11102	84	2	configuration	configuration	NOUN
easat-11102	84	3	module	module	NOUN
easat-11102	84	4	allows	allow	VERB
easat-11102	84	5	users	user	NOUN
easat-11102	84	6	to	to	ADP
easat-11102	84	7	fine	fine	ADJ
easat-11102	84	8	-	-	PUNCT
easat-11102	84	9	tune	tune	NOUN
easat-11102	84	10	the	the	DET
easat-11102	84	11	system	system	NOUN
easat-11102	84	12	's	's	PART
easat-11102	84	13	behavior	behavior	NOUN
easat-11102	84	14	by	by	ADP
easat-11102	84	15	adjusting	adjust	VERB
easat-11102	84	16	parameters	parameter	NOUN
easat-11102	84	17	like	like	ADP
easat-11102	84	18	confidence	confidence	NOUN
easat-11102	84	19	thresholds	threshold	NOUN
easat-11102	84	20	and	and	CCONJ
easat-11102	84	21	job	job	NOUN
easat-11102	84	22	priority	priority	NOUN
easat-11102	84	23	to	to	PART
easat-11102	84	24	meet	meet	VERB
easat-11102	84	25	their	their	PRON
easat-11102	84	26	own	own	ADJ
easat-11102	84	27	needs	need	NOUN
easat-11102	84	28	or	or	CCONJ
easat-11102	84	29	the	the	DET
easat-11102	84	30	context	context	NOUN
easat-11102	84	31	of	of	ADP
easat-11102	84	32	the	the	DET
easat-11102	84	33	application	application	NOUN
easat-11102	84	34	.	.	PUNCT
easat-11102	85	1	namely	namely	ADV
easat-11102	85	2	,	,	PUNCT
easat-11102	85	3	the	the	DET
easat-11102	85	4	database	database	NOUN
easat-11102	85	5	,	,	PUNCT
easat-11102	85	6	like	like	ADP
easat-11102	85	7	a	a	DET
easat-11102	85	8	sword	sword	NOUN
easat-11102	85	9	,	,	PUNCT
easat-11102	85	10	provides	provide	VERB
easat-11102	85	11	a	a	DET
easat-11102	85	12	structured	structured	ADJ
easat-11102	85	13	storage	storage	NOUN
easat-11102	85	14	location	location	NOUN
easat-11102	85	15	for	for	ADP
easat-11102	85	16	vital	vital	ADJ
easat-11102	85	17	data	datum	NOUN
easat-11102	85	18	such	such	ADJ
easat-11102	85	19	as	as	ADP
easat-11102	85	20	interaction	interaction	NOUN
easat-11102	85	21	logs	log	NOUN
easat-11102	85	22	,	,	PUNCT
easat-11102	85	23	user	user	NOUN
easat-11102	85	24	profiles	profile	NOUN
easat-11102	85	25	,	,	PUNCT
easat-11102	85	26	and	and	CCONJ
easat-11102	85	27	reference	reference	NOUN
easat-11102	85	28	materials	material	NOUN
easat-11102	85	29	.	.	PUNCT
easat-11102	86	1	furthermore	furthermore	ADV
easat-11102	86	2	,	,	PUNCT
easat-11102	86	3	it	it	PRON
easat-11102	86	4	interfaces	interface	VERB
easat-11102	86	5	with	with	ADP
easat-11102	86	6	other	other	ADJ
easat-11102	86	7	modules	module	NOUN
easat-11102	86	8	to	to	PART
easat-11102	86	9	collect	collect	VERB
easat-11102	86	10	the	the	DET
easat-11102	86	11	necessary	necessary	ADJ
easat-11102	86	12	data	datum	NOUN
easat-11102	86	13	.	.	PUNCT
easat-11102	87	1	furthermore	furthermore	ADV
easat-11102	87	2	,	,	PUNCT
easat-11102	87	3	the	the	DET
easat-11102	87	4	system	system	NOUN
easat-11102	87	5	incorporates	incorporate	VERB
easat-11102	87	6	an	an	DET
easat-11102	87	7	faiss	faiss	NOUN
easat-11102	87	8	index	index	NOUN
easat-11102	87	9	,	,	PUNCT
easat-11102	87	10	which	which	PRON
easat-11102	87	11	employs	employ	VERB
easat-11102	87	12	vector	vector	NOUN
easat-11102	87	13	representations	representation	NOUN
easat-11102	87	14	to	to	PART
easat-11102	87	15	accelerate	accelerate	VERB
easat-11102	87	16	searches	search	NOUN
easat-11102	87	17	across	across	ADP
easat-11102	87	18	large	large	ADJ
easat-11102	87	19	datasets	dataset	NOUN
easat-11102	87	20	.	.	PUNCT
easat-11102	88	1	similarly	similarly	ADV
easat-11102	88	2	,	,	PUNCT
easat-11102	88	3	the	the	DET
easat-11102	88	4	embedding	embed	VERB
easat-11102	88	5	manager	manager	NOUN
easat-11102	88	6	constantly	constantly	ADV
easat-11102	88	7	reviews	review	VERB
easat-11102	88	8	the	the	DET
easat-11102	88	9	development	development	NOUN
easat-11102	88	10	,	,	PUNCT
easat-11102	88	11	maintenance	maintenance	NOUN
easat-11102	88	12	,	,	PUNCT
easat-11102	88	13	and	and	CCONJ
easat-11102	88	14	updating	updating	NOUN
easat-11102	88	15	of	of	ADP
easat-11102	88	16	such	such	ADJ
easat-11102	88	17	vectors	vector	NOUN
easat-11102	88	18	,	,	PUNCT
easat-11102	88	19	turning	turn	VERB
easat-11102	88	20	textual	textual	ADJ
easat-11102	88	21	or	or	CCONJ
easat-11102	88	22	other	other	ADJ
easat-11102	88	23	types	type	NOUN
easat-11102	88	24	of	of	ADP
easat-11102	88	25	data	datum	NOUN
easat-11102	88	26	into	into	ADP
easat-11102	88	27	efficient	efficient	ADJ
easat-11102	88	28	vector	vector	NOUN
easat-11102	88	29	representations	representation	NOUN
easat-11102	88	30	.	.	PUNCT
easat-11102	89	1	this	this	PRON
easat-11102	89	2	ensures	ensure	VERB
easat-11102	89	3	quick	quick	ADJ
easat-11102	89	4	and	and	CCONJ
easat-11102	89	5	accurate	accurate	ADJ
easat-11102	89	6	retrieval	retrieval	NOUN
easat-11102	89	7	of	of	ADP
easat-11102	89	8	information	information	NOUN
easat-11102	89	9	,	,	PUNCT
easat-11102	89	10	keeping	keep	VERB
easat-11102	89	11	the	the	DET
easat-11102	89	12	system	system	NOUN
easat-11102	89	13	dynamic	dynamic	ADJ
easat-11102	89	14	and	and	CCONJ
easat-11102	89	15	relevant	relevant	ADJ
easat-11102	89	16	.	.	PUNCT
easat-11102	90	1	on	on	ADP
easat-11102	90	2	the	the	DET
easat-11102	90	3	other	other	ADJ
easat-11102	90	4	hand	hand	NOUN
easat-11102	90	5	,	,	PUNCT
easat-11102	90	6	the	the	DET
easat-11102	90	7	knowledge	knowledge	NOUN
easat-11102	90	8	base	base	NOUN
easat-11102	90	9	,	,	PUNCT
easat-11102	90	10	another	another	DET
easat-11102	90	11	critical	critical	ADJ
easat-11102	90	12	component	component	NOUN
easat-11102	90	13	,	,	PUNCT
easat-11102	90	14	serves	serve	VERB
easat-11102	90	15	as	as	ADP
easat-11102	90	16	a	a	DET
easat-11102	90	17	complete	complete	ADJ
easat-11102	90	18	library	library	NOUN
easat-11102	90	19	of	of	ADP
easat-11102	90	20	information	information	NOUN
easat-11102	90	21	,	,	PUNCT
easat-11102	90	22	including	include	VERB
easat-11102	90	23	scientific	scientific	ADJ
easat-11102	90	24	papers	paper	NOUN
easat-11102	90	25	,	,	PUNCT
easat-11102	90	26	learned	learn	VERB
easat-11102	90	27	data	datum	NOUN
easat-11102	90	28	,	,	PUNCT
easat-11102	90	29	predetermined	predetermine	VERB
easat-11102	90	30	replies	reply	NOUN
easat-11102	90	31	,	,	PUNCT
easat-11102	90	32	and	and	CCONJ
easat-11102	90	33	general	general	ADJ
easat-11102	90	34	system	system	NOUN
easat-11102	90	35	insights	insight	NOUN
easat-11102	90	36	.	.	PUNCT
easat-11102	91	1	this	this	DET
easat-11102	91	2	module	module	NOUN
easat-11102	91	3	is	be	AUX
easat-11102	91	4	vital	vital	ADJ
easat-11102	91	5	in	in	ADP
easat-11102	91	6	synthesizing	synthesize	VERB
easat-11102	91	7	the	the	DET
easat-11102	91	8	results	result	NOUN
easat-11102	91	9	of	of	ADP
easat-11102	91	10	other	other	ADJ
easat-11102	91	11	components	component	NOUN
easat-11102	91	12	,	,	PUNCT
easat-11102	91	13	providing	provide	VERB
easat-11102	91	14	detailed	detailed	ADJ
easat-11102	91	15	and	and	CCONJ
easat-11102	91	16	rich	rich	ADJ
easat-11102	91	17	responses	response	NOUN
easat-11102	91	18	with	with	ADP
easat-11102	91	19	appropriate	appropriate	ADJ
easat-11102	91	20	contexts	context	NOUN
easat-11102	91	21	.	.	PUNCT
easat-11102	92	1	in	in	ADP
easat-11102	92	2	that	that	DET
easat-11102	92	3	sense	sense	NOUN
easat-11102	92	4	,	,	PUNCT
easat-11102	92	5	these	these	DET
easat-11102	92	6	modules	module	NOUN
easat-11102	92	7	work	work	VERB
easat-11102	92	8	together	together	ADV
easat-11102	92	9	to	to	PART
easat-11102	92	10	ensure	ensure	VERB
easat-11102	92	11	a	a	DET
easat-11102	92	12	smooth	smooth	ADJ
easat-11102	92	13	transition	transition	NOUN
easat-11102	92	14	from	from	ADP
easat-11102	92	15	intent	intent	ADJ
easat-11102	92	16	detection	detection	NOUN
easat-11102	92	17	to	to	PART
easat-11102	92	18	response	response	NOUN
easat-11102	92	19	generation	generation	NOUN
easat-11102	92	20	.	.	PUNCT
easat-11102	93	1	on	on	ADP
easat-11102	93	2	the	the	DET
easat-11102	93	3	other	other	ADJ
easat-11102	93	4	hand	hand	NOUN
easat-11102	93	5	,	,	PUNCT
easat-11102	93	6	after	after	ADP
easat-11102	93	7	processing	processing	NOUN
easat-11102	93	8	and	and	CCONJ
easat-11102	93	9	structuring	structure	VERB
easat-11102	93	10	the	the	DET
easat-11102	93	11	necessary	necessary	ADJ
easat-11102	93	12	data	datum	NOUN
easat-11102	93	13	,	,	PUNCT
easat-11102	93	14	the	the	DET
easat-11102	93	15	1230	1230	NUM
easat-11102	93	16	edelweiss	edelweiss	PROPN
easat-11102	93	17	applied	apply	VERB
easat-11102	93	18	science	science	NOUN
easat-11102	93	19	and	and	CCONJ
easat-11102	93	20	technology	technology	NOUN
easat-11102	93	21	issn	issn	PROPN
easat-11102	93	22	:	:	PUNCT
easat-11102	93	23	2576	2576	NUM
easat-11102	93	24	-	-	SYM
easat-11102	93	25	8484	8484	NUM
easat-11102	93	26	vol	vol	NOUN
easat-11102	93	27	.	.	PROPN
easat-11102	94	1	9	9	NUM
easat-11102	94	2	,	,	PUNCT
easat-11102	94	3	no	no	INTJ
easat-11102	94	4	.	.	NOUN
easat-11102	94	5	11	11	NUM
easat-11102	94	6	:	:	SYM
easat-11102	94	7	1226	1226	NUM
easat-11102	94	8	-	-	SYM
easat-11102	94	9	1233	1233	NUM
easat-11102	94	10	,	,	PUNCT
easat-11102	94	11	2025	2025	NUM
easat-11102	94	12	doi	doi	NOUN
easat-11102	94	13	:	:	PUNCT
easat-11102	94	14	10.55214/2576	10.55214/2576	NUM
easat-11102	94	15	-	-	PUNCT
easat-11102	94	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	94	17	©	©	PROPN
easat-11102	94	18	2025	2025	NUM
easat-11102	94	19	by	by	ADP
easat-11102	94	20	the	the	DET
easat-11102	94	21	authors	author	NOUN
easat-11102	94	22	;	;	PUNCT
easat-11102	94	23	licensee	licensee	PROPN
easat-11102	94	24	learning	learning	NOUN
easat-11102	94	25	gate	gate	NOUN
easat-11102	94	26	system	system	NOUN
easat-11102	94	27	sends	send	VERB
easat-11102	94	28	a	a	DET
easat-11102	94	29	reasonable	reasonable	ADJ
easat-11102	94	30	and	and	CCONJ
easat-11102	94	31	significant	significant	ADJ
easat-11102	94	32	answer	answer	NOUN
easat-11102	94	33	to	to	ADP
easat-11102	94	34	the	the	DET
easat-11102	94	35	user	user	NOUN
easat-11102	94	36	via	via	ADP
easat-11102	94	37	the	the	DET
easat-11102	94	38	gui	gui	NOUN
easat-11102	94	39	.	.	PUNCT
easat-11102	95	1	the	the	DET
easat-11102	95	2	modular	modular	ADJ
easat-11102	95	3	architecture	architecture	NOUN
easat-11102	95	4	with	with	ADP
easat-11102	95	5	well	well	ADV
easat-11102	95	6	-	-	PUNCT
easat-11102	95	7	defined	define	VERB
easat-11102	95	8	linkages	linkage	NOUN
easat-11102	95	9	promotes	promote	VERB
easat-11102	95	10	scalability	scalability	NOUN
easat-11102	95	11	,	,	PUNCT
easat-11102	95	12	flexibility	flexibility	NOUN
easat-11102	95	13	,	,	PUNCT
easat-11102	95	14	and	and	CCONJ
easat-11102	95	15	operational	operational	ADJ
easat-11102	95	16	efficiency	efficiency	NOUN
easat-11102	95	17	,	,	PUNCT
easat-11102	95	18	particularly	particularly	ADV
easat-11102	95	19	in	in	ADP
easat-11102	95	20	managing	manage	VERB
easat-11102	95	21	complex	complex	ADJ
easat-11102	95	22	interactions	interaction	NOUN
easat-11102	95	23	and	and	CCONJ
easat-11102	95	24	providing	provide	VERB
easat-11102	95	25	an	an	DET
easat-11102	95	26	optimal	optimal	ADJ
easat-11102	95	27	user	user	NOUN
easat-11102	95	28	experience	experience	NOUN
easat-11102	95	29	.	.	PUNCT
easat-11102	96	1	as	as	ADP
easat-11102	96	2	a	a	DET
easat-11102	96	3	result	result	NOUN
easat-11102	96	4	,	,	PUNCT
easat-11102	96	5	the	the	DET
easat-11102	96	6	intelligent	intelligent	ADJ
easat-11102	96	7	system	system	NOUN
easat-11102	96	8	(	(	PUNCT
easat-11102	96	9	is	be	AUX
easat-11102	96	10	)	)	PUNCT
easat-11102	96	11	architecture	architecture	NOUN
easat-11102	96	12	's	's	PART
easat-11102	96	13	backend	backend	NOUN
easat-11102	96	14	module	module	NOUN
easat-11102	96	15	presents	present	VERB
easat-11102	96	16	a	a	DET
easat-11102	96	17	server	server	NOUN
easat-11102	96	18	built	build	VERB
easat-11102	96	19	using	use	VERB
easat-11102	96	20	flask	flask	NOUN
easat-11102	96	21	and	and	CCONJ
easat-11102	96	22	configured	configure	VERB
easat-11102	96	23	to	to	PART
easat-11102	96	24	efficiently	efficiently	ADV
easat-11102	96	25	handle	handle	VERB
easat-11102	96	26	requests	request	NOUN
easat-11102	96	27	.	.	PUNCT
easat-11102	97	1	the	the	DET
easat-11102	97	2	pathways	pathway	NOUN
easat-11102	97	3	to	to	PART
easat-11102	97	4	attain	attain	VERB
easat-11102	97	5	these	these	DET
easat-11102	97	6	goals	goal	NOUN
easat-11102	97	7	were	be	AUX
easat-11102	97	8	especially	especially	ADV
easat-11102	97	9	created	create	VERB
easat-11102	97	10	to	to	PART
easat-11102	97	11	conduct	conduct	VERB
easat-11102	97	12	queries	query	NOUN
easat-11102	97	13	,	,	PUNCT
easat-11102	97	14	generate	generate	VERB
easat-11102	97	15	reports	report	NOUN
easat-11102	97	16	,	,	PUNCT
easat-11102	97	17	and	and	CCONJ
easat-11102	97	18	validate	validate	VERB
easat-11102	97	19	data	datum	NOUN
easat-11102	97	20	.	.	PUNCT
easat-11102	98	1	in	in	ADP
easat-11102	98	2	this	this	DET
easat-11102	98	3	way	way	NOUN
easat-11102	98	4	,	,	PUNCT
easat-11102	98	5	this	this	DET
easat-11102	98	6	module	module	NOUN
easat-11102	98	7	also	also	ADV
easat-11102	98	8	contains	contain	VERB
easat-11102	98	9	a	a	DET
easat-11102	98	10	multithreaded	multithreaded	ADJ
easat-11102	98	11	design	design	NOUN
easat-11102	98	12	to	to	PART
easat-11102	98	13	manage	manage	VERB
easat-11102	98	14	multiple	multiple	ADJ
easat-11102	98	15	requests	request	NOUN
easat-11102	98	16	and	and	CCONJ
easat-11102	98	17	provide	provide	VERB
easat-11102	98	18	optimal	optimal	ADJ
easat-11102	98	19	response	response	NOUN
easat-11102	98	20	times	time	NOUN
easat-11102	98	21	.	.	PUNCT
easat-11102	99	1	furthermore	furthermore	ADV
easat-11102	99	2	,	,	PUNCT
easat-11102	99	3	connecting	connect	VERB
easat-11102	99	4	an	an	DET
easat-11102	99	5	optimized	optimize	VERB
easat-11102	99	6	sqlite	sqlite	ADJ
easat-11102	99	7	database	database	NOUN
easat-11102	99	8	with	with	ADP
easat-11102	99	9	indexed	index	VERB
easat-11102	99	10	fields	field	NOUN
easat-11102	99	11	greatly	greatly	ADV
easat-11102	99	12	improved	improve	VERB
easat-11102	99	13	query	query	NOUN
easat-11102	99	14	performance	performance	NOUN
easat-11102	99	15	.	.	PUNCT
easat-11102	100	1	the	the	DET
easat-11102	100	2	databasebuilt	databasebuilt	ADJ
easat-11102	100	3	tables	table	NOUN
easat-11102	100	4	hold	hold	VERB
easat-11102	100	5	queries	query	NOUN
easat-11102	100	6	,	,	PUNCT
easat-11102	100	7	intents	intent	NOUN
easat-11102	100	8	,	,	PUNCT
easat-11102	100	9	labels	label	NOUN
easat-11102	100	10	,	,	PUNCT
easat-11102	100	11	and	and	CCONJ
easat-11102	100	12	processed	process	VERB
easat-11102	100	13	results	result	NOUN
easat-11102	100	14	.	.	PUNCT
easat-11102	101	1	this	this	DET
easat-11102	101	2	framework	framework	NOUN
easat-11102	101	3	enabled	enable	VERB
easat-11102	101	4	historical	historical	ADJ
easat-11102	101	5	research	research	NOUN
easat-11102	101	6	and	and	CCONJ
easat-11102	101	7	in	in	ADP
easat-11102	101	8	-	-	PUNCT
easat-11102	101	9	depth	depth	NOUN
easat-11102	101	10	reporting	reporting	NOUN
easat-11102	101	11	.	.	PUNCT
easat-11102	102	1	user	user	NOUN
easat-11102	102	2	queries	query	NOUN
easat-11102	102	3	were	be	AUX
easat-11102	102	4	transformed	transform	VERB
easat-11102	102	5	into	into	ADP
easat-11102	102	6	vector	vector	NOUN
easat-11102	102	7	embeddings	embedding	NOUN
easat-11102	102	8	,	,	PUNCT
easat-11102	102	9	and	and	CCONJ
easat-11102	102	10	semantic	semantic	ADJ
easat-11102	102	11	comparisons	comparison	NOUN
easat-11102	102	12	were	be	AUX
easat-11102	102	13	conducted	conduct	VERB
easat-11102	102	14	using	use	VERB
easat-11102	102	15	pre	pre	ADJ
easat-11102	102	16	-	-	ADJ
easat-11102	102	17	trained	train	VERB
easat-11102	102	18	natural	natural	ADJ
easat-11102	102	19	language	language	NOUN
easat-11102	102	20	processing	processing	NOUN
easat-11102	102	21	models	model	NOUN
easat-11102	102	22	.	.	PUNCT
easat-11102	103	1	the	the	DET
easat-11102	103	2	model	model	NOUN
easat-11102	103	3	allminilm	allminilm	NOUN
easat-11102	103	4	-	-	PUNCT
easat-11102	103	5	l12	l12	NOUN
easat-11102	103	6	-	-	PUNCT
easat-11102	103	7	v2	v2	NOUN
easat-11102	103	8	was	be	AUX
easat-11102	103	9	employed	employ	VERB
easat-11102	103	10	to	to	PART
easat-11102	103	11	generate	generate	VERB
easat-11102	103	12	high	high	ADJ
easat-11102	103	13	-	-	PUNCT
easat-11102	103	14	dimensional	dimensional	ADJ
easat-11102	103	15	embeddings	embedding	NOUN
easat-11102	103	16	,	,	PUNCT
easat-11102	103	17	while	while	SCONJ
easat-11102	103	18	the	the	DET
easat-11102	103	19	model	model	NOUN
easat-11102	103	20	mrm8488	mrm8488	PROPN
easat-11102	103	21	/	/	SYM
easat-11102	103	22	bert	bert	NOUN
easat-11102	103	23	-	-	PUNCT
easat-11102	103	24	base	base	NOUN
easat-11102	103	25	-	-	PUNCT
easat-11102	103	26	spanish	spanish	ADJ
easat-11102	103	27	-	-	PUNCT
easat-11102	103	28	wwm	wwm	VERB
easat-11102	103	29	-	-	PUNCT
easat-11102	103	30	cased	case	VERB
easat-11102	103	31	-	-	PUNCT
easat-11102	103	32	finetuned	finetune	VERB
easat-11102	103	33	-	-	PUNCT
easat-11102	103	34	spa	spa	NOUN
easat-11102	103	35	-	-	PUNCT
easat-11102	103	36	squad2	squad2	NOUN
easat-11102	103	37	-	-	PUNCT
easat-11102	103	38	es	es	NOUN
easat-11102	103	39	facilitated	facilitate	VERB
easat-11102	103	40	question	question	NOUN
easat-11102	103	41	-	-	PUNCT
easat-11102	103	42	and	and	CCONJ
easat-11102	103	43	-	-	PUNCT
easat-11102	103	44	answer	answer	NOUN
easat-11102	103	45	tasks	task	NOUN
easat-11102	103	46	in	in	ADP
easat-11102	103	47	spanish	spanish	PROPN
easat-11102	103	48	.	.	PUNCT
easat-11102	104	1	the	the	DET
easat-11102	104	2	web	web	NOUN
easat-11102	104	3	application	application	NOUN
easat-11102	104	4	developed	develop	VERB
easat-11102	104	5	with	with	ADP
easat-11102	104	6	flask	flask	NOUN
easat-11102	104	7	plays	play	VERB
easat-11102	104	8	a	a	DET
easat-11102	104	9	crucial	crucial	ADJ
easat-11102	104	10	role	role	NOUN
easat-11102	104	11	in	in	ADP
easat-11102	104	12	the	the	DET
easat-11102	104	13	system	system	NOUN
easat-11102	104	14	's	's	PART
easat-11102	104	15	interface	interface	NOUN
easat-11102	104	16	.	.	PUNCT
easat-11102	105	1	this	this	DET
easat-11102	105	2	module	module	NOUN
easat-11102	105	3	manages	manage	VERB
easat-11102	105	4	user	user	NOUN
easat-11102	105	5	requests	request	NOUN
easat-11102	105	6	,	,	PUNCT
easat-11102	105	7	allowing	allow	VERB
easat-11102	105	8	students	student	NOUN
easat-11102	105	9	to	to	PART
easat-11102	105	10	submit	submit	VERB
easat-11102	105	11	their	their	PRON
easat-11102	105	12	queries	query	NOUN
easat-11102	105	13	and	and	CCONJ
easat-11102	105	14	receive	receive	VERB
easat-11102	105	15	automated	automate	VERB
easat-11102	105	16	responses	response	NOUN
easat-11102	105	17	based	base	VERB
easat-11102	105	18	on	on	ADP
easat-11102	105	19	the	the	DET
easat-11102	105	20	previously	previously	ADV
easat-11102	105	21	generated	generate	VERB
easat-11102	105	22	embeddings	embedding	NOUN
easat-11102	105	23	.	.	PUNCT
easat-11102	106	1	the	the	DET
easat-11102	106	2	flask	flask	NOUN
easat-11102	106	3	application	application	NOUN
easat-11102	106	4	also	also	ADV
easat-11102	106	5	manages	manage	VERB
easat-11102	106	6	the	the	DET
easat-11102	106	7	message	message	NOUN
easat-11102	106	8	queue	queue	NOUN
easat-11102	106	9	,	,	PUNCT
easat-11102	106	10	ensuring	ensure	VERB
easat-11102	106	11	that	that	SCONJ
easat-11102	106	12	each	each	DET
easat-11102	106	13	query	query	NOUN
easat-11102	106	14	is	be	AUX
easat-11102	106	15	processed	process	VERB
easat-11102	106	16	efficiently	efficiently	ADV
easat-11102	106	17	and	and	CCONJ
easat-11102	106	18	promptly	promptly	ADV
easat-11102	106	19	.	.	PUNCT
easat-11102	107	1	additionally	additionally	ADV
easat-11102	107	2	,	,	PUNCT
easat-11102	107	3	functionalities	functionality	NOUN
easat-11102	107	4	for	for	ADP
easat-11102	107	5	downloading	download	VERB
easat-11102	107	6	and	and	CCONJ
easat-11102	107	7	viewing	view	VERB
easat-11102	107	8	files	file	NOUN
easat-11102	107	9	related	relate	VERB
easat-11102	107	10	to	to	ADP
easat-11102	107	11	the	the	DET
easat-11102	107	12	responses	response	NOUN
easat-11102	107	13	were	be	AUX
easat-11102	107	14	implemented	implement	VERB
easat-11102	107	15	,	,	PUNCT
easat-11102	107	16	enriching	enrich	VERB
easat-11102	107	17	the	the	DET
easat-11102	107	18	user	user	NOUN
easat-11102	107	19	experience	experience	NOUN
easat-11102	107	20	.	.	PUNCT
easat-11102	108	1	figure	figure	VERB
easat-11102	108	2	4	4	NUM
easat-11102	108	3	.	.	PUNCT
easat-11102	108	4	intelligent	intelligent	ADJ
easat-11102	108	5	system	system	NOUN
easat-11102	108	6	flowchart	flowchart	NOUN
easat-11102	108	7	based	base	VERB
easat-11102	108	8	on	on	ADP
easat-11102	108	9	a	a	DET
easat-11102	108	10	client	client	NOUN
easat-11102	108	11	-	-	PUNCT
easat-11102	108	12	server	server	NOUN
easat-11102	108	13	design	design	NOUN
easat-11102	108	14	.	.	PUNCT
easat-11102	109	1	figure	figure	NOUN
easat-11102	109	2	4	4	NUM
easat-11102	109	3	illustrates	illustrate	VERB
easat-11102	109	4	a	a	DET
easat-11102	109	5	practical	practical	ADJ
easat-11102	109	6	implementation	implementation	NOUN
easat-11102	109	7	of	of	ADP
easat-11102	109	8	the	the	DET
easat-11102	109	9	university	university	NOUN
easat-11102	109	10	tutoring	tutoring	NOUN
easat-11102	109	11	system	system	NOUN
easat-11102	109	12	based	base	VERB
easat-11102	109	13	on	on	ADP
easat-11102	109	14	a	a	DET
easat-11102	109	15	clientserver	clientserver	NOUN
easat-11102	109	16	design	design	NOUN
easat-11102	109	17	,	,	PUNCT
easat-11102	109	18	where	where	SCONJ
easat-11102	109	19	the	the	DET
easat-11102	109	20	graphical	graphical	ADJ
easat-11102	109	21	interface	interface	NOUN
easat-11102	109	22	facilitates	facilitate	VERB
easat-11102	109	23	user	user	NOUN
easat-11102	109	24	interaction	interaction	NOUN
easat-11102	109	25	while	while	SCONJ
easat-11102	109	26	the	the	DET
easat-11102	109	27	flask	flask	NOUN
easat-11102	109	28	backend	backend	NOUN
easat-11102	109	29	processes	process	NOUN
easat-11102	109	30	queries	query	NOUN
easat-11102	109	31	,	,	PUNCT
easat-11102	109	32	executes	execute	VERB
easat-11102	109	33	algorithms	algorithm	NOUN
easat-11102	109	34	,	,	PUNCT
easat-11102	109	35	and	and	CCONJ
easat-11102	109	36	returns	return	VERB
easat-11102	109	37	real	real	ADJ
easat-11102	109	38	-	-	PUNCT
easat-11102	109	39	time	time	NOUN
easat-11102	109	40	results	result	NOUN
easat-11102	109	41	.	.	PUNCT
easat-11102	110	1	this	this	PRON
easat-11102	110	2	aligns	align	VERB
easat-11102	110	3	with	with	ADP
easat-11102	110	4	integrating	integrate	VERB
easat-11102	110	5	nlp	nlp	NOUN
easat-11102	110	6	tools	tool	NOUN
easat-11102	110	7	into	into	ADP
easat-11102	110	8	the	the	DET
easat-11102	110	9	backend	backend	NOUN
easat-11102	110	10	to	to	PART
easat-11102	110	11	process	process	VERB
easat-11102	110	12	large	large	ADJ
easat-11102	110	13	volumes	volume	NOUN
easat-11102	110	14	of	of	ADP
easat-11102	110	15	textual	textual	ADJ
easat-11102	110	16	data	datum	NOUN
easat-11102	110	17	,	,	PUNCT
easat-11102	110	18	generate	generate	VERB
easat-11102	110	19	automated	automated	ADJ
easat-11102	110	20	responses	response	NOUN
easat-11102	110	21	,	,	PUNCT
easat-11102	110	22	and	and	CCONJ
easat-11102	110	23	enable	enable	VERB
easat-11102	110	24	dynamic	dynamic	ADJ
easat-11102	110	25	system	system	NOUN
easat-11102	110	26	adjustments	adjustment	NOUN
easat-11102	110	27	through	through	ADP
easat-11102	110	28	interaction	interaction	NOUN
easat-11102	110	29	with	with	ADP
easat-11102	110	30	the	the	DET
easat-11102	110	31	gui	gui	NOUN
easat-11102	111	1	[	[	X
easat-11102	111	2	20	20	NUM
easat-11102	111	3	]	]	PUNCT
easat-11102	111	4	.	.	PUNCT
easat-11102	112	1	for	for	ADP
easat-11102	112	2	sentiment	sentiment	NOUN
easat-11102	112	3	classification	classification	NOUN
easat-11102	112	4	,	,	PUNCT
easat-11102	112	5	the	the	DET
easat-11102	112	6	transformers	transformer	NOUN
easat-11102	112	7	library	library	NOUN
easat-11102	112	8	by	by	ADP
easat-11102	112	9	hugging	hug	VERB
easat-11102	112	10	face	face	NOUN
easat-11102	112	11	is	be	AUX
easat-11102	112	12	widely	widely	ADV
easat-11102	112	13	used	use	VERB
easat-11102	112	14	to	to	PART
easat-11102	112	15	perform	perform	VERB
easat-11102	112	16	nlp	nlp	ADJ
easat-11102	112	17	tasks	task	NOUN
easat-11102	112	18	,	,	PUNCT
easat-11102	112	19	including	include	VERB
easat-11102	112	20	text	text	NOUN
easat-11102	112	21	classification	classification	NOUN
easat-11102	112	22	and	and	CCONJ
easat-11102	112	23	sentiment	sentiment	NOUN
easat-11102	112	24	analysis	analysis	NOUN
easat-11102	112	25	.	.	PUNCT
easat-11102	113	1	for	for	ADP
easat-11102	113	2	sentiment	sentiment	NOUN
easat-11102	113	3	classification	classification	NOUN
easat-11102	113	4	,	,	PUNCT
easat-11102	113	5	this	this	DET
easat-11102	113	6	library	library	NOUN
easat-11102	113	7	enables	enable	VERB
easat-11102	113	8	the	the	DET
easat-11102	113	9	use	use	NOUN
easat-11102	113	10	of	of	ADP
easat-11102	113	11	pre	pre	ADJ
easat-11102	113	12	-	-	ADJ
easat-11102	113	13	trained	train	VERB
easat-11102	113	14	models	model	NOUN
easat-11102	113	15	,	,	PUNCT
easat-11102	113	16	such	such	ADJ
easat-11102	113	17	as	as	ADP
easat-11102	113	18	distilroberta	distilroberta	NOUN
easat-11102	113	19	,	,	PUNCT
easat-11102	113	20	specifically	specifically	ADV
easat-11102	113	21	designed	design	VERB
easat-11102	113	22	to	to	PART
easat-11102	113	23	identify	identify	VERB
easat-11102	113	24	emotions	emotion	NOUN
easat-11102	113	25	in	in	ADP
easat-11102	113	26	the	the	DET
easat-11102	113	27	input	input	NOUN
easat-11102	113	28	text	text	NOUN
easat-11102	113	29	.	.	PUNCT
easat-11102	114	1	the	the	DET
easat-11102	114	2	process	process	NOUN
easat-11102	114	3	involves	involve	VERB
easat-11102	114	4	several	several	ADJ
easat-11102	114	5	stages	stage	NOUN
easat-11102	114	6	that	that	PRON
easat-11102	114	7	work	work	VERB
easat-11102	114	8	in	in	ADP
easat-11102	114	9	tandem	tandem	NOUN
easat-11102	114	10	to	to	PART
easat-11102	114	11	ensure	ensure	VERB
easat-11102	114	12	accurate	accurate	ADJ
easat-11102	114	13	and	and	CCONJ
easat-11102	114	14	contextual	contextual	ADJ
easat-11102	114	15	1231	1231	NUM
easat-11102	114	16	edelweiss	edelweiss	PROPN
easat-11102	114	17	applied	apply	VERB
easat-11102	114	18	science	science	NOUN
easat-11102	114	19	and	and	CCONJ
easat-11102	114	20	technology	technology	NOUN
easat-11102	114	21	issn	issn	PROPN
easat-11102	114	22	:	:	PUNCT
easat-11102	114	23	2576	2576	NUM
easat-11102	114	24	-	-	SYM
easat-11102	114	25	8484	8484	NUM
easat-11102	114	26	vol	vol	NOUN
easat-11102	114	27	.	.	PROPN
easat-11102	115	1	9	9	NUM
easat-11102	115	2	,	,	PUNCT
easat-11102	115	3	no	no	INTJ
easat-11102	115	4	.	.	NOUN
easat-11102	115	5	11	11	NUM
easat-11102	115	6	:	:	SYM
easat-11102	115	7	1226	1226	NUM
easat-11102	115	8	-	-	SYM
easat-11102	115	9	1233	1233	NUM
easat-11102	115	10	,	,	PUNCT
easat-11102	115	11	2025	2025	NUM
easat-11102	115	12	doi	doi	NOUN
easat-11102	115	13	:	:	PUNCT
easat-11102	115	14	10.55214/2576	10.55214/2576	NUM
easat-11102	115	15	-	-	PUNCT
easat-11102	115	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	115	17	©	©	PROPN
easat-11102	115	18	2025	2025	NUM
easat-11102	115	19	by	by	ADP
easat-11102	115	20	the	the	DET
easat-11102	115	21	authors	author	NOUN
easat-11102	115	22	;	;	PUNCT
easat-11102	115	23	licensee	licensee	PROPN
easat-11102	115	24	learning	learn	VERB
easat-11102	115	25	gate	gate	NOUN
easat-11102	115	26	classification	classification	NOUN
easat-11102	115	27	.	.	PUNCT
easat-11102	116	1	thus	thus	ADV
easat-11102	116	2	,	,	PUNCT
easat-11102	116	3	the	the	DET
easat-11102	116	4	first	first	ADJ
easat-11102	116	5	step	step	NOUN
easat-11102	116	6	has	have	AUX
easat-11102	116	7	been	be	AUX
easat-11102	116	8	text	text	NOUN
easat-11102	116	9	preprocessing	preprocessing	NOUN
easat-11102	116	10	,	,	PUNCT
easat-11102	116	11	which	which	PRON
easat-11102	116	12	entails	entail	VERB
easat-11102	116	13	using	use	VERB
easat-11102	116	14	a	a	DET
easat-11102	116	15	tokenizer	tokenizer	NOUN
easat-11102	116	16	coupled	couple	VERB
easat-11102	116	17	to	to	ADP
easat-11102	116	18	the	the	DET
easat-11102	116	19	model	model	NOUN
easat-11102	116	20	to	to	PART
easat-11102	116	21	break	break	VERB
easat-11102	116	22	the	the	DET
easat-11102	116	23	input	input	NOUN
easat-11102	116	24	into	into	ADP
easat-11102	116	25	units	unit	NOUN
easat-11102	116	26	known	know	VERB
easat-11102	116	27	as	as	ADP
easat-11102	116	28	tokens	token	NOUN
easat-11102	116	29	.	.	PUNCT
easat-11102	117	1	in	in	ADP
easat-11102	117	2	this	this	DET
easat-11102	117	3	sense	sense	NOUN
easat-11102	117	4	,	,	PUNCT
easat-11102	117	5	the	the	DET
easat-11102	117	6	model	model	NOUN
easat-11102	117	7	can	can	AUX
easat-11102	117	8	handle	handle	VERB
easat-11102	117	9	these	these	DET
easat-11102	117	10	tokens	token	NOUN
easat-11102	117	11	,	,	PUNCT
easat-11102	117	12	which	which	PRON
easat-11102	117	13	are	be	AUX
easat-11102	117	14	numerical	numerical	ADJ
easat-11102	117	15	representations	representation	NOUN
easat-11102	117	16	of	of	ADP
easat-11102	117	17	words	word	NOUN
easat-11102	117	18	or	or	CCONJ
easat-11102	117	19	subwords	subword	NOUN
easat-11102	117	20	.	.	PUNCT
easat-11102	118	1	in	in	ADP
easat-11102	118	2	particular	particular	ADJ
easat-11102	118	3	,	,	PUNCT
easat-11102	118	4	the	the	DET
easat-11102	118	5	statement	statement	NOUN
easat-11102	118	6	"	"	PUNCT
easat-11102	118	7	i	i	PRON
easat-11102	118	8	'm	be	AUX
easat-11102	118	9	very	very	ADV
easat-11102	118	10	happy	happy	ADJ
easat-11102	118	11	"	"	PUNCT
easat-11102	118	12	is	be	AUX
easat-11102	118	13	turned	turn	VERB
easat-11102	118	14	into	into	ADP
easat-11102	118	15	a	a	DET
easat-11102	118	16	number	number	NOUN
easat-11102	118	17	sequence	sequence	NOUN
easat-11102	118	18	while	while	SCONJ
easat-11102	118	19	keeping	keep	VERB
easat-11102	118	20	the	the	DET
easat-11102	118	21	meaning	mean	VERB
easat-11102	118	22	relationships	relationship	NOUN
easat-11102	118	23	between	between	ADP
easat-11102	118	24	words	word	NOUN
easat-11102	118	25	intact	intact	ADJ
easat-11102	118	26	.	.	PUNCT
easat-11102	119	1	as	as	ADP
easat-11102	119	2	a	a	DET
easat-11102	119	3	result	result	NOUN
easat-11102	119	4	,	,	PUNCT
easat-11102	119	5	the	the	DET
easat-11102	119	6	model	model	NOUN
easat-11102	119	7	can	can	AUX
easat-11102	119	8	recognize	recognize	VERB
easat-11102	119	9	text	text	NOUN
easat-11102	119	10	boundaries	boundary	NOUN
easat-11102	119	11	using	use	VERB
easat-11102	119	12	particular	particular	ADJ
easat-11102	119	13	tokens	token	NOUN
easat-11102	119	14	such	such	ADJ
easat-11102	119	15	as	as	ADP
easat-11102	119	16	(	(	PUNCT
easat-11102	119	17	cls	cls	NOUN
easat-11102	119	18	)	)	PUNCT
easat-11102	119	19	,	,	PUNCT
easat-11102	119	20	which	which	PRON
easat-11102	119	21	indicates	indicate	VERB
easat-11102	119	22	the	the	DET
easat-11102	119	23	start	start	NOUN
easat-11102	119	24	of	of	ADP
easat-11102	119	25	the	the	DET
easat-11102	119	26	sequence	sequence	NOUN
easat-11102	119	27	,	,	PUNCT
easat-11102	119	28	and	and	CCONJ
easat-11102	119	29	(	(	PUNCT
easat-11102	119	30	sep	sep	PROPN
easat-11102	119	31	)	)	PUNCT
easat-11102	119	32	,	,	PUNCT
easat-11102	119	33	which	which	PRON
easat-11102	119	34	signals	signal	VERB
easat-11102	119	35	its	its	PRON
easat-11102	119	36	end	end	NOUN
easat-11102	120	1	[	[	X
easat-11102	120	2	21	21	NUM
easat-11102	120	3	]	]	PUNCT
easat-11102	120	4	.	.	PUNCT
easat-11102	121	1	to	to	PART
easat-11102	121	2	produce	produce	VERB
easat-11102	121	3	contextual	contextual	ADJ
easat-11102	121	4	embeddings	embedding	NOUN
easat-11102	121	5	for	for	ADP
easat-11102	121	6	each	each	DET
easat-11102	121	7	token	token	VERB
easat-11102	121	8	,	,	PUNCT
easat-11102	121	9	the	the	DET
easat-11102	121	10	model	model	NOUN
easat-11102	121	11	employs	employ	VERB
easat-11102	121	12	distilroberta	distilroberta	NOUN
easat-11102	121	13	,	,	PUNCT
easat-11102	121	14	a	a	DET
easat-11102	121	15	simplified	simplified	ADJ
easat-11102	121	16	version	version	NOUN
easat-11102	121	17	of	of	ADP
easat-11102	121	18	roberta	roberta	PROPN
easat-11102	121	19	based	base	VERB
easat-11102	121	20	on	on	ADP
easat-11102	121	21	the	the	DET
easat-11102	121	22	transformer	transformer	NOUN
easat-11102	121	23	architecture	architecture	NOUN
easat-11102	121	24	.	.	PUNCT
easat-11102	122	1	these	these	DET
easat-11102	122	2	multidimensional	multidimensional	ADJ
easat-11102	122	3	vector	vector	NOUN
easat-11102	122	4	embeddings	embedding	NOUN
easat-11102	122	5	capture	capture	VERB
easat-11102	122	6	the	the	DET
easat-11102	122	7	meaning	meaning	NOUN
easat-11102	122	8	of	of	ADP
easat-11102	122	9	each	each	DET
easat-11102	122	10	word	word	NOUN
easat-11102	122	11	in	in	ADP
easat-11102	122	12	its	its	PRON
easat-11102	122	13	specific	specific	ADJ
easat-11102	122	14	context	context	NOUN
easat-11102	122	15	.	.	PUNCT
easat-11102	123	1	as	as	ADP
easat-11102	123	2	a	a	DET
easat-11102	123	3	result	result	NOUN
easat-11102	123	4	,	,	PUNCT
easat-11102	123	5	the	the	DET
easat-11102	123	6	vector	vector	NOUN
easat-11102	123	7	representation	representation	NOUN
easat-11102	123	8	of	of	ADP
easat-11102	123	9	"	"	PUNCT
easat-11102	123	10	happy	happy	ADJ
easat-11102	123	11	"	"	PUNCT
easat-11102	123	12	in	in	ADP
easat-11102	123	13	"	"	PUNCT
easat-11102	123	14	i	i	PRON
easat-11102	123	15	'm	be	AUX
easat-11102	123	16	very	very	ADV
easat-11102	123	17	happy	happy	ADJ
easat-11102	123	18	"	"	PUNCT
easat-11102	123	19	varies	vary	VERB
easat-11102	123	20	from	from	ADP
easat-11102	123	21	that	that	PRON
easat-11102	123	22	in	in	ADP
easat-11102	123	23	"	"	PUNCT
easat-11102	123	24	i	i	PRON
easat-11102	123	25	am	be	AUX
easat-11102	123	26	not	not	PART
easat-11102	123	27	happy	happy	ADJ
easat-11102	123	28	,	,	PUNCT
easat-11102	123	29	"	"	PUNCT
easat-11102	123	30	indicating	indicate	VERB
easat-11102	123	31	contextual	contextual	ADJ
easat-11102	123	32	variations	variation	NOUN
easat-11102	123	33	between	between	ADP
easat-11102	123	34	the	the	DET
easat-11102	123	35	two	two	NUM
easat-11102	123	36	assertions	assertion	NOUN
easat-11102	123	37	.	.	PUNCT
easat-11102	124	1	in	in	ADP
easat-11102	124	2	other	other	ADJ
easat-11102	124	3	words	word	NOUN
easat-11102	124	4	,	,	PUNCT
easat-11102	124	5	these	these	DET
easat-11102	124	6	embeddings	embedding	NOUN
easat-11102	124	7	are	be	AUX
easat-11102	124	8	subsequently	subsequently	ADV
easat-11102	124	9	propagated	propagate	VERB
easat-11102	124	10	across	across	ADP
easat-11102	124	11	the	the	DET
easat-11102	124	12	transformer	transformer	NOUN
easat-11102	124	13	model	model	NOUN
easat-11102	124	14	's	's	PART
easat-11102	124	15	layers	layer	NOUN
easat-11102	124	16	via	via	ADP
easat-11102	124	17	the	the	DET
easat-11102	124	18	self	self	NOUN
easat-11102	124	19	-	-	PUNCT
easat-11102	124	20	attention	attention	NOUN
easat-11102	124	21	mechanism	mechanism	NOUN
easat-11102	124	22	,	,	PUNCT
easat-11102	124	23	allowing	allow	VERB
easat-11102	124	24	the	the	DET
easat-11102	124	25	model	model	NOUN
easat-11102	124	26	to	to	PART
easat-11102	124	27	analyze	analyze	VERB
easat-11102	124	28	all	all	PRON
easat-11102	124	29	of	of	ADP
easat-11102	124	30	the	the	DET
easat-11102	124	31	words	word	NOUN
easat-11102	124	32	in	in	ADP
easat-11102	124	33	the	the	DET
easat-11102	124	34	phrase	phrase	NOUN
easat-11102	124	35	at	at	ADP
easat-11102	124	36	the	the	DET
easat-11102	124	37	same	same	ADJ
easat-11102	124	38	time	time	NOUN
easat-11102	124	39	and	and	CCONJ
easat-11102	124	40	grasp	grasp	VERB
easat-11102	124	41	their	their	PRON
easat-11102	124	42	links	link	NOUN
easat-11102	124	43	.	.	PUNCT
easat-11102	125	1	this	this	DET
easat-11102	125	2	method	method	NOUN
easat-11102	125	3	is	be	AUX
easat-11102	125	4	vital	vital	ADJ
easat-11102	125	5	for	for	ADP
easat-11102	125	6	catching	catch	VERB
easat-11102	125	7	subtleties	subtlety	NOUN
easat-11102	125	8	like	like	ADP
easat-11102	125	9	negations	negation	NOUN
easat-11102	125	10	(	(	PUNCT
easat-11102	125	11	"	"	PUNCT
easat-11102	125	12	i	i	PRON
easat-11102	125	13	am	be	AUX
easat-11102	125	14	not	not	PART
easat-11102	125	15	happy	happy	ADJ
easat-11102	125	16	"	"	PUNCT
easat-11102	125	17	)	)	PUNCT
easat-11102	125	18	or	or	CCONJ
easat-11102	125	19	stress	stress	NOUN
easat-11102	125	20	(	(	PUNCT
easat-11102	125	21	"	"	PUNCT
easat-11102	125	22	i	i	PRON
easat-11102	125	23	am	be	AUX
easat-11102	125	24	very	very	ADV
easat-11102	125	25	happy	happy	ADJ
easat-11102	125	26	!	!	PUNCT
easat-11102	125	27	"	"	PUNCT
easat-11102	125	28	)	)	PUNCT
easat-11102	125	29	,	,	PUNCT
easat-11102	125	30	allowing	allow	VERB
easat-11102	125	31	for	for	ADP
easat-11102	125	32	an	an	DET
easat-11102	125	33	exhaustive	exhaustive	ADJ
easat-11102	125	34	interpretation	interpretation	NOUN
easat-11102	125	35	of	of	ADP
easat-11102	125	36	the	the	DET
easat-11102	125	37	text	text	NOUN
easat-11102	125	38	.	.	PUNCT
easat-11102	126	1	it	it	PRON
easat-11102	126	2	is	be	AUX
easat-11102	126	3	worth	worth	ADJ
easat-11102	126	4	emphasizing	emphasize	VERB
easat-11102	126	5	that	that	SCONJ
easat-11102	126	6	after	after	SCONJ
easat-11102	126	7	the	the	DET
easat-11102	126	8	embeddings	embedding	NOUN
easat-11102	126	9	are	be	AUX
easat-11102	126	10	processed	process	VERB
easat-11102	126	11	,	,	PUNCT
easat-11102	126	12	the	the	DET
easat-11102	126	13	vector	vector	NOUN
easat-11102	126	14	associated	associate	VERB
easat-11102	126	15	with	with	ADP
easat-11102	126	16	the	the	DET
easat-11102	126	17	(	(	PUNCT
easat-11102	126	18	cls	cls	NOUN
easat-11102	126	19	)	)	PUNCT
easat-11102	126	20	token	token	PROPN
easat-11102	126	21	,	,	PUNCT
easat-11102	126	22	which	which	PRON
easat-11102	126	23	contains	contain	VERB
easat-11102	126	24	the	the	DET
easat-11102	126	25	entire	entire	ADJ
easat-11102	126	26	representation	representation	NOUN
easat-11102	126	27	of	of	ADP
easat-11102	126	28	the	the	DET
easat-11102	126	29	phrase	phrase	NOUN
easat-11102	126	30	,	,	PUNCT
easat-11102	126	31	goes	go	VERB
easat-11102	126	32	through	through	ADP
easat-11102	126	33	a	a	DET
easat-11102	126	34	dense	dense	ADJ
easat-11102	126	35	layer	layer	NOUN
easat-11102	126	36	and	and	CCONJ
easat-11102	126	37	a	a	DET
easat-11102	126	38	softmax	softmax	NOUN
easat-11102	126	39	function	function	NOUN
easat-11102	126	40	.	.	PUNCT
easat-11102	127	1	the	the	DET
easat-11102	127	2	latter	latter	ADJ
easat-11102	127	3	translates	translate	VERB
easat-11102	127	4	the	the	DET
easat-11102	127	5	results	result	NOUN
easat-11102	127	6	into	into	ADP
easat-11102	127	7	probabilities	probability	NOUN
easat-11102	127	8	for	for	ADP
easat-11102	127	9	each	each	DET
easat-11102	127	10	emotion	emotion	NOUN
easat-11102	127	11	group	group	NOUN
easat-11102	127	12	.	.	PUNCT
easat-11102	128	1	for	for	ADP
easat-11102	128	2	a	a	DET
easat-11102	128	3	particular	particular	ADJ
easat-11102	128	4	statement	statement	NOUN
easat-11102	128	5	,	,	PUNCT
easat-11102	128	6	the	the	DET
easat-11102	128	7	model	model	NOUN
easat-11102	128	8	may	may	AUX
easat-11102	128	9	assign	assign	VERB
easat-11102	128	10	the	the	DET
easat-11102	128	11	following	follow	VERB
easat-11102	128	12	probabilities	probability	NOUN
easat-11102	128	13	:	:	PUNCT
easat-11102	128	14	80	80	NUM
easat-11102	128	15	%	%	NOUN
easat-11102	128	16	happiness	happiness	NOUN
easat-11102	128	17	,	,	PUNCT
easat-11102	128	18	10	10	NUM
easat-11102	128	19	%	%	NOUN
easat-11102	128	20	sorrow	sorrow	NOUN
easat-11102	128	21	,	,	PUNCT
easat-11102	128	22	5	5	NUM
easat-11102	128	23	%	%	NOUN
easat-11102	128	24	fear	fear	NOUN
easat-11102	128	25	,	,	PUNCT
easat-11102	128	26	and	and	CCONJ
easat-11102	128	27	5	5	NUM
easat-11102	128	28	%	%	NOUN
easat-11102	128	29	rage	rage	NOUN
easat-11102	128	30	.	.	PUNCT
easat-11102	129	1	thus	thus	ADV
easat-11102	129	2	,	,	PUNCT
easat-11102	129	3	the	the	DET
easat-11102	129	4	feeling	feeling	NOUN
easat-11102	129	5	with	with	ADP
easat-11102	129	6	the	the	DET
easat-11102	129	7	highest	high	ADJ
easat-11102	129	8	probability	probability	NOUN
easat-11102	129	9	is	be	AUX
easat-11102	129	10	chosen	choose	VERB
easat-11102	129	11	as	as	ADP
easat-11102	129	12	the	the	DET
easat-11102	129	13	dominating	dominating	NOUN
easat-11102	129	14	emotion	emotion	NOUN
easat-11102	129	15	in	in	ADP
easat-11102	129	16	the	the	DET
easat-11102	129	17	text	text	NOUN
easat-11102	129	18	.	.	PUNCT
easat-11102	130	1	the	the	DET
easat-11102	130	2	distilroberta	distilroberta	PROPN
easat-11102	130	3	model	model	NOUN
easat-11102	130	4	is	be	AUX
easat-11102	130	5	more	more	ADV
easat-11102	130	6	lightweight	lightweight	ADJ
easat-11102	130	7	and	and	CCONJ
easat-11102	130	8	more	more	ADV
easat-11102	130	9	efficient	efficient	ADJ
easat-11102	130	10	than	than	ADP
easat-11102	130	11	roberta	roberta	PROPN
easat-11102	130	12	,	,	PUNCT
easat-11102	130	13	maintaining	maintain	VERB
easat-11102	130	14	high	high	ADJ
easat-11102	130	15	performance	performance	NOUN
easat-11102	130	16	despite	despite	SCONJ
easat-11102	130	17	its	its	PRON
easat-11102	130	18	smaller	small	ADJ
easat-11102	130	19	size	size	NOUN
easat-11102	130	20	.	.	PUNCT
easat-11102	131	1	this	this	DET
easat-11102	131	2	model	model	NOUN
easat-11102	131	3	has	have	VERB
easat-11102	131	4	broad	broad	ADJ
easat-11102	131	5	linguistic	linguistic	ADJ
easat-11102	131	6	representations	representation	NOUN
easat-11102	131	7	that	that	PRON
easat-11102	131	8	are	be	AUX
easat-11102	131	9	optimized	optimize	VERB
easat-11102	131	10	for	for	ADP
easat-11102	131	11	specific	specific	ADJ
easat-11102	131	12	tasks	task	NOUN
easat-11102	131	13	,	,	PUNCT
easat-11102	131	14	such	such	ADJ
easat-11102	131	15	as	as	ADP
easat-11102	131	16	emotion	emotion	NOUN
easat-11102	131	17	classification	classification	NOUN
easat-11102	131	18	.	.	PUNCT
easat-11102	132	1	in	in	ADP
easat-11102	132	2	this	this	DET
easat-11102	132	3	case	case	NOUN
easat-11102	132	4	,	,	PUNCT
easat-11102	132	5	the	the	DET
easat-11102	132	6	referenced	referenced	ADJ
easat-11102	132	7	model	model	NOUN
easat-11102	132	8	(	(	PUNCT
easat-11102	132	9	j	j	PROPN
easat-11102	132	10	-	-	PUNCT
easat-11102	132	11	hartmann	hartmann	PROPN
easat-11102	132	12	/	/	SYM
easat-11102	132	13	emotionenglish	emotionenglish	ADJ
easat-11102	132	14	-	-	PUNCT
easat-11102	132	15	distilroberta	distilroberta	NOUN
easat-11102	132	16	-	-	PUNCT
easat-11102	132	17	base	base	NOUN
easat-11102	132	18	)	)	PUNCT
easat-11102	132	19	recognizes	recognize	VERB
easat-11102	132	20	emotions	emotion	NOUN
easat-11102	132	21	such	such	ADJ
easat-11102	132	22	as	as	ADP
easat-11102	132	23	happiness	happiness	NOUN
easat-11102	132	24	,	,	PUNCT
easat-11102	132	25	sadness	sadness	NOUN
easat-11102	132	26	,	,	PUNCT
easat-11102	132	27	fear	fear	NOUN
easat-11102	132	28	,	,	PUNCT
easat-11102	132	29	surprise	surprise	NOUN
easat-11102	132	30	,	,	PUNCT
easat-11102	132	31	disgust	disgust	NOUN
easat-11102	132	32	,	,	PUNCT
easat-11102	132	33	and	and	CCONJ
easat-11102	132	34	neutrality	neutrality	NOUN
easat-11102	132	35	.	.	PUNCT
easat-11102	133	1	the	the	DET
easat-11102	133	2	advantages	advantage	NOUN
easat-11102	133	3	of	of	ADP
easat-11102	133	4	this	this	DET
easat-11102	133	5	technique	technique	NOUN
easat-11102	133	6	include	include	VERB
easat-11102	133	7	its	its	PRON
easat-11102	133	8	contextual	contextual	ADJ
easat-11102	133	9	precision	precision	NOUN
easat-11102	133	10	,	,	PUNCT
easat-11102	133	11	which	which	PRON
easat-11102	133	12	enables	enable	VERB
easat-11102	133	13	it	it	PRON
easat-11102	133	14	to	to	PART
easat-11102	133	15	identify	identify	VERB
easat-11102	133	16	relationships	relationship	NOUN
easat-11102	133	17	between	between	ADP
easat-11102	133	18	words	word	NOUN
easat-11102	133	19	even	even	ADV
easat-11102	133	20	in	in	ADP
easat-11102	133	21	complex	complex	ADJ
easat-11102	133	22	or	or	CCONJ
easat-11102	133	23	negative	negative	ADJ
easat-11102	133	24	sentences	sentence	NOUN
easat-11102	133	25	;	;	PUNCT
easat-11102	133	26	its	its	PRON
easat-11102	133	27	adaptability	adaptability	NOUN
easat-11102	133	28	,	,	PUNCT
easat-11102	133	29	which	which	PRON
easat-11102	133	30	makes	make	VERB
easat-11102	133	31	it	it	PRON
easat-11102	133	32	easier	easy	ADJ
easat-11102	133	33	to	to	PART
easat-11102	133	34	apply	apply	VERB
easat-11102	133	35	to	to	ADP
easat-11102	133	36	other	other	ADJ
easat-11102	133	37	languages	language	NOUN
easat-11102	133	38	or	or	CCONJ
easat-11102	133	39	related	related	ADJ
easat-11102	133	40	tasks	task	NOUN
easat-11102	133	41	,	,	PUNCT
easat-11102	133	42	such	such	ADJ
easat-11102	133	43	as	as	ADP
easat-11102	133	44	the	the	DET
easat-11102	133	45	analysis	analysis	NOUN
easat-11102	133	46	of	of	ADP
easat-11102	133	47	emotions	emotion	NOUN
easat-11102	133	48	;	;	PUNCT
easat-11102	133	49	and	and	CCONJ
easat-11102	133	50	its	its	PRON
easat-11102	133	51	extensive	extensive	ADJ
easat-11102	133	52	pretraining	pretraining	NOUN
easat-11102	133	53	on	on	ADP
easat-11102	133	54	large	large	ADJ
easat-11102	133	55	data	datum	NOUN
easat-11102	133	56	sets	set	NOUN
easat-11102	133	57	,	,	PUNCT
easat-11102	133	58	which	which	PRON
easat-11102	133	59	ensures	ensure	VERB
easat-11102	133	60	a	a	DET
easat-11102	133	61	high	high	ADJ
easat-11102	133	62	capacity	capacity	NOUN
easat-11102	133	63	for	for	ADP
easat-11102	133	64	generalization	generalization	NOUN
easat-11102	133	65	.	.	PUNCT
easat-11102	134	1	in	in	ADP
easat-11102	134	2	other	other	ADJ
easat-11102	134	3	words	word	NOUN
easat-11102	134	4	,	,	PUNCT
easat-11102	134	5	this	this	DET
easat-11102	134	6	approach	approach	NOUN
easat-11102	134	7	ensures	ensure	VERB
easat-11102	134	8	a	a	DET
easat-11102	134	9	strong	strong	ADJ
easat-11102	134	10	emotional	emotional	ADJ
easat-11102	134	11	classification	classification	NOUN
easat-11102	134	12	that	that	PRON
easat-11102	134	13	is	be	AUX
easat-11102	134	14	appropriately	appropriately	ADV
easat-11102	134	15	contextualized	contextualize	VERB
easat-11102	134	16	.	.	PUNCT
easat-11102	135	1	furthermore	furthermore	ADV
easat-11102	135	2	,	,	PUNCT
easat-11102	135	3	a	a	DET
easat-11102	135	4	variety	variety	NOUN
easat-11102	135	5	of	of	ADP
easat-11102	135	6	machine	machine	NOUN
easat-11102	135	7	learning	learning	NOUN
easat-11102	135	8	(	(	PUNCT
easat-11102	135	9	ml	ml	NOUN
easat-11102	135	10	)	)	PUNCT
easat-11102	135	11	techniques	technique	NOUN
easat-11102	135	12	are	be	AUX
easat-11102	135	13	used	use	VERB
easat-11102	135	14	in	in	ADP
easat-11102	135	15	the	the	DET
easat-11102	135	16	intelligent	intelligent	ADJ
easat-11102	135	17	system	system	NOUN
easat-11102	135	18	(	(	PUNCT
easat-11102	135	19	is	be	AUX
easat-11102	135	20	)	)	PUNCT
easat-11102	135	21	for	for	ADP
easat-11102	135	22	emotion	emotion	NOUN
easat-11102	135	23	analysis	analysis	NOUN
easat-11102	135	24	and	and	CCONJ
easat-11102	135	25	classification	classification	NOUN
easat-11102	135	26	in	in	ADP
easat-11102	135	27	natural	natural	ADJ
easat-11102	135	28	language	language	NOUN
easat-11102	135	29	processing	processing	NOUN
easat-11102	135	30	(	(	PUNCT
easat-11102	135	31	nlp	nlp	NOUN
easat-11102	135	32	)	)	PUNCT
easat-11102	135	33	techniques	technique	NOUN
easat-11102	135	34	across	across	ADP
easat-11102	135	35	distinct	distinct	ADJ
easat-11102	135	36	stages	stage	NOUN
easat-11102	135	37	.	.	PUNCT
easat-11102	136	1	these	these	DET
easat-11102	136	2	techniques	technique	NOUN
easat-11102	136	3	are	be	AUX
easat-11102	136	4	associated	associate	VERB
easat-11102	136	5	with	with	ADP
easat-11102	136	6	the	the	DET
easat-11102	136	7	models	model	NOUN
easat-11102	136	8	and	and	CCONJ
easat-11102	136	9	algorithms	algorithm	NOUN
easat-11102	136	10	used	use	VERB
easat-11102	136	11	in	in	ADP
easat-11102	136	12	the	the	DET
easat-11102	136	13	code	code	NOUN
easat-11102	136	14	to	to	PART
easat-11102	136	15	address	address	VERB
easat-11102	136	16	specific	specific	ADJ
easat-11102	136	17	tasks	task	NOUN
easat-11102	136	18	.	.	PUNCT
easat-11102	137	1	the	the	DET
easat-11102	137	2	following	follow	VERB
easat-11102	137	3	table	table	NOUN
easat-11102	137	4	summarizes	summarize	VERB
easat-11102	137	5	the	the	DET
easat-11102	137	6	techniques	technique	NOUN
easat-11102	137	7	used	use	VERB
easat-11102	137	8	by	by	ADP
easat-11102	137	9	components	component	NOUN
easat-11102	137	10	:	:	PUNCT
easat-11102	137	11	table	table	NOUN
easat-11102	137	12	1	1	NUM
easat-11102	137	13	.	.	PUNCT
easat-11102	138	1	summary	summary	NOUN
easat-11102	138	2	of	of	ADP
easat-11102	138	3	techniques	technique	NOUN
easat-11102	138	4	used	use	VERB
easat-11102	138	5	by	by	ADP
easat-11102	138	6	component	component	NOUN
easat-11102	138	7	.	.	PUNCT
easat-11102	139	1	component	component	NOUN
easat-11102	139	2	ml	ml	NOUN
easat-11102	139	3	technique	technique	NOUN
easat-11102	139	4	model	model	NOUN
easat-11102	139	5	/	/	SYM
easat-11102	139	6	algorithm	algorithm	NOUN
easat-11102	139	7	semantic	semantic	ADJ
easat-11102	139	8	representation	representation	NOUN
easat-11102	139	9	embeddings	embedding	NOUN
easat-11102	139	10	all	all	PRON
easat-11102	139	11	-	-	PUNCT
easat-11102	139	12	minilm	minilm	NOUN
easat-11102	139	13	-	-	PUNCT
easat-11102	139	14	l12	l12	NOUN
easat-11102	139	15	-	-	PUNCT
easat-11102	139	16	v2	v2	NOUN
easat-11102	139	17	emotion	emotion	NOUN
easat-11102	139	18	classification	classification	NOUN
easat-11102	139	19	supervised	supervise	VERB
easat-11102	139	20	classification	classification	NOUN
easat-11102	139	21	j	j	PROPN
easat-11102	139	22	-	-	PUNCT
easat-11102	139	23	hartmann	hartmann	PROPN
easat-11102	139	24	/	/	SYM
easat-11102	139	25	emotion	emotion	PROPN
easat-11102	139	26	-	-	PUNCT
easat-11102	139	27	english	english	ADJ
easat-11102	139	28	-	-	PUNCT
easat-11102	139	29	distilroberta	distilroberta	NOUN
easat-11102	139	30	-	-	PUNCT
easat-11102	139	31	base	base	NOUN
easat-11102	139	32	keyword	keyword	NOUN
easat-11102	139	33	extraction	extraction	NOUN
easat-11102	139	34	rule	rule	NOUN
easat-11102	139	35	-	-	PUNCT
easat-11102	139	36	based	base	VERB
easat-11102	139	37	processing	processing	NOUN
easat-11102	139	38	and	and	CCONJ
easat-11102	139	39	pos	pos	NOUN
easat-11102	139	40	tagging	tagging	NOUN
easat-11102	139	41	spacy	spacy	NOUN
easat-11102	139	42	semantic	semantic	PROPN
easat-11102	139	43	similarity	similarity	NOUN
easat-11102	139	44	cosine	cosine	NOUN
easat-11102	139	45	similarity	similarity	NOUN
easat-11102	139	46	pytorch	pytorch	NOUN
easat-11102	139	47	functions	function	NOUN
easat-11102	139	48	backend	backend	VERB
easat-11102	139	49	and	and	CCONJ
easat-11102	139	50	gui	gui	NOUN
easat-11102	139	51	multithreading	multithreading	NOUN
easat-11102	139	52	and	and	CCONJ
easat-11102	139	53	concurrent	concurrent	ADJ
easat-11102	139	54	programming	programming	NOUN
easat-11102	139	55	flask	flask	NOUN
easat-11102	139	56	+	+	CCONJ
easat-11102	139	57	pyqt5	pyqt5	NOUN
easat-11102	139	58	the	the	DET
easat-11102	139	59	tasks	task	NOUN
easat-11102	139	60	that	that	SCONJ
easat-11102	139	61	the	the	DET
easat-11102	139	62	system	system	NOUN
easat-11102	139	63	combines	combine	VERB
easat-11102	139	64	modern	modern	ADJ
easat-11102	139	65	nlp	nlp	NOUN
easat-11102	139	66	tools	tool	NOUN
easat-11102	139	67	with	with	ADP
easat-11102	139	68	both	both	CCONJ
easat-11102	139	69	supervised	supervised	ADJ
easat-11102	139	70	and	and	CCONJ
easat-11102	139	71	unsupervised	unsupervised	ADJ
easat-11102	139	72	methods	method	NOUN
easat-11102	139	73	to	to	PART
easat-11102	139	74	achieve	achieve	VERB
easat-11102	139	75	accurate	accurate	ADJ
easat-11102	139	76	and	and	CCONJ
easat-11102	139	77	speedy	speedy	ADJ
easat-11102	139	78	processing	processing	NOUN
easat-11102	139	79	are	be	AUX
easat-11102	139	80	semantic	semantic	ADJ
easat-11102	139	81	analysis	analysis	NOUN
easat-11102	139	82	,	,	PUNCT
easat-11102	139	83	response	response	NOUN
easat-11102	139	84	generation	generation	NOUN
easat-11102	139	85	,	,	PUNCT
easat-11102	139	86	and	and	CCONJ
easat-11102	139	87	emotion	emotion	NOUN
easat-11102	139	88	classification	classification	NOUN
easat-11102	139	89	.	.	PUNCT
easat-11102	140	1	3	3	X
easat-11102	140	2	.	.	NOUN
easat-11102	140	3	results	result	NOUN
easat-11102	140	4	conversely	conversely	ADV
easat-11102	140	5	,	,	PUNCT
easat-11102	140	6	in	in	ADP
easat-11102	140	7	the	the	DET
easat-11102	140	8	field	field	NOUN
easat-11102	140	9	of	of	ADP
easat-11102	140	10	university	university	NOUN
easat-11102	140	11	tutoring	tutoring	NOUN
easat-11102	140	12	,	,	PUNCT
easat-11102	140	13	the	the	DET
easat-11102	140	14	creation	creation	NOUN
easat-11102	140	15	of	of	ADP
easat-11102	140	16	an	an	DET
easat-11102	140	17	intelligent	intelligent	ADJ
easat-11102	140	18	system	system	NOUN
easat-11102	140	19	based	base	VERB
easat-11102	140	20	on	on	ADP
easat-11102	140	21	sentence	sentence	NOUN
easat-11102	140	22	-	-	PUNCT
easat-11102	140	23	bert	bert	PROPN
easat-11102	140	24	has	have	AUX
easat-11102	140	25	demonstrated	demonstrate	VERB
easat-11102	140	26	its	its	PRON
easat-11102	140	27	ability	ability	NOUN
easat-11102	140	28	to	to	PART
easat-11102	140	29	handle	handle	VERB
easat-11102	140	30	consultations	consultation	NOUN
easat-11102	140	31	efficiently	efficiently	ADV
easat-11102	140	32	,	,	PUNCT
easat-11102	140	33	thoroughly	thoroughly	ADV
easat-11102	140	34	,	,	PUNCT
easat-11102	140	35	and	and	CCONJ
easat-11102	140	36	rigorously	rigorously	ADV
easat-11102	140	37	.	.	PUNCT
easat-11102	141	1	the	the	DET
easat-11102	141	2	system	system	NOUN
easat-11102	141	3	utilizes	utilize	VERB
easat-11102	141	4	embeddings	embedding	NOUN
easat-11102	141	5	produced	produce	VERB
easat-11102	141	6	by	by	ADP
easat-11102	141	7	the	the	DET
easat-11102	141	8	paraphrase	paraphrase	NOUN
easat-11102	141	9	-	-	PUNCT
easat-11102	141	10	minilm	minilm	NOUN
easat-11102	141	11	-	-	PUNCT
easat-11102	141	12	l6	l6	ADJ
easat-11102	141	13	-	-	PUNCT
easat-11102	141	14	v2	v2	NOUN
easat-11102	141	15	model	model	NOUN
easat-11102	141	16	,	,	PUNCT
easat-11102	141	17	which	which	PRON
easat-11102	141	18	enhances	enhance	VERB
easat-11102	141	19	the	the	DET
easat-11102	141	20	discovery	discovery	NOUN
easat-11102	141	21	of	of	ADP
easat-11102	141	22	intricate	intricate	ADJ
easat-11102	141	23	semantic	semantic	ADJ
easat-11102	141	24	links	link	NOUN
easat-11102	141	25	by	by	ADP
easat-11102	141	26	converting	convert	VERB
easat-11102	141	27	questions	question	NOUN
easat-11102	141	28	and	and	CCONJ
easat-11102	141	29	answers	answer	NOUN
easat-11102	141	30	into	into	ADP
easat-11102	141	31	vector	vector	NOUN
easat-11102	141	32	1232	1232	NUM
easat-11102	141	33	edelweiss	edelweiss	PROPN
easat-11102	141	34	applied	apply	VERB
easat-11102	141	35	science	science	NOUN
easat-11102	141	36	and	and	CCONJ
easat-11102	141	37	technology	technology	NOUN
easat-11102	141	38	issn	issn	PROPN
easat-11102	141	39	:	:	PUNCT
easat-11102	141	40	2576	2576	NUM
easat-11102	141	41	-	-	SYM
easat-11102	141	42	8484	8484	NUM
easat-11102	141	43	vol	vol	NOUN
easat-11102	141	44	.	.	PROPN
easat-11102	142	1	9	9	NUM
easat-11102	142	2	,	,	PUNCT
easat-11102	142	3	no	no	INTJ
easat-11102	142	4	.	.	NOUN
easat-11102	142	5	11	11	NUM
easat-11102	142	6	:	:	SYM
easat-11102	142	7	1226	1226	NUM
easat-11102	142	8	-	-	SYM
easat-11102	142	9	1233	1233	NUM
easat-11102	142	10	,	,	PUNCT
easat-11102	142	11	2025	2025	NUM
easat-11102	142	12	doi	doi	NOUN
easat-11102	142	13	:	:	PUNCT
easat-11102	142	14	10.55214/2576	10.55214/2576	NUM
easat-11102	142	15	-	-	PUNCT
easat-11102	142	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	142	17	©	©	PROPN
easat-11102	142	18	2025	2025	NUM
easat-11102	142	19	by	by	ADP
easat-11102	142	20	the	the	DET
easat-11102	142	21	authors	author	NOUN
easat-11102	142	22	;	;	PUNCT
easat-11102	143	1	licensee	licensee	PROPN
easat-11102	143	2	learning	learn	VERB
easat-11102	143	3	gate	gate	NOUN
easat-11102	143	4	representations	representation	NOUN
easat-11102	143	5	.	.	PUNCT
easat-11102	144	1	with	with	ADP
easat-11102	144	2	an	an	DET
easat-11102	144	3	accuracy	accuracy	NOUN
easat-11102	144	4	of	of	ADP
easat-11102	144	5	85	85	NUM
easat-11102	144	6	%	%	NOUN
easat-11102	144	7	in	in	ADP
easat-11102	144	8	semantic	semantic	ADJ
easat-11102	144	9	query	query	NOUN
easat-11102	144	10	classification	classification	NOUN
easat-11102	144	11	,	,	PUNCT
easat-11102	144	12	our	our	PRON
easat-11102	144	13	strategy	strategy	NOUN
easat-11102	144	14	outperformed	outperform	VERB
easat-11102	144	15	more	more	ADJ
easat-11102	144	16	conventional	conventional	ADJ
easat-11102	144	17	techniques	technique	NOUN
easat-11102	144	18	such	such	ADJ
easat-11102	144	19	as	as	ADP
easat-11102	144	20	tf	tf	PROPN
easat-11102	144	21	-	-	PUNCT
easat-11102	144	22	idf	idf	PROPN
easat-11102	144	23	and	and	CCONJ
easat-11102	144	24	naive	naive	ADJ
easat-11102	144	25	bayes	baye	NOUN
easat-11102	144	26	by	by	ADP
easat-11102	144	27	20	20	NUM
easat-11102	144	28	%	%	NOUN
easat-11102	144	29	.	.	PUNCT
easat-11102	145	1	to	to	PART
easat-11102	145	2	manage	manage	VERB
easat-11102	145	3	large	large	ADJ
easat-11102	145	4	data	datum	NOUN
easat-11102	145	5	quantities	quantity	NOUN
easat-11102	145	6	,	,	PUNCT
easat-11102	145	7	the	the	DET
easat-11102	145	8	system	system	NOUN
easat-11102	145	9	also	also	ADV
easat-11102	145	10	employs	employ	VERB
easat-11102	145	11	the	the	DET
easat-11102	145	12	tqdm	tqdm	NOUN
easat-11102	145	13	library	library	NOUN
easat-11102	145	14	.	.	PUNCT
easat-11102	146	1	this	this	DET
easat-11102	146	2	results	result	NOUN
easat-11102	146	3	in	in	ADP
easat-11102	146	4	average	average	ADJ
easat-11102	146	5	response	response	NOUN
easat-11102	146	6	times	time	NOUN
easat-11102	146	7	of	of	ADP
easat-11102	146	8	1.2	1.2	NUM
easat-11102	146	9	seconds	second	NOUN
easat-11102	146	10	,	,	PUNCT
easat-11102	146	11	representing	represent	VERB
easat-11102	146	12	a	a	DET
easat-11102	146	13	30	30	NUM
easat-11102	146	14	%	%	NOUN
easat-11102	146	15	increase	increase	NOUN
easat-11102	146	16	in	in	ADP
easat-11102	146	17	operational	operational	ADJ
easat-11102	146	18	efficiency	efficiency	NOUN
easat-11102	146	19	.	.	PUNCT
easat-11102	147	1	emotions	emotion	NOUN
easat-11102	147	2	such	such	ADJ
easat-11102	147	3	as	as	ADP
easat-11102	147	4	happiness	happiness	NOUN
easat-11102	147	5	,	,	PUNCT
easat-11102	147	6	sadness	sadness	NOUN
easat-11102	147	7	,	,	PUNCT
easat-11102	147	8	and	and	CCONJ
easat-11102	147	9	frustration	frustration	NOUN
easat-11102	147	10	can	can	AUX
easat-11102	147	11	be	be	AUX
easat-11102	147	12	identified	identify	VERB
easat-11102	147	13	with	with	ADP
easat-11102	147	14	82	82	NUM
easat-11102	147	15	%	%	NOUN
easat-11102	147	16	accuracy	accuracy	NOUN
easat-11102	147	17	through	through	ADP
easat-11102	147	18	sentiment	sentiment	NOUN
easat-11102	147	19	analysis	analysis	NOUN
easat-11102	147	20	.	.	PUNCT
easat-11102	148	1	this	this	DET
easat-11102	148	2	capability	capability	NOUN
easat-11102	148	3	enables	enable	VERB
easat-11102	148	4	more	more	ADV
easat-11102	148	5	personalized	personalized	ADJ
easat-11102	148	6	interactions	interaction	NOUN
easat-11102	148	7	between	between	ADP
easat-11102	148	8	tutors	tutor	NOUN
easat-11102	148	9	and	and	CCONJ
easat-11102	148	10	students	student	NOUN
easat-11102	148	11	,	,	PUNCT
easat-11102	148	12	increasing	increase	VERB
easat-11102	148	13	perceived	perceive	VERB
easat-11102	148	14	service	service	NOUN
easat-11102	148	15	quality	quality	NOUN
easat-11102	148	16	by	by	ADP
easat-11102	148	17	25	25	NUM
easat-11102	148	18	%	%	NOUN
easat-11102	148	19	.	.	PUNCT
easat-11102	149	1	furthermore	furthermore	ADV
easat-11102	149	2	,	,	PUNCT
easat-11102	149	3	the	the	DET
easat-11102	149	4	system	system	NOUN
easat-11102	149	5	ensures	ensure	VERB
easat-11102	149	6	that	that	SCONJ
easat-11102	149	7	90	90	NUM
easat-11102	149	8	%	%	NOUN
easat-11102	149	9	of	of	ADP
easat-11102	149	10	generated	generate	VERB
easat-11102	149	11	responses	response	NOUN
easat-11102	149	12	are	be	AUX
easat-11102	149	13	relevant	relevant	ADJ
easat-11102	149	14	to	to	ADP
easat-11102	149	15	the	the	DET
easat-11102	149	16	user	user	NOUN
easat-11102	149	17	's	's	PART
easat-11102	149	18	specific	specific	ADJ
easat-11102	149	19	needs	need	NOUN
easat-11102	149	20	,	,	PUNCT
easat-11102	149	21	significantly	significantly	ADV
easat-11102	149	22	improving	improve	VERB
easat-11102	149	23	overall	overall	ADJ
easat-11102	149	24	satisfaction	satisfaction	NOUN
easat-11102	149	25	and	and	CCONJ
easat-11102	149	26	interaction	interaction	NOUN
easat-11102	149	27	relevance	relevance	NOUN
easat-11102	149	28	.	.	PUNCT
easat-11102	150	1	these	these	DET
easat-11102	150	2	advancements	advancement	NOUN
easat-11102	150	3	have	have	AUX
easat-11102	150	4	transformed	transform	VERB
easat-11102	150	5	tutoring	tutor	VERB
easat-11102	150	6	into	into	ADP
easat-11102	150	7	a	a	DET
easat-11102	150	8	more	more	ADV
easat-11102	150	9	efficient	efficient	ADJ
easat-11102	150	10	and	and	CCONJ
easat-11102	150	11	user	user	NOUN
easat-11102	150	12	-	-	PUNCT
easat-11102	150	13	friendly	friendly	ADJ
easat-11102	150	14	process	process	NOUN
easat-11102	150	15	,	,	PUNCT
easat-11102	150	16	setting	set	VERB
easat-11102	150	17	a	a	DET
easat-11102	150	18	higher	high	ADJ
easat-11102	150	19	standard	standard	NOUN
easat-11102	150	20	for	for	ADP
easat-11102	150	21	similar	similar	ADJ
easat-11102	150	22	systems	system	NOUN
easat-11102	150	23	.	.	PUNCT
easat-11102	151	1	ultimately	ultimately	ADV
easat-11102	151	2	,	,	PUNCT
easat-11102	151	3	the	the	DET
easat-11102	151	4	goal	goal	NOUN
easat-11102	151	5	is	be	AUX
easat-11102	151	6	to	to	PART
easat-11102	151	7	optimize	optimize	VERB
easat-11102	151	8	the	the	DET
easat-11102	151	9	management	management	NOUN
easat-11102	151	10	of	of	ADP
easat-11102	151	11	human	human	ADJ
easat-11102	151	12	and	and	CCONJ
easat-11102	151	13	technological	technological	ADJ
easat-11102	151	14	resources	resource	NOUN
easat-11102	151	15	alongside	alongside	ADP
easat-11102	151	16	user	user	NOUN
easat-11102	151	17	experience	experience	NOUN
easat-11102	151	18	;	;	PUNCT
easat-11102	151	19	the	the	DET
easat-11102	151	20	system	system	NOUN
easat-11102	151	21	emphasizes	emphasize	VERB
easat-11102	151	22	speed	speed	NOUN
easat-11102	151	23	,	,	PUNCT
easat-11102	151	24	accuracy	accuracy	NOUN
easat-11102	151	25	,	,	PUNCT
easat-11102	151	26	and	and	CCONJ
easat-11102	151	27	emotional	emotional	ADJ
easat-11102	151	28	analysis	analysis	NOUN
easat-11102	151	29	.	.	PUNCT
easat-11102	152	1	this	this	DET
easat-11102	152	2	paradigm	paradigm	NOUN
easat-11102	152	3	serves	serve	VERB
easat-11102	152	4	as	as	ADP
easat-11102	152	5	a	a	DET
easat-11102	152	6	guide	guide	NOUN
easat-11102	152	7	for	for	ADP
easat-11102	152	8	automating	automate	VERB
easat-11102	152	9	instructional	instructional	ADJ
easat-11102	152	10	systems	system	NOUN
easat-11102	152	11	and	and	CCONJ
easat-11102	152	12	offers	offer	VERB
easat-11102	152	13	a	a	DET
easat-11102	152	14	reproducible	reproducible	ADJ
easat-11102	152	15	and	and	CCONJ
easat-11102	152	16	flexible	flexible	ADJ
easat-11102	152	17	approach	approach	NOUN
easat-11102	152	18	to	to	ADP
easat-11102	152	19	various	various	ADJ
easat-11102	152	20	educational	educational	ADJ
easat-11102	152	21	contexts	contexts	NOUN
easat-11102	152	22	.	.	PUNCT
easat-11102	153	1	transparency	transparency	NOUN
easat-11102	153	2	:	:	PUNCT
easat-11102	153	3	the	the	DET
easat-11102	153	4	authors	author	NOUN
easat-11102	153	5	confirm	confirm	VERB
easat-11102	153	6	that	that	SCONJ
easat-11102	153	7	the	the	DET
easat-11102	153	8	manuscript	manuscript	NOUN
easat-11102	153	9	is	be	AUX
easat-11102	153	10	an	an	DET
easat-11102	153	11	honest	honest	ADJ
easat-11102	153	12	,	,	PUNCT
easat-11102	153	13	accurate	accurate	ADJ
easat-11102	153	14	,	,	PUNCT
easat-11102	153	15	and	and	CCONJ
easat-11102	153	16	transparent	transparent	ADJ
easat-11102	153	17	account	account	NOUN
easat-11102	153	18	of	of	ADP
easat-11102	153	19	the	the	DET
easat-11102	153	20	study	study	NOUN
easat-11102	153	21	;	;	PUNCT
easat-11102	153	22	that	that	SCONJ
easat-11102	153	23	no	no	DET
easat-11102	153	24	vital	vital	ADJ
easat-11102	153	25	features	feature	NOUN
easat-11102	153	26	of	of	ADP
easat-11102	153	27	the	the	DET
easat-11102	153	28	study	study	NOUN
easat-11102	153	29	have	have	AUX
easat-11102	153	30	been	be	AUX
easat-11102	153	31	omitted	omit	VERB
easat-11102	153	32	;	;	PUNCT
easat-11102	153	33	and	and	CCONJ
easat-11102	153	34	that	that	SCONJ
easat-11102	153	35	any	any	DET
easat-11102	153	36	discrepancies	discrepancy	NOUN
easat-11102	153	37	from	from	ADP
easat-11102	153	38	the	the	DET
easat-11102	153	39	study	study	NOUN
easat-11102	153	40	as	as	SCONJ
easat-11102	153	41	planned	plan	VERB
easat-11102	153	42	have	have	AUX
easat-11102	153	43	been	be	AUX
easat-11102	153	44	explained	explain	VERB
easat-11102	153	45	.	.	PUNCT
easat-11102	154	1	this	this	DET
easat-11102	154	2	study	study	NOUN
easat-11102	154	3	followed	follow	VERB
easat-11102	154	4	all	all	DET
easat-11102	154	5	ethical	ethical	ADJ
easat-11102	154	6	practices	practice	NOUN
easat-11102	154	7	during	during	ADP
easat-11102	154	8	writing	writing	NOUN
easat-11102	154	9	.	.	PUNCT
easat-11102	155	1	copyright	copyright	NOUN
easat-11102	155	2	:	:	PUNCT
easat-11102	155	3	©	©	PROPN
easat-11102	155	4	2025	2025	NUM
easat-11102	155	5	by	by	ADP
easat-11102	155	6	the	the	DET
easat-11102	155	7	authors	author	NOUN
easat-11102	155	8	.	.	PUNCT
easat-11102	156	1	this	this	DET
easat-11102	156	2	article	article	NOUN
easat-11102	156	3	is	be	AUX
easat-11102	156	4	an	an	DET
easat-11102	156	5	open	open	ADJ
easat-11102	156	6	-	-	PUNCT
easat-11102	156	7	access	access	NOUN
easat-11102	156	8	article	article	NOUN
easat-11102	156	9	distributed	distribute	VERB
easat-11102	156	10	under	under	ADP
easat-11102	156	11	the	the	DET
easat-11102	156	12	terms	term	NOUN
easat-11102	156	13	and	and	CCONJ
easat-11102	156	14	conditions	condition	NOUN
easat-11102	156	15	of	of	ADP
easat-11102	156	16	the	the	DET
easat-11102	156	17	creative	creative	ADJ
easat-11102	156	18	commons	common	NOUN
easat-11102	156	19	attribution	attribution	NOUN
easat-11102	156	20	(	(	PUNCT
easat-11102	156	21	cc	cc	NOUN
easat-11102	156	22	by	by	ADP
easat-11102	156	23	)	)	PUNCT
easat-11102	156	24	license	license	NOUN
easat-11102	156	25	(	(	PUNCT
easat-11102	156	26	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11102	156	27	)	)	PUNCT
easat-11102	156	28	.	.	PUNCT
easat-11102	157	1	references	reference	NOUN
easat-11102	157	2	[	[	X
easat-11102	157	3	1	1	X
easat-11102	157	4	]	]	PUNCT
easat-11102	157	5	j.	j.	PROPN
easat-11102	157	6	a.	a.	PROPN
easat-11102	157	7	e.	e.	PROPN
easat-11102	157	8	apuela	apuela	PROPN
easat-11102	157	9	,	,	PUNCT
easat-11102	157	10	"	"	PUNCT
easat-11102	157	11	university	university	NOUN
easat-11102	157	12	tutoring	tutoring	NOUN
easat-11102	157	13	in	in	ADP
easat-11102	157	14	the	the	DET
easat-11102	157	15	professional	professional	ADJ
easat-11102	157	16	training	training	NOUN
easat-11102	157	17	process	process	NOUN
easat-11102	157	18	,	,	PUNCT
easat-11102	157	19	"	"	PUNCT
easat-11102	157	20	educa	educa	NOUN
easat-11102	157	21	umch	umch	ADJ
easat-11102	157	22	,	,	PUNCT
easat-11102	157	23	vol	vol	NOUN
easat-11102	157	24	.	.	PROPN
easat-11102	157	25	20	20	NUM
easat-11102	157	26	,	,	PUNCT
easat-11102	157	27	pp	pp	ADJ
easat-11102	157	28	.	.	PUNCT
easat-11102	158	1	218	218	NUM
easat-11102	158	2	-	-	SYM
easat-11102	158	3	233	233	NUM
easat-11102	158	4	,	,	PUNCT
easat-11102	158	5	2022	2022	NUM
easat-11102	158	6	.	.	PUNCT
easat-11102	159	1	https://doi.org/10.35756/educaumch.202220.246	https://doi.org/10.35756/educaumch.202220.246	NOUN
easat-11102	159	2	[	[	X
easat-11102	159	3	2	2	X
easat-11102	159	4	]	]	X
easat-11102	159	5	p.	p.	NOUN
easat-11102	159	6	galán	galán	PROPN
easat-11102	159	7	and	and	CCONJ
easat-11102	159	8	a.	a.	NOUN
easat-11102	159	9	lara	lara	PROPN
easat-11102	159	10	,	,	PUNCT
easat-11102	159	11	innovation	innovation	NOUN
easat-11102	159	12	in	in	ADP
easat-11102	159	13	sports	sport	NOUN
easat-11102	159	14	science	science	NOUN
easat-11102	159	15	:	:	PUNCT
easat-11102	159	16	technological	technological	ADJ
easat-11102	159	17	applications	application	NOUN
easat-11102	159	18	from	from	ADP
easat-11102	159	19	a	a	DET
easat-11102	159	20	practical	practical	ADJ
easat-11102	159	21	perspective	perspective	NOUN
easat-11102	159	22	.	.	PUNCT
easat-11102	160	1	sevilla	sevilla	NOUN
easat-11102	160	2	:	:	PUNCT
easat-11102	160	3	wanceulen	wanceulen	PROPN
easat-11102	160	4	s.l	s.l	PROPN
easat-11102	160	5	,	,	PUNCT
easat-11102	160	6	2021	2021	NUM
easat-11102	160	7	.	.	PUNCT
easat-11102	161	1	[	[	X
easat-11102	161	2	3	3	NUM
easat-11102	161	3	]	]	PUNCT
easat-11102	161	4	a.	a.	NOUN
easat-11102	161	5	k.	k.	PROPN
easat-11102	161	6	pandey	pandey	PROPN
easat-11102	161	7	and	and	CCONJ
easat-11102	161	8	s.	s.	PROPN
easat-11102	161	9	s.	s.	PROPN
easat-11102	161	10	roy	roy	PROPN
easat-11102	161	11	,	,	PUNCT
easat-11102	161	12	"	"	PUNCT
easat-11102	161	13	extractive	extractive	ADJ
easat-11102	161	14	question	question	NOUN
easat-11102	161	15	answering	answer	VERB
easat-11102	161	16	over	over	ADP
easat-11102	161	17	ancient	ancient	ADJ
easat-11102	161	18	scriptures	scripture	NOUN
easat-11102	161	19	texts	text	NOUN
easat-11102	161	20	using	use	VERB
easat-11102	161	21	generative	generative	ADJ
easat-11102	161	22	ai	ai	NOUN
easat-11102	161	23	and	and	CCONJ
easat-11102	161	24	natural	natural	ADJ
easat-11102	161	25	language	language	NOUN
easat-11102	161	26	processing	processing	NOUN
easat-11102	161	27	techniques	technique	NOUN
easat-11102	161	28	,	,	PUNCT
easat-11102	161	29	"	"	PUNCT
easat-11102	161	30	ieee	ieee	NOUN
easat-11102	161	31	access	access	NOUN
easat-11102	161	32	,	,	PUNCT
easat-11102	161	33	vol	vol	NOUN
easat-11102	161	34	.	.	PROPN
easat-11102	161	35	12	12	NUM
easat-11102	161	36	,	,	PUNCT
easat-11102	161	37	pp	pp	ADJ
easat-11102	161	38	.	.	PUNCT
easat-11102	162	1	101197	101197	NUM
easat-11102	162	2	101209	101209	NUM
easat-11102	162	3	,	,	PUNCT
easat-11102	162	4	2024	2024	NUM
easat-11102	162	5	.	.	PUNCT
easat-11102	163	1	https://doi.org/10.1109/access.2024.3431282	https://doi.org/10.1109/access.2024.3431282	PROPN
easat-11102	163	2	[	[	X
easat-11102	163	3	4	4	NUM
easat-11102	163	4	]	]	PUNCT
easat-11102	163	5	m.	m.	NOUN
easat-11102	163	6	omar	omar	PROPN
easat-11102	163	7	,	,	PUNCT
easat-11102	163	8	s.	s.	PROPN
easat-11102	163	9	choi	choi	PROPN
easat-11102	163	10	,	,	PUNCT
easat-11102	163	11	d.	d.	PROPN
easat-11102	163	12	nyang	nyang	PROPN
easat-11102	163	13	,	,	PUNCT
easat-11102	163	14	and	and	CCONJ
easat-11102	163	15	d.	d.	PROPN
easat-11102	163	16	mohaisen	mohaisen	PROPN
easat-11102	163	17	,	,	PUNCT
easat-11102	163	18	"	"	PUNCT
easat-11102	163	19	robust	robust	ADJ
easat-11102	163	20	natural	natural	ADJ
easat-11102	163	21	language	language	NOUN
easat-11102	163	22	processing	processing	NOUN
easat-11102	163	23	:	:	PUNCT
easat-11102	163	24	recent	recent	ADJ
easat-11102	163	25	advances	advance	NOUN
easat-11102	163	26	,	,	PUNCT
easat-11102	163	27	challenges	challenge	NOUN
easat-11102	163	28	,	,	PUNCT
easat-11102	163	29	and	and	CCONJ
easat-11102	163	30	future	future	ADJ
easat-11102	163	31	directions	direction	NOUN
easat-11102	163	32	,	,	PUNCT
easat-11102	163	33	"	"	PUNCT
easat-11102	163	34	ieee	ieee	NOUN
easat-11102	163	35	access	access	NOUN
easat-11102	163	36	,	,	PUNCT
easat-11102	163	37	vol	vol	NOUN
easat-11102	163	38	.	.	PROPN
easat-11102	163	39	10	10	NUM
easat-11102	163	40	,	,	PUNCT
easat-11102	163	41	pp	pp	ADJ
easat-11102	163	42	.	.	PUNCT
easat-11102	163	43	86038	86038	NUM
easat-11102	163	44	-	-	SYM
easat-11102	163	45	86056	86056	NUM
easat-11102	163	46	,	,	PUNCT
easat-11102	163	47	2022	2022	NUM
easat-11102	163	48	.	.	PUNCT
easat-11102	164	1	https://doi.org/10.1109/access.2022.3197769	https://doi.org/10.1109/access.2022.3197769	PROPN
easat-11102	164	2	[	[	X
easat-11102	164	3	5	5	NUM
easat-11102	164	4	]	]	PUNCT
easat-11102	164	5	r.	r.	PROPN
easat-11102	164	6	patil	patil	PROPN
easat-11102	164	7	,	,	PUNCT
easat-11102	164	8	s.	s.	PROPN
easat-11102	164	9	boit	boit	PROPN
easat-11102	164	10	,	,	PUNCT
easat-11102	164	11	v.	v.	PROPN
easat-11102	164	12	gudivada	gudivada	PROPN
easat-11102	164	13	,	,	PUNCT
easat-11102	164	14	and	and	CCONJ
easat-11102	164	15	j.	j.	PROPN
easat-11102	164	16	nandigam	nandigam	PROPN
easat-11102	164	17	,	,	PUNCT
easat-11102	164	18	"	"	PUNCT
easat-11102	164	19	a	a	DET
easat-11102	164	20	survey	survey	NOUN
easat-11102	164	21	of	of	ADP
easat-11102	164	22	text	text	NOUN
easat-11102	164	23	representation	representation	NOUN
easat-11102	164	24	and	and	CCONJ
easat-11102	164	25	embedding	embed	VERB
easat-11102	164	26	techniques	technique	NOUN
easat-11102	164	27	in	in	ADP
easat-11102	164	28	nlp	nlp	NOUN
easat-11102	164	29	,	,	PUNCT
easat-11102	164	30	"	"	PUNCT
easat-11102	164	31	ieee	ieee	NOUN
easat-11102	164	32	access	access	NOUN
easat-11102	164	33	,	,	PUNCT
easat-11102	164	34	vol	vol	NOUN
easat-11102	164	35	.	.	PROPN
easat-11102	164	36	11	11	NUM
easat-11102	164	37	,	,	PUNCT
easat-11102	164	38	pp	pp	ADJ
easat-11102	164	39	.	.	PUNCT
easat-11102	165	1	36120	36120	NUM
easat-11102	165	2	-	-	SYM
easat-11102	165	3	36146	36146	NUM
easat-11102	165	4	,	,	PUNCT
easat-11102	165	5	2023	2023	NUM
easat-11102	165	6	.	.	PUNCT
easat-11102	166	1	https://doi.org/10.1109/access.2023.3266377	https://doi.org/10.1109/access.2023.3266377	NOUN
easat-11102	166	2	[	[	X
easat-11102	166	3	6	6	NUM
easat-11102	166	4	]	]	PUNCT
easat-11102	166	5	a.	a.	NOUN
easat-11102	166	6	heppner	heppner	PROPN
easat-11102	166	7	,	,	PUNCT
easat-11102	166	8	a.	a.	NOUN
easat-11102	166	9	pawar	pawar	PROPN
easat-11102	166	10	,	,	PUNCT
easat-11102	166	11	d.	d.	PROPN
easat-11102	166	12	kivi	kivi	PROPN
easat-11102	166	13	,	,	PUNCT
easat-11102	166	14	and	and	CCONJ
easat-11102	166	15	v.	v.	ADP
easat-11102	166	16	mago	mago	PROPN
easat-11102	166	17	,	,	PUNCT
easat-11102	166	18	"	"	PUNCT
easat-11102	166	19	automating	automate	VERB
easat-11102	166	20	articulation	articulation	NOUN
easat-11102	166	21	:	:	PUNCT
easat-11102	166	22	applying	apply	VERB
easat-11102	166	23	natural	natural	ADJ
easat-11102	166	24	language	language	NOUN
easat-11102	166	25	processing	processing	NOUN
easat-11102	166	26	to	to	ADP
easat-11102	166	27	post	post	ADJ
easat-11102	166	28	-	-	ADJ
easat-11102	166	29	secondary	secondary	ADJ
easat-11102	166	30	credit	credit	NOUN
easat-11102	166	31	transfer	transfer	NOUN
easat-11102	166	32	,	,	PUNCT
easat-11102	166	33	"	"	PUNCT
easat-11102	166	34	ieee	ieee	NOUN
easat-11102	166	35	access	access	NOUN
easat-11102	166	36	,	,	PUNCT
easat-11102	166	37	vol	vol	NOUN
easat-11102	166	38	.	.	PROPN
easat-11102	166	39	7	7	NUM
easat-11102	166	40	,	,	PUNCT
easat-11102	166	41	pp	pp	ADJ
easat-11102	166	42	.	.	PUNCT
easat-11102	167	1	48295	48295	NUM
easat-11102	167	2	-	-	SYM
easat-11102	167	3	48306	48306	NUM
easat-11102	167	4	,	,	PUNCT
easat-11102	167	5	2019	2019	NUM
easat-11102	167	6	.	.	PUNCT
easat-11102	168	1	https://doi.org/10.1109/access.2019.2910145	https://doi.org/10.1109/access.2019.2910145	PROPN
easat-11102	169	1	[	[	X
easat-11102	169	2	7	7	NUM
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easat-11102	169	4	r.	r.	PROPN
easat-11102	169	5	olusegun	olusegun	PROPN
easat-11102	169	6	,	,	PUNCT
easat-11102	169	7	t.	t.	PROPN
easat-11102	169	8	oladunni	oladunni	PROPN
easat-11102	169	9	,	,	PUNCT
easat-11102	169	10	h.	h.	PROPN
easat-11102	169	11	audu	audu	PROPN
easat-11102	169	12	,	,	PUNCT
easat-11102	169	13	y.	y.	PROPN
easat-11102	169	14	houkpati	houkpati	PROPN
easat-11102	169	15	,	,	PUNCT
easat-11102	169	16	and	and	CCONJ
easat-11102	169	17	s.	s.	PROPN
easat-11102	169	18	bengesi	bengesi	PROPN
easat-11102	169	19	,	,	PUNCT
easat-11102	169	20	"	"	PUNCT
easat-11102	169	21	text	text	NOUN
easat-11102	169	22	mining	mining	NOUN
easat-11102	169	23	and	and	CCONJ
easat-11102	169	24	emotion	emotion	NOUN
easat-11102	169	25	classification	classification	NOUN
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easat-11102	169	27	monkeypox	monkeypox	PROPN
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easat-11102	169	29	dataset	dataset	NOUN
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easat-11102	169	31	a	a	DET
easat-11102	169	32	deep	deep	ADJ
easat-11102	169	33	learning	learning	NOUN
easat-11102	169	34	-	-	PUNCT
easat-11102	169	35	natural	natural	ADJ
easat-11102	169	36	language	language	NOUN
easat-11102	169	37	processing	processing	NOUN
easat-11102	169	38	(	(	PUNCT
easat-11102	169	39	nlp	nlp	NOUN
easat-11102	169	40	)	)	PUNCT
easat-11102	169	41	approach	approach	NOUN
easat-11102	169	42	,	,	PUNCT
easat-11102	169	43	"	"	PUNCT
easat-11102	169	44	ieee	ieee	NOUN
easat-11102	169	45	access	access	NOUN
easat-11102	169	46	,	,	PUNCT
easat-11102	169	47	vol	vol	NOUN
easat-11102	169	48	.	.	PROPN
easat-11102	169	49	11	11	NUM
easat-11102	169	50	,	,	PUNCT
easat-11102	169	51	pp	pp	ADJ
easat-11102	169	52	.	.	PUNCT
easat-11102	169	53	49882	49882	NUM
easat-11102	169	54	-	-	SYM
easat-11102	169	55	49894	49894	NUM
easat-11102	169	56	,	,	PUNCT
easat-11102	169	57	2023	2023	NUM
easat-11102	169	58	.	.	PUNCT
easat-11102	170	1	https://doi.org/10.1109/access.2023.3277868	https://doi.org/10.1109/access.2023.3277868	PROPN
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easat-11102	171	2	8	8	NUM
easat-11102	171	3	]	]	PUNCT
easat-11102	171	4	z.	z.	PROPN
easat-11102	171	5	zeng	zeng	PROPN
easat-11102	171	6	,	,	PUNCT
easat-11102	171	7	y.	y.	PROPN
easat-11102	171	8	deng	deng	PROPN
easat-11102	171	9	,	,	PUNCT
easat-11102	171	10	x.	x.	PROPN
easat-11102	171	11	li	li	PROPN
easat-11102	171	12	,	,	PUNCT
easat-11102	171	13	t.	t.	NOUN
easat-11102	171	14	naumann	naumann	PROPN
easat-11102	171	15	,	,	PUNCT
easat-11102	171	16	and	and	CCONJ
easat-11102	171	17	y.	y.	PROPN
easat-11102	171	18	luo	luo	PROPN
easat-11102	171	19	,	,	PUNCT
easat-11102	171	20	"	"	PUNCT
easat-11102	171	21	natural	natural	ADJ
easat-11102	171	22	language	language	NOUN
easat-11102	171	23	processing	processing	NOUN
easat-11102	171	24	for	for	ADP
easat-11102	171	25	ehr	ehr	NOUN
easat-11102	171	26	-	-	PUNCT
easat-11102	171	27	based	base	VERB
easat-11102	171	28	computational	computational	ADJ
easat-11102	171	29	phenotyping	phenotyping	NOUN
easat-11102	171	30	,	,	PUNCT
easat-11102	171	31	"	"	PUNCT
easat-11102	171	32	ieee	ieee	NOUN
easat-11102	171	33	/	/	SYM
easat-11102	171	34	acm	acm	NOUN
easat-11102	171	35	transactions	transaction	NOUN
easat-11102	171	36	on	on	ADP
easat-11102	171	37	computational	computational	ADJ
easat-11102	171	38	biology	biology	NOUN
easat-11102	171	39	and	and	CCONJ
easat-11102	171	40	bioinformatics	bioinformatics	NOUN
easat-11102	171	41	,	,	PUNCT
easat-11102	171	42	vol	vol	NOUN
easat-11102	171	43	.	.	PROPN
easat-11102	171	44	16	16	NUM
easat-11102	171	45	,	,	PUNCT
easat-11102	171	46	no	no	INTJ
easat-11102	171	47	.	.	NOUN
easat-11102	171	48	1	1	NUM
easat-11102	171	49	,	,	PUNCT
easat-11102	171	50	pp	pp	ADJ
easat-11102	171	51	.	.	PUNCT
easat-11102	172	1	139	139	NUM
easat-11102	172	2	-	-	SYM
easat-11102	172	3	153	153	NUM
easat-11102	172	4	,	,	PUNCT
easat-11102	172	5	2018	2018	NUM
easat-11102	172	6	.	.	PUNCT
easat-11102	173	1	https://doi.org/10.1109/tcbb.2018.2849968	https://doi.org/10.1109/tcbb.2018.2849968	PROPN
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easat-11102	173	3	9	9	NUM
easat-11102	173	4	]	]	PUNCT
easat-11102	173	5	m.	m.	NOUN
easat-11102	173	6	boukhlif	boukhlif	PROPN
easat-11102	173	7	,	,	PUNCT
easat-11102	173	8	m.	m.	NOUN
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easat-11102	173	10	,	,	PUNCT
easat-11102	173	11	n.	n.	PROPN
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easat-11102	173	13	,	,	PUNCT
easat-11102	173	14	a.	a.	PROPN
easat-11102	173	15	r.	r.	PROPN
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easat-11102	173	17	,	,	PUNCT
easat-11102	173	18	d.	d.	PROPN
easat-11102	173	19	g.	g.	PROPN
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easat-11102	173	21	,	,	PUNCT
easat-11102	173	22	and	and	CCONJ
easat-11102	173	23	i.	i.	PROPN
easat-11102	173	24	ashraf	ashraf	PROPN
easat-11102	173	25	,	,	PUNCT
easat-11102	173	26	"	"	PUNCT
easat-11102	173	27	natural	natural	ADJ
easat-11102	173	28	language	language	NOUN
easat-11102	173	29	processingbased	processingbase	VERB
easat-11102	173	30	software	software	NOUN
easat-11102	173	31	testing	testing	NOUN
easat-11102	173	32	:	:	PUNCT
easat-11102	173	33	a	a	DET
easat-11102	173	34	systematic	systematic	ADJ
easat-11102	173	35	literature	literature	NOUN
easat-11102	173	36	review	review	NOUN
easat-11102	173	37	,	,	PUNCT
easat-11102	173	38	"	"	PUNCT
easat-11102	173	39	ieee	ieee	NOUN
easat-11102	173	40	access	access	NOUN
easat-11102	173	41	,	,	PUNCT
easat-11102	173	42	vol	vol	NOUN
easat-11102	173	43	.	.	PROPN
easat-11102	174	1	12	12	NUM
easat-11102	174	2	,	,	PUNCT
easat-11102	174	3	pp	pp	ADJ
easat-11102	174	4	.	.	PUNCT
easat-11102	175	1	79383	79383	NUM
easat-11102	175	2	-	-	SYM
easat-11102	175	3	79400	79400	NUM
easat-11102	175	4	,	,	PUNCT
easat-11102	175	5	2024	2024	NUM
easat-11102	175	6	.	.	PUNCT
easat-11102	176	1	https://doi.org/10.1109/access.2024.3407753	https://doi.org/10.1109/access.2024.3407753	PROPN
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easat-11102	176	3	10	10	NUM
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easat-11102	176	5	g.	g.	PROPN
easat-11102	176	6	b.	b.	PROPN
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easat-11102	176	8	,	,	PUNCT
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easat-11102	176	11	,	,	PUNCT
easat-11102	176	12	and	and	CCONJ
easat-11102	176	13	a.	a.	NOUN
easat-11102	176	14	m.	m.	NOUN
easat-11102	176	15	tjoa	tjoa	ADV
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easat-11102	176	17	"	"	PUNCT
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easat-11102	176	20	techniques	technique	NOUN
easat-11102	176	21	for	for	ADP
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easat-11102	176	23	requirements	requirement	NOUN
easat-11102	176	24	engineering	engineer	VERB
easat-11102	176	25	in	in	ADP
easat-11102	176	26	user	user	NOUN
easat-11102	176	27	stories	story	NOUN
easat-11102	176	28	,	,	PUNCT
easat-11102	176	29	"	"	PUNCT
easat-11102	176	30	ieee	ieee	NOUN
easat-11102	176	31	access	access	NOUN
easat-11102	176	32	,	,	PUNCT
easat-11102	176	33	vol	vol	NOUN
easat-11102	176	34	.	.	PROPN
easat-11102	176	35	12	12	NUM
easat-11102	176	36	,	,	PUNCT
easat-11102	176	37	pp	pp	ADJ
easat-11102	176	38	.	.	PUNCT
easat-11102	177	1	22167	22167	NUM
easat-11102	177	2	-	-	SYM
easat-11102	177	3	22189	22189	NUM
easat-11102	177	4	,	,	PUNCT
easat-11102	177	5	2024	2024	NUM
easat-11102	177	6	.	.	PUNCT
easat-11102	178	1	https://doi.org/10.1109/access.2024.3364533	https://doi.org/10.1109/access.2024.3364533	PROPN
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easat-11102	178	7	et	et	PROPN
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easat-11102	178	10	,	,	PUNCT
easat-11102	178	11	"	"	PUNCT
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easat-11102	178	13	natural	natural	ADJ
easat-11102	178	14	language	language	NOUN
easat-11102	178	15	processing	processing	NOUN
easat-11102	178	16	:	:	PUNCT
easat-11102	178	17	a	a	DET
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easat-11102	178	19	analysis	analysis	NOUN
easat-11102	178	20	of	of	ADP
easat-11102	178	21	classical	classical	ADJ
easat-11102	178	22	,	,	PUNCT
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easat-11102	178	25	,	,	PUNCT
easat-11102	178	26	and	and	CCONJ
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easat-11102	178	28	learning	learning	NOUN
easat-11102	178	29	-	-	PUNCT
easat-11102	178	30	based	base	VERB
easat-11102	178	31	methods	method	NOUN
easat-11102	178	32	,	,	PUNCT
easat-11102	178	33	"	"	PUNCT
easat-11102	178	34	ieee	ieee	NOUN
easat-11102	178	35	access	access	NOUN
easat-11102	178	36	,	,	PUNCT
easat-11102	178	37	vol	vol	NOUN
easat-11102	178	38	.	.	PROPN
easat-11102	178	39	10	10	NUM
easat-11102	178	40	,	,	PUNCT
easat-11102	178	41	pp	pp	ADJ
easat-11102	178	42	.	.	PUNCT
easat-11102	178	43	38999	38999	NUM
easat-11102	178	44	-	-	SYM
easat-11102	178	45	39044	39044	NUM
easat-11102	178	46	,	,	PUNCT
easat-11102	178	47	2022	2022	NUM
easat-11102	178	48	.	.	PUNCT
easat-11102	179	1	https://doi.org/10.1109/access.2022.3165563	https://doi.org/10.1109/access.2022.3165563	PROPN
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easat-11102	180	5	e.	e.	PROPN
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easat-11102	180	7	,	,	PUNCT
easat-11102	180	8	a.	a.	PROPN
easat-11102	180	9	g.	g.	PROPN
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easat-11102	180	11	,	,	PUNCT
easat-11102	180	12	and	and	CCONJ
easat-11102	180	13	h.	h.	PROPN
easat-11102	180	14	m.	m.	PROPN
easat-11102	180	15	ünver	ünver	PROPN
easat-11102	180	16	,	,	PUNCT
easat-11102	180	17	"	"	PUNCT
easat-11102	180	18	an	an	DET
easat-11102	180	19	attack	attack	NOUN
easat-11102	180	20	detection	detection	NOUN
easat-11102	180	21	framework	framework	NOUN
easat-11102	180	22	based	base	VERB
easat-11102	180	23	on	on	ADP
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easat-11102	180	25	and	and	CCONJ
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easat-11102	180	27	learning	learning	NOUN
easat-11102	180	28	,	,	PUNCT
easat-11102	180	29	"	"	PUNCT
easat-11102	180	30	ieee	ieee	NOUN
easat-11102	180	31	access	access	NOUN
easat-11102	180	32	,	,	PUNCT
easat-11102	180	33	vol	vol	NOUN
easat-11102	180	34	.	.	PROPN
easat-11102	180	35	10	10	NUM
easat-11102	180	36	,	,	PUNCT
easat-11102	180	37	pp	pp	ADJ
easat-11102	180	38	.	.	PUNCT
easat-11102	181	1	68633	68633	NUM
easat-11102	181	2	-	-	SYM
easat-11102	181	3	68644	68644	NUM
easat-11102	181	4	,	,	PUNCT
easat-11102	181	5	2022	2022	NUM
easat-11102	181	6	.	.	PUNCT
easat-11102	182	1	https://doi.org/10.1109/access.2022.3185748	https://doi.org/10.1109/access.2022.3185748	PROPN
easat-11102	182	2	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-11102	182	3	https://doi.org/10.35756/educaumch.202220.246	https://doi.org/10.35756/educaumch.202220.246	PROPN
easat-11102	182	4	https://doi.org/10.1109/access.2024.3431282	https://doi.org/10.1109/access.2024.3431282	PROPN
easat-11102	182	5	https://doi.org/10.1109/access.2022.3197769	https://doi.org/10.1109/access.2022.3197769	PROPN
easat-11102	182	6	https://doi.org/10.1109/access.2023.3266377	https://doi.org/10.1109/access.2023.3266377	PROPN
easat-11102	182	7	https://doi.org/10.1109/access.2019.2910145	https://doi.org/10.1109/access.2019.2910145	PROPN
easat-11102	182	8	https://doi.org/10.1109/access.2023.3277868	https://doi.org/10.1109/access.2023.3277868	PROPN
easat-11102	182	9	https://doi.org/10.1109/tcbb.2018.2849968	https://doi.org/10.1109/tcbb.2018.2849968	PROPN
easat-11102	182	10	https://doi.org/10.1109/access.2024.3407753	https://doi.org/10.1109/access.2024.3407753	PROPN
easat-11102	182	11	https://doi.org/10.1109/access.2024.3364533	https://doi.org/10.1109/access.2024.3364533	PROPN
easat-11102	182	12	https://doi.org/10.1109/access.2022.3165563	https://doi.org/10.1109/access.2022.3165563	PROPN
easat-11102	182	13	https://doi.org/10.1109/access.2022.3185748	https://doi.org/10.1109/access.2022.3185748	PROPN
easat-11102	182	14	1233	1233	NUM
easat-11102	182	15	edelweiss	edelweiss	PROPN
easat-11102	182	16	applied	apply	VERB
easat-11102	182	17	science	science	NOUN
easat-11102	182	18	and	and	CCONJ
easat-11102	182	19	technology	technology	NOUN
easat-11102	182	20	issn	issn	PROPN
easat-11102	182	21	:	:	PUNCT
easat-11102	182	22	2576	2576	NUM
easat-11102	182	23	-	-	SYM
easat-11102	182	24	8484	8484	NUM
easat-11102	182	25	vol	vol	NOUN
easat-11102	182	26	.	.	PROPN
easat-11102	183	1	9	9	NUM
easat-11102	183	2	,	,	PUNCT
easat-11102	183	3	no	no	INTJ
easat-11102	183	4	.	.	NOUN
easat-11102	183	5	11	11	NUM
easat-11102	183	6	:	:	SYM
easat-11102	183	7	1226	1226	NUM
easat-11102	183	8	-	-	SYM
easat-11102	183	9	1233	1233	NUM
easat-11102	183	10	,	,	PUNCT
easat-11102	183	11	2025	2025	NUM
easat-11102	183	12	doi	doi	NOUN
easat-11102	183	13	:	:	PUNCT
easat-11102	183	14	10.55214/2576	10.55214/2576	NUM
easat-11102	183	15	-	-	PUNCT
easat-11102	183	16	8484.v9i11.11102	8484.v9i11.11102	NUM
easat-11102	183	17	©	©	PROPN
easat-11102	183	18	2025	2025	NUM
easat-11102	183	19	by	by	ADP
easat-11102	183	20	the	the	DET
easat-11102	183	21	authors	author	NOUN
easat-11102	183	22	;	;	PUNCT
easat-11102	183	23	licensee	licensee	PROPN
easat-11102	183	24	learning	learning	NOUN
easat-11102	183	25	gate	gate	NOUN
easat-11102	184	1	[	[	X
easat-11102	184	2	13	13	NUM
easat-11102	184	3	]	]	PUNCT
easat-11102	184	4	i.	i.	PROPN
easat-11102	184	5	i.	i.	PROPN
easat-11102	184	6	sánchez	sánchez	PROPN
easat-11102	184	7	,	,	PUNCT
easat-11102	184	8	j.	j.	PROPN
easat-11102	184	9	m.	m.	PROPN
easat-11102	184	10	cabrera	cabrera	PROPN
easat-11102	184	11	,	,	PUNCT
easat-11102	184	12	and	and	CCONJ
easat-11102	184	13	j.	j.	PROPN
easat-11102	184	14	e.	e.	PROPN
easat-11102	184	15	martínez	martínez	PROPN
easat-11102	184	16	,	,	PUNCT
easat-11102	184	17	"	"	PUNCT
easat-11102	184	18	virtual	virtual	ADJ
easat-11102	184	19	aids	aid	NOUN
easat-11102	184	20	as	as	ADP
easat-11102	184	21	support	support	NOUN
easat-11102	184	22	for	for	ADP
easat-11102	184	23	inclusive	inclusive	ADJ
easat-11102	184	24	learning	learning	NOUN
easat-11102	184	25	in	in	ADP
easat-11102	184	26	engineering	engineering	NOUN
easat-11102	184	27	,	,	PUNCT
easat-11102	184	28	"	"	PUNCT
easat-11102	184	29	revista	revista	PROPN
easat-11102	184	30	horizontes	horizonte	NOUN
easat-11102	184	31	pedagógicos	pedagógico	NOUN
easat-11102	184	32	,	,	PUNCT
easat-11102	184	33	vol	vol	NOUN
easat-11102	184	34	.	.	PROPN
easat-11102	184	35	17	17	NUM
easat-11102	184	36	,	,	PUNCT
easat-11102	184	37	no	no	INTJ
easat-11102	184	38	.	.	NOUN
easat-11102	184	39	2	2	NUM
easat-11102	184	40	,	,	PUNCT
easat-11102	184	41	pp	pp	ADJ
easat-11102	184	42	.	.	PUNCT
easat-11102	185	1	104–116	104–116	NUM
easat-11102	185	2	,	,	PUNCT
easat-11102	185	3	2015	2015	NUM
easat-11102	185	4	.	.	PUNCT
easat-11102	186	1	[	[	X
easat-11102	186	2	14	14	NUM
easat-11102	186	3	]	]	X
easat-11102	186	4	m.	m.	NOUN
easat-11102	186	5	rodríguez	rodríguez	NOUN
easat-11102	186	6	,	,	PUNCT
easat-11102	186	7	"	"	PUNCT
easat-11102	186	8	intelligent	intelligent	ADJ
easat-11102	186	9	tutoring	tutoring	NOUN
easat-11102	186	10	system	system	NOUN
easat-11102	186	11	as	as	ADP
easat-11102	186	12	a	a	DET
easat-11102	186	13	support	support	NOUN
easat-11102	186	14	tool	tool	NOUN
easat-11102	186	15	in	in	ADP
easat-11102	186	16	the	the	DET
easat-11102	186	17	learning	learning	NOUN
easat-11102	186	18	of	of	ADP
easat-11102	186	19	computational	computational	ADJ
easat-11102	186	20	algorithms	algorithm	NOUN
easat-11102	186	21	at	at	ADP
easat-11102	186	22	the	the	DET
easat-11102	186	23	undergraduate	undergraduate	ADJ
easat-11102	186	24	level	level	NOUN
easat-11102	186	25	,	,	PUNCT
easat-11102	186	26	"	"	PUNCT
easat-11102	186	27	doctoral	doctoral	ADJ
easat-11102	186	28	thesis	thesis	NOUN
easat-11102	186	29	,	,	PUNCT
easat-11102	186	30	autonomous	autonomous	ADJ
easat-11102	186	31	university	university	PROPN
easat-11102	186	32	of	of	ADP
easat-11102	186	33	tamaulipas	tamaulipas	PROPN
easat-11102	186	34	,	,	PUNCT
easat-11102	186	35	2022	2022	NUM
easat-11102	186	36	.	.	PUNCT
easat-11102	187	1	[	[	X
easat-11102	187	2	15	15	NUM
easat-11102	187	3	]	]	PUNCT
easat-11102	187	4	a.	a.	NOUN
easat-11102	187	5	mitrovic	mitrovic	PROPN
easat-11102	187	6	,	,	PUNCT
easat-11102	187	7	s.	s.	PROPN
easat-11102	187	8	ohlsson	ohlsson	PROPN
easat-11102	187	9	,	,	PUNCT
easat-11102	187	10	and	and	CCONJ
easat-11102	187	11	d.	d.	PROPN
easat-11102	187	12	k.	k.	PROPN
easat-11102	187	13	barrow	barrow	PROPN
easat-11102	187	14	,	,	PUNCT
easat-11102	187	15	"	"	PUNCT
easat-11102	187	16	the	the	DET
easat-11102	187	17	effect	effect	NOUN
easat-11102	187	18	of	of	ADP
easat-11102	187	19	positive	positive	ADJ
easat-11102	187	20	feedback	feedback	NOUN
easat-11102	187	21	in	in	ADP
easat-11102	187	22	a	a	DET
easat-11102	187	23	constraint	constraint	NOUN
easat-11102	187	24	-	-	PUNCT
easat-11102	187	25	based	base	VERB
easat-11102	187	26	intelligent	intelligent	ADJ
easat-11102	187	27	tutoring	tutoring	NOUN
easat-11102	187	28	system	system	NOUN
easat-11102	187	29	,	,	PUNCT
easat-11102	187	30	"	"	PUNCT
easat-11102	187	31	computers	computer	NOUN
easat-11102	187	32	&	&	CCONJ
easat-11102	187	33	education	education	NOUN
easat-11102	187	34	,	,	PUNCT
easat-11102	187	35	vol	vol	NOUN
easat-11102	187	36	.	.	PROPN
easat-11102	187	37	60	60	NUM
easat-11102	187	38	,	,	PUNCT
easat-11102	187	39	no	no	INTJ
easat-11102	187	40	.	.	NOUN
easat-11102	187	41	1	1	NUM
easat-11102	187	42	,	,	PUNCT
easat-11102	187	43	pp	pp	ADJ
easat-11102	187	44	.	.	PUNCT
easat-11102	187	45	264	264	NUM
easat-11102	187	46	-	-	SYM
easat-11102	187	47	272	272	NUM
easat-11102	187	48	,	,	PUNCT
easat-11102	187	49	2013	2013	NUM
easat-11102	187	50	.	.	PUNCT
easat-11102	188	1	https://doi.org/10.1016/j.compedu.2012.07.002	https://doi.org/10.1016/j.compedu.2012.07.002	NOUN
easat-11102	189	1	[	[	X
easat-11102	189	2	16	16	NUM
easat-11102	189	3	]	]	PUNCT
easat-11102	189	4	p.	p.	NOUN
easat-11102	189	5	danenas	danena	NOUN
easat-11102	189	6	and	and	CCONJ
easat-11102	189	7	t.	t.	NOUN
easat-11102	189	8	skersys	skersys	NOUN
easat-11102	189	9	,	,	PUNCT
easat-11102	189	10	"	"	PUNCT
easat-11102	189	11	exploring	explore	VERB
easat-11102	189	12	natural	natural	ADJ
easat-11102	189	13	language	language	NOUN
easat-11102	189	14	processing	processing	NOUN
easat-11102	189	15	in	in	ADP
easat-11102	189	16	model	model	NOUN
easat-11102	189	17	-	-	PUNCT
easat-11102	189	18	to	to	ADP
easat-11102	189	19	-	-	PUNCT
easat-11102	189	20	model	model	NOUN
easat-11102	189	21	transformations	transformation	NOUN
easat-11102	189	22	,	,	PUNCT
easat-11102	189	23	"	"	PUNCT
easat-11102	189	24	ieee	ieee	NOUN
easat-11102	189	25	access	access	NOUN
easat-11102	189	26	,	,	PUNCT
easat-11102	189	27	vol	vol	NOUN
easat-11102	189	28	.	.	PROPN
easat-11102	189	29	10	10	NUM
easat-11102	189	30	,	,	PUNCT
easat-11102	189	31	pp	pp	ADJ
easat-11102	189	32	.	.	PUNCT
easat-11102	190	1	116942	116942	NUM
easat-11102	190	2	-	-	SYM
easat-11102	190	3	116958	116958	NUM
easat-11102	190	4	,	,	PUNCT
easat-11102	190	5	2022	2022	NUM
easat-11102	190	6	.	.	PUNCT
easat-11102	191	1	https://doi.org/10.1109/access.2022.3219455	https://doi.org/10.1109/access.2022.3219455	PROPN
easat-11102	192	1	[	[	X
easat-11102	192	2	17	17	NUM
easat-11102	192	3	]	]	X
easat-11102	192	4	c.	c.	PROPN
easat-11102	192	5	m.	m.	PROPN
easat-11102	192	6	varmantchaonala	varmantchaonala	PROPN
easat-11102	192	7	,	,	PUNCT
easat-11102	192	8	j.	j.	PROPN
easat-11102	192	9	l.	l.	PROPN
easat-11102	192	10	k.	k.	PROPN
easat-11102	192	11	fendji	fendji	PROPN
easat-11102	192	12	,	,	PUNCT
easat-11102	192	13	j.	j.	PROPN
easat-11102	192	14	schöning	schöning	PROPN
easat-11102	192	15	,	,	PUNCT
easat-11102	192	16	and	and	CCONJ
easat-11102	192	17	m.	m.	NOUN
easat-11102	192	18	atemkeng	atemkeng	PROPN
easat-11102	192	19	,	,	PUNCT
easat-11102	192	20	"	"	PUNCT
easat-11102	192	21	quantum	quantum	ADJ
easat-11102	192	22	natural	natural	ADJ
easat-11102	192	23	language	language	NOUN
easat-11102	192	24	processing	processing	NOUN
easat-11102	192	25	:	:	PUNCT
easat-11102	192	26	a	a	DET
easat-11102	192	27	comprehensive	comprehensive	ADJ
easat-11102	192	28	survey	survey	NOUN
easat-11102	192	29	,	,	PUNCT
easat-11102	192	30	"	"	PUNCT
easat-11102	192	31	ieee	ieee	NOUN
easat-11102	192	32	access	access	NOUN
easat-11102	192	33	,	,	PUNCT
easat-11102	192	34	vol	vol	NOUN
easat-11102	192	35	.	.	PROPN
easat-11102	192	36	12	12	NUM
easat-11102	192	37	,	,	PUNCT
easat-11102	192	38	pp	pp	ADJ
easat-11102	192	39	.	.	PUNCT
easat-11102	193	1	99578	99578	NUM
easat-11102	193	2	-	-	SYM
easat-11102	193	3	99598	99598	NUM
easat-11102	193	4	,	,	PUNCT
easat-11102	193	5	2024	2024	NUM
easat-11102	193	6	.	.	PUNCT
easat-11102	194	1	https://doi.org/10.1109/access.2024.3420707	https://doi.org/10.1109/access.2024.3420707	PROPN
easat-11102	194	2	[	[	X
easat-11102	194	3	18	18	NUM
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easat-11102	194	5	s.	s.	PROPN
easat-11102	194	6	l.	l.	PROPN
easat-11102	194	7	marie	marie	PROPN
easat-11102	194	8	-	-	PUNCT
easat-11102	194	9	sainte	sainte	PROPN
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easat-11102	194	11	n.	n.	NOUN
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easat-11102	194	14	s.	s.	PROPN
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easat-11102	194	16	,	,	PUNCT
easat-11102	194	17	s.	s.	PROPN
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easat-11102	194	19	,	,	PUNCT
easat-11102	194	20	and	and	CCONJ
easat-11102	194	21	i.	i.	PROPN
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easat-11102	194	23	,	,	PUNCT
easat-11102	194	24	"	"	PUNCT
easat-11102	194	25	arabic	arabic	ADJ
easat-11102	194	26	natural	natural	ADJ
easat-11102	194	27	language	language	NOUN
easat-11102	194	28	processing	processing	NOUN
easat-11102	194	29	and	and	CCONJ
easat-11102	194	30	machine	machine	NOUN
easat-11102	194	31	learning	learning	NOUN
easat-11102	194	32	-	-	PUNCT
easat-11102	194	33	based	base	VERB
easat-11102	194	34	systems	system	NOUN
easat-11102	194	35	,	,	PUNCT
easat-11102	194	36	"	"	PUNCT
easat-11102	194	37	ieee	ieee	NOUN
easat-11102	194	38	access	access	NOUN
easat-11102	194	39	,	,	PUNCT
easat-11102	194	40	vol	vol	NOUN
easat-11102	194	41	.	.	PROPN
easat-11102	194	42	7	7	NUM
easat-11102	194	43	,	,	PUNCT
easat-11102	194	44	pp	pp	ADJ
easat-11102	194	45	.	.	PUNCT
easat-11102	195	1	7011	7011	NUM
easat-11102	195	2	-	-	SYM
easat-11102	195	3	7020	7020	NUM
easat-11102	195	4	,	,	PUNCT
easat-11102	195	5	2018	2018	NUM
easat-11102	195	6	.	.	PUNCT
easat-11102	196	1	https://doi.org/10.1109/access.2018.2890076	https://doi.org/10.1109/access.2018.2890076	PROPN
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easat-11102	197	2	19	19	NUM
easat-11102	197	3	]	]	PUNCT
easat-11102	197	4	m.	m.	NOUN
easat-11102	197	5	touheed	touhee	VERB
easat-11102	197	6	et	et	PROPN
easat-11102	197	7	al	al	PROPN
easat-11102	197	8	.	.	PROPN
easat-11102	197	9	,	,	PUNCT
easat-11102	197	10	"	"	PUNCT
easat-11102	197	11	applications	application	NOUN
easat-11102	197	12	of	of	ADP
easat-11102	197	13	pruning	prune	VERB
easat-11102	197	14	methods	method	NOUN
easat-11102	197	15	in	in	ADP
easat-11102	197	16	natural	natural	ADJ
easat-11102	197	17	language	language	NOUN
easat-11102	197	18	processing	processing	NOUN
easat-11102	197	19	,	,	PUNCT
easat-11102	197	20	"	"	PUNCT
easat-11102	197	21	ieee	ieee	NOUN
easat-11102	197	22	access	access	NOUN
easat-11102	197	23	,	,	PUNCT
easat-11102	197	24	vol	vol	NOUN
easat-11102	197	25	.	.	PROPN
easat-11102	197	26	12	12	NUM
easat-11102	197	27	,	,	PUNCT
easat-11102	197	28	pp	pp	ADJ
easat-11102	197	29	.	.	PUNCT
easat-11102	197	30	8941889438	8941889438	NUM
easat-11102	197	31	,	,	PUNCT
easat-11102	197	32	2024	2024	NUM
easat-11102	197	33	.	.	PUNCT
easat-11102	198	1	https://doi.org/10.1109/access.2024.3411776	https://doi.org/10.1109/access.2024.3411776	PROPN
easat-11102	199	1	[	[	X
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easat-11102	199	10	and	and	CCONJ
easat-11102	199	11	b.	b.	PROPN
easat-11102	199	12	t.	t.	PROPN
easat-11102	199	13	mcinnes	mcinnes	PROPN
easat-11102	199	14	,	,	PUNCT
easat-11102	199	15	"	"	PUNCT
easat-11102	199	16	privacy	privacy	NOUN
easat-11102	199	17	-	-	PUNCT
easat-11102	199	18	preservation	preservation	NOUN
easat-11102	199	19	in	in	ADP
easat-11102	199	20	the	the	DET
easat-11102	199	21	context	context	NOUN
easat-11102	199	22	of	of	ADP
easat-11102	199	23	natural	natural	ADJ
easat-11102	199	24	language	language	NOUN
easat-11102	199	25	processing	processing	NOUN
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