id	sid	tid	token	lemma	pos
easat-5983	1	1	edelweiss	edelweiss	PROPN
easat-5983	1	2	applied	apply	VERB
easat-5983	1	3	science	science	NOUN
easat-5983	1	4	and	and	CCONJ
easat-5983	1	5	technology	technology	NOUN
easat-5983	1	6	issn	issn	PROPN
easat-5983	1	7	:	:	PUNCT
easat-5983	1	8	2576	2576	NUM
easat-5983	1	9	-	-	SYM
easat-5983	1	10	8484	8484	NUM
easat-5983	1	11	vol	vol	NOUN
easat-5983	1	12	.	.	PROPN
easat-5983	2	1	9	9	NUM
easat-5983	2	2	,	,	PUNCT
easat-5983	2	3	no	no	INTJ
easat-5983	2	4	.	.	NOUN
easat-5983	2	5	4	4	NUM
easat-5983	2	6	,	,	PUNCT
easat-5983	2	7	262	262	NUM
easat-5983	2	8	-	-	SYM
easat-5983	2	9	275	275	NUM
easat-5983	2	10	2025	2025	NUM
easat-5983	2	11	publisher	publisher	NOUN
easat-5983	2	12	:	:	PUNCT
easat-5983	2	13	learning	learn	VERB
easat-5983	2	14	gate	gate	NOUN
easat-5983	2	15	doi	doi	PROPN
easat-5983	2	16	:	:	PUNCT
easat-5983	2	17	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	2	18	©	©	PROPN
easat-5983	2	19	2025	2025	NUM
easat-5983	2	20	by	by	ADP
easat-5983	2	21	the	the	DET
easat-5983	2	22	authors	author	NOUN
easat-5983	2	23	;	;	PUNCT
easat-5983	3	1	licensee	licensee	PROPN
easat-5983	3	2	learning	learning	NOUN
easat-5983	3	3	gate	gate	NOUN
easat-5983	3	4	©	©	PROPN
easat-5983	3	5	2025	2025	NUM
easat-5983	3	6	by	by	ADP
easat-5983	3	7	the	the	DET
easat-5983	3	8	authors	author	NOUN
easat-5983	3	9	;	;	PUNCT
easat-5983	3	10	licensee	licensee	PROPN
easat-5983	3	11	learning	learning	NOUN
easat-5983	3	12	gate	gate	NOUN
easat-5983	3	13	history	history	NOUN
easat-5983	3	14	:	:	PUNCT
easat-5983	3	15	received	receive	VERB
easat-5983	3	16	:	:	PUNCT
easat-5983	3	17	20	20	NUM
easat-5983	3	18	january	january	NOUN
easat-5983	3	19	2025	2025	NUM
easat-5983	3	20	;	;	PUNCT
easat-5983	3	21	revised	revise	VERB
easat-5983	3	22	:	:	PUNCT
easat-5983	3	23	26	26	NUM
easat-5983	3	24	march	march	NOUN
easat-5983	3	25	2025	2025	NUM
easat-5983	3	26	;	;	PUNCT
easat-5983	3	27	accepted	accept	VERB
easat-5983	3	28	:	:	PUNCT
easat-5983	3	29	31	31	NUM
easat-5983	3	30	march	march	NOUN
easat-5983	3	31	2025	2025	NUM
easat-5983	3	32	;	;	PUNCT
easat-5983	3	33	published	publish	VERB
easat-5983	3	34	:	:	PUNCT
easat-5983	3	35	4	4	NUM
easat-5983	3	36	april	april	PROPN
easat-5983	3	37	2025	2025	NUM
easat-5983	3	38	*	*	PUNCT
easat-5983	3	39	correspondence	correspondence	NOUN
easat-5983	3	40	:	:	PUNCT
easat-5983	4	1	huam@students.national-u.edu.ph	huam@students.national-u.edu.ph	PROPN
easat-5983	4	2	an	an	DET
easat-5983	4	3	intelligent	intelligent	ADJ
easat-5983	4	4	system	system	NOUN
easat-5983	4	5	for	for	ADP
easat-5983	4	6	college	college	NOUN
easat-5983	4	7	admission	admission	NOUN
easat-5983	4	8	queries	query	NOUN
easat-5983	4	9	:	:	PUNCT
easat-5983	4	10	leveraging	leverage	VERB
easat-5983	4	11	bert	bert	NOUN
easat-5983	4	12	and	and	CCONJ
easat-5983	4	13	siamese	siamese	ADJ
easat-5983	4	14	bilstm	bilstm	NOUN
easat-5983	4	15	for	for	ADP
easat-5983	4	16	enhanced	enhanced	ADJ
easat-5983	4	17	accuracy	accuracy	NOUN
easat-5983	4	18	min	min	PROPN
easat-5983	4	19	hua1,2	hua1,2	PROPN
easat-5983	4	20	*	*	PROPN
easat-5983	4	21	,	,	PUNCT
easat-5983	4	22	mideth	mideth	ADJ
easat-5983	4	23	abisado1	abisado1	PROPN
easat-5983	4	24	1college	1college	NUM
easat-5983	4	25	of	of	ADP
easat-5983	4	26	computing	computing	NOUN
easat-5983	4	27	and	and	CCONJ
easat-5983	4	28	information	information	NOUN
easat-5983	4	29	technologies	technology	NOUN
easat-5983	4	30	,	,	PUNCT
easat-5983	4	31	national	national	ADJ
easat-5983	4	32	university	university	PROPN
easat-5983	4	33	,	,	PUNCT
easat-5983	4	34	manila	manila	PROPN
easat-5983	4	35	,	,	PUNCT
easat-5983	4	36	1008	1008	NUM
easat-5983	4	37	,	,	PUNCT
easat-5983	4	38	philippines	philippine	NOUN
easat-5983	4	39	;	;	PUNCT
easat-5983	4	40	huam@students.national-u.edu.ph	huam@students.national-u.edu.ph	PROPN
easat-5983	4	41	(	(	PUNCT
easat-5983	4	42	m.h	m.h	PROPN
easat-5983	4	43	.	.	PROPN
easat-5983	4	44	)	)	PUNCT
easat-5983	4	45	.	.	PUNCT
easat-5983	5	1	2school	2school	NUM
easat-5983	5	2	of	of	ADP
easat-5983	5	3	information	information	NOUN
easat-5983	5	4	engineering	engineering	NOUN
easat-5983	5	5	,	,	PUNCT
easat-5983	5	6	xinyang	xinyang	PROPN
easat-5983	5	7	agriculture	agriculture	PROPN
easat-5983	5	8	and	and	CCONJ
easat-5983	5	9	forestry	forestry	PROPN
easat-5983	5	10	university	university	PROPN
easat-5983	5	11	,	,	PUNCT
easat-5983	5	12	xinyang	xinyang	PROPN
easat-5983	5	13	,	,	PUNCT
easat-5983	5	14	464000	464000	NUM
easat-5983	5	15	,	,	PUNCT
easat-5983	5	16	china	china	PROPN
easat-5983	5	17	.	.	PUNCT
easat-5983	6	1	abstract	abstract	ADJ
easat-5983	6	2	:	:	PUNCT
easat-5983	6	3	college	college	NOUN
easat-5983	6	4	admission	admission	NOUN
easat-5983	6	5	is	be	AUX
easat-5983	6	6	a	a	DET
easat-5983	6	7	critical	critical	ADJ
easat-5983	6	8	process	process	NOUN
easat-5983	6	9	that	that	PRON
easat-5983	6	10	is	be	AUX
easat-5983	6	11	pivotal	pivotal	ADJ
easat-5983	6	12	in	in	ADP
easat-5983	6	13	shaping	shape	VERB
easat-5983	6	14	a	a	DET
easat-5983	6	15	student	student	NOUN
easat-5983	6	16	's	's	PART
easat-5983	6	17	academic	academic	ADJ
easat-5983	6	18	and	and	CCONJ
easat-5983	6	19	professional	professional	ADJ
easat-5983	6	20	future	future	NOUN
easat-5983	6	21	.	.	PUNCT
easat-5983	7	1	college	college	NOUN
easat-5983	7	2	admissions	admission	NOUN
easat-5983	7	3	queries	query	NOUN
easat-5983	7	4	include	include	VERB
easat-5983	7	5	an	an	DET
easat-5983	7	6	extensive	extensive	ADJ
easat-5983	7	7	range	range	NOUN
easat-5983	7	8	of	of	ADP
easat-5983	7	9	issues	issue	NOUN
easat-5983	7	10	,	,	PUNCT
easat-5983	7	11	from	from	ADP
easat-5983	7	12	application	application	NOUN
easat-5983	7	13	standards	standard	NOUN
easat-5983	7	14	and	and	CCONJ
easat-5983	7	15	qualifying	qualify	VERB
easat-5983	7	16	criteria	criterion	NOUN
easat-5983	7	17	to	to	ADP
easat-5983	7	18	financial	financial	ADJ
easat-5983	7	19	assistance	assistance	NOUN
easat-5983	7	20	and	and	CCONJ
easat-5983	7	21	campus	campus	NOUN
easat-5983	7	22	life	life	NOUN
easat-5983	7	23	.	.	PUNCT
easat-5983	8	1	this	this	DET
easat-5983	8	2	research	research	NOUN
easat-5983	8	3	presents	present	VERB
easat-5983	8	4	an	an	DET
easat-5983	8	5	intelligent	intelligent	ADJ
easat-5983	8	6	system	system	NOUN
easat-5983	8	7	designed	design	VERB
easat-5983	8	8	to	to	PART
easat-5983	8	9	address	address	VERB
easat-5983	8	10	college	college	NOUN
easat-5983	8	11	admission	admission	NOUN
easat-5983	8	12	queries	query	VERB
easat-5983	8	13	with	with	ADP
easat-5983	8	14	enhanced	enhanced	ADJ
easat-5983	8	15	accuracy	accuracy	NOUN
easat-5983	8	16	and	and	CCONJ
easat-5983	8	17	efficiency	efficiency	NOUN
easat-5983	8	18	.	.	PUNCT
easat-5983	9	1	the	the	DET
easat-5983	9	2	system	system	NOUN
easat-5983	9	3	leverages	leverage	VERB
easat-5983	9	4	the	the	DET
easat-5983	9	5	power	power	NOUN
easat-5983	9	6	of	of	ADP
easat-5983	9	7	bidirectional	bidirectional	ADJ
easat-5983	9	8	encoder	encoder	NOUN
easat-5983	9	9	representations	representation	VERB
easat-5983	9	10	from	from	ADP
easat-5983	9	11	transformers	transformer	NOUN
easat-5983	9	12	(	(	PUNCT
easat-5983	9	13	bert	bert	PROPN
easat-5983	9	14	)	)	PUNCT
easat-5983	9	15	and	and	CCONJ
easat-5983	9	16	siamese	siamese	ADJ
easat-5983	9	17	bidirectional	bidirectional	ADJ
easat-5983	9	18	long	long	ADJ
easat-5983	9	19	short	short	ADJ
easat-5983	9	20	-	-	PUNCT
easat-5983	9	21	term	term	NOUN
easat-5983	9	22	memory	memory	NOUN
easat-5983	9	23	(	(	PUNCT
easat-5983	9	24	siamese	siamese	ADJ
easat-5983	9	25	bilstm	bilstm	NOUN
easat-5983	9	26	)	)	PUNCT
easat-5983	9	27	architecture	architecture	NOUN
easat-5983	9	28	to	to	PART
easat-5983	9	29	process	process	VERB
easat-5983	9	30	and	and	CCONJ
easat-5983	9	31	understand	understand	VERB
easat-5983	9	32	complex	complex	ADJ
easat-5983	9	33	,	,	PUNCT
easat-5983	9	34	context	context	NOUN
easat-5983	9	35	-	-	PUNCT
easat-5983	9	36	dependent	dependent	ADJ
easat-5983	9	37	inquiries	inquiry	NOUN
easat-5983	9	38	posed	pose	VERB
easat-5983	9	39	by	by	ADP
easat-5983	9	40	prospective	prospective	ADJ
easat-5983	9	41	students	student	NOUN
easat-5983	9	42	.	.	PUNCT
easat-5983	10	1	the	the	DET
easat-5983	10	2	data	data	NOUN
easat-5983	10	3	is	be	AUX
easat-5983	10	4	sourced	source	VERB
easat-5983	10	5	from	from	ADP
easat-5983	10	6	multiple	multiple	ADJ
easat-5983	10	7	channels	channel	NOUN
easat-5983	10	8	,	,	PUNCT
easat-5983	10	9	such	such	ADJ
easat-5983	10	10	as	as	ADP
easat-5983	10	11	historical	historical	ADJ
easat-5983	10	12	admission	admission	NOUN
easat-5983	10	13	records	record	NOUN
easat-5983	10	14	from	from	ADP
easat-5983	10	15	the	the	DET
easat-5983	10	16	university	university	NOUN
easat-5983	10	17	's	's	PART
easat-5983	10	18	website	website	NOUN
easat-5983	10	19	and	and	CCONJ
easat-5983	10	20	interaction	interaction	NOUN
easat-5983	10	21	logs	log	NOUN
easat-5983	10	22	from	from	ADP
easat-5983	10	23	previous	previous	ADJ
easat-5983	10	24	counseling	counseling	NOUN
easat-5983	10	25	sessions	session	NOUN
easat-5983	10	26	.	.	PUNCT
easat-5983	11	1	the	the	DET
easat-5983	11	2	data	datum	NOUN
easat-5983	11	3	was	be	AUX
easat-5983	11	4	preprocessed	preprocesse	VERB
easat-5983	11	5	using	use	VERB
easat-5983	11	6	tokenization	tokenization	NOUN
easat-5983	11	7	and	and	CCONJ
easat-5983	11	8	lemmatization	lemmatization	NOUN
easat-5983	11	9	to	to	PART
easat-5983	11	10	avoid	avoid	VERB
easat-5983	11	11	redundancy	redundancy	NOUN
easat-5983	11	12	.	.	PUNCT
easat-5983	12	1	term	term	NOUN
easat-5983	12	2	frequency	frequency	NOUN
easat-5983	12	3	-	-	PUNCT
easat-5983	12	4	inverse	inverse	NOUN
easat-5983	12	5	document	document	NOUN
easat-5983	12	6	frequency	frequency	NOUN
easat-5983	12	7	(	(	PUNCT
easat-5983	12	8	tf	tf	PROPN
easat-5983	12	9	-	-	PUNCT
easat-5983	12	10	idf	idf	NOUN
easat-5983	12	11	)	)	PUNCT
easat-5983	12	12	employed	employ	VERB
easat-5983	12	13	for	for	ADP
easat-5983	12	14	feature	feature	NOUN
easat-5983	12	15	extraction	extraction	NOUN
easat-5983	12	16	quantifies	quantifie	NOUN
easat-5983	12	17	the	the	DET
easat-5983	12	18	query	query	NOUN
easat-5983	12	19	terms	term	NOUN
easat-5983	12	20	,	,	PUNCT
easat-5983	12	21	allowing	allow	VERB
easat-5983	12	22	the	the	DET
easat-5983	12	23	system	system	NOUN
easat-5983	12	24	to	to	PART
easat-5983	12	25	identify	identify	VERB
easat-5983	12	26	significant	significant	ADJ
easat-5983	12	27	words	word	NOUN
easat-5983	12	28	and	and	CCONJ
easat-5983	12	29	improve	improve	VERB
easat-5983	12	30	query	query	NOUN
easat-5983	12	31	classification	classification	NOUN
easat-5983	12	32	.	.	PUNCT
easat-5983	13	1	a	a	DET
easat-5983	13	2	siamese	siamese	ADJ
easat-5983	13	3	bilstm	bilstm	NOUN
easat-5983	13	4	model	model	NOUN
easat-5983	13	5	was	be	AUX
easat-5983	13	6	proposed	propose	VERB
easat-5983	13	7	for	for	ADP
easat-5983	13	8	improved	improved	ADJ
easat-5983	13	9	question	question	NOUN
easat-5983	13	10	classification	classification	NOUN
easat-5983	13	11	and	and	CCONJ
easat-5983	13	12	similarity	similarity	NOUN
easat-5983	13	13	matching	matching	NOUN
easat-5983	13	14	.	.	PUNCT
easat-5983	14	1	bert	bert	PROPN
easat-5983	14	2	generates	generate	VERB
easat-5983	14	3	contextual	contextual	ADJ
easat-5983	14	4	word	word	NOUN
easat-5983	14	5	embeddings	embedding	NOUN
easat-5983	14	6	that	that	PRON
easat-5983	14	7	capture	capture	VERB
easat-5983	14	8	the	the	DET
easat-5983	14	9	semantic	semantic	ADJ
easat-5983	14	10	meaning	meaning	NOUN
easat-5983	14	11	of	of	ADP
easat-5983	14	12	the	the	DET
easat-5983	14	13	words	word	NOUN
easat-5983	14	14	in	in	ADP
easat-5983	14	15	the	the	DET
easat-5983	14	16	user	user	NOUN
easat-5983	14	17	's	's	PART
easat-5983	14	18	query	query	NOUN
easat-5983	14	19	.	.	PUNCT
easat-5983	15	1	the	the	DET
easat-5983	15	2	system	system	NOUN
easat-5983	15	3	is	be	AUX
easat-5983	15	4	capable	capable	ADJ
easat-5983	15	5	of	of	ADP
easat-5983	15	6	accurately	accurately	ADV
easat-5983	15	7	classifying	classify	VERB
easat-5983	15	8	and	and	CCONJ
easat-5983	15	9	understanding	understand	VERB
easat-5983	15	10	user	user	NOUN
easat-5983	15	11	queries	query	NOUN
easat-5983	15	12	,	,	PUNCT
easat-5983	15	13	ensuring	ensure	VERB
easat-5983	15	14	that	that	SCONJ
easat-5983	15	15	responses	response	NOUN
easat-5983	15	16	are	be	AUX
easat-5983	15	17	both	both	PRON
easat-5983	15	18	contextually	contextually	ADV
easat-5983	15	19	relevant	relevant	ADJ
easat-5983	15	20	and	and	CCONJ
easat-5983	15	21	precise	precise	ADJ
easat-5983	15	22	.	.	PUNCT
easat-5983	16	1	findings	finding	NOUN
easat-5983	16	2	show	show	VERB
easat-5983	16	3	that	that	SCONJ
easat-5983	16	4	the	the	DET
easat-5983	16	5	proposed	propose	VERB
easat-5983	16	6	system	system	NOUN
easat-5983	16	7	achieves	achieve	VERB
easat-5983	16	8	accuracy	accuracy	NOUN
easat-5983	16	9	(	(	PUNCT
easat-5983	16	10	94.7	94.7	NUM
easat-5983	16	11	%	%	NOUN
easat-5983	16	12	)	)	PUNCT
easat-5983	16	13	,	,	PUNCT
easat-5983	16	14	precision	precision	NOUN
easat-5983	16	15	(	(	PUNCT
easat-5983	16	16	93.6	93.6	NUM
easat-5983	16	17	%	%	NOUN
easat-5983	16	18	)	)	PUNCT
easat-5983	16	19	,	,	PUNCT
easat-5983	16	20	recall	recall	INTJ
easat-5983	16	21	(	(	PUNCT
easat-5983	16	22	93.8	93.8	NUM
easat-5983	16	23	%	%	NOUN
easat-5983	16	24	)	)	PUNCT
easat-5983	16	25	,	,	PUNCT
easat-5983	16	26	and	and	CCONJ
easat-5983	16	27	f1	f1	NOUN
easat-5983	16	28	-	-	PUNCT
easat-5983	16	29	score	score	NOUN
easat-5983	16	30	(	(	PUNCT
easat-5983	16	31	92.3	92.3	NUM
easat-5983	16	32	%	%	NOUN
easat-5983	16	33	)	)	PUNCT
easat-5983	16	34	while	while	SCONJ
easat-5983	16	35	leveraging	leverage	VERB
easat-5983	16	36	python	python	NOUN
easat-5983	16	37	(	(	PUNCT
easat-5983	16	38	version	version	NOUN
easat-5983	16	39	3.x	3.x	NUM
easat-5983	16	40	)	)	PUNCT
easat-5983	16	41	for	for	ADP
easat-5983	16	42	implementation	implementation	NOUN
easat-5983	16	43	.	.	PUNCT
easat-5983	17	1	the	the	DET
easat-5983	17	2	results	result	NOUN
easat-5983	17	3	show	show	VERB
easat-5983	17	4	that	that	SCONJ
easat-5983	17	5	this	this	DET
easat-5983	17	6	integrated	integrate	VERB
easat-5983	17	7	system	system	NOUN
easat-5983	17	8	outperforms	outperform	VERB
easat-5983	17	9	traditional	traditional	ADJ
easat-5983	17	10	keyword	keyword	NOUN
easat-5983	17	11	-	-	PUNCT
easat-5983	17	12	based	base	VERB
easat-5983	17	13	query	query	NOUN
easat-5983	17	14	response	response	NOUN
easat-5983	17	15	systems	system	NOUN
easat-5983	17	16	,	,	PUNCT
easat-5983	17	17	offering	offer	VERB
easat-5983	17	18	a	a	DET
easat-5983	17	19	more	more	ADV
easat-5983	17	20	robust	robust	ADJ
easat-5983	17	21	,	,	PUNCT
easat-5983	17	22	scalable	scalable	ADJ
easat-5983	17	23	,	,	PUNCT
easat-5983	17	24	and	and	CCONJ
easat-5983	17	25	accurate	accurate	ADJ
easat-5983	17	26	solution	solution	NOUN
easat-5983	17	27	for	for	ADP
easat-5983	17	28	college	college	NOUN
easat-5983	17	29	admission	admission	NOUN
easat-5983	17	30	-	-	PUNCT
easat-5983	17	31	related	relate	VERB
easat-5983	17	32	queries	query	NOUN
easat-5983	17	33	.	.	PUNCT
easat-5983	18	1	keywords	keyword	NOUN
easat-5983	18	2	:	:	PUNCT
easat-5983	18	3	bidirectional	bidirectional	ADJ
easat-5983	18	4	encoder	encoder	NOUN
easat-5983	18	5	representations	representation	VERB
easat-5983	18	6	from	from	ADP
easat-5983	18	7	transformers	transformer	NOUN
easat-5983	18	8	(	(	PUNCT
easat-5983	18	9	bert	bert	PROPN
easat-5983	18	10	)	)	PUNCT
easat-5983	18	11	,	,	PUNCT
easat-5983	18	12	college	college	NOUN
easat-5983	18	13	admission	admission	NOUN
easat-5983	18	14	queries	query	NOUN
easat-5983	18	15	,	,	PUNCT
easat-5983	18	16	siamese	siamese	ADJ
easat-5983	18	17	bidirectional	bidirectional	ADJ
easat-5983	18	18	long	long	ADJ
easat-5983	18	19	short	short	ADJ
easat-5983	18	20	-	-	PUNCT
easat-5983	18	21	term	term	NOUN
easat-5983	18	22	memory	memory	NOUN
easat-5983	18	23	(	(	PUNCT
easat-5983	18	24	siamese	siamese	ADJ
easat-5983	18	25	bilstm	bilstm	NOUN
easat-5983	18	26	)	)	PUNCT
easat-5983	18	27	,	,	PUNCT
easat-5983	18	28	students	student	NOUN
easat-5983	18	29	.	.	PUNCT
easat-5983	19	1	1	1	X
easat-5983	19	2	.	.	X
easat-5983	19	3	introduction	introduction	NOUN
easat-5983	19	4	the	the	DET
easat-5983	19	5	intelligent	intelligent	ADJ
easat-5983	19	6	systems	system	NOUN
easat-5983	19	7	in	in	ADP
easat-5983	19	8	educational	educational	ADJ
easat-5983	19	9	settings	setting	NOUN
easat-5983	19	10	have	have	AUX
easat-5983	19	11	changed	change	VERB
easat-5983	19	12	the	the	DET
easat-5983	19	13	way	way	NOUN
easat-5983	19	14	institutions	institution	NOUN
easat-5983	19	15	respond	respond	VERB
easat-5983	19	16	to	to	ADP
easat-5983	19	17	inquiries	inquiry	NOUN
easat-5983	19	18	from	from	ADP
easat-5983	19	19	potential	potential	ADJ
easat-5983	19	20	students	student	NOUN
easat-5983	19	21	.	.	PUNCT
easat-5983	20	1	college	college	NOUN
easat-5983	20	2	admissions	admission	NOUN
easat-5983	20	3	,	,	PUNCT
easat-5983	20	4	a	a	DET
easat-5983	20	5	very	very	ADV
easat-5983	20	6	important	important	ADJ
easat-5983	20	7	process	process	NOUN
easat-5983	20	8	for	for	ADP
easat-5983	20	9	both	both	DET
easat-5983	20	10	students	student	NOUN
easat-5983	20	11	and	and	CCONJ
easat-5983	20	12	institutions	institution	NOUN
easat-5983	20	13	,	,	PUNCT
easat-5983	20	14	typically	typically	ADV
easat-5983	20	15	involves	involve	VERB
easat-5983	20	16	answering	answer	VERB
easat-5983	20	17	numerous	numerous	ADJ
easat-5983	20	18	questions	question	NOUN
easat-5983	20	19	on	on	ADP
easat-5983	20	20	everything	everything	PRON
easat-5983	20	21	from	from	ADP
easat-5983	20	22	application	application	NOUN
easat-5983	20	23	deadlines	deadline	NOUN
easat-5983	20	24	and	and	CCONJ
easat-5983	20	25	eligibility	eligibility	NOUN
easat-5983	20	26	criteria	criterion	NOUN
easat-5983	20	27	to	to	ADP
easat-5983	20	28	financial	financial	ADJ
easat-5983	20	29	aid	aid	NOUN
easat-5983	20	30	options	option	NOUN
easat-5983	20	31	and	and	CCONJ
easat-5983	20	32	course	course	NOUN
easat-5983	20	33	details	detail	NOUN
easat-5983	20	34	[	[	X
easat-5983	20	35	1	1	NUM
easat-5983	20	36	]	]	PUNCT
easat-5983	20	37	.	.	PUNCT
easat-5983	21	1	these	these	DET
easat-5983	21	2	queries	query	NOUN
easat-5983	21	3	must	must	AUX
easat-5983	21	4	be	be	AUX
easat-5983	21	5	addressed	address	VERB
easat-5983	21	6	promptly	promptly	ADV
easat-5983	21	7	and	and	CCONJ
easat-5983	21	8	accurately	accurately	ADV
easat-5983	21	9	to	to	PART
easat-5983	21	10	promote	promote	VERB
easat-5983	21	11	positive	positive	ADJ
easat-5983	21	12	engagement	engagement	NOUN
easat-5983	21	13	and	and	CCONJ
easat-5983	21	14	help	help	VERB
easat-5983	21	15	students	student	NOUN
easat-5983	21	16	make	make	VERB
easat-5983	21	17	informed	informed	ADJ
easat-5983	21	18	decisions	decision	NOUN
easat-5983	21	19	[	[	X
easat-5983	21	20	2	2	NUM
easat-5983	21	21	]	]	PUNCT
easat-5983	21	22	.	.	PUNCT
easat-5983	22	1	the	the	DET
easat-5983	22	2	promise	promise	NOUN
easat-5983	22	3	in	in	ADP
easat-5983	22	4	deep	deep	ADJ
easat-5983	22	5	learning	learning	NOUN
easat-5983	22	6	models	model	NOUN
easat-5983	22	7	like	like	ADP
easat-5983	22	8	bert	bert	NOUN
easat-5983	22	9	and	and	CCONJ
easat-5983	22	10	siamese	siamese	ADJ
easat-5983	22	11	bilstms	bilstms	NOUN
easat-5983	22	12	have	have	AUX
easat-5983	22	13	made	make	VERB
easat-5983	22	14	headways	headway	NOUN
easat-5983	22	15	into	into	ADP
easat-5983	22	16	the	the	DET
easat-5983	22	17	complexities	complexity	NOUN
easat-5983	22	18	of	of	ADP
easat-5983	22	19	natural	natural	ADJ
easat-5983	22	20	language	language	NOUN
easat-5983	22	21	inputs	input	NOUN
easat-5983	22	22	and	and	CCONJ
easat-5983	22	23	shown	show	VERB
easat-5983	22	24	remarkable	remarkable	ADJ
easat-5983	22	25	promises	promise	NOUN
easat-5983	22	26	towards	towards	ADP
easat-5983	22	27	understanding	understanding	NOUN
easat-5983	22	28	,	,	PUNCT
easat-5983	22	29	while	while	SCONJ
easat-5983	22	30	bert	bert	PROPN
easat-5983	22	31	utilizes	utilize	VERB
easat-5983	22	32	the	the	DET
easat-5983	22	33	powers	power	NOUN
easat-5983	22	34	of	of	ADP
easat-5983	22	35	contextual	contextual	ADJ
easat-5983	22	36	word	word	NOUN
easat-5983	22	37	embeddings	embedding	NOUN
easat-5983	22	38	,	,	PUNCT
easat-5983	22	39	together	together	ADV
easat-5983	22	40	with	with	ADP
easat-5983	22	41	semantic	semantic	ADJ
easat-5983	22	42	similarity	similarity	NOUN
easat-5983	22	43	analysis	analysis	NOUN
easat-5983	22	44	to	to	PART
easat-5983	22	45	solve	solve	VERB
easat-5983	22	46	with	with	ADP
easat-5983	22	47	proper	proper	ADJ
easat-5983	22	48	and	and	CCONJ
easat-5983	22	49	relevant	relevant	ADJ
easat-5983	22	50	contexts	context	NOUN
easat-5983	23	1	[	[	X
easat-5983	23	2	3	3	NUM
easat-5983	23	3	]	]	PUNCT
easat-5983	23	4	.	.	PUNCT
easat-5983	24	1	the	the	DET
easat-5983	24	2	novelty	novelty	NOUN
easat-5983	24	3	of	of	ADP
easat-5983	24	4	that	that	DET
easat-5983	24	5	approach	approach	NOUN
easat-5983	24	6	is	be	AUX
easat-5983	24	7	its	its	PRON
easat-5983	24	8	ability	ability	NOUN
easat-5983	24	9	to	to	PART
easat-5983	24	10	combine	combine	VERB
easat-5983	24	11	the	the	DET
easat-5983	24	12	strengths	strength	NOUN
easat-5983	24	13	of	of	ADP
easat-5983	24	14	contextual	contextual	ADJ
easat-5983	24	15	embeddings	embedding	NOUN
easat-5983	24	16	and	and	CCONJ
easat-5983	24	17	similarity	similarity	NOUN
easat-5983	24	18	analysis	analysis	NOUN
easat-5983	24	19	for	for	ADP
easat-5983	24	20	improved	improved	ADJ
easat-5983	24	21	accuracy	accuracy	NOUN
easat-5983	24	22	.	.	PUNCT
easat-5983	25	1	when	when	SCONJ
easat-5983	25	2	the	the	DET
easat-5983	25	3	conventional	conventional	ADJ
easat-5983	25	4	methods	method	NOUN
easat-5983	25	5	system	system	NOUN
easat-5983	25	6	is	be	AUX
easat-5983	25	7	designed	design	VERB
easat-5983	25	8	for	for	ADP
easat-5983	25	9	handling	handle	VERB
easat-5983	25	10	diverse	diverse	ADJ
easat-5983	25	11	linguistic	linguistic	ADJ
easat-5983	25	12	styles	style	NOUN
easat-5983	25	13	,	,	PUNCT
easat-5983	25	14	efficiently	efficiently	ADV
easat-5983	25	15	with	with	ADP
easat-5983	25	16	large	large	ADJ
easat-5983	25	17	263	263	NUM
easat-5983	25	18	edelweiss	edelweiss	PROPN
easat-5983	25	19	applied	apply	VERB
easat-5983	25	20	science	science	NOUN
easat-5983	25	21	and	and	CCONJ
easat-5983	25	22	technology	technology	NOUN
easat-5983	25	23	issn	issn	PROPN
easat-5983	25	24	:	:	PUNCT
easat-5983	25	25	2576	2576	NUM
easat-5983	25	26	-	-	SYM
easat-5983	25	27	8484	8484	NUM
easat-5983	25	28	vol	vol	NOUN
easat-5983	25	29	.	.	PROPN
easat-5983	26	1	9	9	NUM
easat-5983	26	2	,	,	PUNCT
easat-5983	26	3	no	no	INTJ
easat-5983	26	4	.	.	NOUN
easat-5983	26	5	4	4	NUM
easat-5983	26	6	:	:	PUNCT
easat-5983	26	7	262	262	NUM
easat-5983	26	8	-	-	SYM
easat-5983	26	9	275	275	NUM
easat-5983	26	10	,	,	PUNCT
easat-5983	26	11	2025	2025	NUM
easat-5983	26	12	doi	doi	NOUN
easat-5983	26	13	:	:	PUNCT
easat-5983	26	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	26	15	©	©	PROPN
easat-5983	26	16	2025	2025	NUM
easat-5983	26	17	by	by	ADP
easat-5983	26	18	the	the	DET
easat-5983	26	19	authors	author	NOUN
easat-5983	26	20	;	;	PUNCT
easat-5983	26	21	licensee	licensee	PROPN
easat-5983	26	22	learning	learn	VERB
easat-5983	26	23	gate	gate	NOUN
easat-5983	26	24	datasets	dataset	NOUN
easat-5983	26	25	,	,	PUNCT
easat-5983	26	26	and	and	CCONJ
easat-5983	26	27	providing	provide	VERB
easat-5983	26	28	accurate	accurate	ADJ
easat-5983	26	29	answers	answer	NOUN
easat-5983	26	30	to	to	ADP
easat-5983	26	31	users	user	NOUN
easat-5983	26	32	'	'	PART
easat-5983	26	33	queries	query	NOUN
easat-5983	26	34	[	[	X
easat-5983	26	35	4	4	NUM
easat-5983	26	36	]	]	PUNCT
easat-5983	26	37	.	.	PUNCT
easat-5983	27	1	user	user	NOUN
easat-5983	27	2	experience	experience	NOUN
easat-5983	27	3	is	be	AUX
easat-5983	27	4	improved	improve	VERB
easat-5983	27	5	and	and	CCONJ
easat-5983	27	6	saved	save	VERB
easat-5983	27	7	the	the	DET
easat-5983	27	8	workload	workload	NOUN
easat-5983	27	9	from	from	ADP
easat-5983	27	10	human	human	ADJ
easat-5983	27	11	administrators	administrator	NOUN
easat-5983	27	12	that	that	SCONJ
easat-5983	27	13	institutions	institution	NOUN
easat-5983	27	14	can	can	AUX
easat-5983	27	15	apply	apply	VERB
easat-5983	27	16	to	to	ADP
easat-5983	27	17	other	other	ADJ
easat-5983	27	18	very	very	ADV
easat-5983	27	19	critical	critical	ADJ
easat-5983	27	20	aspects	aspect	NOUN
easat-5983	27	21	of	of	ADP
easat-5983	27	22	the	the	DET
easat-5983	27	23	admission	admission	NOUN
easat-5983	27	24	processes	process	NOUN
easat-5983	27	25	[	[	X
easat-5983	27	26	5	5	NUM
easat-5983	27	27	]	]	PUNCT
easat-5983	27	28	.	.	PUNCT
easat-5983	28	1	there	there	PRON
easat-5983	28	2	are	be	VERB
easat-5983	28	3	many	many	ADJ
easat-5983	28	4	challenges	challenge	NOUN
easat-5983	28	5	in	in	ADP
easat-5983	28	6	applying	apply	VERB
easat-5983	28	7	intelligent	intelligent	ADJ
easat-5983	28	8	systems	system	NOUN
easat-5983	28	9	for	for	ADP
easat-5983	28	10	college	college	NOUN
easat-5983	28	11	admission	admission	NOUN
easat-5983	28	12	queries	query	NOUN
easat-5983	28	13	.	.	PUNCT
easat-5983	29	1	traditional	traditional	ADJ
easat-5983	29	2	query	query	NOUN
easat-5983	29	3	resolution	resolution	NOUN
easat-5983	29	4	systems	system	NOUN
easat-5983	29	5	are	be	AUX
easat-5983	29	6	normally	normally	ADV
easat-5983	29	7	rule	rule	NOUN
easat-5983	29	8	-	-	PUNCT
easat-5983	29	9	based	base	VERB
easat-5983	29	10	or	or	CCONJ
easat-5983	29	11	rely	rely	VERB
easat-5983	29	12	on	on	ADP
easat-5983	29	13	pre	pre	ADJ
easat-5983	29	14	-	-	ADJ
easat-5983	29	15	built	build	VERB
easat-5983	29	16	templates	template	NOUN
easat-5983	29	17	,	,	PUNCT
easat-5983	29	18	fail	fail	VERB
easat-5983	29	19	to	to	PART
easat-5983	29	20	understand	understand	VERB
easat-5983	29	21	multiple	multiple	ADJ
easat-5983	29	22	linguistic	linguistic	ADJ
easat-5983	29	23	variations	variation	NOUN
easat-5983	29	24	,	,	PUNCT
easat-5983	29	25	and	and	CCONJ
easat-5983	29	26	can	can	AUX
easat-5983	29	27	not	not	PART
easat-5983	29	28	make	make	VERB
easat-5983	29	29	sense	sense	NOUN
easat-5983	29	30	of	of	ADP
easat-5983	29	31	many	many	ADJ
easat-5983	29	32	complex	complex	ADJ
easat-5983	29	33	sentence	sentence	NOUN
easat-5983	29	34	structures	structure	NOUN
easat-5983	29	35	[	[	X
easat-5983	29	36	6	6	NUM
easat-5983	29	37	]	]	PUNCT
easat-5983	29	38	.	.	PUNCT
easat-5983	30	1	with	with	ADP
easat-5983	30	2	questions	question	NOUN
easat-5983	30	3	from	from	ADP
easat-5983	30	4	students	student	NOUN
easat-5983	30	5	having	have	VERB
easat-5983	30	6	different	different	ADJ
easat-5983	30	7	linguistic	linguistic	ADJ
easat-5983	30	8	and	and	CCONJ
easat-5983	30	9	cultural	cultural	ADJ
easat-5983	30	10	backgrounds	background	NOUN
easat-5983	30	11	that	that	PRON
easat-5983	30	12	are	be	AUX
easat-5983	30	13	presented	present	VERB
easat-5983	30	14	in	in	ADP
easat-5983	30	15	different	different	ADJ
easat-5983	30	16	styles	style	NOUN
easat-5983	30	17	,	,	PUNCT
easat-5983	30	18	these	these	DET
easat-5983	30	19	systems	system	NOUN
easat-5983	30	20	quite	quite	ADV
easat-5983	30	21	often	often	ADV
easat-5983	30	22	fail	fail	VERB
easat-5983	30	23	to	to	PART
easat-5983	30	24	provide	provide	VERB
easat-5983	30	25	the	the	DET
easat-5983	30	26	answer	answer	NOUN
easat-5983	30	27	sought	seek	VERB
easat-5983	30	28	.	.	PUNCT
easat-5983	31	1	not	not	PART
easat-5983	31	2	being	be	AUX
easat-5983	31	3	able	able	ADJ
easat-5983	31	4	to	to	PART
easat-5983	31	5	identify	identify	VERB
easat-5983	31	6	semantically	semantically	ADV
easat-5983	31	7	similar	similar	ADJ
easat-5983	31	8	questions	question	NOUN
easat-5983	31	9	has	have	AUX
easat-5983	31	10	also	also	ADV
easat-5983	31	11	proved	prove	VERB
easat-5983	31	12	an	an	DET
easat-5983	31	13	obstacle	obstacle	NOUN
easat-5983	31	14	for	for	ADP
easat-5983	31	15	the	the	DET
easat-5983	31	16	system	system	NOUN
easat-5983	31	17	.	.	PUNCT
easat-5983	32	1	scalability	scalability	NOUN
easat-5983	32	2	is	be	AUX
easat-5983	32	3	another	another	DET
easat-5983	32	4	matter	matter	NOUN
easat-5983	32	5	of	of	ADP
easat-5983	32	6	urgency	urgency	NOUN
easat-5983	32	7	[	[	X
easat-5983	32	8	7	7	NUM
easat-5983	32	9	]	]	PUNCT
easat-5983	32	10	.	.	PUNCT
easat-5983	33	1	as	as	SCONJ
easat-5983	33	2	the	the	DET
easat-5983	33	3	application	application	NOUN
easat-5983	33	4	numbers	number	NOUN
easat-5983	33	5	are	be	AUX
easat-5983	33	6	going	go	VERB
easat-5983	33	7	up	up	ADP
easat-5983	33	8	,	,	PUNCT
easat-5983	33	9	universities	university	NOUN
easat-5983	33	10	need	need	VERB
easat-5983	33	11	systems	system	NOUN
easat-5983	33	12	that	that	PRON
easat-5983	33	13	can	can	AUX
easat-5983	33	14	process	process	VERB
easat-5983	33	15	big	big	ADJ
easat-5983	33	16	volumes	volume	NOUN
easat-5983	33	17	of	of	ADP
easat-5983	33	18	questions	question	NOUN
easat-5983	33	19	without	without	ADP
easat-5983	33	20	sacrificing	sacrifice	VERB
easat-5983	33	21	the	the	DET
easat-5983	33	22	quality	quality	NOUN
easat-5983	33	23	of	of	ADP
easat-5983	33	24	responses	response	NOUN
easat-5983	33	25	.	.	PUNCT
easat-5983	34	1	where	where	SCONJ
easat-5983	34	2	conventional	conventional	ADJ
easat-5983	34	3	systems	system	NOUN
easat-5983	34	4	fail	fail	VERB
easat-5983	34	5	,	,	PUNCT
easat-5983	34	6	delays	delay	NOUN
easat-5983	34	7	,	,	PUNCT
easat-5983	34	8	inaccuracy	inaccuracy	NOUN
easat-5983	34	9	,	,	PUNCT
easat-5983	34	10	and	and	CCONJ
easat-5983	34	11	dissatisfied	dissatisfied	ADJ
easat-5983	34	12	users	user	NOUN
easat-5983	34	13	are	be	AUX
easat-5983	34	14	common	common	ADJ
easat-5983	34	15	casualties	casualty	NOUN
easat-5983	34	16	[	[	X
easat-5983	34	17	8	8	NUM
easat-5983	34	18	]	]	PUNCT
easat-5983	34	19	.	.	PUNCT
easat-5983	35	1	historically	historically	ADV
easat-5983	35	2	,	,	PUNCT
easat-5983	35	3	the	the	DET
easat-5983	35	4	domain	domain	NOUN
easat-5983	35	5	of	of	ADP
easat-5983	35	6	query	query	NOUN
easat-5983	35	7	resolution	resolution	NOUN
easat-5983	35	8	was	be	AUX
easat-5983	35	9	dominated	dominate	VERB
easat-5983	35	10	by	by	ADP
easat-5983	35	11	rule	rule	NOUN
easat-5983	35	12	-	-	PUNCT
easat-5983	35	13	based	base	VERB
easat-5983	35	14	systems	system	NOUN
easat-5983	35	15	.	.	PUNCT
easat-5983	36	1	such	such	ADJ
easat-5983	36	2	systems	system	NOUN
easat-5983	36	3	operate	operate	VERB
easat-5983	36	4	according	accord	VERB
easat-5983	36	5	to	to	ADP
easat-5983	36	6	a	a	DET
easat-5983	36	7	predefined	predefine	VERB
easat-5983	36	8	set	set	NOUN
easat-5983	36	9	of	of	ADP
easat-5983	36	10	rules	rule	NOUN
easat-5983	36	11	and	and	CCONJ
easat-5983	36	12	keywords	keyword	NOUN
easat-5983	36	13	,	,	PUNCT
easat-5983	36	14	using	use	VERB
easat-5983	36	15	them	they	PRON
easat-5983	36	16	to	to	PART
easat-5983	36	17	match	match	VERB
easat-5983	36	18	queries	query	NOUN
easat-5983	36	19	with	with	ADP
easat-5983	36	20	appropriate	appropriate	ADJ
easat-5983	36	21	responses	response	NOUN
easat-5983	36	22	[	[	X
easat-5983	36	23	9	9	NUM
easat-5983	36	24	]	]	PUNCT
easat-5983	36	25	.	.	PUNCT
easat-5983	37	1	these	these	PRON
easat-5983	37	2	are	be	AUX
easat-5983	37	3	very	very	ADV
easat-5983	37	4	simple	simple	ADJ
easat-5983	37	5	and	and	CCONJ
easat-5983	37	6	straightforward	straightforward	ADJ
easat-5983	37	7	to	to	PART
easat-5983	37	8	implement	implement	VERB
easat-5983	37	9	,	,	PUNCT
easat-5983	37	10	but	but	CCONJ
easat-5983	37	11	they	they	PRON
easat-5983	37	12	lack	lack	VERB
easat-5983	37	13	adaptability	adaptability	NOUN
easat-5983	37	14	to	to	ADP
easat-5983	37	15	changes	change	NOUN
easat-5983	37	16	in	in	ADP
easat-5983	37	17	linguistic	linguistic	ADJ
easat-5983	37	18	patterns	pattern	NOUN
easat-5983	37	19	and	and	CCONJ
easat-5983	37	20	can	can	AUX
easat-5983	37	21	not	not	PART
easat-5983	37	22	process	process	VERB
easat-5983	37	23	complex	complex	ADJ
easat-5983	37	24	,	,	PUNCT
easat-5983	37	25	context	context	NOUN
easat-5983	37	26	-	-	PUNCT
easat-5983	37	27	sensitive	sensitive	ADJ
easat-5983	37	28	queries	query	NOUN
easat-5983	38	1	[	[	X
easat-5983	38	2	10	10	NUM
easat-5983	38	3	]	]	PUNCT
easat-5983	38	4	.	.	PUNCT
easat-5983	39	1	to	to	PART
easat-5983	39	2	address	address	VERB
easat-5983	39	3	these	these	DET
easat-5983	39	4	limitations	limitation	NOUN
easat-5983	39	5	,	,	PUNCT
easat-5983	39	6	the	the	DET
easat-5983	39	7	usage	usage	NOUN
easat-5983	39	8	of	of	ADP
easat-5983	39	9	advanced	advanced	ADJ
easat-5983	39	10	deep	deep	ADJ
easat-5983	39	11	learning	learning	NOUN
easat-5983	39	12	techniques	technique	NOUN
easat-5983	39	13	bert	bert	PROPN
easat-5983	39	14	and	and	CCONJ
easat-5983	39	15	siamese	siamese	ADJ
easat-5983	39	16	bilstms	bilstms	NOUN
easat-5983	39	17	would	would	AUX
easat-5983	39	18	be	be	AUX
easat-5983	39	19	applied	apply	VERB
easat-5983	39	20	in	in	ADP
easat-5983	39	21	formulating	formulate	VERB
easat-5983	39	22	an	an	DET
easat-5983	39	23	intelligent	intelligent	ADJ
easat-5983	39	24	system	system	NOUN
easat-5983	39	25	that	that	PRON
easat-5983	39	26	could	could	AUX
easat-5983	39	27	effectively	effectively	ADV
easat-5983	39	28	respond	respond	VERB
easat-5983	39	29	to	to	ADP
easat-5983	39	30	college	college	NOUN
easat-5983	39	31	admission	admission	NOUN
easat-5983	39	32	queries	query	NOUN
easat-5983	39	33	.	.	PUNCT
easat-5983	40	1	bert	bert	PROPN
easat-5983	40	2	itself	itself	PRON
easat-5983	40	3	is	be	AUX
easat-5983	40	4	a	a	DET
easat-5983	40	5	pre	pre	ADJ
easat-5983	40	6	-	-	ADJ
easat-5983	40	7	trained	train	VERB
easat-5983	40	8	transformer	transformer	NOUN
easat-5983	40	9	-	-	PUNCT
easat-5983	40	10	based	base	VERB
easat-5983	40	11	model	model	NOUN
easat-5983	40	12	that	that	PRON
easat-5983	40	13	works	work	VERB
easat-5983	40	14	on	on	ADP
easat-5983	40	15	contextual	contextual	ADJ
easat-5983	40	16	nuances	nuance	NOUN
easat-5983	40	17	within	within	ADP
easat-5983	40	18	text	text	NOUN
easat-5983	40	19	,	,	PUNCT
easat-5983	40	20	hence	hence	ADV
easat-5983	40	21	the	the	DET
easat-5983	40	22	system	system	NOUN
easat-5983	40	23	will	will	AUX
easat-5983	40	24	be	be	AUX
easat-5983	40	25	capable	capable	ADJ
easat-5983	40	26	of	of	ADP
easat-5983	40	27	understanding	understand	VERB
easat-5983	40	28	complex	complex	ADJ
easat-5983	40	29	queries	query	NOUN
easat-5983	40	30	.	.	PUNCT
easat-5983	41	1	with	with	ADP
easat-5983	41	2	siamese	siamese	ADJ
easat-5983	41	3	bilstm	bilstm	NOUN
easat-5983	41	4	as	as	ADP
easat-5983	41	5	the	the	DET
easat-5983	41	6	specialization	specialization	NOUN
easat-5983	41	7	in	in	ADP
easat-5983	41	8	terms	term	NOUN
easat-5983	41	9	of	of	ADP
easat-5983	41	10	recognizing	recognize	VERB
easat-5983	41	11	semantic	semantic	ADJ
easat-5983	41	12	similarity	similarity	NOUN
easat-5983	41	13	,	,	PUNCT
easat-5983	41	14	the	the	DET
easat-5983	41	15	approach	approach	NOUN
easat-5983	41	16	will	will	AUX
easat-5983	41	17	ensure	ensure	VERB
easat-5983	41	18	the	the	DET
easat-5983	41	19	suitability	suitability	NOUN
easat-5983	41	20	and	and	CCONJ
easat-5983	41	21	matching	matching	NOUN
easat-5983	41	22	of	of	ADP
easat-5983	41	23	user	user	NOUN
easat-5983	41	24	's	's	PART
easat-5983	41	25	queries	query	NOUN
easat-5983	41	26	with	with	ADP
easat-5983	41	27	relevant	relevant	ADJ
easat-5983	41	28	responses	response	NOUN
easat-5983	41	29	even	even	ADV
easat-5983	41	30	with	with	ADP
easat-5983	41	31	their	their	PRON
easat-5983	41	32	significantly	significantly	ADV
easat-5983	41	33	different	different	ADJ
easat-5983	41	34	phrasing	phrasing	NOUN
easat-5983	41	35	.	.	PUNCT
easat-5983	42	1	this	this	DET
easat-5983	42	2	work	work	NOUN
easat-5983	42	3	aims	aim	VERB
easat-5983	42	4	to	to	PART
easat-5983	42	5	develop	develop	VERB
easat-5983	42	6	an	an	DET
easat-5983	42	7	intelligent	intelligent	ADJ
easat-5983	42	8	system	system	NOUN
easat-5983	42	9	that	that	PRON
easat-5983	42	10	uses	use	VERB
easat-5983	42	11	bert	bert	NOUN
easat-5983	42	12	and	and	CCONJ
easat-5983	42	13	siamese	siamese	ADJ
easat-5983	42	14	bilstm	bilstm	NOUN
easat-5983	42	15	to	to	PART
easat-5983	42	16	accurately	accurately	ADV
easat-5983	42	17	classify	classify	VERB
easat-5983	42	18	and	and	CCONJ
easat-5983	42	19	respond	respond	VERB
easat-5983	42	20	to	to	ADP
easat-5983	42	21	college	college	NOUN
easat-5983	42	22	admission	admission	NOUN
easat-5983	42	23	queries	query	NOUN
easat-5983	42	24	,	,	PUNCT
easat-5983	42	25	thus	thus	ADV
easat-5983	42	26	improving	improve	VERB
easat-5983	42	27	response	response	NOUN
easat-5983	42	28	precision	precision	NOUN
easat-5983	42	29	,	,	PUNCT
easat-5983	42	30	scalability	scalability	NOUN
easat-5983	42	31	,	,	PUNCT
easat-5983	42	32	and	and	CCONJ
easat-5983	42	33	user	user	NOUN
easat-5983	42	34	experience	experience	NOUN
easat-5983	42	35	for	for	ADP
easat-5983	42	36	prospective	prospective	ADJ
easat-5983	42	37	students	student	NOUN
easat-5983	42	38	and	and	CCONJ
easat-5983	42	39	educational	educational	ADJ
easat-5983	42	40	institutions	institution	NOUN
easat-5983	42	41	.	.	PUNCT
easat-5983	43	1	the	the	DET
easat-5983	43	2	main	main	ADJ
easat-5983	43	3	contributions	contribution	NOUN
easat-5983	43	4	of	of	ADP
easat-5983	43	5	this	this	DET
easat-5983	43	6	work	work	NOUN
easat-5983	43	7	are	be	AUX
easat-5983	43	8	:	:	PUNCT
easat-5983	43	9	•	•	NUM
easat-5983	43	10	bert	bert	PROPN
easat-5983	43	11	was	be	AUX
easat-5983	43	12	used	use	VERB
easat-5983	43	13	to	to	PART
easat-5983	43	14	generate	generate	VERB
easat-5983	43	15	contextual	contextual	ADJ
easat-5983	43	16	word	word	NOUN
easat-5983	43	17	embeddings	embedding	NOUN
easat-5983	43	18	and	and	CCONJ
easat-5983	43	19	siamese	siamese	ADJ
easat-5983	43	20	bilstm	bilstm	NOUN
easat-5983	43	21	for	for	ADP
easat-5983	43	22	improving	improve	VERB
easat-5983	43	23	question	question	NOUN
easat-5983	43	24	classification	classification	NOUN
easat-5983	43	25	with	with	ADP
easat-5983	43	26	accuracy	accuracy	NOUN
easat-5983	43	27	and	and	CCONJ
easat-5983	43	28	similarity	similarity	NOUN
easat-5983	43	29	matching	match	VERB
easat-5983	43	30	toward	toward	ADP
easat-5983	43	31	perfect	perfect	ADJ
easat-5983	43	32	understanding	understanding	NOUN
easat-5983	43	33	and	and	CCONJ
easat-5983	43	34	resolution	resolution	NOUN
easat-5983	43	35	of	of	ADP
easat-5983	43	36	complex	complex	ADJ
easat-5983	43	37	queries	query	NOUN
easat-5983	43	38	over	over	ADP
easat-5983	43	39	college	college	NOUN
easat-5983	43	40	admission	admission	NOUN
easat-5983	43	41	.	.	PUNCT
easat-5983	44	1	•	•	NUM
easat-5983	44	2	the	the	DET
easat-5983	44	3	proposed	propose	VERB
easat-5983	44	4	system	system	NOUN
easat-5983	44	5	highly	highly	ADV
easat-5983	44	6	improves	improve	VERB
easat-5983	44	7	the	the	DET
easat-5983	44	8	accuracy	accuracy	NOUN
easat-5983	44	9	and	and	CCONJ
easat-5983	44	10	relevance	relevance	NOUN
easat-5983	44	11	of	of	ADP
easat-5983	44	12	query	query	NOUN
easat-5983	44	13	responses	response	NOUN
easat-5983	44	14	as	as	ADP
easat-5983	44	15	compared	compare	VERB
easat-5983	44	16	to	to	ADP
easat-5983	44	17	existing	exist	VERB
easat-5983	44	18	keyword	keyword	NOUN
easat-5983	44	19	-	-	PUNCT
easat-5983	44	20	based	base	VERB
easat-5983	44	21	approaches	approach	NOUN
easat-5983	44	22	,	,	PUNCT
easat-5983	44	23	providing	provide	VERB
easat-5983	44	24	greater	great	ADJ
easat-5983	44	25	satisfaction	satisfaction	NOUN
easat-5983	44	26	in	in	ADP
easat-5983	44	27	decision	decision	NOUN
easat-5983	44	28	-	-	PUNCT
easat-5983	44	29	making	making	NOUN
easat-5983	44	30	for	for	ADP
easat-5983	44	31	prospective	prospective	ADJ
easat-5983	44	32	students	student	NOUN
easat-5983	44	33	.	.	PUNCT
easat-5983	45	1	•	•	NUM
easat-5983	45	2	the	the	DET
easat-5983	45	3	system	system	NOUN
easat-5983	45	4	provides	provide	VERB
easat-5983	45	5	a	a	DET
easat-5983	45	6	rich	rich	ADJ
easat-5983	45	7	and	and	CCONJ
easat-5983	45	8	extensible	extensible	ADJ
easat-5983	45	9	framework	framework	NOUN
easat-5983	45	10	to	to	PART
easat-5983	45	11	handle	handle	VERB
easat-5983	45	12	large	large	ADJ
easat-5983	45	13	volumes	volume	NOUN
easat-5983	45	14	of	of	ADP
easat-5983	45	15	diverse	diverse	ADJ
easat-5983	45	16	admission	admission	NOUN
easat-5983	45	17	-	-	PUNCT
easat-5983	45	18	related	relate	VERB
easat-5983	45	19	queries	query	NOUN
easat-5983	45	20	,	,	PUNCT
easat-5983	45	21	thus	thus	ADV
easat-5983	45	22	streamlining	streamline	VERB
easat-5983	45	23	communication	communication	NOUN
easat-5983	45	24	between	between	ADP
easat-5983	45	25	institutions	institution	NOUN
easat-5983	45	26	and	and	CCONJ
easat-5983	45	27	prospective	prospective	ADJ
easat-5983	45	28	students	student	NOUN
easat-5983	45	29	.	.	PUNCT
easat-5983	46	1	the	the	DET
easat-5983	46	2	research	research	NOUN
easat-5983	46	3	is	be	AUX
easat-5983	46	4	as	as	SCONJ
easat-5983	46	5	follows	follow	VERB
easat-5983	46	6	:	:	PUNCT
easat-5983	46	7	phase	phase	NOUN
easat-5983	46	8	2	2	NUM
easat-5983	46	9	covers	cover	VERB
easat-5983	46	10	the	the	DET
easat-5983	46	11	literature	literature	PROPN
easat-5983	46	12	review	review	NOUN
easat-5983	46	13	,	,	PUNCT
easat-5983	46	14	phase	phase	NOUN
easat-5983	46	15	3	3	NUM
easat-5983	46	16	focuses	focus	VERB
easat-5983	46	17	on	on	ADP
easat-5983	46	18	the	the	DET
easat-5983	46	19	proposed	propose	VERB
easat-5983	46	20	system	system	NOUN
easat-5983	46	21	design	design	NOUN
easat-5983	46	22	,	,	PUNCT
easat-5983	46	23	phase	phase	NOUN
easat-5983	46	24	4	4	NUM
easat-5983	46	25	presents	present	VERB
easat-5983	46	26	the	the	DET
easat-5983	46	27	performance	performance	NOUN
easat-5983	46	28	evaluation	evaluation	NOUN
easat-5983	46	29	and	and	CCONJ
easat-5983	46	30	discussion	discussion	NOUN
easat-5983	46	31	,	,	PUNCT
easat-5983	46	32	and	and	CCONJ
easat-5983	46	33	phase	phase	NOUN
easat-5983	46	34	5	5	NUM
easat-5983	46	35	includes	include	VERB
easat-5983	46	36	the	the	DET
easat-5983	46	37	conclusion	conclusion	NOUN
easat-5983	46	38	,	,	PUNCT
easat-5983	46	39	limitations	limitation	NOUN
easat-5983	46	40	,	,	PUNCT
easat-5983	46	41	and	and	CCONJ
easat-5983	46	42	future	future	ADJ
easat-5983	46	43	scope	scope	NOUN
easat-5983	46	44	.	.	PUNCT
easat-5983	47	1	2	2	X
easat-5983	47	2	.	.	X
easat-5983	47	3	literature	literature	NOUN
easat-5983	47	4	review	review	VERB
easat-5983	47	5	a	a	DET
easat-5983	47	6	new	new	ADJ
easat-5983	47	7	method	method	NOUN
easat-5983	47	8	for	for	ADP
easat-5983	47	9	knowledge	knowledge	NOUN
easat-5983	47	10	graph	graph	NOUN
easat-5983	47	11	question	question	NOUN
easat-5983	47	12	answering	answering	NOUN
easat-5983	47	13	(	(	PUNCT
easat-5983	47	14	kgqa	kgqa	PROPN
easat-5983	47	15	)	)	PUNCT
easat-5983	47	16	suggested	suggest	VERB
easat-5983	47	17	by	by	ADP
easat-5983	47	18	chong	chong	PROPN
easat-5983	47	19	,	,	PUNCT
easat-5983	47	20	et	et	PROPN
easat-5983	47	21	al	al	PROPN
easat-5983	47	22	.	.	PUNCT
easat-5983	48	1	[	[	X
easat-5983	48	2	11	11	NUM
easat-5983	48	3	]	]	PUNCT
easat-5983	48	4	was	be	AUX
easat-5983	48	5	that	that	SCONJ
easat-5983	48	6	sentence	sentence	NOUN
easat-5983	48	7	transformers	transformer	NOUN
easat-5983	48	8	use	use	VERB
easat-5983	48	9	transkgqa	transkgqa	PROPN
easat-5983	48	10	to	to	PART
easat-5983	48	11	improve	improve	VERB
easat-5983	48	12	contextual	contextual	ADJ
easat-5983	48	13	comprehension	comprehension	NOUN
easat-5983	48	14	and	and	CCONJ
easat-5983	48	15	flexibility	flexibility	NOUN
easat-5983	48	16	across	across	ADP
easat-5983	48	17	a	a	DET
easat-5983	48	18	range	range	NOUN
easat-5983	48	19	of	of	ADP
easat-5983	48	20	knowledge	knowledge	NOUN
easat-5983	48	21	areas	area	NOUN
easat-5983	48	22	.	.	PUNCT
easat-5983	49	1	with	with	ADP
easat-5983	49	2	an	an	DET
easat-5983	49	3	f1	f1	ADJ
easat-5983	49	4	score	score	NOUN
easat-5983	49	5	of	of	ADP
easat-5983	49	6	78	78	NUM
easat-5983	49	7	%	%	NOUN
easat-5983	49	8	,	,	PUNCT
easat-5983	49	9	question	question	NOUN
easat-5983	49	10	-	-	PUNCT
easat-5983	49	11	answer	answer	NOUN
easat-5983	49	12	pair	pair	NOUN
easat-5983	49	13	augmenting	augment	VERB
easat-5983	49	14	and	and	CCONJ
easat-5983	49	15	a	a	DET
easat-5983	49	16	threshold	threshold	NOUN
easat-5983	49	17	system	system	NOUN
easat-5983	49	18	was	be	AUX
easat-5983	49	19	used	use	VERB
easat-5983	49	20	to	to	PART
easat-5983	49	21	ensure	ensure	VERB
easat-5983	49	22	dependable	dependable	ADJ
easat-5983	49	23	answer	answer	NOUN
easat-5983	49	24	retrieval	retrieval	NOUN
easat-5983	49	25	,	,	PUNCT
easat-5983	49	26	aiding	aid	VERB
easat-5983	49	27	in	in	ADP
easat-5983	49	28	the	the	DET
easat-5983	49	29	creation	creation	NOUN
easat-5983	49	30	of	of	ADP
easat-5983	49	31	knowledge	knowledge	NOUN
easat-5983	49	32	graphs	graph	NOUN
easat-5983	49	33	and	and	CCONJ
easat-5983	49	34	automated	automate	VERB
easat-5983	49	35	running	running	NOUN
easat-5983	49	36	of	of	ADP
easat-5983	49	37	cypher	cypher	ADJ
easat-5983	49	38	queries	query	NOUN
easat-5983	49	39	.	.	PUNCT
easat-5983	50	1	the	the	DET
easat-5983	50	2	knowledge	knowledge	NOUN
easat-5983	50	3	-	-	PUNCT
easat-5983	50	4	infused	infuse	VERB
easat-5983	50	5	medical	medical	ADJ
easat-5983	50	6	abstractive	abstractive	ADJ
easat-5983	50	7	generator	generator	NOUN
easat-5983	50	8	(	(	PUNCT
easat-5983	50	9	ki	ki	PROPN
easat-5983	50	10	-	-	PUNCT
easat-5983	50	11	mag	mag	NOUN
easat-5983	50	12	)	)	PUNCT
easat-5983	50	13	was	be	AUX
easat-5983	50	14	an	an	DET
easat-5983	50	15	innovative	innovative	ADJ
easat-5983	50	16	knowledge	knowledge	NOUN
easat-5983	50	17	-	-	PUNCT
easat-5983	50	18	infused	infuse	VERB
easat-5983	50	19	abstractive	abstractive	ADJ
easat-5983	50	20	query	query	NOUN
easat-5983	50	21	answering	answer	VERB
easat-5983	50	22	system	system	NOUN
easat-5983	50	23	designed	design	VERB
easat-5983	50	24	especially	especially	ADV
easat-5983	50	25	for	for	ADP
easat-5983	50	26	the	the	DET
easat-5983	50	27	medical	medical	ADJ
easat-5983	50	28	industry	industry	NOUN
easat-5983	50	29	approach	approach	NOUN
easat-5983	50	30	[	[	X
easat-5983	50	31	12	12	NUM
easat-5983	50	32	]	]	PUNCT
easat-5983	50	33	.	.	PUNCT
easat-5983	51	1	accuracy	accuracy	NOUN
easat-5983	51	2	and	and	CCONJ
easat-5983	51	3	dependability	dependability	NOUN
easat-5983	51	4	in	in	ADP
easat-5983	51	5	safety	safety	NOUN
easat-5983	51	6	-	-	PUNCT
easat-5983	51	7	critical	critical	ADJ
easat-5983	51	8	medical	medical	ADJ
easat-5983	51	9	settings	setting	NOUN
easat-5983	51	10	was	be	AUX
easat-5983	51	11	enhanced	enhance	VERB
easat-5983	51	12	and	and	CCONJ
easat-5983	51	13	abstractive	abstractive	ADJ
easat-5983	51	14	qa	qa	PROPN
easat-5983	51	15	's	's	PART
easat-5983	51	16	drawbacks	drawback	NOUN
easat-5983	51	17	,	,	PUNCT
easat-5983	51	18	including	include	VERB
easat-5983	51	19	large	large	ADJ
easat-5983	51	20	training	training	NOUN
easat-5983	51	21	data	datum	NOUN
easat-5983	51	22	sets	set	NOUN
easat-5983	51	23	and	and	CCONJ
easat-5983	51	24	inaccurate	inaccurate	ADJ
easat-5983	51	25	entities	entity	NOUN
easat-5983	51	26	were	be	AUX
easat-5983	51	27	tackled	tackle	VERB
easat-5983	51	28	.	.	PUNCT
easat-5983	52	1	the	the	DET
easat-5983	52	2	objective	objective	NOUN
easat-5983	52	3	of	of	ADP
easat-5983	52	4	community	community	NOUN
easat-5983	52	5	question	question	NOUN
easat-5983	52	6	-	-	PUNCT
easat-5983	52	7	answering	answer	VERB
easat-5983	52	8	(	(	PUNCT
easat-5983	52	9	cqa	cqa	ADJ
easat-5983	52	10	)	)	PUNCT
easat-5983	52	11	forums	forum	NOUN
easat-5983	52	12	was	be	AUX
easat-5983	52	13	to	to	PART
easat-5983	52	14	respond	respond	VERB
easat-5983	52	15	to	to	ADP
easat-5983	52	16	users	user	NOUN
easat-5983	52	17	'	'	PART
easat-5983	52	18	inquiries	inquiry	NOUN
easat-5983	52	19	in	in	ADP
easat-5983	52	20	a	a	DET
easat-5983	52	21	timely	timely	ADJ
easat-5983	52	22	and	and	CCONJ
easat-5983	52	23	appropriate	appropriate	ADJ
easat-5983	52	24	manner	manner	NOUN
easat-5983	52	25	[	[	X
easat-5983	52	26	13	13	NUM
easat-5983	52	27	]	]	PUNCT
easat-5983	52	28	.	.	PUNCT
easat-5983	53	1	bridging	bridge	VERB
easat-5983	53	2	the	the	DET
easat-5983	53	3	lexical	lexical	ADJ
easat-5983	53	4	gap	gap	NOUN
easat-5983	53	5	between	between	ADP
easat-5983	53	6	inquiries	inquiry	NOUN
easat-5983	53	7	could	could	AUX
easat-5983	53	8	be	be	AUX
easat-5983	53	9	challenging	challenge	VERB
easat-5983	53	10	.	.	PUNCT
easat-5983	54	1	the	the	DET
easat-5983	54	2	translation	translation	NOUN
easat-5983	54	3	-	-	PUNCT
easat-5983	54	4	based	base	VERB
easat-5983	54	5	language	language	NOUN
easat-5983	54	6	method	method	NOUN
easat-5983	54	7	that	that	PRON
easat-5983	54	8	employs	employ	VERB
easat-5983	54	9	transformer	transformer	NOUN
easat-5983	54	10	-	-	PUNCT
easat-5983	54	11	based	base	VERB
easat-5983	54	12	264	264	NUM
easat-5983	54	13	edelweiss	edelweiss	PROPN
easat-5983	54	14	applied	apply	VERB
easat-5983	54	15	science	science	NOUN
easat-5983	54	16	and	and	CCONJ
easat-5983	54	17	technology	technology	NOUN
easat-5983	54	18	issn	issn	PROPN
easat-5983	54	19	:	:	PUNCT
easat-5983	54	20	2576	2576	NUM
easat-5983	54	21	-	-	SYM
easat-5983	54	22	8484	8484	NUM
easat-5983	54	23	vol	vol	NOUN
easat-5983	54	24	.	.	PROPN
easat-5983	55	1	9	9	NUM
easat-5983	55	2	,	,	PUNCT
easat-5983	55	3	no	no	INTJ
easat-5983	55	4	.	.	NOUN
easat-5983	55	5	4	4	NUM
easat-5983	55	6	:	:	PUNCT
easat-5983	55	7	262	262	NUM
easat-5983	55	8	-	-	SYM
easat-5983	55	9	275	275	NUM
easat-5983	55	10	,	,	PUNCT
easat-5983	55	11	2025	2025	NUM
easat-5983	55	12	doi	doi	NOUN
easat-5983	55	13	:	:	PUNCT
easat-5983	55	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	55	15	©	©	PROPN
easat-5983	55	16	2025	2025	NUM
easat-5983	55	17	by	by	ADP
easat-5983	55	18	the	the	DET
easat-5983	55	19	authors	author	NOUN
easat-5983	55	20	;	;	PUNCT
easat-5983	55	21	licensee	licensee	PROPN
easat-5983	55	22	learning	learn	VERB
easat-5983	55	23	gate	gate	NOUN
easat-5983	55	24	methods	method	NOUN
easat-5983	55	25	and	and	CCONJ
easat-5983	55	26	metadata	metadata	NOUN
easat-5983	55	27	was	be	AUX
easat-5983	55	28	enhanced	enhance	VERB
easat-5983	55	29	.	.	PUNCT
easat-5983	56	1	the	the	DET
easat-5983	56	2	suggested	suggest	VERB
easat-5983	56	3	strategy	strategy	NOUN
easat-5983	56	4	outperformed	outperform	VERB
easat-5983	56	5	all	all	DET
easat-5983	56	6	state	state	NOUN
easat-5983	56	7	-	-	PUNCT
easat-5983	56	8	of	of	ADP
easat-5983	56	9	-	-	PUNCT
easat-5983	56	10	the	the	DET
easat-5983	56	11	-	-	PUNCT
easat-5983	56	12	art	art	NOUN
easat-5983	56	13	techniques	technique	NOUN
easat-5983	56	14	in	in	ADP
easat-5983	56	15	question	question	NOUN
easat-5983	56	16	retrieval	retrieval	NOUN
easat-5983	56	17	,	,	PUNCT
easat-5983	56	18	achieving	achieve	VERB
easat-5983	56	19	51.47	51.47	NUM
easat-5983	56	20	in	in	ADP
easat-5983	56	21	terms	term	NOUN
easat-5983	56	22	of	of	ADP
easat-5983	56	23	mean	mean	ADJ
easat-5983	56	24	average	average	ADJ
easat-5983	56	25	precision	precision	NOUN
easat-5983	56	26	(	(	PUNCT
easat-5983	56	27	map	map	NOUN
easat-5983	56	28	)	)	PUNCT
easat-5983	56	29	.	.	PUNCT
easat-5983	57	1	to	to	PART
easat-5983	57	2	address	address	VERB
easat-5983	57	3	multi	multi	ADJ
easat-5983	57	4	-	-	ADJ
easat-5983	57	5	hop	hop	ADJ
easat-5983	57	6	query	query	NOUN
easat-5983	57	7	-	-	PUNCT
easat-5983	57	8	resolving	resolve	VERB
easat-5983	57	9	issues	issue	NOUN
easat-5983	57	10	,	,	PUNCT
easat-5983	57	11	an	an	DET
easat-5983	57	12	experimental	experimental	ADJ
easat-5983	57	13	design	design	NOUN
easat-5983	57	14	known	know	VERB
easat-5983	57	15	as	as	ADP
easat-5983	57	16	the	the	DET
easat-5983	57	17	dependent	dependent	ADJ
easat-5983	57	18	syntactic	syntactic	ADJ
easat-5983	57	19	-	-	PUNCT
easat-5983	57	20	semantic	semantic	ADJ
easat-5983	57	21	augmented	augment	VERB
easat-5983	57	22	graph	graph	NOUN
easat-5983	57	23	network	network	NOUN
easat-5983	57	24	(	(	PUNCT
easat-5983	57	25	dssagn	dssagn	PROPN
easat-5983	57	26	)	)	PUNCT
easat-5983	57	27	was	be	AUX
easat-5983	57	28	developed	develop	VERB
easat-5983	57	29	[	[	X
easat-5983	57	30	14	14	NUM
easat-5983	57	31	]	]	PUNCT
easat-5983	57	32	.	.	PUNCT
easat-5983	58	1	in	in	ADP
easat-5983	58	2	contrast	contrast	NOUN
easat-5983	58	3	to	to	ADP
easat-5983	58	4	earlier	early	ADJ
easat-5983	58	5	models	model	NOUN
easat-5983	58	6	,	,	PUNCT
easat-5983	58	7	scalability	scalability	NOUN
easat-5983	58	8	,	,	PUNCT
easat-5983	58	9	interpretability	interpretability	NOUN
easat-5983	58	10	,	,	PUNCT
easat-5983	58	11	and	and	CCONJ
easat-5983	58	12	accuracy	accuracy	NOUN
easat-5983	58	13	were	be	AUX
easat-5983	58	14	provided	provide	VERB
easat-5983	58	15	by	by	ADP
easat-5983	58	16	utilizing	utilize	VERB
easat-5983	58	17	syntactic	syntactic	ADJ
easat-5983	58	18	patterns	pattern	NOUN
easat-5983	58	19	and	and	CCONJ
easat-5983	58	20	semantic	semantic	ADJ
easat-5983	58	21	linkages	linkage	NOUN
easat-5983	58	22	found	find	VERB
easat-5983	58	23	in	in	ADP
easat-5983	58	24	knowledge	knowledge	NOUN
easat-5983	58	25	networks	network	NOUN
easat-5983	58	26	.	.	PUNCT
easat-5983	59	1	multimodal	multimodal	NOUN
easat-5983	59	2	question	question	NOUN
easat-5983	59	3	answering	answering	NOUN
easat-5983	59	4	(	(	PUNCT
easat-5983	59	5	mmqa	mmqa	NOUN
easat-5983	59	6	)	)	PUNCT
easat-5983	59	7	was	be	AUX
easat-5983	59	8	a	a	DET
easat-5983	59	9	difficult	difficult	ADJ
easat-5983	59	10	problem	problem	NOUN
easat-5983	59	11	that	that	PRON
easat-5983	59	12	combines	combine	VERB
easat-5983	59	13	computer	computer	NOUN
easat-5983	59	14	vision	vision	NOUN
easat-5983	59	15	and	and	CCONJ
easat-5983	59	16	the	the	DET
easat-5983	59	17	processing	processing	NOUN
easat-5983	59	18	of	of	ADP
easat-5983	59	19	natural	natural	ADJ
easat-5983	59	20	languages	language	NOUN
easat-5983	59	21	has	have	AUX
easat-5983	59	22	been	be	AUX
easat-5983	59	23	suggested	suggest	VERB
easat-5983	59	24	[	[	X
easat-5983	59	25	15	15	NUM
easat-5983	59	26	]	]	PUNCT
easat-5983	59	27	.	.	PUNCT
easat-5983	60	1	although	although	SCONJ
easat-5983	60	2	text	text	NOUN
easat-5983	60	3	-	-	PUNCT
easat-5983	60	4	based	base	VERB
easat-5983	60	5	methods	method	NOUN
easat-5983	60	6	had	have	AUX
easat-5983	60	7	shown	show	VERB
easat-5983	60	8	promise	promise	NOUN
easat-5983	60	9	,	,	PUNCT
easat-5983	60	10	the	the	DET
easat-5983	60	11	outcomes	outcome	NOUN
easat-5983	60	12	had	have	AUX
easat-5983	60	13	been	be	AUX
easat-5983	60	14	disappointing	disappointing	ADJ
easat-5983	60	15	.	.	PUNCT
easat-5983	61	1	cutting	cut	VERB
easat-5983	61	2	-	-	PUNCT
easat-5983	61	3	edge	edge	NOUN
easat-5983	61	4	methods	method	NOUN
easat-5983	61	5	was	be	AUX
easat-5983	61	6	used	use	VERB
easat-5983	61	7	for	for	ADP
easat-5983	61	8	answer	answer	NOUN
easat-5983	61	9	creation	creation	NOUN
easat-5983	61	10	,	,	PUNCT
easat-5983	61	11	context	context	NOUN
easat-5983	61	12	retrieving	retrieving	NOUN
easat-5983	61	13	,	,	PUNCT
easat-5983	61	14	and	and	CCONJ
easat-5983	61	15	unified	unified	ADJ
easat-5983	61	16	knowledge	knowledge	NOUN
easat-5983	61	17	representation	representation	NOUN
easat-5983	61	18	.	.	PUNCT
easat-5983	62	1	the	the	DET
easat-5983	62	2	stanford	stanford	PROPN
easat-5983	62	3	question	question	NOUN
easat-5983	62	4	answering	answer	VERB
easat-5983	62	5	database	database	NOUN
easat-5983	62	6	benchmark	benchmark	NOUN
easat-5983	62	7	data	datum	NOUN
easat-5983	62	8	and	and	CCONJ
easat-5983	62	9	distilbert	distilbert	PROPN
easat-5983	62	10	were	be	AUX
easat-5983	62	11	used	use	VERB
easat-5983	62	12	by	by	ADP
easat-5983	62	13	farea	farea	ADJ
easat-5983	62	14	and	and	CCONJ
easat-5983	62	15	emmert	emmert	NOUN
easat-5983	62	16	-	-	PUNCT
easat-5983	62	17	streib	streib	PROPN
easat-5983	63	1	[	[	X
easat-5983	63	2	16	16	NUM
easat-5983	63	3	]	]	PUNCT
easat-5983	63	4	to	to	PART
easat-5983	63	5	assess	assess	VERB
easat-5983	63	6	extractive	extractive	ADJ
easat-5983	63	7	question	question	NOUN
easat-5983	63	8	-	-	PUNCT
easat-5983	63	9	answering	answer	VERB
easat-5983	63	10	(	(	PUNCT
easat-5983	63	11	eqa	eqa	NOUN
easat-5983	63	12	)	)	PUNCT
easat-5983	63	13	algorithms	algorithm	NOUN
easat-5983	63	14	.	.	PUNCT
easat-5983	64	1	the	the	DET
easat-5983	64	2	way	way	NOUN
easat-5983	64	3	answer	answer	NOUN
easat-5983	64	4	length	length	NOUN
easat-5983	64	5	affects	affect	VERB
easat-5983	64	6	performance	performance	NOUN
easat-5983	64	7	,	,	PUNCT
easat-5983	64	8	how	how	SCONJ
easat-5983	64	9	exact	exact	ADJ
easat-5983	64	10	match	match	NOUN
easat-5983	64	11	metrics	metric	NOUN
easat-5983	64	12	vary	vary	VERB
easat-5983	64	13	,	,	PUNCT
easat-5983	64	14	and	and	CCONJ
easat-5983	64	15	how	how	SCONJ
easat-5983	64	16	useful	useful	ADJ
easat-5983	64	17	various	various	ADJ
easat-5983	64	18	definitions	definition	NOUN
easat-5983	64	19	were	be	AUX
easat-5983	64	20	in	in	ADP
easat-5983	64	21	real	real	ADJ
easat-5983	64	22	-	-	PUNCT
easat-5983	64	23	world	world	NOUN
easat-5983	64	24	situations	situation	NOUN
easat-5983	64	25	have	have	AUX
easat-5983	64	26	been	be	AUX
easat-5983	64	27	examined	examine	VERB
easat-5983	64	28	.	.	PUNCT
easat-5983	65	1	the	the	DET
easat-5983	65	2	findings	finding	NOUN
easat-5983	65	3	raise	raise	VERB
easat-5983	65	4	questions	question	NOUN
easat-5983	65	5	regarding	regard	VERB
easat-5983	65	6	the	the	DET
easat-5983	65	7	reliability	reliability	NOUN
easat-5983	65	8	of	of	ADP
easat-5983	65	9	reported	report	VERB
easat-5983	65	10	results	result	NOUN
easat-5983	65	11	because	because	SCONJ
easat-5983	65	12	the	the	DET
easat-5983	65	13	findings	finding	NOUN
easat-5983	65	14	demonstrate	demonstrate	VERB
easat-5983	65	15	that	that	SCONJ
easat-5983	65	16	variations	variation	NOUN
easat-5983	65	17	among	among	ADP
easat-5983	65	18	several	several	ADJ
easat-5983	65	19	exact	exact	ADJ
easat-5983	65	20	match	match	NOUN
easat-5983	65	21	measurements	measurement	NOUN
easat-5983	65	22	were	be	AUX
easat-5983	65	23	comparable	comparable	ADJ
easat-5983	65	24	to	to	ADP
easat-5983	65	25	those	those	PRON
easat-5983	65	26	reported	report	VERB
easat-5983	65	27	in	in	ADP
easat-5983	65	28	the	the	DET
easat-5983	65	29	literature	literature	NOUN
easat-5983	65	30	.	.	PUNCT
easat-5983	66	1	the	the	DET
easat-5983	66	2	use	use	NOUN
easat-5983	66	3	of	of	ADP
easat-5983	66	4	large	large	ADJ
easat-5983	66	5	vision	vision	NOUN
easat-5983	66	6	-	-	PUNCT
easat-5983	66	7	language	language	NOUN
easat-5983	66	8	models	model	NOUN
easat-5983	66	9	(	(	PUNCT
easat-5983	66	10	lvlms	lvlm	NOUN
easat-5983	66	11	)	)	PUNCT
easat-5983	66	12	and	and	CCONJ
easat-5983	66	13	large	large	ADJ
easat-5983	66	14	language	language	NOUN
easat-5983	66	15	models	model	NOUN
easat-5983	66	16	(	(	PUNCT
easat-5983	66	17	llms	llm	NOUN
easat-5983	66	18	)	)	PUNCT
easat-5983	66	19	in	in	ADP
easat-5983	66	20	remote	remote	ADJ
easat-5983	66	21	sensing	sense	VERB
easat-5983	66	22	image	image	NOUN
easat-5983	66	23	processing	processing	NOUN
easat-5983	66	24	was	be	AUX
easat-5983	66	25	examined	examine	VERB
easat-5983	66	26	by	by	ADP
easat-5983	66	27	bazi	bazi	NOUN
easat-5983	66	28	,	,	PUNCT
easat-5983	66	29	et	et	PROPN
easat-5983	66	30	al	al	PROPN
easat-5983	66	31	.	.	PUNCT
easat-5983	67	1	[	[	X
easat-5983	67	2	17	17	NUM
easat-5983	67	3	]	]	PUNCT
easat-5983	67	4	with	with	ADP
easat-5983	67	5	a	a	DET
easat-5983	67	6	focus	focus	NOUN
easat-5983	67	7	on	on	ADP
easat-5983	67	8	query	query	NOUN
easat-5983	67	9	resolving	resolving	NOUN
easat-5983	67	10	and	and	CCONJ
easat-5983	67	11	image	image	NOUN
easat-5983	67	12	captioning	captioning	NOUN
easat-5983	67	13	.	.	PUNCT
easat-5983	68	1	the	the	DET
easat-5983	68	2	efficacy	efficacy	NOUN
easat-5983	68	3	of	of	ADP
easat-5983	68	4	the	the	DET
easat-5983	68	5	large	large	ADJ
easat-5983	68	6	language	language	NOUN
easat-5983	68	7	and	and	CCONJ
easat-5983	68	8	vision	vision	NOUN
easat-5983	68	9	assistant	assistant	NOUN
easat-5983	68	10	technology	technology	NOUN
easat-5983	68	11	in	in	ADP
easat-5983	68	12	remote	remote	ADJ
easat-5983	68	13	sensing	sensing	NOUN
easat-5983	68	14	(	(	PUNCT
easat-5983	68	15	rs	rs	NOUN
easat-5983	68	16	)	)	PUNCT
easat-5983	68	17	image	image	NOUN
easat-5983	68	18	analysis	analysis	NOUN
easat-5983	68	19	was	be	AUX
easat-5983	68	20	demonstrated	demonstrate	VERB
easat-5983	68	21	by	by	ADP
easat-5983	68	22	introducing	introduce	VERB
easat-5983	68	23	an	an	DET
easat-5983	68	24	enhanced	enhanced	ADJ
easat-5983	68	25	version	version	NOUN
easat-5983	68	26	of	of	ADP
easat-5983	68	27	the	the	DET
easat-5983	68	28	model	model	NOUN
easat-5983	68	29	.	.	PUNCT
easat-5983	69	1	the	the	DET
easat-5983	69	2	fine	fine	ADV
easat-5983	69	3	-	-	PUNCT
easat-5983	69	4	grained	grain	VERB
easat-5983	69	5	question	question	NOUN
easat-5983	69	6	subjectivity	subjectivity	NOUN
easat-5983	69	7	dataset	dataset	NOUN
easat-5983	69	8	(	(	PUNCT
easat-5983	69	9	fqsd	fqsd	ADJ
easat-5983	69	10	)	)	PUNCT
easat-5983	69	11	addressed	address	VERB
easat-5983	69	12	the	the	DET
easat-5983	69	13	gaps	gap	NOUN
easat-5983	69	14	examined	examine	VERB
easat-5983	69	15	in	in	ADP
easat-5983	69	16	babaali	babaali	NOUN
easat-5983	69	17	,	,	PUNCT
easat-5983	69	18	et	et	PROPN
easat-5983	69	19	al	al	PROPN
easat-5983	69	20	.	.	PUNCT
easat-5983	70	1	[	[	X
easat-5983	70	2	18	18	NUM
easat-5983	70	3	]	]	PUNCT
easat-5983	70	4	in	in	ADP
easat-5983	70	5	automatic	automatic	ADJ
easat-5983	70	6	subjective	subjective	ADJ
easat-5983	70	7	question	question	NOUN
easat-5983	70	8	answering	answering	NOUN
easat-5983	70	9	(	(	PUNCT
easat-5983	70	10	asqa	asqa	ADJ
easat-5983	70	11	)	)	PUNCT
easat-5983	70	12	technologies	technology	NOUN
easat-5983	70	13	,	,	PUNCT
easat-5983	70	14	providing	provide	VERB
easat-5983	70	15	a	a	DET
easat-5983	70	16	comprehensive	comprehensive	ADJ
easat-5983	70	17	dataset	dataset	NOUN
easat-5983	70	18	for	for	ADP
easat-5983	70	19	question	question	NOUN
easat-5983	70	20	subjectivity	subjectivity	NOUN
easat-5983	70	21	classification	classification	NOUN
easat-5983	70	22	.	.	PUNCT
easat-5983	71	1	the	the	DET
easat-5983	71	2	10,000	10,000	NUM
easat-5983	71	3	-	-	PUNCT
easat-5983	71	4	question	question	NOUN
easat-5983	71	5	dataset	dataset	NOUN
easat-5983	71	6	provided	provide	VERB
easat-5983	71	7	further	further	ADJ
easat-5983	71	8	classifications	classification	NOUN
easat-5983	71	9	and	and	CCONJ
easat-5983	71	10	separated	separate	VERB
easat-5983	71	11	subjective	subjective	ADJ
easat-5983	71	12	and	and	CCONJ
easat-5983	71	13	objective	objective	ADJ
easat-5983	71	14	questions	question	NOUN
easat-5983	71	15	.	.	PUNCT
easat-5983	72	1	it	it	PRON
easat-5983	72	2	was	be	AUX
easat-5983	72	3	remarkable	remarkable	ADJ
easat-5983	72	4	that	that	SCONJ
easat-5983	72	5	a	a	DET
easat-5983	72	6	97	97	NUM
easat-5983	72	7	%	%	NOUN
easat-5983	72	8	f1	f1	NOUN
easat-5983	72	9	-	-	PUNCT
easat-5983	72	10	score	score	NOUN
easat-5983	72	11	validated	validate	VERB
easat-5983	72	12	the	the	DET
easat-5983	72	13	dataset	dataset	NOUN
easat-5983	72	14	's	's	PART
easat-5983	72	15	effectiveness	effectiveness	NOUN
easat-5983	72	16	for	for	ADP
easat-5983	72	17	the	the	DET
easat-5983	72	18	complex	complex	ADJ
easat-5983	72	19	subjectivity	subjectivity	NOUN
easat-5983	72	20	categorization	categorization	NOUN
easat-5983	72	21	task	task	NOUN
easat-5983	72	22	.	.	PUNCT
easat-5983	73	1	the	the	DET
easat-5983	73	2	medical	medical	ADJ
easat-5983	73	3	visual	visual	ADJ
easat-5983	73	4	question	question	NOUN
easat-5983	73	5	answering	answer	VERB
easat-5983	73	6	(	(	PUNCT
easat-5983	73	7	vqa	vqa	ADJ
easat-5983	73	8	)	)	PUNCT
easat-5983	73	9	assignment	assignment	NOUN
easat-5983	73	10	required	require	VERB
easat-5983	73	11	reasoning	reasoning	NOUN
easat-5983	73	12	using	use	VERB
easat-5983	73	13	both	both	CCONJ
easat-5983	73	14	visual	visual	ADJ
easat-5983	73	15	and	and	CCONJ
easat-5983	73	16	written	write	VERB
easat-5983	73	17	information	information	NOUN
easat-5983	73	18	approaches	approach	NOUN
easat-5983	73	19	[	[	X
easat-5983	73	20	19	19	NUM
easat-5983	73	21	]	]	PUNCT
easat-5983	73	22	.	.	PUNCT
easat-5983	74	1	a	a	DET
easat-5983	74	2	new	new	ADJ
easat-5983	74	3	method	method	NOUN
easat-5983	74	4	using	use	VERB
easat-5983	74	5	cross	cross	ADJ
easat-5983	74	6	-	-	ADJ
easat-5983	74	7	modal	modal	ADJ
easat-5983	74	8	pre	pre	NOUN
easat-5983	74	9	-	-	NOUN
easat-5983	74	10	training	training	NOUN
easat-5983	74	11	with	with	ADP
easat-5983	74	12	multiple	multiple	ADJ
easat-5983	74	13	objectives	objective	NOUN
easat-5983	74	14	(	(	PUNCT
easat-5983	74	15	cmmo	cmmo	NOUN
easat-5983	74	16	)	)	PUNCT
easat-5983	74	17	was	be	AUX
easat-5983	74	18	introduced	introduce	VERB
easat-5983	74	19	,	,	PUNCT
easat-5983	74	20	leveraging	leverage	VERB
easat-5983	74	21	datasets	dataset	NOUN
easat-5983	74	22	of	of	ADP
easat-5983	74	23	public	public	ADJ
easat-5983	74	24	medical	medical	ADJ
easat-5983	74	25	images	image	NOUN
easat-5983	74	26	with	with	ADP
easat-5983	74	27	captions	caption	NOUN
easat-5983	74	28	.	.	PUNCT
easat-5983	75	1	experimental	experimental	ADJ
easat-5983	75	2	results	result	NOUN
easat-5983	75	3	show	show	VERB
easat-5983	75	4	improvements	improvement	NOUN
easat-5983	75	5	of	of	ADP
easat-5983	75	6	2.6	2.6	NUM
easat-5983	75	7	%	%	NOUN
easat-5983	75	8	,	,	PUNCT
easat-5983	75	9	0.9	0.9	NUM
easat-5983	75	10	%	%	NOUN
easat-5983	75	11	,	,	PUNCT
easat-5983	75	12	and	and	CCONJ
easat-5983	75	13	4.0	4.0	NUM
easat-5983	75	14	%	%	NOUN
easat-5983	75	15	on	on	ADP
easat-5983	75	16	three	three	NUM
easat-5983	75	17	public	public	ADJ
easat-5983	75	18	medical	medical	ADJ
easat-5983	75	19	vqa	vqa	PROPN
easat-5983	75	20	datasets	dataset	NOUN
easat-5983	75	21	.	.	PUNCT
easat-5983	76	1	in	in	ADP
easat-5983	76	2	education	education	NOUN
easat-5983	76	3	,	,	PUNCT
easat-5983	76	4	question	question	NOUN
easat-5983	76	5	generation	generation	NOUN
easat-5983	76	6	(	(	PUNCT
easat-5983	76	7	qg	qg	PROPN
easat-5983	76	8	)	)	PUNCT
easat-5983	76	9	was	be	AUX
easat-5983	76	10	becoming	become	VERB
easat-5983	76	11	more	more	ADV
easat-5983	76	12	popular	popular	ADJ
easat-5983	76	13	as	as	ADP
easat-5983	76	14	a	a	DET
easat-5983	76	15	way	way	NOUN
easat-5983	76	16	to	to	PART
easat-5983	76	17	create	create	VERB
easat-5983	76	18	questions	question	NOUN
easat-5983	76	19	that	that	PRON
easat-5983	76	20	were	be	AUX
easat-5983	76	21	appropriate	appropriate	ADJ
easat-5983	76	22	in	in	ADP
easat-5983	76	23	complexity	complexity	NOUN
easat-5983	76	24	for	for	ADP
easat-5983	76	25	each	each	DET
easat-5983	76	26	learner	learner	NOUN
easat-5983	76	27	's	's	PART
easat-5983	76	28	reading	reading	NOUN
easat-5983	76	29	level	level	NOUN
easat-5983	76	30	[	[	X
easat-5983	76	31	20	20	NUM
easat-5983	76	32	]	]	PUNCT
easat-5983	76	33	.	.	PUNCT
easat-5983	77	1	considering	consider	VERB
easat-5983	77	2	item	item	NOUN
easat-5983	77	3	response	response	NOUN
easat-5983	77	4	theory	theory	NOUN
easat-5983	77	5	and	and	CCONJ
easat-5983	77	6	an	an	DET
easat-5983	77	7	adaptive	adaptive	ADJ
easat-5983	77	8	qg	qg	PROPN
easat-5983	77	9	structure	structure	NOUN
easat-5983	77	10	that	that	PRON
easat-5983	77	11	suggested	suggest	VERB
easat-5983	77	12	a	a	DET
easat-5983	77	13	technique	technique	NOUN
easat-5983	77	14	for	for	ADP
easat-5983	77	15	creating	create	VERB
easat-5983	77	16	question	question	NOUN
easat-5983	77	17	-	-	PUNCT
easat-5983	77	18	answer	answer	NOUN
easat-5983	77	19	pairings	pairing	NOUN
easat-5983	77	20	according	accord	VERB
easat-5983	77	21	to	to	ADP
easat-5983	77	22	difficulty	difficulty	NOUN
easat-5983	77	23	.	.	PUNCT
easat-5983	78	1	tests	test	NOUN
easat-5983	78	2	demonstrated	demonstrate	VERB
easat-5983	78	3	that	that	SCONJ
easat-5983	78	4	the	the	DET
easat-5983	78	5	suggested	suggest	VERB
easat-5983	78	6	approach	approach	NOUN
easat-5983	78	7	could	could	AUX
easat-5983	78	8	produce	produce	VERB
easat-5983	78	9	question	question	NOUN
easat-5983	78	10	-	-	PUNCT
easat-5983	78	11	answer	answer	NOUN
easat-5983	78	12	pairings	pairing	NOUN
easat-5983	78	13	that	that	PRON
easat-5983	78	14	were	be	AUX
easat-5983	78	15	appropriate	appropriate	ADJ
easat-5983	78	16	for	for	ADP
easat-5983	78	17	students	student	NOUN
easat-5983	78	18	'	'	PART
easat-5983	78	19	skill	skill	NOUN
easat-5983	78	20	levels	level	NOUN
easat-5983	78	21	.	.	PUNCT
easat-5983	79	1	to	to	PART
easat-5983	79	2	use	use	VERB
easat-5983	79	3	a	a	DET
easat-5983	79	4	randomized	randomized	ADJ
easat-5983	79	5	visual	visual	ADJ
easat-5983	79	6	question	question	NOUN
easat-5983	79	7	answering	answering	NOUN
easat-5983	79	8	(	(	PUNCT
easat-5983	79	9	vqa	vqa	ADJ
easat-5983	79	10	)	)	PUNCT
easat-5983	79	11	dataset	dataset	NOUN
easat-5983	79	12	was	be	AUX
easat-5983	79	13	used	use	VERB
easat-5983	79	14	to	to	PART
easat-5983	79	15	assess	assess	VERB
easat-5983	79	16	the	the	DET
easat-5983	79	17	resilience	resilience	NOUN
easat-5983	79	18	of	of	ADP
easat-5983	79	19	a	a	DET
easat-5983	79	20	cuttingedge	cuttingedge	ADJ
easat-5983	79	21	vqa	vqa	NOUN
easat-5983	79	22	model	model	NOUN
easat-5983	80	1	[	[	X
easat-5983	80	2	21	21	NUM
easat-5983	80	3	]	]	PUNCT
easat-5983	80	4	.	.	PUNCT
easat-5983	81	1	results	result	NOUN
easat-5983	81	2	indicate	indicate	VERB
easat-5983	81	3	that	that	SCONJ
easat-5983	81	4	the	the	DET
easat-5983	81	5	model	model	NOUN
easat-5983	81	6	had	have	VERB
easat-5983	81	7	trouble	trouble	NOUN
easat-5983	81	8	predicting	predict	VERB
easat-5983	81	9	"	"	PUNCT
easat-5983	81	10	unknown	unknown	ADJ
easat-5983	81	11	"	"	PUNCT
easat-5983	81	12	answers	answer	NOUN
easat-5983	81	13	or	or	CCONJ
easat-5983	81	14	giving	give	VERB
easat-5983	81	15	erroneous	erroneous	ADJ
easat-5983	81	16	results	result	NOUN
easat-5983	81	17	.	.	PUNCT
easat-5983	82	1	to	to	PART
easat-5983	82	2	tackle	tackle	VERB
easat-5983	82	3	that	that	DET
easat-5983	82	4	issue	issue	NOUN
easat-5983	82	5	,	,	PUNCT
easat-5983	82	6	cross	cross	ADJ
easat-5983	82	7	-	-	ADJ
easat-5983	82	8	modal	modal	ADJ
easat-5983	82	9	augmentation	augmentation	NOUN
easat-5983	82	10	(	(	PUNCT
easat-5983	82	11	cma	cma	NOUN
easat-5983	82	12	)	)	PUNCT
easat-5983	82	13	was	be	AUX
easat-5983	82	14	suggested	suggest	VERB
easat-5983	82	15	,	,	PUNCT
easat-5983	82	16	a	a	DET
easat-5983	82	17	multi	multi	ADJ
easat-5983	82	18	-	-	ADJ
easat-5983	82	19	modal	modal	ADJ
easat-5983	82	20	semantic	semantic	ADJ
easat-5983	82	21	augmentation	augmentation	NOUN
easat-5983	82	22	method	method	NOUN
easat-5983	82	23	that	that	PRON
easat-5983	82	24	was	be	AUX
easat-5983	82	25	independent	independent	ADJ
easat-5983	82	26	of	of	ADP
easat-5983	82	27	the	the	DET
easat-5983	82	28	model	model	NOUN
easat-5983	82	29	and	and	CCONJ
easat-5983	82	30	only	only	ADV
easat-5983	82	31	applies	apply	VERB
easat-5983	82	32	during	during	ADP
easat-5983	82	33	testing	testing	NOUN
easat-5983	82	34	.	.	PUNCT
easat-5983	83	1	pathology	pathology	NOUN
easat-5983	83	2	(	(	PUNCT
easat-5983	83	3	pathvqa	pathvqa	PROPN
easat-5983	83	4	)	)	PUNCT
easat-5983	83	5	was	be	AUX
easat-5983	83	6	a	a	DET
easat-5983	83	7	prospective	prospective	ADJ
easat-5983	83	8	medical	medical	ADJ
easat-5983	83	9	tool	tool	NOUN
easat-5983	83	10	that	that	PRON
easat-5983	83	11	relies	rely	VERB
easat-5983	83	12	on	on	ADP
easat-5983	83	13	language	language	NOUN
easat-5983	83	14	and	and	CCONJ
easat-5983	83	15	vision	vision	NOUN
easat-5983	83	16	interactions	interaction	NOUN
easat-5983	83	17	to	to	PART
easat-5983	83	18	respond	respond	VERB
easat-5983	83	19	to	to	ADP
easat-5983	83	20	approaches	approach	NOUN
easat-5983	83	21	[	[	X
easat-5983	83	22	22	22	NUM
easat-5983	83	23	]	]	PUNCT
easat-5983	83	24	.	.	PUNCT
easat-5983	84	1	current	current	ADJ
easat-5983	84	2	approaches	approach	NOUN
easat-5983	84	3	had	have	VERB
easat-5983	84	4	difficulty	difficulty	NOUN
easat-5983	84	5	interpreting	interpret	VERB
easat-5983	84	6	retrieved	retrieve	VERB
easat-5983	84	7	replies	reply	NOUN
easat-5983	84	8	and	and	CCONJ
easat-5983	84	9	capturing	capture	VERB
easat-5983	84	10	highand	highand	ADJ
easat-5983	84	11	low	low	ADJ
easat-5983	84	12	-	-	PUNCT
easat-5983	84	13	level	level	NOUN
easat-5983	84	14	interactions	interaction	NOUN
easat-5983	84	15	.	.	PUNCT
easat-5983	85	1	a	a	DET
easat-5983	85	2	vision	vision	NOUN
easat-5983	85	3	-	-	PUNCT
easat-5983	85	4	language	language	NOUN
easat-5983	85	5	transformer	transformer	NOUN
easat-5983	85	6	was	be	AUX
easat-5983	85	7	presented	present	VERB
easat-5983	85	8	to	to	PART
easat-5983	85	9	overcome	overcome	VERB
easat-5983	85	10	these	these	DET
easat-5983	85	11	constraints	constraint	NOUN
easat-5983	85	12	.	.	PUNCT
easat-5983	86	1	several	several	ADJ
easat-5983	86	2	variables	variable	NOUN
easat-5983	86	3	,	,	PUNCT
easat-5983	86	4	including	include	VERB
easat-5983	86	5	design	design	NOUN
easat-5983	86	6	,	,	PUNCT
easat-5983	86	7	data	datum	NOUN
easat-5983	86	8	,	,	PUNCT
easat-5983	86	9	parameters	parameter	NOUN
easat-5983	86	10	,	,	PUNCT
easat-5983	86	11	and	and	CCONJ
easat-5983	86	12	tasks	task	NOUN
easat-5983	86	13	,	,	PUNCT
easat-5983	86	14	affect	affect	VERB
easat-5983	86	15	how	how	SCONJ
easat-5983	86	16	well	well	ADV
easat-5983	86	17	natural	natural	ADJ
easat-5983	86	18	language	language	NOUN
easat-5983	86	19	processing	processing	NOUN
easat-5983	86	20	models	model	NOUN
easat-5983	86	21	perform	perform	VERB
easat-5983	86	22	suggested	suggest	VERB
easat-5983	86	23	[	[	X
easat-5983	86	24	23	23	NUM
easat-5983	86	25	]	]	PUNCT
easat-5983	86	26	.	.	PUNCT
easat-5983	87	1	by	by	ADP
easat-5983	87	2	offering	offer	VERB
easat-5983	87	3	a	a	DET
easat-5983	87	4	model	model	NOUN
easat-5983	87	5	for	for	ADP
easat-5983	87	6	multitasking	multitaske	VERB
easat-5983	87	7	that	that	PRON
easat-5983	87	8	generated	generate	VERB
easat-5983	87	9	a	a	DET
easat-5983	87	10	range	range	NOUN
easat-5983	87	11	of	of	ADP
easat-5983	87	12	reference	reference	NOUN
easat-5983	87	13	materials	material	NOUN
easat-5983	87	14	as	as	ADP
easat-5983	87	15	evidence	evidence	NOUN
easat-5983	87	16	for	for	ADP
easat-5983	87	17	yes	yes	INTJ
easat-5983	87	18	/	/	SYM
easat-5983	87	19	no	no	PRON
easat-5983	87	20	questions	question	NOUN
easat-5983	87	21	.	.	PUNCT
easat-5983	88	1	the	the	DET
easat-5983	88	2	approach	approach	NOUN
easat-5983	88	3	performed	perform	VERB
easat-5983	88	4	better	well	ADV
easat-5983	88	5	than	than	ADP
easat-5983	88	6	conventional	conventional	ADJ
easat-5983	88	7	training	training	NOUN
easat-5983	88	8	techniques	technique	NOUN
easat-5983	88	9	,	,	PUNCT
easat-5983	88	10	giving	give	VERB
easat-5983	88	11	users	user	NOUN
easat-5983	88	12	insightful	insightful	ADJ
easat-5983	88	13	information	information	NOUN
easat-5983	88	14	and	and	CCONJ
easat-5983	88	15	improving	improve	VERB
easat-5983	88	16	the	the	DET
easat-5983	88	17	user	user	NOUN
easat-5983	88	18	experience	experience	NOUN
easat-5983	88	19	.	.	PUNCT
easat-5983	89	1	the	the	DET
easat-5983	89	2	possibility	possibility	NOUN
easat-5983	89	3	that	that	SCONJ
easat-5983	89	4	general	general	ADJ
easat-5983	89	5	-	-	PUNCT
easat-5983	89	6	purpose	purpose	NOUN
easat-5983	89	7	pre	pre	VERB
easat-5983	89	8	-	-	ADJ
easat-5983	89	9	trained	train	VERB
easat-5983	89	10	language	language	NOUN
easat-5983	89	11	models	model	NOUN
easat-5983	89	12	(	(	PUNCT
easat-5983	89	13	plms	plm	NOUN
easat-5983	89	14	)	)	PUNCT
easat-5983	89	15	could	could	AUX
easat-5983	89	16	outperform	outperform	VERB
easat-5983	89	17	domain	domain	NOUN
easat-5983	89	18	-	-	PUNCT
easat-5983	89	19	particular	particular	ADJ
easat-5983	89	20	plms	plm	NOUN
easat-5983	89	21	without	without	ADP
easat-5983	89	22	requiring	require	VERB
easat-5983	89	23	expensive	expensive	ADJ
easat-5983	89	24	retraining	retraining	NOUN
easat-5983	89	25	was	be	AUX
easat-5983	89	26	investigated	investigate	VERB
easat-5983	89	27	[	[	X
easat-5983	89	28	24	24	NUM
easat-5983	89	29	]	]	PUNCT
easat-5983	89	30	.	.	PUNCT
easat-5983	90	1	the	the	DET
easat-5983	90	2	authors	author	NOUN
easat-5983	90	3	suggested	suggest	VERB
easat-5983	90	4	a	a	DET
easat-5983	90	5	self	self	NOUN
easat-5983	90	6	-	-	PUNCT
easat-5983	90	7	supervised	supervise	VERB
easat-5983	90	8	technique	technique	NOUN
easat-5983	90	9	for	for	ADP
easat-5983	90	10	training	train	VERB
easat-5983	90	11	a	a	DET
easat-5983	90	12	classification	classification	NOUN
easat-5983	90	13	algorithm	algorithm	NOUN
easat-5983	90	14	that	that	PRON
easat-5983	90	15	systematically	systematically	ADV
easat-5983	90	16	chooses	choose	VERB
easat-5983	90	17	the	the	DET
easat-5983	90	18	plm	plm	NOUN
easat-5983	90	19	most	most	ADV
easat-5983	90	20	likely	likely	ADJ
easat-5983	90	21	to	to	PART
easat-5983	90	22	provide	provide	VERB
easat-5983	90	23	the	the	DET
easat-5983	90	24	right	right	ADJ
easat-5983	90	25	answer	answer	NOUN
easat-5983	90	26	to	to	ADP
easat-5983	90	27	the	the	DET
easat-5983	90	28	query	query	NOUN
easat-5983	90	29	using	use	VERB
easat-5983	90	30	the	the	DET
easat-5983	90	31	biomedical	biomedical	ADJ
easat-5983	90	32	query	query	NOUN
easat-5983	90	33	answering	answer	VERB
easat-5983	90	34	task	task	NOUN
easat-5983	90	35	.	.	PUNCT
easat-5983	91	1	with	with	ADP
easat-5983	91	2	a	a	DET
easat-5983	91	3	14.2	14.2	NUM
easat-5983	91	4	%	%	NOUN
easat-5983	91	5	improvement	improvement	NOUN
easat-5983	91	6	with	with	ADP
easat-5983	91	7	larger	large	ADJ
easat-5983	91	8	models	model	NOUN
easat-5983	91	9	and	and	CCONJ
easat-5983	91	10	a	a	DET
easat-5983	91	11	16.7	16.7	NUM
easat-5983	91	12	%	%	NOUN
easat-5983	91	13	improvement	improvement	NOUN
easat-5983	91	14	with	with	ADP
easat-5983	91	15	lighter	light	ADJ
easat-5983	91	16	ones	one	NOUN
easat-5983	91	17	on	on	ADP
easat-5983	91	18	average	average	ADJ
easat-5983	91	19	.	.	PUNCT
easat-5983	91	20	natural	natural	ADJ
easat-5983	91	21	language	language	NOUN
easat-5983	91	22	processing	processing	NOUN
easat-5983	91	23	's	's	PART
easat-5983	91	24	open	open	ADJ
easat-5983	91	25	-	-	PUNCT
easat-5983	91	26	domain	domain	NOUN
easat-5983	91	27	question	question	NOUN
easat-5983	91	28	answering	answering	NOUN
easat-5983	91	29	(	(	PUNCT
easat-5983	91	30	openqa	openqa	ADJ
easat-5983	91	31	)	)	PUNCT
easat-5983	91	32	challenge	challenge	NOUN
easat-5983	91	33	was	be	AUX
easat-5983	91	34	challenging	challenge	VERB
easat-5983	91	35	to	to	PART
easat-5983	91	36	examine	examine	VERB
easat-5983	91	37	[	[	X
easat-5983	91	38	25	25	NUM
easat-5983	91	39	]	]	PUNCT
easat-5983	91	40	.	.	PUNCT
easat-5983	92	1	conventional	conventional	ADJ
easat-5983	92	2	approaches	approach	NOUN
easat-5983	92	3	entail	entail	VERB
easat-5983	92	4	265	265	NUM
easat-5983	92	5	edelweiss	edelweiss	PROPN
easat-5983	92	6	applied	apply	VERB
easat-5983	92	7	science	science	NOUN
easat-5983	92	8	and	and	CCONJ
easat-5983	92	9	technology	technology	NOUN
easat-5983	92	10	issn	issn	PROPN
easat-5983	92	11	:	:	PUNCT
easat-5983	92	12	2576	2576	NUM
easat-5983	92	13	-	-	SYM
easat-5983	92	14	8484	8484	NUM
easat-5983	92	15	vol	vol	NOUN
easat-5983	92	16	.	.	PROPN
easat-5983	93	1	9	9	NUM
easat-5983	93	2	,	,	PUNCT
easat-5983	93	3	no	no	INTJ
easat-5983	93	4	.	.	NOUN
easat-5983	93	5	4	4	NUM
easat-5983	93	6	:	:	PUNCT
easat-5983	93	7	262	262	NUM
easat-5983	93	8	-	-	SYM
easat-5983	93	9	275	275	NUM
easat-5983	93	10	,	,	PUNCT
easat-5983	93	11	2025	2025	NUM
easat-5983	93	12	doi	doi	NOUN
easat-5983	93	13	:	:	PUNCT
easat-5983	93	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	93	15	©	©	PROPN
easat-5983	93	16	2025	2025	NUM
easat-5983	93	17	by	by	ADP
easat-5983	93	18	the	the	DET
easat-5983	93	19	authors	author	NOUN
easat-5983	93	20	;	;	PUNCT
easat-5983	93	21	licensee	licensee	PROPN
easat-5983	93	22	learning	learn	VERB
easat-5983	93	23	gate	gate	NOUN
easat-5983	93	24	locating	locate	VERB
easat-5983	93	25	pertinent	pertinent	ADJ
easat-5983	93	26	documents	document	NOUN
easat-5983	93	27	and	and	CCONJ
easat-5983	93	28	extracting	extract	VERB
easat-5983	93	29	responses	response	NOUN
easat-5983	93	30	.	.	PUNCT
easat-5983	94	1	openqa	openqa	PROPN
easat-5983	94	2	had	have	AUX
easat-5983	94	3	demonstrated	demonstrate	VERB
easat-5983	94	4	the	the	DET
easat-5983	94	5	effectiveness	effectiveness	NOUN
easat-5983	94	6	of	of	ADP
easat-5983	94	7	deep	deep	ADJ
easat-5983	94	8	learning	learning	NOUN
easat-5983	94	9	approaches	approach	NOUN
easat-5983	94	10	,	,	PUNCT
easat-5983	94	11	but	but	CCONJ
easat-5983	94	12	arabic	arabic	PROPN
easat-5983	94	13	had	have	AUX
easat-5983	94	14	not	not	PART
easat-5983	94	15	gotten	get	VERB
easat-5983	94	16	as	as	ADV
easat-5983	94	17	much	much	ADJ
easat-5983	94	18	attention	attention	NOUN
easat-5983	94	19	.	.	PUNCT
easat-5983	95	1	in	in	ADP
easat-5983	95	2	two	two	NUM
easat-5983	95	3	arabic	arabic	ADJ
easat-5983	95	4	benchmark	benchmark	NOUN
easat-5983	95	5	datasets	dataset	NOUN
easat-5983	95	6	,	,	PUNCT
easat-5983	95	7	the	the	DET
easat-5983	95	8	model	model	NOUN
easat-5983	95	9	enhanced	enhance	VERB
easat-5983	95	10	the	the	DET
easat-5983	95	11	end	end	NOUN
easat-5983	95	12	-	-	PUNCT
easat-5983	95	13	to	to	ADP
easat-5983	95	14	-	-	PUNCT
easat-5983	95	15	end	end	NOUN
easat-5983	95	16	question	question	NOUN
easat-5983	95	17	-	-	PUNCT
easat-5983	95	18	answering	answer	VERB
easat-5983	95	19	system	system	NOUN
easat-5983	95	20	and	and	CCONJ
easat-5983	95	21	performed	perform	VERB
easat-5983	95	22	better	well	ADV
easat-5983	95	23	than	than	ADP
easat-5983	95	24	the	the	DET
easat-5983	95	25	conventional	conventional	ADJ
easat-5983	95	26	technique	technique	NOUN
easat-5983	95	27	in	in	ADP
easat-5983	95	28	terms	term	NOUN
easat-5983	95	29	of	of	ADP
easat-5983	95	30	passage	passage	NOUN
easat-5983	95	31	retrieval	retrieval	NOUN
easat-5983	95	32	accuracy	accuracy	NOUN
easat-5983	95	33	.	.	PUNCT
easat-5983	96	1	3	3	X
easat-5983	96	2	.	.	NUM
easat-5983	96	3	proposed	propose	VERB
easat-5983	96	4	system	system	NOUN
easat-5983	96	5	the	the	DET
easat-5983	96	6	college	college	NOUN
easat-5983	96	7	admissions	admission	NOUN
easat-5983	96	8	dataset	dataset	VERB
easat-5983	96	9	was	be	AUX
easat-5983	96	10	used	use	VERB
easat-5983	96	11	to	to	PART
easat-5983	96	12	contain	contain	VERB
easat-5983	96	13	academic	academic	ADJ
easat-5983	96	14	records	record	NOUN
easat-5983	96	15	,	,	PUNCT
easat-5983	96	16	test	test	NOUN
easat-5983	96	17	scores	score	NOUN
easat-5983	96	18	,	,	PUNCT
easat-5983	96	19	and	and	CCONJ
easat-5983	96	20	admission	admission	NOUN
easat-5983	96	21	statuses	status	NOUN
easat-5983	96	22	to	to	PART
easat-5983	96	23	solve	solve	VERB
easat-5983	96	24	complex	complex	ADJ
easat-5983	96	25	college	college	NOUN
easat-5983	96	26	admissions	admission	NOUN
easat-5983	96	27	queries	query	NOUN
easat-5983	96	28	.	.	PUNCT
easat-5983	97	1	preprocessing	preprocessing	NOUN
easat-5983	97	2	would	would	AUX
easat-5983	97	3	include	include	VERB
easat-5983	97	4	tokenization	tokenization	NOUN
easat-5983	97	5	or	or	CCONJ
easat-5983	97	6	splitting	split	VERB
easat-5983	97	7	the	the	DET
easat-5983	97	8	text	text	NOUN
easat-5983	97	9	into	into	ADP
easat-5983	97	10	smaller	small	ADJ
easat-5983	97	11	units	unit	NOUN
easat-5983	97	12	of	of	ADP
easat-5983	97	13	text	text	NOUN
easat-5983	97	14	,	,	PUNCT
easat-5983	97	15	then	then	ADV
easat-5983	97	16	lemmatization	lemmatization	PROPN
easat-5983	97	17	,	,	PUNCT
easat-5983	97	18	which	which	PRON
easat-5983	97	19	reduces	reduce	VERB
easat-5983	97	20	words	word	NOUN
easat-5983	97	21	to	to	ADP
easat-5983	97	22	their	their	PRON
easat-5983	97	23	base	base	NOUN
easat-5983	97	24	forms	form	NOUN
easat-5983	97	25	,	,	PUNCT
easat-5983	97	26	so	so	SCONJ
easat-5983	97	27	that	that	SCONJ
easat-5983	97	28	there	there	PRON
easat-5983	97	29	is	be	VERB
easat-5983	97	30	consistency	consistency	NOUN
easat-5983	97	31	and	and	CCONJ
easat-5983	97	32	absence	absence	NOUN
easat-5983	97	33	of	of	ADP
easat-5983	97	34	redundancy	redundancy	NOUN
easat-5983	97	35	.	.	PUNCT
easat-5983	98	1	features	feature	NOUN
easat-5983	98	2	are	be	AUX
easat-5983	98	3	extracted	extract	VERB
easat-5983	98	4	using	use	VERB
easat-5983	98	5	tf	tf	PROPN
easat-5983	98	6	-	-	PUNCT
easat-5983	98	7	idf	idf	PROPN
easat-5983	98	8	to	to	PART
easat-5983	98	9	describe	describe	VERB
easat-5983	98	10	the	the	DET
easat-5983	98	11	significant	significant	ADJ
easat-5983	98	12	terms	term	NOUN
easat-5983	98	13	and	and	CCONJ
easat-5983	98	14	bert	bert	NOUN
easat-5983	98	15	to	to	PART
easat-5983	98	16	generate	generate	VERB
easat-5983	98	17	contextual	contextual	ADJ
easat-5983	98	18	embeddings	embedding	NOUN
easat-5983	98	19	.	.	PUNCT
easat-5983	99	1	a	a	DET
easat-5983	99	2	siamese	siamese	ADJ
easat-5983	99	3	bilstm	bilstm	NOUN
easat-5983	99	4	method	method	NOUN
easat-5983	99	5	,	,	PUNCT
easat-5983	99	6	which	which	PRON
easat-5983	99	7	discovers	discover	VERB
easat-5983	99	8	semantic	semantic	ADJ
easat-5983	99	9	relationships	relationship	NOUN
easat-5983	99	10	,	,	PUNCT
easat-5983	99	11	and	and	CCONJ
easat-5983	99	12	contextual	contextual	ADJ
easat-5983	99	13	dependence	dependence	NOUN
easat-5983	99	14	within	within	ADP
easat-5983	99	15	the	the	DET
easat-5983	99	16	questions	question	NOUN
easat-5983	99	17	for	for	ADP
easat-5983	99	18	proper	proper	ADJ
easat-5983	99	19	classifications	classification	NOUN
easat-5983	99	20	and	and	CCONJ
easat-5983	99	21	context	context	NOUN
easat-5983	99	22	-	-	PUNCT
easat-5983	99	23	ambiguity	ambiguity	NOUN
easat-5983	99	24	-	-	PUNCT
easat-5983	99	25	resolution	resolution	NOUN
easat-5983	99	26	regarding	regard	VERB
easat-5983	99	27	questions	question	NOUN
easat-5983	99	28	of	of	ADP
easat-5983	99	29	admission	admission	NOUN
easat-5983	99	30	-	-	PUNCT
easat-5983	99	31	related	relate	VERB
easat-5983	99	32	matters	matter	NOUN
easat-5983	99	33	,	,	PUNCT
easat-5983	99	34	was	be	AUX
easat-5983	99	35	utilized	utilize	VERB
easat-5983	99	36	.	.	PUNCT
easat-5983	100	1	the	the	DET
easat-5983	100	2	flow	flow	NOUN
easat-5983	100	3	of	of	ADP
easat-5983	100	4	efficiency	efficiency	NOUN
easat-5983	100	5	resolving	resolve	VERB
easat-5983	100	6	college	college	NOUN
easat-5983	100	7	admission	admission	NOUN
easat-5983	100	8	queries	query	NOUN
easat-5983	100	9	is	be	AUX
easat-5983	100	10	depicted	depict	VERB
easat-5983	100	11	in	in	ADP
easat-5983	100	12	figure	figure	NOUN
easat-5983	100	13	1	1	NUM
easat-5983	100	14	.	.	PUNCT
easat-5983	100	15	figure	figure	NOUN
easat-5983	100	16	1	1	NUM
easat-5983	100	17	.	.	PUNCT
easat-5983	101	1	overflow	overflow	NOUN
easat-5983	101	2	of	of	ADP
easat-5983	101	3	efficiency	efficiency	NOUN
easat-5983	101	4	resolving	resolve	VERB
easat-5983	101	5	college	college	NOUN
easat-5983	101	6	admission	admission	NOUN
easat-5983	101	7	queries	query	NOUN
easat-5983	101	8	.	.	PUNCT
easat-5983	102	1	source	source	NOUN
easat-5983	102	2	:	:	PUNCT
easat-5983	102	3	https://www.kaggle.com/datasets/samsonqian/college-admissions	https://www.kaggle.com/datasets/samsonqian/college-admission	NOUN
easat-5983	102	4	.	.	PUNCT
easat-5983	103	1	3.1	3.1	NUM
easat-5983	103	2	.	.	PUNCT
easat-5983	103	3	dataset	dataset	VERB
easat-5983	103	4	the	the	DET
easat-5983	103	5	college	college	NOUN
easat-5983	103	6	admissions	admission	NOUN
easat-5983	103	7	dataset	dataset	VERB
easat-5983	103	8	on	on	ADP
easat-5983	103	9	kaggle	kaggle	NOUN
easat-5983	103	10	explains	explain	VERB
easat-5983	103	11	a	a	DET
easat-5983	103	12	lot	lot	NOUN
easat-5983	103	13	about	about	ADP
easat-5983	103	14	college	college	NOUN
easat-5983	103	15	admission	admission	NOUN
easat-5983	103	16	decisions	decision	NOUN
easat-5983	103	17	in	in	ADP
easat-5983	103	18	detail	detail	NOUN
easat-5983	103	19	,	,	PUNCT
easat-5983	103	20	including	include	VERB
easat-5983	103	21	records	record	NOUN
easat-5983	103	22	of	of	ADP
easat-5983	103	23	students	student	NOUN
easat-5983	103	24	'	'	PART
easat-5983	103	25	academics	academic	NOUN
easat-5983	103	26	,	,	PUNCT
easat-5983	103	27	test	test	NOUN
easat-5983	103	28	scores	score	NOUN
easat-5983	103	29	,	,	PUNCT
easat-5983	103	30	and	and	CCONJ
easat-5983	103	31	admission	admission	NOUN
easat-5983	103	32	status	status	NOUN
easat-5983	103	33	.	.	PUNCT
easat-5983	104	1	such	such	DET
easat-5983	104	2	a	a	DET
easat-5983	104	3	dataset	dataset	NOUN
easat-5983	104	4	can	can	AUX
easat-5983	104	5	be	be	AUX
easat-5983	104	6	incredibly	incredibly	ADV
easat-5983	104	7	helpful	helpful	ADJ
easat-5983	104	8	in	in	ADP
easat-5983	104	9	training	training	NOUN
easat-5983	104	10	models	model	NOUN
easat-5983	104	11	to	to	PART
easat-5983	104	12	predict	predict	VERB
easat-5983	104	13	admission	admission	NOUN
easat-5983	104	14	outcomes	outcome	NOUN
easat-5983	104	15	,	,	PUNCT
easat-5983	104	16	but	but	CCONJ
easat-5983	104	17	it	it	PRON
easat-5983	104	18	would	would	AUX
easat-5983	104	19	likely	likely	ADV
easat-5983	104	20	demand	demand	VERB
easat-5983	104	21	additional	additional	ADJ
easat-5983	104	22	processing	processing	NOUN
easat-5983	104	23	and	and	CCONJ
easat-5983	104	24	enrichment	enrichment	NOUN
easat-5983	104	25	specifically	specifically	ADV
easat-5983	104	26	for	for	ADP
easat-5983	104	27	query	query	NOUN
easat-5983	104	28	resolution	resolution	NOUN
easat-5983	104	29	tasks	task	NOUN
easat-5983	104	30	related	relate	VERB
easat-5983	104	31	to	to	ADP
easat-5983	104	32	college	college	NOUN
easat-5983	104	33	admissions	admission	NOUN
easat-5983	104	34	.	.	PUNCT
easat-5983	105	1	3.2	3.2	NUM
easat-5983	105	2	.	.	PUNCT
easat-5983	106	1	preprocessing	preprocesse	VERB
easat-5983	106	2	using	use	VERB
easat-5983	106	3	tokenization	tokenization	NOUN
easat-5983	106	4	and	and	CCONJ
easat-5983	106	5	lemmatization	lemmatization	NOUN
easat-5983	106	6	data	datum	NOUN
easat-5983	106	7	is	be	AUX
easat-5983	106	8	preprocessed	preprocesse	VERB
easat-5983	106	9	through	through	ADP
easat-5983	106	10	the	the	DET
easat-5983	106	11	techniques	technique	NOUN
easat-5983	106	12	of	of	ADP
easat-5983	106	13	tokenization	tokenization	NOUN
easat-5983	106	14	and	and	CCONJ
easat-5983	106	15	lemmatization	lemmatization	NOUN
easat-5983	106	16	to	to	PART
easat-5983	106	17	eliminate	eliminate	VERB
easat-5983	106	18	redundancy	redundancy	NOUN
easat-5983	106	19	and	and	CCONJ
easat-5983	106	20	promote	promote	VERB
easat-5983	106	21	a	a	DET
easat-5983	106	22	consistent	consistent	ADJ
easat-5983	106	23	understanding	understanding	NOUN
easat-5983	106	24	of	of	ADP
easat-5983	106	25	queries	query	NOUN
easat-5983	106	26	based	base	VERB
easat-5983	106	27	on	on	ADP
easat-5983	106	28	college	college	NOUN
easat-5983	106	29	admission	admission	NOUN
easat-5983	106	30	.	.	PUNCT
easat-5983	107	1	tokenization	tokenization	NOUN
easat-5983	107	2	splits	split	VERB
easat-5983	107	3	text	text	NOUN
easat-5983	107	4	into	into	ADP
easat-5983	107	5	smaller	small	ADJ
easat-5983	107	6	units	unit	NOUN
easat-5983	107	7	named	name	VERB
easat-5983	107	8	tokens	token	NOUN
easat-5983	107	9	,	,	PUNCT
easat-5983	107	10	whereas	whereas	SCONJ
easat-5983	107	11	lemmatization	lemmatization	NOUN
easat-5983	107	12	converts	convert	VERB
easat-5983	107	13	words	word	NOUN
easat-5983	107	14	to	to	ADP
easat-5983	107	15	their	their	PRON
easat-5983	107	16	roots	root	NOUN
easat-5983	107	17	or	or	CCONJ
easat-5983	107	18	base	base	NOUN
easat-5983	107	19	words	word	NOUN
easat-5983	107	20	to	to	PART
easat-5983	107	21	improve	improve	VERB
easat-5983	107	22	query	query	NOUN
easat-5983	107	23	classification	classification	NOUN
easat-5983	107	24	and	and	CCONJ
easat-5983	107	25	similarity	similarity	NOUN
easat-5983	107	26	matches	match	NOUN
easat-5983	107	27	for	for	ADP
easat-5983	107	28	the	the	DET
easat-5983	107	29	easy	easy	ADJ
easat-5983	107	30	processing	processing	NOUN
easat-5983	107	31	and	and	CCONJ
easat-5983	107	32	effective	effective	ADJ
easat-5983	107	33	comprehension	comprehension	NOUN
easat-5983	107	34	of	of	ADP
easat-5983	107	35	such	such	ADJ
easat-5983	107	36	complex	complex	ADJ
easat-5983	107	37	admission	admission	NOUN
easat-5983	107	38	-	-	PUNCT
easat-5983	107	39	based	base	VERB
easat-5983	107	40	queries	query	NOUN
easat-5983	107	41	.	.	PUNCT
easat-5983	108	1	3.2.1	3.2.1	X
easat-5983	108	2	.	.	PUNCT
easat-5983	108	3	tokenization	tokenization	NOUN
easat-5983	108	4	tokenization	tokenization	NOUN
easat-5983	108	5	is	be	AUX
easat-5983	108	6	to	to	PART
easat-5983	108	7	develop	develop	VERB
easat-5983	108	8	an	an	DET
easat-5983	108	9	efficient	efficient	ADJ
easat-5983	108	10	strong	strong	ADJ
easat-5983	108	11	college	college	NOUN
easat-5983	108	12	admission	admission	NOUN
easat-5983	108	13	query	query	NOUN
easat-5983	108	14	system	system	NOUN
easat-5983	108	15	that	that	PRON
easat-5983	108	16	improves	improve	VERB
easat-5983	108	17	query	query	NOUN
easat-5983	108	18	resolution	resolution	NOUN
easat-5983	108	19	accuracy	accuracy	NOUN
easat-5983	108	20	and	and	CCONJ
easat-5983	108	21	efficiency	efficiency	NOUN
easat-5983	108	22	through	through	ADP
easat-5983	108	23	advanced	advanced	ADJ
easat-5983	108	24	preprocessing	preprocessing	NOUN
easat-5983	108	25	and	and	CCONJ
easat-5983	108	26	text	text	VERB
easat-5983	108	27	analytical	analytical	ADJ
easat-5983	108	28	techniques	technique	NOUN
easat-5983	108	29	.	.	PUNCT
easat-5983	109	1	the	the	DET
easat-5983	109	2	first	first	ADJ
easat-5983	109	3	stage	stage	NOUN
easat-5983	109	4	converts	convert	VERB
easat-5983	109	5	html	html	NOUN
easat-5983	109	6	files	file	NOUN
easat-5983	109	7	to	to	PART
easat-5983	109	8	text	text	VERB
easat-5983	109	9	by	by	ADP
easat-5983	109	10	removing	remove	VERB
easat-5983	109	11	html	html	NOUN
easat-5983	109	12	tags	tag	NOUN
easat-5983	109	13	and	and	CCONJ
easat-5983	109	14	other	other	ADJ
easat-5983	109	15	elements	element	NOUN
easat-5983	109	16	.	.	PUNCT
easat-5983	110	1	any	any	DET
easat-5983	110	2	kind	kind	NOUN
easat-5983	110	3	of	of	ADP
easat-5983	110	4	preprocessing	preprocessing	NOUN
easat-5983	110	5	of	of	ADP
easat-5983	110	6	conversational	conversational	ADJ
easat-5983	110	7	text	text	NOUN
easat-5983	110	8	is	be	AUX
easat-5983	110	9	generally	generally	ADV
easat-5983	110	10	referred	refer	VERB
easat-5983	110	11	to	to	ADP
easat-5983	110	12	as	as	ADP
easat-5983	110	13	tokenization	tokenization	NOUN
easat-5983	110	14	.	.	PUNCT
easat-5983	111	1	the	the	DET
easat-5983	111	2	practice	practice	NOUN
easat-5983	111	3	of	of	ADP
easat-5983	111	4	replacing	replace	VERB
easat-5983	111	5	https://www.kaggle.com/datasets/samsonqian/college-admissions	https://www.kaggle.com/datasets/samsonqian/college-admission	NOUN
easat-5983	111	6	266	266	NUM
easat-5983	111	7	edelweiss	edelweiss	PROPN
easat-5983	111	8	applied	apply	VERB
easat-5983	111	9	science	science	NOUN
easat-5983	111	10	and	and	CCONJ
easat-5983	111	11	technology	technology	NOUN
easat-5983	111	12	issn	issn	PROPN
easat-5983	111	13	:	:	PUNCT
easat-5983	111	14	2576	2576	NUM
easat-5983	111	15	-	-	SYM
easat-5983	111	16	8484	8484	NUM
easat-5983	111	17	vol	vol	NOUN
easat-5983	111	18	.	.	PROPN
easat-5983	112	1	9	9	NUM
easat-5983	112	2	,	,	PUNCT
easat-5983	112	3	no	no	INTJ
easat-5983	112	4	.	.	NOUN
easat-5983	112	5	4	4	NUM
easat-5983	112	6	:	:	PUNCT
easat-5983	112	7	262	262	NUM
easat-5983	112	8	-	-	SYM
easat-5983	112	9	275	275	NUM
easat-5983	112	10	,	,	PUNCT
easat-5983	112	11	2025	2025	NUM
easat-5983	112	12	doi	doi	NOUN
easat-5983	112	13	:	:	PUNCT
easat-5983	112	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	112	15	©	©	PROPN
easat-5983	112	16	2025	2025	NUM
easat-5983	112	17	by	by	ADP
easat-5983	112	18	the	the	DET
easat-5983	112	19	authors	author	NOUN
easat-5983	112	20	;	;	PUNCT
easat-5983	112	21	licensee	licensee	PROPN
easat-5983	112	22	learning	learn	VERB
easat-5983	112	23	gate	gate	VERB
easat-5983	112	24	sensitive	sensitive	ADJ
easat-5983	112	25	data	datum	NOUN
easat-5983	112	26	with	with	ADP
easat-5983	112	27	unique	unique	ADJ
easat-5983	112	28	identifying	identify	VERB
easat-5983	112	29	symbols	symbol	NOUN
easat-5983	112	30	while	while	SCONJ
easat-5983	112	31	preserving	preserve	VERB
easat-5983	112	32	all	all	DET
easat-5983	112	33	pertinent	pertinent	ADJ
easat-5983	112	34	information	information	NOUN
easat-5983	112	35	about	about	ADP
easat-5983	112	36	the	the	DET
easat-5983	112	37	material	material	NOUN
easat-5983	112	38	without	without	ADP
easat-5983	112	39	sacrificing	sacrifice	VERB
easat-5983	112	40	security	security	NOUN
easat-5983	112	41	is	be	AUX
easat-5983	112	42	known	know	VERB
easat-5983	112	43	as	as	ADP
easat-5983	112	44	tokenization	tokenization	NOUN
easat-5983	112	45	.	.	PUNCT
easat-5983	113	1	in	in	ADP
easat-5983	113	2	addition	addition	NOUN
easat-5983	113	3	to	to	ADP
easat-5983	113	4	splitting	split	VERB
easat-5983	113	5	lines	line	NOUN
easat-5983	113	6	into	into	ADP
easat-5983	113	7	basic	basic	ADJ
easat-5983	113	8	units	unit	NOUN
easat-5983	113	9	of	of	ADP
easat-5983	113	10	processing	processing	NOUN
easat-5983	113	11	,	,	PUNCT
easat-5983	113	12	enhanced	enhance	VERB
easat-5983	113	13	tokenization	tokenization	NOUN
easat-5983	113	14	is	be	AUX
easat-5983	113	15	the	the	DET
easat-5983	113	16	act	act	NOUN
easat-5983	113	17	of	of	ADP
easat-5983	113	18	analyzing	analyze	VERB
easat-5983	113	19	and	and	CCONJ
easat-5983	113	20	combining	combine	VERB
easat-5983	113	21	isolated	isolated	ADJ
easat-5983	113	22	tokens	token	NOUN
easat-5983	113	23	to	to	PART
easat-5983	113	24	create	create	VERB
easat-5983	113	25	more	more	ADV
easat-5983	113	26	sophisticated	sophisticated	ADJ
easat-5983	113	27	tokens	token	NOUN
easat-5983	113	28	.	.	PUNCT
easat-5983	114	1	for	for	ADP
easat-5983	114	2	the	the	DET
easat-5983	114	3	college	college	NOUN
easat-5983	114	4	admission	admission	NOUN
easat-5983	114	5	query	query	NOUN
easat-5983	114	6	system	system	NOUN
easat-5983	114	7	,	,	PUNCT
easat-5983	114	8	preprocessing	preprocessing	NOUN
easat-5983	114	9	and	and	CCONJ
easat-5983	114	10	textual	textual	ADJ
easat-5983	114	11	unit	unit	NOUN
easat-5983	114	12	segmentation	segmentation	NOUN
easat-5983	114	13	are	be	AUX
easat-5983	114	14	applied	apply	VERB
easat-5983	114	15	to	to	ADP
easat-5983	114	16	raw	raw	ADJ
easat-5983	114	17	texts	text	NOUN
easat-5983	114	18	.	.	PUNCT
easat-5983	115	1	three	three	NUM
easat-5983	115	2	steps	step	NOUN
easat-5983	115	3	must	must	AUX
easat-5983	115	4	be	be	AUX
easat-5983	115	5	taken	take	VERB
easat-5983	115	6	to	to	PART
easat-5983	115	7	process	process	VERB
easat-5983	115	8	the	the	DET
easat-5983	115	9	data	datum	NOUN
easat-5983	115	10	:	:	PUNCT
easat-5983	115	11	first	first	ADV
easat-5983	115	12	,	,	PUNCT
easat-5983	115	13	the	the	DET
easat-5983	115	14	document	document	NOUN
easat-5983	115	15	must	must	AUX
easat-5983	115	16	be	be	AUX
easat-5983	115	17	converted	convert	VERB
easat-5983	115	18	to	to	ADP
easat-5983	115	19	word	word	NOUN
easat-5983	115	20	counts	count	NOUN
easat-5983	115	21	,	,	PUNCT
easat-5983	115	22	which	which	PRON
easat-5983	115	23	correspond	correspond	VERB
easat-5983	115	24	to	to	ADP
easat-5983	115	25	a	a	DET
easat-5983	115	26	bag	bag	NOUN
easat-5983	115	27	of	of	ADP
easat-5983	115	28	words	word	NOUN
easat-5983	115	29	(	(	PUNCT
easat-5983	115	30	bow	bow	NOUN
easat-5983	115	31	)	)	PUNCT
easat-5983	115	32	.	.	PUNCT
easat-5983	116	1	the	the	DET
easat-5983	116	2	second	second	ADJ
easat-5983	116	3	action	action	NOUN
easat-5983	116	4	is	be	AUX
easat-5983	116	5	eliminating	eliminate	VERB
easat-5983	116	6	empty	empty	ADJ
easat-5983	116	7	sequences	sequence	NOUN
easat-5983	116	8	,	,	PUNCT
easat-5983	116	9	which	which	PRON
easat-5983	116	10	includes	include	VERB
easat-5983	116	11	filtering	filtering	NOUN
easat-5983	116	12	and	and	CCONJ
easat-5983	116	13	cleaning	cleaning	NOUN
easat-5983	116	14	(	(	PUNCT
easat-5983	116	15	e.g.	e.g.	ADV
easat-5983	116	16	,	,	PUNCT
easat-5983	116	17	deleting	delete	VERB
easat-5983	116	18	unnecessary	unnecessary	ADJ
easat-5983	116	19	control	control	NOUN
easat-5983	116	20	characters	character	NOUN
easat-5983	116	21	,	,	PUNCT
easat-5983	116	22	and	and	CCONJ
easat-5983	116	23	whitespace	whitespace	NOUN
easat-5983	116	24	compressing	compress	VERB
easat-5983	116	25	)	)	PUNCT
easat-5983	116	26	.	.	PUNCT
easat-5983	117	1	lastly	lastly	ADV
easat-5983	117	2	,	,	PUNCT
easat-5983	117	3	a	a	DET
easat-5983	117	4	list	list	NOUN
easat-5983	117	5	of	of	ADP
easat-5983	117	6	features	feature	NOUN
easat-5983	117	7	,	,	PUNCT
easat-5983	117	8	also	also	ADV
easat-5983	117	9	known	know	VERB
easat-5983	117	10	as	as	ADP
easat-5983	117	11	tokens	token	NOUN
easat-5983	117	12	,	,	PUNCT
easat-5983	117	13	words	word	NOUN
easat-5983	117	14	,	,	PUNCT
easat-5983	117	15	phrases	phrase	NOUN
easat-5983	117	16	,	,	PUNCT
easat-5983	117	17	or	or	CCONJ
easat-5983	117	18	attributes	attribute	NOUN
easat-5983	117	19	,	,	PUNCT
easat-5983	117	20	is	be	AUX
easat-5983	117	21	extracted	extract	VERB
easat-5983	117	22	from	from	ADP
easat-5983	117	23	each	each	DET
easat-5983	117	24	input	input	NOUN
easat-5983	117	25	text	text	NOUN
easat-5983	117	26	document	document	NOUN
easat-5983	117	27	.	.	PUNCT
easat-5983	118	1	3.2.2	3.2.2	X
easat-5983	118	2	.	.	PUNCT
easat-5983	118	3	lemmatization	lemmatization	NOUN
easat-5983	118	4	lemmatization	lemmatization	NOUN
easat-5983	118	5	is	be	AUX
easat-5983	118	6	to	to	PART
easat-5983	118	7	develop	develop	VERB
easat-5983	118	8	and	and	CCONJ
easat-5983	118	9	improve	improve	VERB
easat-5983	118	10	the	the	DET
easat-5983	118	11	response	response	NOUN
easat-5983	118	12	accuracy	accuracy	NOUN
easat-5983	118	13	in	in	ADP
easat-5983	118	14	relevance	relevance	NOUN
easat-5983	118	15	for	for	ADP
easat-5983	118	16	college	college	NOUN
easat-5983	118	17	admission	admission	NOUN
easat-5983	118	18	query	query	NOUN
easat-5983	118	19	processing	processing	NOUN
easat-5983	118	20	by	by	ADP
easat-5983	118	21	introducing	introduce	VERB
easat-5983	118	22	advanced	advanced	ADJ
easat-5983	118	23	natural	natural	ADJ
easat-5983	118	24	language	language	NOUN
easat-5983	118	25	techniques	technique	NOUN
easat-5983	118	26	like	like	ADP
easat-5983	118	27	lemmatization	lemmatization	NOUN
easat-5983	118	28	and	and	CCONJ
easat-5983	118	29	contextual	contextual	ADJ
easat-5983	118	30	embedding	embedding	NOUN
easat-5983	118	31	.	.	PUNCT
easat-5983	119	1	lemmatization	lemmatization	NOUN
easat-5983	119	2	is	be	AUX
easat-5983	119	3	a	a	DET
easat-5983	119	4	text	text	NOUN
easat-5983	119	5	preparation	preparation	NOUN
easat-5983	119	6	method	method	NOUN
easat-5983	119	7	that	that	PRON
easat-5983	119	8	gives	give	VERB
easat-5983	119	9	words	word	NOUN
easat-5983	119	10	their	their	PRON
easat-5983	119	11	base	base	NOUN
easat-5983	119	12	or	or	CCONJ
easat-5983	119	13	canonical	canonical	ADJ
easat-5983	119	14	form	form	NOUN
easat-5983	119	15	,	,	PUNCT
easat-5983	119	16	or	or	CCONJ
easat-5983	119	17	lemma	lemma	PROPN
easat-5983	119	18	,	,	PUNCT
easat-5983	119	19	by	by	ADP
easat-5983	119	20	removing	remove	VERB
easat-5983	119	21	their	their	PRON
easat-5983	119	22	inflectional	inflectional	ADJ
easat-5983	119	23	endings	ending	NOUN
easat-5983	119	24	.	.	PUNCT
easat-5983	120	1	lemmatization	lemmatization	NOUN
easat-5983	120	2	guarantees	guarantee	VERB
easat-5983	120	3	that	that	SCONJ
easat-5983	120	4	the	the	DET
easat-5983	120	5	produced	produce	VERB
easat-5983	120	6	lemma	lemma	PROPN
easat-5983	120	7	is	be	AUX
easat-5983	120	8	a	a	DET
easat-5983	120	9	legitimate	legitimate	ADJ
easat-5983	120	10	word	word	NOUN
easat-5983	120	11	in	in	ADP
easat-5983	120	12	the	the	DET
easat-5983	120	13	language	language	NOUN
easat-5983	120	14	,	,	PUNCT
easat-5983	120	15	similar	similar	ADJ
easat-5983	120	16	to	to	ADP
easat-5983	120	17	the	the	DET
easat-5983	120	18	outcome	outcome	NOUN
easat-5983	120	19	provided	provide	VERB
easat-5983	120	20	by	by	ADP
easat-5983	120	21	stemming	stem	VERB
easat-5983	120	22	.	.	PUNCT
easat-5983	121	1	through	through	ADP
easat-5983	121	2	lemmatization	lemmatization	NOUN
easat-5983	121	3	,	,	PUNCT
easat-5983	121	4	words	word	NOUN
easat-5983	121	5	to	to	PART
easat-5983	121	6	do	do	VERB
easat-5983	121	7	with	with	ADP
easat-5983	121	8	the	the	DET
easat-5983	121	9	application	application	NOUN
easat-5983	121	10	process	process	NOUN
easat-5983	121	11	,	,	PUNCT
easat-5983	121	12	such	such	ADJ
easat-5983	121	13	as	as	ADP
easat-5983	121	14	"	"	PUNCT
easat-5983	121	15	applying	apply	VERB
easat-5983	121	16	"	"	PUNCT
easat-5983	121	17	or	or	CCONJ
easat-5983	121	18	"	"	PUNCT
easat-5983	121	19	applications	application	NOUN
easat-5983	121	20	,	,	PUNCT
easat-5983	121	21	"	"	PUNCT
easat-5983	121	22	will	will	AUX
easat-5983	121	23	be	be	AUX
easat-5983	121	24	lemmatized	lemmatize	VERB
easat-5983	121	25	into	into	ADP
easat-5983	121	26	their	their	PRON
easat-5983	121	27	root	root	NOUN
easat-5983	121	28	forms	form	NOUN
easat-5983	121	29	,	,	PUNCT
easat-5983	121	30	which	which	PRON
easat-5983	121	31	may	may	AUX
easat-5983	121	32	be	be	AUX
easat-5983	121	33	either	either	CCONJ
easat-5983	121	34	"	"	PUNCT
easat-5983	121	35	apply	apply	VERB
easat-5983	121	36	"	"	PUNCT
easat-5983	121	37	or	or	CCONJ
easat-5983	121	38	"	"	PUNCT
easat-5983	121	39	application	application	NOUN
easat-5983	121	40	.	.	PUNCT
easat-5983	121	41	"	"	PUNCT
easat-5983	122	1	the	the	DET
easat-5983	122	2	accuracy	accuracy	NOUN
easat-5983	122	3	in	in	ADP
easat-5983	122	4	solving	solve	VERB
easat-5983	122	5	queries	query	NOUN
easat-5983	122	6	is	be	AUX
easat-5983	122	7	maximized	maximize	VERB
easat-5983	122	8	.	.	PUNCT
easat-5983	123	1	in	in	ADP
easat-5983	123	2	contrast	contrast	NOUN
easat-5983	123	3	to	to	ADP
easat-5983	123	4	stemming	stemming	NOUN
easat-5983	123	5	,	,	PUNCT
easat-5983	123	6	which	which	PRON
easat-5983	123	7	could	could	AUX
easat-5983	123	8	produce	produce	VERB
easat-5983	123	9	a	a	DET
easat-5983	123	10	non	non	ADJ
easat-5983	123	11	-	-	NOUN
easat-5983	123	12	word	word	NOUN
easat-5983	123	13	such	such	ADJ
easat-5983	123	14	as	as	ADP
easat-5983	123	15	"	"	PUNCT
easat-5983	123	16	intelligent	intelligent	ADJ
easat-5983	123	17	,	,	PUNCT
easat-5983	123	18	"	"	PUNCT
easat-5983	123	19	lemmatization	lemmatization	NOUN
easat-5983	123	20	ensures	ensure	VERB
easat-5983	123	21	that	that	SCONJ
easat-5983	123	22	the	the	DET
easat-5983	123	23	lemma	lemma	PROPN
easat-5983	123	24	that	that	PRON
easat-5983	123	25	is	be	AUX
easat-5983	123	26	produced	produce	VERB
easat-5983	123	27	is	be	AUX
easat-5983	123	28	a	a	DET
easat-5983	123	29	legitimate	legitimate	ADJ
easat-5983	123	30	and	and	CCONJ
easat-5983	123	31	identifiable	identifiable	ADJ
easat-5983	123	32	word	word	NOUN
easat-5983	123	33	.	.	PUNCT
easat-5983	124	1	by	by	ADP
easat-5983	124	2	producing	produce	VERB
easat-5983	124	3	linguistically	linguistically	ADV
easat-5983	124	4	relevant	relevant	ADJ
easat-5983	124	5	lemmas	lemma	NOUN
easat-5983	124	6	,	,	PUNCT
easat-5983	124	7	lemmatization	lemmatization	NOUN
easat-5983	124	8	improves	improve	VERB
easat-5983	124	9	text	text	NOUN
easat-5983	124	10	analysis	analysis	NOUN
easat-5983	124	11	and	and	CCONJ
easat-5983	124	12	facilitates	facilitate	VERB
easat-5983	124	13	finding	find	VERB
easat-5983	124	14	data	datum	NOUN
easat-5983	124	15	,	,	PUNCT
easat-5983	124	16	language	language	NOUN
easat-5983	124	17	comprehension	comprehension	NOUN
easat-5983	124	18	,	,	PUNCT
easat-5983	124	19	and	and	CCONJ
easat-5983	124	20	other	other	ADJ
easat-5983	124	21	processing	processing	NOUN
easat-5983	124	22	critical	critical	ADJ
easat-5983	124	23	for	for	ADP
easat-5983	124	24	the	the	DET
easat-5983	124	25	accuracy	accuracy	NOUN
easat-5983	124	26	and	and	CCONJ
easat-5983	124	27	relevance	relevance	NOUN
easat-5983	124	28	of	of	ADP
easat-5983	124	29	responses	response	NOUN
easat-5983	124	30	in	in	ADP
easat-5983	124	31	college	college	NOUN
easat-5983	124	32	admissions	admission	NOUN
easat-5983	124	33	query	query	NOUN
easat-5983	124	34	processing	processing	NOUN
easat-5983	124	35	using	use	VERB
easat-5983	124	36	bert	bert	NOUN
easat-5983	124	37	.	.	PUNCT
easat-5983	125	1	3.2.3	3.2.3	NUM
easat-5983	125	2	.	.	NOUN
easat-5983	125	3	term	term	NOUN
easat-5983	125	4	frequency	frequency	NOUN
easat-5983	125	5	-	-	PUNCT
easat-5983	125	6	inverse	inverse	NOUN
easat-5983	125	7	document	document	NOUN
easat-5983	125	8	frequency	frequency	NOUN
easat-5983	125	9	(	(	PUNCT
easat-5983	125	10	tf	tf	PROPN
easat-5983	125	11	-	-	PUNCT
easat-5983	125	12	idf	idf	NOUN
easat-5983	125	13	)	)	PUNCT
easat-5983	125	14	using	use	VERB
easat-5983	125	15	feature	feature	NOUN
easat-5983	125	16	extraction	extraction	NOUN
easat-5983	125	17	tf	tf	PROPN
easat-5983	125	18	-	-	PUNCT
easat-5983	125	19	idf	idf	PROPN
easat-5983	125	20	quantifies	quantify	VERB
easat-5983	125	21	the	the	DET
easat-5983	125	22	terms	term	NOUN
easat-5983	125	23	in	in	ADP
easat-5983	125	24	the	the	DET
easat-5983	125	25	query	query	NOUN
easat-5983	125	26	of	of	ADP
easat-5983	125	27	college	college	NOUN
easat-5983	125	28	admissions	admission	NOUN
easat-5983	125	29	to	to	PART
easat-5983	125	30	extract	extract	VERB
easat-5983	125	31	the	the	DET
easat-5983	125	32	significant	significant	ADJ
easat-5983	125	33	features	feature	NOUN
easat-5983	125	34	.	.	PUNCT
easat-5983	126	1	it	it	PRON
easat-5983	126	2	helps	help	VERB
easat-5983	126	3	the	the	DET
easat-5983	126	4	intelligent	intelligent	ADJ
easat-5983	126	5	system	system	NOUN
easat-5983	126	6	to	to	PART
easat-5983	126	7	focus	focus	VERB
easat-5983	126	8	on	on	ADP
easat-5983	126	9	finding	find	VERB
easat-5983	126	10	the	the	DET
easat-5983	126	11	critical	critical	ADJ
easat-5983	126	12	terms	term	NOUN
easat-5983	126	13	associated	associate	VERB
easat-5983	126	14	with	with	ADP
easat-5983	126	15	queries	query	NOUN
easat-5983	126	16	of	of	ADP
easat-5983	126	17	college	college	NOUN
easat-5983	126	18	admissions	admission	NOUN
easat-5983	126	19	so	so	SCONJ
easat-5983	126	20	that	that	SCONJ
easat-5983	126	21	proper	proper	ADJ
easat-5983	126	22	query	query	NOUN
easat-5983	126	23	classification	classification	NOUN
easat-5983	126	24	and	and	CCONJ
easat-5983	126	25	resolution	resolution	NOUN
easat-5983	126	26	are	be	AUX
easat-5983	126	27	ensured	ensure	VERB
easat-5983	126	28	.	.	PUNCT
easat-5983	127	1	it	it	PRON
easat-5983	127	2	allows	allow	VERB
easat-5983	127	3	a	a	DET
easat-5983	127	4	system	system	NOUN
easat-5983	127	5	to	to	PART
easat-5983	127	6	identify	identify	VERB
easat-5983	127	7	the	the	DET
easat-5983	127	8	significant	significant	ADJ
easat-5983	127	9	words	word	NOUN
easat-5983	127	10	and	and	CCONJ
easat-5983	127	11	pay	pay	VERB
easat-5983	127	12	proper	proper	ADJ
easat-5983	127	13	attention	attention	NOUN
easat-5983	127	14	to	to	ADP
easat-5983	127	15	relevant	relevant	ADJ
easat-5983	127	16	content	content	NOUN
easat-5983	127	17	in	in	ADP
easat-5983	127	18	the	the	DET
easat-5983	127	19	classification	classification	NOUN
easat-5983	127	20	and	and	CCONJ
easat-5983	127	21	resolution	resolution	NOUN
easat-5983	127	22	of	of	ADP
easat-5983	127	23	a	a	DET
easat-5983	127	24	query	query	NOUN
easat-5983	127	25	.	.	PUNCT
easat-5983	128	1	the	the	DET
easat-5983	128	2	first	first	ADJ
easat-5983	128	3	step	step	NOUN
easat-5983	128	4	in	in	ADP
easat-5983	128	5	this	this	DET
easat-5983	128	6	feature	feature	NOUN
easat-5983	128	7	extraction	extraction	NOUN
easat-5983	128	8	process	process	NOUN
easat-5983	128	9	is	be	AUX
easat-5983	128	10	to	to	PART
easat-5983	128	11	calculate	calculate	VERB
easat-5983	128	12	the	the	DET
easat-5983	128	13	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	128	14	−	−	PROPN
easat-5983	128	15	𝐼𝐷𝐹	𝐼𝐷𝐹	NOUN
easat-5983	128	16	score	score	NOUN
easat-5983	128	17	for	for	ADP
easat-5983	128	18	a	a	DET
easat-5983	128	19	given	give	VERB
easat-5983	128	20	document	document	NOUN
easat-5983	128	21	.	.	PUNCT
easat-5983	129	1	this	this	DET
easat-5983	129	2	score	score	NOUN
easat-5983	129	3	facilitates	facilitate	VERB
easat-5983	129	4	consideration	consideration	NOUN
easat-5983	129	5	of	of	ADP
easat-5983	129	6	the	the	DET
easat-5983	129	7	most	most	ADV
easat-5983	129	8	important	important	ADJ
easat-5983	129	9	features	feature	NOUN
easat-5983	129	10	in	in	ADP
easat-5983	129	11	the	the	DET
easat-5983	129	12	dataset	dataset	NOUN
easat-5983	129	13	so	so	SCONJ
easat-5983	129	14	that	that	SCONJ
easat-5983	129	15	the	the	DET
easat-5983	129	16	system	system	NOUN
easat-5983	129	17	could	could	AUX
easat-5983	129	18	have	have	VERB
easat-5983	129	19	better	well	ADJ
easat-5983	129	20	ideas	idea	NOUN
easat-5983	129	21	of	of	ADP
easat-5983	129	22	the	the	DET
easat-5983	129	23	context	context	NOUN
easat-5983	129	24	-	-	PUNCT
easat-5983	129	25	dependent	dependent	ADJ
easat-5983	129	26	queries	query	NOUN
easat-5983	129	27	asked	ask	VERB
easat-5983	129	28	by	by	ADP
easat-5983	129	29	the	the	DET
easat-5983	129	30	potential	potential	ADJ
easat-5983	129	31	students	student	NOUN
easat-5983	129	32	.	.	PUNCT
easat-5983	130	1	the	the	DET
easat-5983	130	2	dataset	dataset	NOUN
easat-5983	130	3	is	be	AUX
easat-5983	130	4	subjected	subject	VERB
easat-5983	130	5	to	to	ADP
easat-5983	130	6	the	the	DET
easat-5983	130	7	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	130	8	−	−	PROPN
easat-5983	130	9	𝐼𝐷𝐹	𝐼𝐷𝐹	NOUN
easat-5983	130	10	formula	formula	NOUN
easat-5983	130	11	represented	represent	VERB
easat-5983	130	12	in	in	ADP
easat-5983	130	13	equation	equation	NOUN
easat-5983	130	14	(	(	PUNCT
easat-5983	130	15	1	1	NUM
easat-5983	130	16	)	)	PUNCT
easat-5983	130	17	.	.	PUNCT
easat-5983	131	1	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	131	2	−	−	PROPN
easat-5983	131	3	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-5983	131	4	=	=	SYM
easat-5983	131	5	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	131	6	∗	∗	NOUN
easat-5983	131	7	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-5983	131	8	(	(	PUNCT
easat-5983	131	9	1	1	NUM
easat-5983	131	10	)	)	PUNCT
easat-5983	131	11	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	131	12	is	be	AUX
easat-5983	131	13	defined	define	VERB
easat-5983	131	14	as	as	ADP
easat-5983	131	15	the	the	DET
easat-5983	131	16	ratio	ratio	NOUN
easat-5983	131	17	of	of	ADP
easat-5983	131	18	a	a	DET
easat-5983	131	19	feature	feature	NOUN
easat-5983	131	20	's	's	PART
easat-5983	131	21	frequency	frequency	NOUN
easat-5983	131	22	of	of	ADP
easat-5983	131	23	occurrence	occurrence	NOUN
easat-5983	131	24	in	in	ADP
easat-5983	131	25	a	a	DET
easat-5983	131	26	document	document	NOUN
easat-5983	131	27	to	to	ADP
easat-5983	131	28	the	the	DET
easat-5983	131	29	overall	overall	ADJ
easat-5983	131	30	amount	amount	NOUN
easat-5983	131	31	of	of	ADP
easat-5983	131	32	features	feature	NOUN
easat-5983	131	33	in	in	ADP
easat-5983	131	34	the	the	DET
easat-5983	131	35	text	text	NOUN
easat-5983	131	36	document	document	NOUN
easat-5983	131	37	.	.	PUNCT
easat-5983	132	1	𝐼𝐷𝐹	𝐼𝐷𝐹	NOUN
easat-5983	132	2	simultaneously	simultaneously	ADV
easat-5983	132	3	assesses	assess	VERB
easat-5983	132	4	a	a	DET
easat-5983	132	5	feature	feature	NOUN
easat-5983	132	6	's	's	PART
easat-5983	132	7	capacity	capacity	NOUN
easat-5983	132	8	for	for	ADP
easat-5983	132	9	category	category	NOUN
easat-5983	132	10	differentiation	differentiation	NOUN
easat-5983	132	11	.	.	PUNCT
easat-5983	133	1	keep	keep	VERB
easat-5983	133	2	in	in	ADP
easat-5983	133	3	consideration	consideration	NOUN
easat-5983	133	4	that	that	SCONJ
easat-5983	133	5	the	the	DET
easat-5983	133	6	categories	category	NOUN
easat-5983	133	7	listed	list	VERB
easat-5983	133	8	below	below	ADP
easat-5983	133	9	correspond	correspond	NOUN
easat-5983	133	10	to	to	ADP
easat-5983	133	11	the	the	DET
easat-5983	133	12	text	text	NOUN
easat-5983	133	13	document	document	NOUN
easat-5983	133	14	's	's	PART
easat-5983	133	15	defined	define	VERB
easat-5983	133	16	class	class	NOUN
easat-5983	133	17	label	label	NOUN
easat-5983	133	18	.	.	PUNCT
easat-5983	134	1	by	by	ADP
easat-5983	134	2	using𝑇𝐹	using𝑇𝐹	PROPN
easat-5983	134	3	−	−	PROPN
easat-5983	134	4	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-5983	134	5	,	,	PUNCT
easat-5983	134	6	the	the	DET
easat-5983	134	7	proposed	propose	VERB
easat-5983	134	8	system	system	NOUN
easat-5983	134	9	will	will	AUX
easat-5983	134	10	be	be	AUX
easat-5983	134	11	able	able	ADJ
easat-5983	134	12	to	to	PART
easat-5983	134	13	distinguish	distinguish	VERB
easat-5983	134	14	terms	term	NOUN
easat-5983	134	15	essential	essential	ADJ
easat-5983	134	16	for	for	ADP
easat-5983	134	17	different	different	ADJ
easat-5983	134	18	query	query	NOUN
easat-5983	134	19	contexts	contexts	NOUN
easat-5983	134	20	in	in	ADP
easat-5983	134	21	college	college	NOUN
easat-5983	134	22	admissions	admission	NOUN
easat-5983	134	23	.	.	PUNCT
easat-5983	135	1	the	the	DET
easat-5983	135	2	formula	formula	NOUN
easat-5983	135	3	for	for	ADP
easat-5983	135	4	expressing	express	VERB
easat-5983	135	5	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	135	6	and	and	CCONJ
easat-5983	135	7	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-5983	135	8	are	be	AUX
easat-5983	135	9	represented	represent	VERB
easat-5983	135	10	in	in	ADP
easat-5983	135	11	equations	equation	NOUN
easat-5983	135	12	(	(	PUNCT
easat-5983	135	13	2	2	NUM
easat-5983	135	14	)	)	PUNCT
easat-5983	135	15	and	and	CCONJ
easat-5983	135	16	(	(	PUNCT
easat-5983	135	17	3	3	NUM
easat-5983	135	18	)	)	PUNCT
easat-5983	135	19	.	.	PUNCT
easat-5983	136	1	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	136	2	=	=	SYM
easat-5983	136	3	𝐹𝐹𝑇𝐷	𝐹𝐹𝑇𝐷	PROPN
easat-5983	136	4	𝑇𝐹𝑇𝐷	𝑇𝐹𝑇𝐷	PROPN
easat-5983	136	5	(	(	PUNCT
easat-5983	136	6	2	2	X
easat-5983	136	7	)	)	PUNCT
easat-5983	136	8	𝐼𝐷𝐹	𝐼𝐷𝐹	NOUN
easat-5983	136	9	=	=	SYM
easat-5983	136	10	𝑙𝑜𝑔	𝑙𝑜𝑔	NOUN
easat-5983	136	11	𝑁𝐷𝐹	𝑁𝐷𝐹	PROPN
easat-5983	136	12	𝑇𝐷	𝑇𝐷	NOUN
easat-5983	136	13	(	(	PUNCT
easat-5983	136	14	3	3	NUM
easat-5983	136	15	)	)	PUNCT
easat-5983	136	16	where	where	SCONJ
easat-5983	136	17	𝑇𝐹𝑇𝐷	𝑇𝐹𝑇𝐷	NOUN
easat-5983	136	18	is	be	AUX
easat-5983	136	19	the	the	DET
easat-5983	136	20	overall	overall	ADJ
easat-5983	136	21	amount	amount	NOUN
easat-5983	136	22	of	of	ADP
easat-5983	136	23	times	time	NOUN
easat-5983	136	24	a	a	DET
easat-5983	136	25	word	word	NOUN
easat-5983	136	26	appears	appear	VERB
easat-5983	136	27	in	in	ADP
easat-5983	136	28	a	a	DET
easat-5983	136	29	text	text	NOUN
easat-5983	136	30	document	document	NOUN
easat-5983	136	31	,	,	PUNCT
easat-5983	136	32	and	and	CCONJ
easat-5983	136	33	𝐹𝐹𝑇𝐷	𝐹𝐹𝑇𝐷	NOUN
easat-5983	136	34	is	be	AUX
easat-5983	136	35	the	the	DET
easat-5983	136	36	frequency	frequency	NOUN
easat-5983	136	37	of	of	ADP
easat-5983	136	38	a	a	DET
easat-5983	136	39	feature	feature	NOUN
easat-5983	136	40	appearing	appear	VERB
easat-5983	136	41	in	in	ADP
easat-5983	136	42	a	a	DET
easat-5983	136	43	text	text	NOUN
easat-5983	136	44	document	document	NOUN
easat-5983	136	45	.	.	PUNCT
easat-5983	137	1	for	for	ADP
easat-5983	137	2	the𝐼𝐷𝐹	the𝐼𝐷𝐹	PROPN
easat-5983	137	3	,	,	PUNCT
easat-5983	137	4	𝑇𝐷	𝑇𝐷	PROPN
easat-5983	137	5	is	be	AUX
easat-5983	137	6	the	the	DET
easat-5983	137	7	overall	overall	ADJ
easat-5983	137	8	amount	amount	NOUN
easat-5983	137	9	of	of	ADP
easat-5983	137	10	documents	document	NOUN
easat-5983	137	11	,	,	PUNCT
easat-5983	137	12	and	and	CCONJ
easat-5983	137	13	𝑁𝐷𝐹	𝑁𝐷𝐹	PROPN
easat-5983	137	14	is	be	AUX
easat-5983	137	15	the	the	DET
easat-5983	137	16	amount	amount	NOUN
easat-5983	137	17	of	of	ADP
easat-5983	137	18	documents	document	NOUN
easat-5983	137	19	that	that	PRON
easat-5983	137	20	include	include	VERB
easat-5983	137	21	the	the	DET
easat-5983	137	22	feature	feature	NOUN
easat-5983	137	23	.	.	PUNCT
easat-5983	138	1	higher	high	ADJ
easat-5983	138	2	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	138	3	−	−	PROPN
easat-5983	138	4	𝐼𝐷𝐹	𝐼𝐷𝐹	PROPN
easat-5983	138	5	scores	score	NOUN
easat-5983	138	6	indicate	indicate	VERB
easat-5983	138	7	terms	term	NOUN
easat-5983	138	8	that	that	PRON
easat-5983	138	9	are	be	AUX
easat-5983	138	10	crucial	crucial	ADJ
easat-5983	138	11	for	for	ADP
easat-5983	138	12	proper	proper	ADJ
easat-5983	138	13	classification	classification	NOUN
easat-5983	138	14	and	and	CCONJ
easat-5983	138	15	better	well	ADJ
easat-5983	138	16	system	system	NOUN
easat-5983	138	17	responses	response	NOUN
easat-5983	138	18	to	to	ADP
easat-5983	138	19	complex	complex	ADJ
easat-5983	138	20	admission	admission	NOUN
easat-5983	138	21	-	-	PUNCT
easat-5983	138	22	related	relate	VERB
easat-5983	138	23	queries	query	NOUN
easat-5983	138	24	.	.	PUNCT
easat-5983	139	1	a	a	DET
easat-5983	139	2	feature	feature	NOUN
easat-5983	139	3	's	's	PART
easat-5983	139	4	significance	significance	NOUN
easat-5983	139	5	for	for	ADP
easat-5983	139	6	a	a	DET
easat-5983	139	7	given	give	VERB
easat-5983	139	8	text	text	NOUN
easat-5983	139	9	document	document	NOUN
easat-5983	139	10	increases	increase	VERB
easat-5983	139	11	with	with	ADP
easat-5983	139	12	its	its	PRON
easat-5983	139	13	𝑇𝐹	𝑇𝐹	PROPN
easat-5983	139	14	−	−	NOUN
easat-5983	139	15	𝐼𝐷𝐹	𝐼𝐷𝐹	NOUN
easat-5983	139	16	score	score	NOUN
easat-5983	139	17	.	.	PUNCT
easat-5983	140	1	267	267	NUM
easat-5983	140	2	edelweiss	edelweiss	PROPN
easat-5983	140	3	applied	apply	VERB
easat-5983	140	4	science	science	NOUN
easat-5983	140	5	and	and	CCONJ
easat-5983	140	6	technology	technology	NOUN
easat-5983	140	7	issn	issn	PROPN
easat-5983	140	8	:	:	PUNCT
easat-5983	140	9	2576	2576	NUM
easat-5983	140	10	-	-	SYM
easat-5983	140	11	8484	8484	NUM
easat-5983	140	12	vol	vol	NOUN
easat-5983	140	13	.	.	PROPN
easat-5983	141	1	9	9	NUM
easat-5983	141	2	,	,	PUNCT
easat-5983	141	3	no	no	INTJ
easat-5983	141	4	.	.	NOUN
easat-5983	141	5	4	4	NUM
easat-5983	141	6	:	:	PUNCT
easat-5983	141	7	262	262	NUM
easat-5983	141	8	-	-	SYM
easat-5983	141	9	275	275	NUM
easat-5983	141	10	,	,	PUNCT
easat-5983	141	11	2025	2025	NUM
easat-5983	141	12	doi	doi	NOUN
easat-5983	141	13	:	:	PUNCT
easat-5983	141	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	141	15	©	©	PROPN
easat-5983	141	16	2025	2025	NUM
easat-5983	141	17	by	by	ADP
easat-5983	141	18	the	the	DET
easat-5983	141	19	authors	author	NOUN
easat-5983	141	20	;	;	PUNCT
easat-5983	141	21	licensee	licensee	PROPN
easat-5983	141	22	learning	learn	VERB
easat-5983	141	23	gate	gate	NOUN
easat-5983	141	24	3.2.4	3.2.4	NUM
easat-5983	141	25	.	.	PUNCT
easat-5983	142	1	enhanced	enhance	VERB
easat-5983	142	2	query	query	NOUN
easat-5983	142	3	classification	classification	NOUN
easat-5983	142	4	and	and	CCONJ
easat-5983	142	5	matching	match	VERB
easat-5983	142	6	for	for	ADP
easat-5983	142	7	college	college	NOUN
easat-5983	142	8	admissions	admission	NOUN
easat-5983	142	9	using	use	VERB
easat-5983	142	10	siamese	siamese	ADJ
easat-5983	142	11	bilstm	bilstm	NOUN
easat-5983	142	12	the	the	DET
easat-5983	142	13	siamese	siamese	ADJ
easat-5983	142	14	bilstm	bilstm	NOUN
easat-5983	142	15	method	method	NOUN
easat-5983	142	16	is	be	AUX
easat-5983	142	17	implemented	implement	VERB
easat-5983	142	18	because	because	SCONJ
easat-5983	142	19	it	it	PRON
easat-5983	142	20	can	can	AUX
easat-5983	142	21	properly	properly	ADV
easat-5983	142	22	capture	capture	VERB
easat-5983	142	23	semantic	semantic	ADJ
easat-5983	142	24	similarity	similarity	NOUN
easat-5983	142	25	and	and	CCONJ
easat-5983	142	26	contextual	contextual	ADJ
easat-5983	142	27	relations	relation	NOUN
easat-5983	142	28	in	in	ADP
easat-5983	142	29	queries	query	NOUN
easat-5983	142	30	;	;	PUNCT
easat-5983	142	31	this	this	PRON
easat-5983	142	32	allows	allow	VERB
easat-5983	142	33	accurate	accurate	ADJ
easat-5983	142	34	question	question	NOUN
easat-5983	142	35	classification	classification	NOUN
easat-5983	142	36	as	as	ADV
easat-5983	142	37	well	well	ADV
easat-5983	142	38	as	as	ADP
easat-5983	142	39	matching	matching	NOUN
easat-5983	142	40	,	,	PUNCT
easat-5983	142	41	which	which	PRON
easat-5983	142	42	supports	support	VERB
easat-5983	142	43	the	the	DET
easat-5983	142	44	accuracy	accuracy	NOUN
easat-5983	142	45	in	in	ADP
easat-5983	142	46	resolving	resolve	VERB
easat-5983	142	47	college	college	NOUN
easat-5983	142	48	admissions	admission	NOUN
easat-5983	142	49	queries	query	NOUN
easat-5983	142	50	.	.	PUNCT
easat-5983	143	1	to	to	PART
easat-5983	143	2	develop	develop	VERB
easat-5983	143	3	an	an	DET
easat-5983	143	4	intelligent	intelligent	ADJ
easat-5983	143	5	system	system	NOUN
easat-5983	143	6	by	by	ADP
easat-5983	143	7	utilizing	utilize	VERB
easat-5983	143	8	the	the	DET
easat-5983	143	9	siamese	siamese	ADJ
easat-5983	143	10	bilstm	bilstm	NOUN
easat-5983	143	11	capacity	capacity	NOUN
easat-5983	143	12	to	to	PART
easat-5983	143	13	handle	handle	VERB
easat-5983	143	14	complex	complex	ADJ
easat-5983	143	15	,	,	PUNCT
easat-5983	143	16	context	context	NOUN
easat-5983	143	17	-	-	PUNCT
easat-5983	143	18	dependent	dependent	ADJ
easat-5983	143	19	queries	query	NOUN
easat-5983	143	20	efficiently	efficiently	ADV
easat-5983	143	21	in	in	ADP
easat-5983	143	22	the	the	DET
easat-5983	143	23	resolution	resolution	NOUN
easat-5983	143	24	of	of	ADP
easat-5983	143	25	college	college	NOUN
easat-5983	143	26	admissions	admission	NOUN
easat-5983	143	27	inquiries	inquiry	NOUN
easat-5983	143	28	.	.	PUNCT
easat-5983	144	1	the	the	DET
easat-5983	144	2	three	three	NUM
easat-5983	144	3	modules	module	NOUN
easat-5983	144	4	that	that	PRON
easat-5983	144	5	comprise	comprise	VERB
easat-5983	144	6	the	the	DET
easat-5983	144	7	siamese	siamese	ADJ
easat-5983	144	8	bilstm	bilstm	NOUN
easat-5983	144	9	model	model	NOUN
easat-5983	144	10	are	be	AUX
easat-5983	144	11	𝑁𝑎	𝑁𝑎	PROPN
easat-5983	144	12	,	,	PUNCT
easat-5983	144	13	𝑁𝑏	𝑁𝑏	PROPN
easat-5983	144	14	,	,	PUNCT
easat-5983	144	15	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-5983	144	16	𝑁𝑐.	𝑁𝑐.	PROPN
easat-5983	144	17	different	different	ADJ
easat-5983	144	18	inputs	input	NOUN
easat-5983	144	19	are	be	AUX
easat-5983	144	20	given	give	VERB
easat-5983	144	21	to	to	ADP
easat-5983	144	22	the	the	DET
easat-5983	144	23	various	various	ADJ
easat-5983	144	24	module	module	NOUN
easat-5983	144	25	configurations	configuration	NOUN
easat-5983	144	26	.	.	PUNCT
easat-5983	145	1	only	only	ADV
easat-5983	145	2	the	the	DET
easat-5983	145	3	dissertation	dissertation	NOUN
easat-5983	145	4	is	be	AUX
easat-5983	145	5	sent	send	VERB
easat-5983	145	6	to	to	ADP
easat-5983	145	7	the	the	DET
easat-5983	145	8	module	module	NOUN
easat-5983	145	9	that	that	PRON
easat-5983	145	10	comprises𝑁𝑎	comprises𝑁𝑎	VERB
easat-5983	145	11	𝑎𝑛𝑑	𝑎𝑛𝑑	PRON
easat-5983	145	12	𝑁𝑐	𝑁𝑐	PROPN
easat-5983	145	13	;	;	PUNCT
easat-5983	145	14	distance	distance	NOUN
easat-5983	145	15	information	information	NOUN
easat-5983	145	16	is	be	AUX
easat-5983	145	17	sent	send	VERB
easat-5983	145	18	to	to	ADP
easat-5983	145	19	𝑁𝑏	𝑁𝑏	PROPN
easat-5983	145	20	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-5983	145	21	𝑁𝑐	𝑁𝑐	PROPN
easat-5983	145	22	;	;	PUNCT
easat-5983	145	23	and	and	CCONJ
easat-5983	145	24	the	the	DET
easat-5983	145	25	essay	essay	NOUN
easat-5983	145	26	and	and	CCONJ
easat-5983	145	27	samples	sample	NOUN
easat-5983	145	28	are	be	AUX
easat-5983	145	29	sent	send	VERB
easat-5983	145	30	to	to	ADP
easat-5983	145	31	𝑁𝑎	𝑁𝑎	PROPN
easat-5983	145	32	,	,	PUNCT
easat-5983	145	33	𝑁𝑏	𝑁𝑏	PROPN
easat-5983	145	34	,	,	PUNCT
easat-5983	145	35	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-5983	145	36	𝑁𝑐.	𝑁𝑐.	PROPN
easat-5983	145	37	the	the	DET
easat-5983	145	38	three	three	NUM
easat-5983	145	39	pairings	pairing	NOUN
easat-5983	145	40	provide	provide	VERB
easat-5983	145	41	distinct	distinct	ADJ
easat-5983	145	42	outcomes	outcome	NOUN
easat-5983	145	43	.	.	PUNCT
easat-5983	146	1	the	the	DET
easat-5983	146	2	most	most	ADV
easat-5983	146	3	terrible	terrible	ADJ
easat-5983	146	4	is	be	AUX
easat-5983	146	5	the	the	DET
easat-5983	146	6	first	first	ADJ
easat-5983	146	7	,	,	PUNCT
easat-5983	146	8	the	the	DET
easat-5983	146	9	medium	medium	NOUN
easat-5983	146	10	is	be	AUX
easat-5983	146	11	the	the	DET
easat-5983	146	12	second	second	ADJ
easat-5983	146	13	,	,	PUNCT
easat-5983	146	14	and	and	CCONJ
easat-5983	146	15	the	the	DET
easat-5983	146	16	most	most	ADV
easat-5983	146	17	desirable	desirable	ADJ
easat-5983	146	18	is	be	AUX
easat-5983	146	19	the	the	DET
easat-5983	146	20	third	third	ADJ
easat-5983	146	21	.	.	PUNCT
easat-5983	147	1	this	this	PRON
easat-5983	147	2	supports	support	VERB
easat-5983	147	3	earlier	early	ADJ
easat-5983	147	4	theory	theory	NOUN
easat-5983	147	5	that	that	SCONJ
easat-5983	147	6	better	well	ADJ
easat-5983	147	7	scoring	scoring	NOUN
easat-5983	147	8	outcomes	outcome	NOUN
easat-5983	147	9	are	be	AUX
easat-5983	147	10	obtained	obtain	VERB
easat-5983	147	11	with	with	ADP
easat-5983	147	12	more	more	ADJ
easat-5983	147	13	scoring	scoring	NOUN
easat-5983	147	14	information	information	NOUN
easat-5983	147	15	input	input	NOUN
easat-5983	147	16	.	.	PUNCT
easat-5983	148	1	the	the	DET
easat-5983	148	2	specifics	specific	NOUN
easat-5983	148	3	will	will	AUX
easat-5983	148	4	be	be	AUX
easat-5983	148	5	covered	cover	VERB
easat-5983	148	6	in	in	ADP
easat-5983	148	7	the	the	DET
easat-5983	148	8	section	section	NOUN
easat-5983	148	9	.	.	PUNCT
easat-5983	149	1	the	the	DET
easat-5983	149	2	siamese	siamese	ADJ
easat-5983	149	3	bilstm	bilstm	NOUN
easat-5983	149	4	architecture	architecture	NOUN
easat-5983	149	5	is	be	AUX
easat-5983	149	6	illustrated	illustrate	VERB
easat-5983	149	7	in	in	ADP
easat-5983	149	8	figure	figure	NOUN
easat-5983	149	9	2	2	NUM
easat-5983	149	10	.	.	PUNCT
easat-5983	149	11	figure	figure	NOUN
easat-5983	149	12	2	2	NUM
easat-5983	149	13	.	.	PUNCT
easat-5983	149	14	siamese	siamese	ADJ
easat-5983	149	15	bilstm	bilstm	NOUN
easat-5983	149	16	architecture	architecture	NOUN
easat-5983	149	17	.	.	PUNCT
easat-5983	150	1	3.2.5	3.2.5	X
easat-5983	150	2	.	.	PUNCT
easat-5983	151	1	embedding	embed	VERB
easat-5983	151	2	layer	layer	NOUN
easat-5983	151	3	the	the	PRON
easat-5983	151	4	embedding	embed	VERB
easat-5983	151	5	layers	layer	NOUN
easat-5983	151	6	to	to	PART
easat-5983	151	7	improve	improve	VERB
easat-5983	151	8	representation	representation	NOUN
easat-5983	151	9	as	as	ADV
easat-5983	151	10	well	well	ADV
easat-5983	151	11	as	as	ADP
easat-5983	151	12	the	the	DET
easat-5983	151	13	understanding	understanding	NOUN
easat-5983	151	14	of	of	ADP
easat-5983	151	15	features	feature	NOUN
easat-5983	151	16	in	in	ADP
easat-5983	151	17	systems	system	NOUN
easat-5983	151	18	that	that	PRON
easat-5983	151	19	classify	classify	VERB
easat-5983	151	20	college	college	NOUN
easat-5983	151	21	admission	admission	NOUN
easat-5983	151	22	queries	query	NOUN
easat-5983	151	23	.	.	PUNCT
easat-5983	152	1	an	an	DET
easat-5983	152	2	essay	essay	ADJ
easat-5983	152	3	𝑡𝑖	𝑡𝑖	NOUN
easat-5983	152	4	and	and	CCONJ
easat-5983	152	5	a	a	DET
easat-5983	152	6	sample	sample	NOUN
easat-5983	152	7	𝑓𝑗	𝑓𝑗	NOUN
easat-5983	152	8	are	be	AUX
easat-5983	152	9	included	include	VERB
easat-5983	152	10	in	in	ADP
easat-5983	152	11	every	every	DET
easat-5983	152	12	pair	pair	NOUN
easat-5983	152	13	that	that	PRON
easat-5983	152	14	the	the	DET
easat-5983	152	15	algorithm	algorithm	NOUN
easat-5983	152	16	accepts	accept	VERB
easat-5983	152	17	as	as	ADP
easat-5983	152	18	a	a	DET
easat-5983	152	19	training	training	NOUN
easat-5983	152	20	instance	instance	NOUN
easat-5983	152	21	.	.	PUNCT
easat-5983	153	1	the	the	DET
easat-5983	153	2	paragraph	paragraph	NOUN
easat-5983	153	3	appears	appear	VERB
easat-5983	153	4	as	as	ADP
easat-5983	153	5	a	a	DET
easat-5983	153	6	fixed	fix	VERB
easat-5983	153	7	-	-	PUNCT
easat-5983	153	8	length	length	NOUN
easat-5983	153	9	sequence	sequence	NOUN
easat-5983	153	10	,	,	PUNCT
easat-5983	153	11	with	with	ADP
easat-5983	153	12	each	each	DET
easat-5983	153	13	series	series	NOUN
easat-5983	153	14	being	be	AUX
easat-5983	153	15	extended	extend	VERB
easat-5983	153	16	to	to	ADP
easat-5983	153	17	the	the	DET
easat-5983	153	18	greatest	great	ADJ
easat-5983	153	19	length	length	NOUN
easat-5983	153	20	,	,	PUNCT
easat-5983	153	21	as	as	SCONJ
easat-5983	153	22	seen	see	VERB
easat-5983	153	23	in	in	ADP
easat-5983	153	24	figure	figure	NOUN
easat-5983	153	25	2	2	NUM
easat-5983	153	26	.	.	PUNCT
easat-5983	154	1	each	each	DET
easat-5983	154	2	order	order	NOUN
easat-5983	154	3	is	be	AUX
easat-5983	154	4	subsequently	subsequently	ADV
easat-5983	154	5	changed	change	VERB
easat-5983	154	6	into	into	ADP
easat-5983	154	7	a	a	DET
easat-5983	154	8	set	set	NOUN
easat-5983	154	9	of	of	ADP
easat-5983	154	10	less	less	ADV
easat-5983	154	11	dimensional	dimensional	ADJ
easat-5983	154	12	variables	variable	NOUN
easat-5983	154	13	by	by	ADP
easat-5983	154	14	the	the	DET
easat-5983	154	15	layer	layer	NOUN
easat-5983	154	16	of	of	ADP
easat-5983	154	17	embedding	embed	VERB
easat-5983	154	18	.	.	PUNCT
easat-5983	155	1	it	it	PRON
easat-5983	155	2	uses	use	VERB
easat-5983	155	3	the	the	DET
easat-5983	155	4	operator	operator	NOUN
easat-5983	155	5	𝑢	𝑢	NOUN
easat-5983	155	6	to	to	PART
easat-5983	155	7	express	express	VERB
easat-5983	155	8	the	the	DET
easat-5983	155	9	word	word	NOUN
easat-5983	155	10	embedding	embed	VERB
easat-5983	155	11	technique	technique	NOUN
easat-5983	155	12	.	.	PUNCT
easat-5983	156	1	the	the	DET
easat-5983	156	2	word	word	NOUN
easat-5983	156	3	embedding	embed	VERB
easat-5983	156	4	results	result	NOUN
easat-5983	156	5	are𝑢(𝑓𝑗	are𝑢(𝑓𝑗	PROPN
easat-5983	156	6	)	)	PUNCT
easat-5983	156	7	∈	∈	PROPN
easat-5983	156	8	ℝ|𝑈|×𝐶	ℝ|𝑈|×𝐶	NOUN
easat-5983	156	9	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
easat-5983	156	10	𝑢(𝑡𝑗	𝑢(𝑡𝑗	PROPN
easat-5983	156	11	)	)	PUNCT
easat-5983	156	12	∈	∈	NOUN
easat-5983	156	13	ℝ|𝑈|×𝐶	ℝ|𝑈|×𝐶	NOUN
easat-5983	156	14	,	,	PUNCT
easat-5983	156	15	where	where	SCONJ
easat-5983	156	16	𝐶	𝐶	PROPN
easat-5983	156	17	is	be	AUX
easat-5983	156	18	the	the	DET
easat-5983	156	19	word	word	NOUN
easat-5983	156	20	embedding	embed	VERB
easat-5983	156	21	dimensionality	dimensionality	NOUN
easat-5983	156	22	and	and	CCONJ
easat-5983	156	23	|𝑈|	|𝑈|	NOUN
easat-5983	156	24	is	be	AUX
easat-5983	156	25	the	the	DET
easat-5983	156	26	vocabulary	vocabulary	NOUN
easat-5983	156	27	's	's	PART
easat-5983	156	28	length	length	NOUN
easat-5983	156	29	.	.	PUNCT
easat-5983	157	1	following	follow	VERB
easat-5983	157	2	word	word	NOUN
easat-5983	157	3	embedding	embed	VERB
easat-5983	157	4	,	,	PUNCT
easat-5983	157	5	the	the	DET
easat-5983	157	6	distance	distance	NOUN
easat-5983	157	7	knowledge	knowledge	NOUN
easat-5983	157	8	between	between	ADP
easat-5983	157	9	essays𝑢(𝑓𝑗)𝑎𝑛𝑑	essays𝑢(𝑓𝑗)𝑎𝑛𝑑	NOUN
easat-5983	157	10	𝑢(𝑡𝑖	𝑢(𝑡𝑖	ADV
easat-5983	157	11	)	)	PUNCT
easat-5983	157	12	is	be	AUX
easat-5983	157	13	represented	represent	VERB
easat-5983	157	14	by𝑑𝑖𝑠𝑡𝑗,𝑖	by𝑑𝑖𝑠𝑡𝑗,𝑖	NUM
easat-5983	157	15	=	=	SYM
easat-5983	157	16	𝑢(𝑓𝑗	𝑢(𝑓𝑗	NOUN
easat-5983	157	17	)	)	PUNCT
easat-5983	157	18	−	−	NOUN
easat-5983	157	19	𝑢(𝑡𝑖	𝑢(𝑡𝑖	NOUN
easat-5983	157	20	)	)	PUNCT
easat-5983	157	21	.	.	PUNCT
easat-5983	158	1	this	this	PRON
easat-5983	158	2	helps	help	VERB
easat-5983	158	3	in	in	ADP
easat-5983	158	4	better	well	ADJ
easat-5983	158	5	feature	feature	NOUN
easat-5983	158	6	representation	representation	NOUN
easat-5983	158	7	,	,	PUNCT
easat-5983	158	8	especially	especially	ADV
easat-5983	158	9	for	for	ADP
easat-5983	158	10	lower	low	ADJ
easat-5983	158	11	data	datum	NOUN
easat-5983	158	12	volumes	volume	NOUN
easat-5983	158	13	,	,	PUNCT
easat-5983	158	14	as	as	SCONJ
easat-5983	158	15	the	the	DET
easat-5983	158	16	model	model	NOUN
easat-5983	158	17	is	be	AUX
easat-5983	158	18	trained	train	VERB
easat-5983	158	19	with	with	ADP
easat-5983	158	20	improved	improved	ADJ
easat-5983	158	21	distance	distance	NOUN
easat-5983	158	22	-	-	PUNCT
easat-5983	158	23	based	base	VERB
easat-5983	158	24	knowledge	knowledge	NOUN
easat-5983	158	25	.	.	PUNCT
easat-5983	159	1	this	this	DET
easat-5983	159	2	layer	layer	NOUN
easat-5983	159	3	is	be	AUX
easat-5983	159	4	applied	apply	VERB
easat-5983	159	5	because	because	SCONJ
easat-5983	159	6	word	word	NOUN
easat-5983	159	7	embeddings	embedding	NOUN
easat-5983	159	8	effectively	effectively	ADV
easat-5983	159	9	reduce	reduce	VERB
easat-5983	159	10	the	the	DET
easat-5983	159	11	dimensionality	dimensionality	NOUN
easat-5983	159	12	with	with	ADP
easat-5983	159	13	the	the	DET
easat-5983	159	14	preservation	preservation	NOUN
easat-5983	159	15	of	of	ADP
easat-5983	159	16	contextual	contextual	ADJ
easat-5983	159	17	relationships	relationship	NOUN
easat-5983	159	18	that	that	PRON
easat-5983	159	19	are	be	AUX
easat-5983	159	20	critical	critical	ADJ
easat-5983	159	21	to	to	ADP
easat-5983	159	22	downstream	downstream	VERB
easat-5983	159	23	classification	classification	NOUN
easat-5983	159	24	tasks	task	NOUN
easat-5983	159	25	.	.	PUNCT
easat-5983	160	1	3.2.6	3.2.6	X
easat-5983	160	2	.	.	PUNCT
easat-5983	160	3	convolution	convolution	NOUN
easat-5983	160	4	layer	layer	NOUN
easat-5983	160	5	268	268	NUM
easat-5983	160	6	edelweiss	edelweiss	PROPN
easat-5983	160	7	applied	apply	VERB
easat-5983	160	8	science	science	NOUN
easat-5983	160	9	and	and	CCONJ
easat-5983	160	10	technology	technology	NOUN
easat-5983	160	11	issn	issn	PROPN
easat-5983	160	12	:	:	PUNCT
easat-5983	160	13	2576	2576	NUM
easat-5983	160	14	-	-	SYM
easat-5983	160	15	8484	8484	NUM
easat-5983	160	16	vol	vol	NOUN
easat-5983	160	17	.	.	PROPN
easat-5983	161	1	9	9	NUM
easat-5983	161	2	,	,	PUNCT
easat-5983	161	3	no	no	INTJ
easat-5983	161	4	.	.	NOUN
easat-5983	161	5	4	4	NUM
easat-5983	161	6	:	:	PUNCT
easat-5983	161	7	262	262	NUM
easat-5983	161	8	-	-	SYM
easat-5983	161	9	275	275	NUM
easat-5983	161	10	,	,	PUNCT
easat-5983	161	11	2025	2025	NUM
easat-5983	161	12	doi	doi	NOUN
easat-5983	161	13	:	:	PUNCT
easat-5983	161	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	161	15	©	©	PROPN
easat-5983	161	16	2025	2025	NUM
easat-5983	161	17	by	by	ADP
easat-5983	161	18	the	the	DET
easat-5983	161	19	authors	author	NOUN
easat-5983	161	20	;	;	PUNCT
easat-5983	161	21	licensee	licensee	PROPN
easat-5983	161	22	learning	learning	NOUN
easat-5983	161	23	gate	gate	VERB
easat-5983	161	24	the	the	DET
easat-5983	161	25	convolution	convolution	NOUN
easat-5983	161	26	is	be	AUX
easat-5983	161	27	to	to	PART
easat-5983	161	28	improve	improve	VERB
easat-5983	161	29	local	local	ADJ
easat-5983	161	30	pattern	pattern	NOUN
easat-5983	161	31	recognition	recognition	NOUN
easat-5983	161	32	accuracy	accuracy	NOUN
easat-5983	161	33	with	with	ADP
easat-5983	161	34	increased	increase	VERB
easat-5983	161	35	accuracy	accuracy	NOUN
easat-5983	161	36	of	of	ADP
easat-5983	161	37	feature	feature	NOUN
easat-5983	161	38	extraction	extraction	NOUN
easat-5983	161	39	in	in	ADP
easat-5983	161	40	college	college	NOUN
easat-5983	161	41	admission	admission	NOUN
easat-5983	161	42	query	query	NOUN
easat-5983	161	43	systems	system	NOUN
easat-5983	161	44	.	.	PUNCT
easat-5983	162	1	especially	especially	ADV
easat-5983	162	2	for	for	ADP
easat-5983	162	3	short	short	ADJ
easat-5983	162	4	articles	article	NOUN
easat-5983	162	5	,	,	PUNCT
easat-5983	162	6	choosing	choose	VERB
easat-5983	162	7	and	and	CCONJ
easat-5983	162	8	omitting	omit	VERB
easat-5983	162	9	this	this	DET
easat-5983	162	10	layer	layer	NOUN
easat-5983	162	11	,	,	PUNCT
easat-5983	162	12	which	which	PRON
easat-5983	162	13	is	be	AUX
easat-5983	162	14	an	an	DET
easat-5983	162	15	optional	optional	ADJ
easat-5983	162	16	decision	decision	NOUN
easat-5983	162	17	that	that	PRON
easat-5983	162	18	contains	contain	VERB
easat-5983	162	19	the	the	DET
easat-5983	162	20	fewest	few	ADJ
easat-5983	162	21	examples	example	NOUN
easat-5983	162	22	and	and	CCONJ
easat-5983	162	23	the	the	DET
easat-5983	162	24	greatest	great	ADJ
easat-5983	162	25	average	average	ADJ
easat-5983	162	26	length	length	NOUN
easat-5983	162	27	,	,	PUNCT
easat-5983	162	28	performs	perform	VERB
easat-5983	162	29	the	the	DET
easat-5983	162	30	convolutional	convolutional	ADJ
easat-5983	162	31	process	process	NOUN
easat-5983	162	32	.	.	PUNCT
easat-5983	163	1	it	it	PRON
easat-5983	163	2	provides	provide	VERB
easat-5983	163	3	a	a	DET
easat-5983	163	4	detailed	detailed	ADJ
easat-5983	163	5	overview	overview	NOUN
easat-5983	163	6	of	of	ADP
easat-5983	163	7	the	the	DET
easat-5983	163	8	dataset	dataset	NOUN
easat-5983	163	9	.	.	PUNCT
easat-5983	164	1	the	the	DET
easat-5983	164	2	dense	dense	ADJ
easat-5983	164	3	description	description	NOUN
easat-5983	164	4	of	of	ADP
easat-5983	164	5	the	the	DET
easat-5983	164	6	long	long	ADJ
easat-5983	164	7	incoming	incoming	ADJ
easat-5983	164	8	data	datum	NOUN
easat-5983	164	9	sequence	sequence	NOUN
easat-5983	164	10	is	be	AUX
easat-5983	164	11	generated	generate	VERB
easat-5983	164	12	and	and	CCONJ
easat-5983	164	13	delivered	deliver	VERB
easat-5983	164	14	to	to	ADP
easat-5983	164	15	the	the	DET
easat-5983	164	16	network	network	NOUN
easat-5983	164	17	's	's	PART
easat-5983	164	18	lstm	lstm	ADJ
easat-5983	164	19	layer	layer	NOUN
easat-5983	164	20	.	.	PUNCT
easat-5983	165	1	this	this	DET
easat-5983	165	2	convolutional	convolutional	ADJ
easat-5983	165	3	layer	layer	NOUN
easat-5983	165	4	helps	help	VERB
easat-5983	165	5	to	to	PART
easat-5983	165	6	capture	capture	VERB
easat-5983	165	7	local	local	ADJ
easat-5983	165	8	patterns	pattern	NOUN
easat-5983	165	9	in	in	ADP
easat-5983	165	10	short	short	ADJ
easat-5983	165	11	essays	essay	NOUN
easat-5983	165	12	,	,	PUNCT
easat-5983	165	13	thus	thus	ADV
easat-5983	165	14	providing	provide	VERB
easat-5983	165	15	further	further	ADJ
easat-5983	165	16	improvement	improvement	NOUN
easat-5983	165	17	in	in	ADP
easat-5983	165	18	the	the	DET
easat-5983	165	19	accuracy	accuracy	NOUN
easat-5983	165	20	of	of	ADP
easat-5983	165	21	feature	feature	NOUN
easat-5983	165	22	extraction	extraction	NOUN
easat-5983	165	23	.	.	PUNCT
easat-5983	166	1	applying	apply	VERB
easat-5983	166	2	a	a	DET
easat-5983	166	3	convolution	convolution	NOUN
easat-5983	166	4	layer	layer	NOUN
easat-5983	166	5	to	to	ADP
easat-5983	166	6	the	the	DET
easat-5983	166	7	embedding	embed	VERB
easat-5983	166	8	layer	layer	NOUN
easat-5983	166	9	's	's	PART
easat-5983	166	10	output	output	NOUN
easat-5983	166	11	will	will	AUX
easat-5983	166	12	enable	enable	VERB
easat-5983	166	13	this	this	DET
easat-5983	166	14	optional	optional	ADJ
easat-5983	166	15	feature	feature	NOUN
easat-5983	166	16	.	.	PUNCT
easat-5983	167	1	3.2.7	3.2.7	X
easat-5983	167	2	.	.	PUNCT
easat-5983	168	1	lstm	lstm	ADJ
easat-5983	168	2	layer	layer	NOUN
easat-5983	168	3	to	to	PART
easat-5983	168	4	improve	improve	VERB
easat-5983	168	5	the	the	DET
easat-5983	168	6	sequential	sequential	ADJ
easat-5983	168	7	understanding	understanding	NOUN
easat-5983	168	8	with	with	ADP
easat-5983	168	9	an	an	DET
easat-5983	168	10	enhancement	enhancement	NOUN
easat-5983	168	11	of	of	ADP
easat-5983	168	12	features	feature	NOUN
easat-5983	168	13	to	to	PART
easat-5983	168	14	achieve	achieve	VERB
easat-5983	168	15	an	an	DET
easat-5983	168	16	accurate	accurate	ADJ
easat-5983	168	17	college	college	NOUN
easat-5983	168	18	admission	admission	NOUN
easat-5983	168	19	query	query	NOUN
easat-5983	168	20	classification	classification	NOUN
easat-5983	168	21	through	through	ADP
easat-5983	168	22	the	the	DET
easat-5983	168	23	lstm	lstm	PROPN
easat-5983	168	24	network	network	NOUN
easat-5983	168	25	.	.	PUNCT
easat-5983	169	1	an	an	DET
easat-5983	169	2	lstm	lstm	ADJ
easat-5983	169	3	network	network	NOUN
easat-5983	169	4	receives	receive	VERB
easat-5983	169	5	the	the	DET
easat-5983	169	6	string	string	NOUN
easat-5983	169	7	of	of	ADP
easat-5983	169	8	word	word	NOUN
easat-5983	169	9	embeddings	embedding	NOUN
easat-5983	169	10	that	that	PRON
easat-5983	169	11	have	have	AUX
easat-5983	169	12	been	be	AUX
easat-5983	169	13	obtained	obtain	VERB
easat-5983	169	14	from	from	ADP
easat-5983	169	15	the	the	DET
easat-5983	169	16	embedding	embed	VERB
easat-5983	169	17	layer	layer	NOUN
easat-5983	169	18	(	(	PUNCT
easat-5983	169	19	also	also	ADV
easat-5983	169	20	known	know	VERB
easat-5983	169	21	as	as	ADP
easat-5983	169	22	the	the	DET
easat-5983	169	23	convolution	convolution	NOUN
easat-5983	169	24	layer	layer	NOUN
easat-5983	169	25	)	)	PUNCT
easat-5983	169	26	as	as	SCONJ
easat-5983	169	27	represented	represent	VERB
easat-5983	169	28	in	in	ADP
easat-5983	169	29	equation	equation	NOUN
easat-5983	169	30	(	(	PUNCT
easat-5983	169	31	4	4	NUM
easat-5983	169	32	)	)	PUNCT
easat-5983	169	33	.	.	PUNCT
easat-5983	170	1	𝑔𝑠	𝑔𝑠	X
easat-5983	170	2	=	=	SYM
easat-5983	170	3	𝐿𝑆𝑇𝑀(𝑔𝑠−1	𝐿𝑆𝑇𝑀(𝑔𝑠−1	PROPN
easat-5983	170	4	,	,	PUNCT
easat-5983	170	5	𝑤𝑠	𝑤𝑠	ADP
easat-5983	170	6	)	)	PUNCT
easat-5983	170	7	(	(	PUNCT
easat-5983	170	8	4	4	X
easat-5983	170	9	)	)	PUNCT
easat-5983	170	10	where	where	SCONJ
easat-5983	170	11	the	the	DET
easat-5983	170	12	input	input	NOUN
easat-5983	170	13	parameters	parameter	NOUN
easat-5983	170	14	at	at	ADP
easat-5983	170	15	time	time	NOUN
easat-5983	170	16	𝑠	𝑠	PROPN
easat-5983	170	17	are	be	AUX
easat-5983	170	18	denoted	denote	VERB
easat-5983	170	19	by𝑤𝑠	by𝑤𝑠	ADJ
easat-5983	170	20	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-5983	170	21	𝑔𝑠.	𝑔𝑠.	NOUN
easat-5983	170	22	the	the	DET
easat-5983	170	23	information	information	NOUN
easat-5983	170	24	flow	flow	NOUN
easat-5983	170	25	inside	inside	ADP
easat-5983	170	26	the	the	DET
easat-5983	170	27	recursive	recursive	ADJ
easat-5983	170	28	procedure	procedure	NOUN
easat-5983	170	29	is	be	AUX
easat-5983	170	30	controlled	control	VERB
easat-5983	170	31	by	by	ADP
easat-5983	170	32	the	the	DET
easat-5983	170	33	input	input	NOUN
easat-5983	170	34	,	,	PUNCT
easat-5983	170	35	output	output	NOUN
easat-5983	170	36	,	,	PUNCT
easat-5983	170	37	and	and	CCONJ
easat-5983	170	38	forget	forget	VERB
easat-5983	170	39	gates	gate	NOUN
easat-5983	170	40	that	that	PRON
easat-5983	170	41	construct	construct	VERB
easat-5983	170	42	the	the	DET
easat-5983	170	43	lstm	lstm	PROPN
easat-5983	170	44	model	model	NOUN
easat-5983	170	45	.	.	PUNCT
easat-5983	171	1	the	the	DET
easat-5983	171	2	lstm	lstm	PROPN
easat-5983	171	3	function	function	NOUN
easat-5983	171	4	is	be	AUX
easat-5983	171	5	officially	officially	ADV
easat-5983	171	6	described	describe	VERB
easat-5983	171	7	by	by	ADP
easat-5983	171	8	the	the	DET
easat-5983	171	9	following	follow	VERB
easat-5983	171	10	equation	equation	NOUN
easat-5983	171	11	(	(	PUNCT
easat-5983	171	12	5	5	NUM
easat-5983	171	13	)	)	PUNCT
easat-5983	171	14	to	to	ADP
easat-5983	171	15	equation	equation	NOUN
easat-5983	171	16	(	(	PUNCT
easat-5983	171	17	10	10	NUM
easat-5983	171	18	)	)	PUNCT
easat-5983	171	19	.	.	PUNCT
easat-5983	172	1	𝑗𝑠	𝑗𝑠	NOUN
easat-5983	172	2	=	=	PUNCT
easat-5983	172	3	𝜎(𝑋𝑗	𝜎(𝑋𝑗	PROPN
easat-5983	172	4	.	.	PUNCT
easat-5983	173	1	𝑤𝑠	𝑤𝑠	ADP
easat-5983	173	2	+	+	PUNCT
easat-5983	173	3	𝑉𝑗.	𝑉𝑗.	PROPN
easat-5983	173	4	𝑔𝑠−1	𝑔𝑠−1	PROPN
easat-5983	173	5	+	+	CCONJ
easat-5983	173	6	𝑎𝑗	𝑎𝑗	NOUN
easat-5983	173	7	)	)	PUNCT
easat-5983	173	8	(	(	PUNCT
easat-5983	173	9	5	5	X
easat-5983	173	10	)	)	PUNCT
easat-5983	173	11	𝑒𝑠	𝑒𝑠	NOUN
easat-5983	173	12	=	=	NOUN
easat-5983	173	13	𝜎(𝑋𝑒	𝜎(𝑋𝑒	NOUN
easat-5983	173	14	.	.	PUNCT
easat-5983	174	1	𝑤𝑠	𝑤𝑠	ADP
easat-5983	174	2	+	+	CCONJ
easat-5983	174	3	𝑉𝑒	𝑉𝑒	PROPN
easat-5983	174	4	.	.	PUNCT
easat-5983	175	1	𝑔𝑠−1	𝑔𝑠−1	PROPN
easat-5983	175	2	+	+	CCONJ
easat-5983	175	3	𝑎𝑒	𝑎𝑒	NOUN
easat-5983	175	4	)	)	PUNCT
easat-5983	175	5	(	(	PUNCT
easat-5983	175	6	6	6	NUM
easat-5983	175	7	)	)	PUNCT
easat-5983	175	8	�	�	PROPN
easat-5983	175	9	̃	̃	PROPN
easat-5983	175	10	�	�	PROPN
easat-5983	175	11	𝑠	𝑠	NOUN
easat-5983	175	12	=	=	SYM
easat-5983	175	13	𝑡𝑎𝑛ℎ(𝑋𝑑	𝑡𝑎𝑛ℎ(𝑋𝑑	PROPN
easat-5983	175	14	.	.	PUNCT
easat-5983	176	1	𝑤𝑠	𝑤𝑠	ADP
easat-5983	176	2	+	+	CCONJ
easat-5983	176	3	𝑉𝑑	𝑉𝑑	PROPN
easat-5983	176	4	.	.	PUNCT
easat-5983	177	1	𝑔𝑠−1	𝑔𝑠−1	PROPN
easat-5983	177	2	+	+	PROPN
easat-5983	177	3	𝑎𝑑	𝑎𝑑	PROPN
easat-5983	177	4	)	)	PUNCT
easat-5983	177	5	(	(	PUNCT
easat-5983	177	6	7	7	X
easat-5983	177	7	)	)	PUNCT
easat-5983	177	8	�	�	PROPN
easat-5983	177	9	̃	̃	PROPN
easat-5983	177	10	�	�	PROPN
easat-5983	177	11	𝑠	𝑠	NOUN
easat-5983	177	12	=	=	SYM
easat-5983	177	13	𝑗𝑠	𝑗𝑠	PROPN
easat-5983	177	14	∘	∘	PROPN
easat-5983	177	15	�	�	PROPN
easat-5983	177	16	̃	̃	PROPN
easat-5983	177	17	�	�	PROPN
easat-5983	177	18	𝑠	𝑠	NOUN
easat-5983	177	19	+	+	NUM
easat-5983	177	20	𝑒𝑠	𝑒𝑠	PROPN
easat-5983	177	21	∘	∘	PROPN
easat-5983	177	22	�	�	PROPN
easat-5983	177	23	̃	̃	PROPN
easat-5983	177	24	�	�	PROPN
easat-5983	177	25	𝑠−1	𝑠−1	PROPN
easat-5983	177	26	(	(	PUNCT
easat-5983	177	27	8)	8)	NUM
easat-5983	177	28	𝑝𝑠	𝑝𝑠	CCONJ
easat-5983	177	29	=	=	SYM
easat-5983	177	30	𝜎(𝑋𝑝.	𝜎(𝑋𝑝.	PROPN
easat-5983	177	31	𝑤𝑠	𝑤𝑠	ADP
easat-5983	177	32	+	+	CCONJ
easat-5983	177	33	𝑉𝑝.	𝑉𝑝.	VERB
easat-5983	177	34	𝑔𝑠−1	𝑔𝑠−1	NOUN
easat-5983	177	35	+	+	CCONJ
easat-5983	177	36	𝑎𝑝	𝑎𝑝	NOUN
easat-5983	177	37	)	)	PUNCT
easat-5983	177	38	(	(	PUNCT
easat-5983	177	39	9	9	X
easat-5983	177	40	)	)	PUNCT
easat-5983	177	41	𝑔𝑠	𝑔𝑠	NOUN
easat-5983	177	42	=	=	PUNCT
easat-5983	177	43	𝑝𝑠	𝑝𝑠	CCONJ
easat-5983	177	44	∘	∘	PROPN
easat-5983	177	45	tanh	tanh	PROPN
easat-5983	177	46	(	(	PUNCT
easat-5983	177	47	𝑑𝑠	𝑑𝑠	NOUN
easat-5983	177	48	)	)	PUNCT
easat-5983	177	49	(	(	PUNCT
easat-5983	177	50	10	10	NUM
easat-5983	177	51	)	)	PUNCT
easat-5983	177	52	the	the	DET
easat-5983	177	53	hidden	hide	VERB
easat-5983	177	54	vector	vector	NOUN
easat-5983	177	55	𝑔𝑠	𝑔𝑠	NOUN
easat-5983	177	56	,	,	PUNCT
easat-5983	177	57	which	which	PRON
easat-5983	177	58	represents	represent	VERB
easat-5983	177	59	the	the	DET
easat-5983	177	60	essay	essay	NOUN
easat-5983	177	61	's	's	PART
easat-5983	177	62	semantic	semantic	ADJ
easat-5983	177	63	structure	structure	NOUN
easat-5983	177	64	at	at	ADP
easat-5983	177	65	location	location	NOUN
easat-5983	177	66	𝑠	𝑠	PROPN
easat-5983	177	67	,	,	PUNCT
easat-5983	177	68	is	be	AUX
easat-5983	177	69	the	the	DET
easat-5983	177	70	output	output	NOUN
easat-5983	177	71	by	by	ADP
easat-5983	177	72	lstm	lstm	NOUN
easat-5983	177	73	at	at	ADP
easat-5983	177	74	each	each	DET
easat-5983	177	75	time	time	NOUN
easat-5983	177	76	step	step	NOUN
easat-5983	177	77	𝑠.	𝑠.	NOUN
easat-5983	177	78	in	in	ADP
easat-5983	177	79	the	the	DET
easat-5983	177	80	self	self	NOUN
easat-5983	177	81	-	-	PUNCT
easat-5983	177	82	information	information	NOUN
easat-5983	177	83	layer	layer	NOUN
easat-5983	177	84	,	,	PUNCT
easat-5983	177	85	the	the	DET
easat-5983	177	86	essay	essay	NOUN
easat-5983	177	87	's	's	PART
easat-5983	177	88	final	final	ADJ
easat-5983	177	89	description	description	NOUN
easat-5983	177	90	is	be	AUX
easat-5983	177	91	once	once	ADV
easat-5983	177	92	more	more	ADJ
easat-5983	177	93	feature	feature	NOUN
easat-5983	177	94	-	-	PUNCT
easat-5983	177	95	extracted	extract	VERB
easat-5983	177	96	.	.	PUNCT
easat-5983	178	1	this	this	DET
easat-5983	178	2	layer	layer	NOUN
easat-5983	178	3	guarantees	guarantee	VERB
easat-5983	178	4	the	the	DET
easat-5983	178	5	learning	learning	NOUN
easat-5983	178	6	of	of	ADP
easat-5983	178	7	essay	essay	NOUN
easat-5983	178	8	features	feature	NOUN
easat-5983	178	9	in	in	ADP
easat-5983	178	10	an	an	DET
easat-5983	178	11	exact	exact	ADJ
easat-5983	178	12	sequential	sequential	ADJ
easat-5983	178	13	manner	manner	NOUN
easat-5983	178	14	by	by	ADP
easat-5983	178	15	bidirectional	bidirectional	ADJ
easat-5983	178	16	lstm	lstm	PROPN
easat-5983	178	17	,	,	PUNCT
easat-5983	178	18	using	use	VERB
easat-5983	178	19	both	both	CCONJ
easat-5983	178	20	forward	forward	ADV
easat-5983	178	21	and	and	CCONJ
easat-5983	178	22	backward	backward	ADJ
easat-5983	178	23	dependencies	dependency	NOUN
easat-5983	178	24	.	.	PUNCT
easat-5983	179	1	3.2.8	3.2.8	NUM
easat-5983	179	2	.	.	PUNCT
easat-5983	179	3	self	self	NOUN
easat-5983	179	4	-	-	PUNCT
easat-5983	179	5	feature	feature	NOUN
easat-5983	179	6	layer	layer	NOUN
easat-5983	179	7	to	to	PART
easat-5983	179	8	enhance	enhance	VERB
easat-5983	179	9	the	the	DET
easat-5983	179	10	contextual	contextual	ADJ
easat-5983	179	11	and	and	CCONJ
easat-5983	179	12	relational	relational	ADJ
easat-5983	179	13	feature	feature	NOUN
easat-5983	179	14	extraction	extraction	NOUN
easat-5983	179	15	for	for	ADP
easat-5983	179	16	the	the	DET
easat-5983	179	17	accurate	accurate	ADJ
easat-5983	179	18	classification	classification	NOUN
easat-5983	179	19	of	of	ADP
easat-5983	179	20	queries	query	NOUN
easat-5983	179	21	using	use	VERB
easat-5983	179	22	the	the	DET
easat-5983	179	23	self	self	NOUN
easat-5983	179	24	-	-	PUNCT
easat-5983	179	25	feature	feature	NOUN
easat-5983	179	26	layer	layer	NOUN
easat-5983	179	27	.	.	PUNCT
easat-5983	180	1	this	this	DET
easat-5983	180	2	layer	layer	NOUN
easat-5983	180	3	describes	describe	VERB
easat-5983	180	4	how	how	SCONJ
easat-5983	180	5	to	to	PART
easat-5983	180	6	use	use	VERB
easat-5983	180	7	the	the	DET
easat-5983	180	8	vector	vector	NOUN
easat-5983	180	9	data	datum	NOUN
easat-5983	180	10	acquired	acquire	VERB
easat-5983	180	11	from	from	ADP
easat-5983	180	12	the	the	DET
easat-5983	180	13	bidirectional	bidirectional	ADJ
easat-5983	180	14	lstm	lstm	NOUN
easat-5983	180	15	layer	layer	NOUN
easat-5983	180	16	to	to	PART
easat-5983	180	17	get	get	VERB
easat-5983	180	18	the	the	DET
easat-5983	180	19	self	self	NOUN
easat-5983	180	20	-	-	PUNCT
easat-5983	180	21	feature	feature	NOUN
easat-5983	180	22	.	.	PUNCT
easat-5983	181	1	it	it	PRON
easat-5983	181	2	makes	make	VERB
easat-5983	181	3	an	an	DET
easat-5983	181	4	effort	effort	NOUN
easat-5983	181	5	to	to	PART
easat-5983	181	6	describe	describe	VERB
easat-5983	181	7	these	these	DET
easat-5983	181	8	relationships	relationship	NOUN
easat-5983	181	9	since	since	SCONJ
easat-5983	181	10	it	it	PRON
easat-5983	181	11	is	be	AUX
easat-5983	181	12	thought	think	VERB
easat-5983	181	13	that	that	SCONJ
easat-5983	181	14	the	the	DET
easat-5983	181	15	distance	distance	NOUN
easat-5983	181	16	information	information	NOUN
easat-5983	181	17	vector	vector	NOUN
easat-5983	181	18	value	value	NOUN
easat-5983	181	19	is𝑑𝑖𝑠𝑡𝑗,𝑖and	is𝑑𝑖𝑠𝑡𝑗,𝑖and	VERB
easat-5983	181	20	the	the	DET
easat-5983	181	21	essay	essay	NOUN
easat-5983	181	22	's	's	PART
easat-5983	181	23	data	data	NOUN
easat-5983	181	24	vector	vector	NOUN
easat-5983	181	25	value	value	NOUN
easat-5983	181	26	is	be	AUX
easat-5983	181	27	𝑓𝑗ought	𝑓𝑗ought	ADJ
easat-5983	181	28	to	to	PART
easat-5983	181	29	possess	possess	VERB
easat-5983	181	30	some	some	DET
easat-5983	181	31	exterior	exterior	ADJ
easat-5983	181	32	relations	relation	NOUN
easat-5983	181	33	and	and	CCONJ
easat-5983	181	34	the	the	DET
easat-5983	181	35	adjacent	adjacent	ADJ
easat-5983	181	36	sentences	sentence	NOUN
easat-5983	181	37	might	might	AUX
easat-5983	181	38	have	have	VERB
easat-5983	181	39	certain	certain	ADJ
easat-5983	181	40	inner	inner	ADJ
easat-5983	181	41	connections.let	connections.let	NOUN
easat-5983	181	42	𝑔𝑓	𝑔𝑓	VERB
easat-5983	181	43	be	be	AUX
easat-5983	181	44	the	the	DET
easat-5983	181	45	hidden	hide	VERB
easat-5983	181	46	layer	layer	NOUN
easat-5983	181	47	representing	represent	VERB
easat-5983	181	48	the	the	DET
easat-5983	181	49	essay	essay	NOUN
easat-5983	181	50	,	,	PUNCT
easat-5983	181	51	and	and	CCONJ
easat-5983	181	52	𝑔𝑓𝑠	𝑔𝑓𝑠	PROPN
easat-5983	181	53	represent	represent	VERB
easat-5983	181	54	the	the	DET
easat-5983	181	55	value	value	NOUN
easat-5983	181	56	of	of	ADP
easat-5983	181	57	the	the	DET
easat-5983	181	58	vector	vector	NOUN
easat-5983	181	59	at	at	ADP
easat-5983	181	60	location𝑠	location𝑠	NOUN
easat-5983	181	61	of	of	ADP
easat-5983	181	62	𝑔𝑓	𝑔𝑓	NOUN
easat-5983	181	63	;	;	PUNCT
easat-5983	181	64	when	when	SCONJ
easat-5983	181	65	𝑔𝑐be	𝑔𝑐be	VERB
easat-5983	181	66	the	the	DET
easat-5983	181	67	value	value	NOUN
easat-5983	181	68	of	of	ADP
easat-5983	181	69	the	the	DET
easat-5983	181	70	hidden	hide	VERB
easat-5983	181	71	layer	layer	NOUN
easat-5983	181	72	for	for	ADP
easat-5983	181	73	the	the	DET
easat-5983	181	74	distance	distance	NOUN
easat-5983	181	75	knowledge	knowledge	NOUN
easat-5983	181	76	,	,	PUNCT
easat-5983	181	77	and	and	CCONJ
easat-5983	181	78	𝑔𝑓𝑠	𝑔𝑓𝑠	PROPN
easat-5983	181	79	represent	represent	VERB
easat-5983	181	80	the	the	DET
easat-5983	181	81	vector	vector	NOUN
easat-5983	181	82	at	at	ADP
easat-5983	181	83	location	location	NOUN
easat-5983	181	84	𝑠	𝑠	PROPN
easat-5983	181	85	of	of	ADP
easat-5983	181	86	𝑔𝑐.	𝑔𝑐.	PROPN
easat-5983	181	87	assuming	assume	VERB
easat-5983	181	88	that	that	SCONJ
easat-5983	181	89	sentence	sentence	NOUN
easat-5983	181	90	lengths	length	NOUN
easat-5983	181	91	are	be	AUX
easat-5983	181	92	constant	constant	ADJ
easat-5983	181	93	across	across	ADP
easat-5983	181	94	sentences	sentence	NOUN
easat-5983	181	95	,	,	PUNCT
easat-5983	181	96	let	let	VERB
easat-5983	181	97	𝛿	𝛿	PRON
easat-5983	181	98	be	be	AUX
easat-5983	181	99	the	the	DET
easat-5983	181	100	sentence	sentence	NOUN
easat-5983	181	101	length	length	NOUN
easat-5983	181	102	.	.	PUNCT
easat-5983	182	1	to	to	PART
easat-5983	182	2	calculate	calculate	VERB
easat-5983	182	3	the	the	DET
easat-5983	182	4	vector	vector	NOUN
easat-5983	182	5	𝑔𝑓	𝑔𝑓	NOUN
easat-5983	182	6	similarity	similarity	NOUN
easat-5983	182	7	at	at	ADP
easat-5983	182	8	positions	position	NOUN
easat-5983	182	9	𝑠	𝑠	INTJ
easat-5983	182	10	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
easat-5983	182	11	𝑠	𝑠	PROPN
easat-5983	182	12	+	+	CCONJ
easat-5983	182	13	𝛿	𝛿	X
easat-5983	182	14	,	,	PUNCT
easat-5983	182	15	which	which	PRON
easat-5983	182	16	refers	refer	VERB
easat-5983	182	17	to	to	ADP
easat-5983	182	18	it	it	PRON
easat-5983	182	19	as	as	SCONJ
easat-5983	182	20	an	an	DET
easat-5983	182	21	inner	inner	ADJ
easat-5983	182	22	feature	feature	NOUN
easat-5983	182	23	is	be	AUX
easat-5983	182	24	represented	represent	VERB
easat-5983	182	25	in	in	ADP
easat-5983	182	26	equation	equation	NOUN
easat-5983	182	27	(	(	PUNCT
easat-5983	182	28	11	11	NUM
easat-5983	182	29	)	)	PUNCT
easat-5983	182	30	.	.	PUNCT
easat-5983	183	1	𝑖𝑛𝑛𝑒𝑟	𝑖𝑛𝑛𝑒𝑟	PRON
easat-5983	183	2	−	−	NOUN
easat-5983	183	3	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	NOUN
easat-5983	183	4	=	=	SYM
easat-5983	183	5	𝑔𝑓𝑠∙𝑔𝑓𝑠+𝛿	𝑔𝑓𝑠∙𝑔𝑓𝑠+𝛿	SYM
easat-5983	183	6	|𝑔𝑓𝑠|∙|𝑔𝑓𝑠+𝛿|	|𝑔𝑓𝑠|∙|𝑔𝑓𝑠+𝛿|	PROPN
easat-5983	183	7	(	(	PUNCT
easat-5983	183	8	11	11	NUM
easat-5983	183	9	)	)	PUNCT
easat-5983	183	10	to	to	PART
easat-5983	183	11	calculate	calculate	VERB
easat-5983	183	12	the	the	DET
easat-5983	183	13	similarity	similarity	NOUN
easat-5983	183	14	between	between	ADP
easat-5983	183	15	vectors	vector	NOUN
easat-5983	183	16	𝑔𝑓	𝑔𝑓	VERB
easat-5983	183	17	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
easat-5983	183	18	𝑔𝑐	𝑔𝑐	NOUN
easat-5983	183	19	at	at	ADP
easat-5983	183	20	the	the	DET
easat-5983	183	21	same	same	ADJ
easat-5983	183	22	point	point	NOUN
easat-5983	183	23	𝑠	𝑠	ADP
easat-5983	183	24	;	;	PUNCT
easat-5983	183	25	this	this	DET
easat-5983	183	26	similarity	similarity	NOUN
easat-5983	183	27	is	be	AUX
easat-5983	183	28	known	know	VERB
easat-5983	183	29	as	as	ADP
easat-5983	183	30	a	a	DET
easat-5983	183	31	cross	cross	ADJ
easat-5983	183	32	-	-	ADJ
easat-5983	183	33	feature	feature	NOUN
easat-5983	183	34	represented	represent	VERB
easat-5983	183	35	in	in	ADP
easat-5983	183	36	equation	equation	NOUN
easat-5983	183	37	(	(	PUNCT
easat-5983	183	38	12	12	NUM
easat-5983	183	39	)	)	PUNCT
easat-5983	183	40	.	.	PUNCT
easat-5983	184	1	𝑐𝑟𝑜𝑠𝑠	𝑐𝑟𝑜𝑠𝑠	NOUN
easat-5983	184	2	−	−	PROPN
easat-5983	184	3	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	𝑓𝑒𝑎𝑡𝑢𝑟𝑒	NOUN
easat-5983	184	4	=	=	PUNCT
easat-5983	184	5	𝑔𝑓𝑠∙𝑔𝑓𝑠	𝑔𝑓𝑠∙𝑔𝑓𝑠	X
easat-5983	184	6	|𝑔𝑓𝑠|∙|𝑔𝑓𝑠|	|𝑔𝑓𝑠|∙|𝑔𝑓𝑠|	NOUN
easat-5983	184	7	(	(	PUNCT
easat-5983	184	8	12	12	NUM
easat-5983	184	9	)	)	PUNCT
easat-5983	184	10	269	269	NUM
easat-5983	184	11	edelweiss	edelweiss	PROPN
easat-5983	184	12	applied	apply	VERB
easat-5983	184	13	science	science	NOUN
easat-5983	184	14	and	and	CCONJ
easat-5983	184	15	technology	technology	NOUN
easat-5983	184	16	issn	issn	PROPN
easat-5983	184	17	:	:	PUNCT
easat-5983	184	18	2576	2576	NUM
easat-5983	184	19	-	-	SYM
easat-5983	184	20	8484	8484	NUM
easat-5983	184	21	vol	vol	NOUN
easat-5983	184	22	.	.	PROPN
easat-5983	185	1	9	9	NUM
easat-5983	185	2	,	,	PUNCT
easat-5983	185	3	no	no	INTJ
easat-5983	185	4	.	.	NOUN
easat-5983	185	5	4	4	NUM
easat-5983	185	6	:	:	PUNCT
easat-5983	185	7	262	262	NUM
easat-5983	185	8	-	-	SYM
easat-5983	185	9	275	275	NUM
easat-5983	185	10	,	,	PUNCT
easat-5983	185	11	2025	2025	NUM
easat-5983	185	12	doi	doi	NOUN
easat-5983	185	13	:	:	PUNCT
easat-5983	185	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	185	15	©	©	PROPN
easat-5983	185	16	2025	2025	NUM
easat-5983	185	17	by	by	ADP
easat-5983	185	18	the	the	DET
easat-5983	185	19	authors	author	NOUN
easat-5983	185	20	;	;	PUNCT
easat-5983	186	1	licensee	licensee	PROPN
easat-5983	186	2	learning	learn	VERB
easat-5983	186	3	gate	gate	NOUN
easat-5983	186	4	equations	equation	NOUN
easat-5983	186	5	(	(	PUNCT
easat-5983	186	6	11	11	NUM
easat-5983	186	7	)	)	PUNCT
easat-5983	186	8	and	and	CCONJ
easat-5983	186	9	(	(	PUNCT
easat-5983	186	10	12	12	NUM
easat-5983	186	11	)	)	PUNCT
easat-5983	186	12	use	use	NOUN
easat-5983	186	13	∙	∙	PROPN
easat-5983	186	14	as	as	ADP
easat-5983	186	15	a	a	DET
easat-5983	186	16	dot	dot	NOUN
easat-5983	186	17	product	product	NOUN
easat-5983	186	18	.	.	PUNCT
easat-5983	187	1	the	the	DET
easat-5983	187	2	inside	inside	NOUN
easat-5983	187	3	and	and	CCONJ
easat-5983	187	4	cross	cross	NOUN
easat-5983	187	5	features	feature	NOUN
easat-5983	187	6	are	be	AUX
easat-5983	187	7	then	then	ADV
easat-5983	187	8	delivered	deliver	VERB
easat-5983	187	9	to	to	ADP
easat-5983	187	10	the	the	DET
easat-5983	187	11	next	next	ADJ
easat-5983	187	12	layer	layer	NOUN
easat-5983	187	13	after	after	ADP
easat-5983	187	14	being	be	AUX
easat-5983	187	15	combined	combine	VERB
easat-5983	187	16	into	into	ADP
easat-5983	187	17	vectors	vector	NOUN
easat-5983	187	18	that	that	PRON
easat-5983	187	19	have	have	AUX
easat-5983	187	20	been	be	AUX
easat-5983	187	21	referred	refer	VERB
easat-5983	187	22	to	to	ADP
easat-5983	187	23	as	as	ADP
easat-5983	187	24	internal	internal	ADJ
easat-5983	187	25	and	and	CCONJ
easat-5983	187	26	cross	cross	NOUN
easat-5983	187	27	characteristics	characteristic	NOUN
easat-5983	187	28	directly	directly	ADV
easat-5983	187	29	.	.	PUNCT
easat-5983	188	1	the	the	DET
easat-5983	188	2	composition	composition	NOUN
easat-5983	188	3	's	's	PART
easat-5983	188	4	secret	secret	ADJ
easat-5983	188	5	layer	layer	NOUN
easat-5983	188	6	and	and	CCONJ
easat-5983	188	7	the	the	DET
easat-5983	188	8	distance	distance	NOUN
easat-5983	188	9	-	-	PUNCT
easat-5983	188	10	based	base	VERB
easat-5983	188	11	data	datum	NOUN
easat-5983	188	12	secret	secret	ADJ
easat-5983	188	13	layer	layer	NOUN
easat-5983	188	14	are	be	AUX
easat-5983	188	15	its	its	PRON
easat-5983	188	16	two	two	NUM
easat-5983	188	17	main	main	ADJ
easat-5983	188	18	outputs	output	NOUN
easat-5983	188	19	,	,	PUNCT
easat-5983	188	20	in	in	ADP
easat-5983	188	21	addition	addition	NOUN
easat-5983	188	22	to	to	ADP
easat-5983	188	23	inner	inner	ADJ
easat-5983	188	24	-	-	PUNCT
easat-5983	188	25	feature	feature	NOUN
easat-5983	188	26	and	and	CCONJ
easat-5983	188	27	cross	cros	NOUN
easat-5983	188	28	-	-	NOUN
easat-5983	188	29	features	feature	NOUN
easat-5983	188	30	.	.	PUNCT
easat-5983	189	1	the	the	DET
easat-5983	189	2	model	model	NOUN
easat-5983	189	3	reaches	reach	VERB
easat-5983	189	4	improved	improve	VERB
easat-5983	189	5	internal	internal	ADJ
easat-5983	189	6	and	and	CCONJ
easat-5983	189	7	cross	cross	ADJ
easat-5983	189	8	-	-	ADJ
easat-5983	189	9	feature	feature	ADJ
easat-5983	189	10	extraction	extraction	NOUN
easat-5983	189	11	,	,	PUNCT
easat-5983	189	12	resulting	result	VERB
easat-5983	189	13	in	in	ADP
easat-5983	189	14	a	a	DET
easat-5983	189	15	better	well	ADJ
easat-5983	189	16	representation	representation	NOUN
easat-5983	189	17	of	of	ADP
easat-5983	189	18	relational	relational	ADJ
easat-5983	189	19	and	and	CCONJ
easat-5983	189	20	contextual	contextual	ADJ
easat-5983	189	21	features	feature	NOUN
easat-5983	189	22	indispensable	indispensable	ADJ
easat-5983	189	23	for	for	ADP
easat-5983	189	24	classification	classification	NOUN
easat-5983	189	25	tasks	task	NOUN
easat-5983	189	26	.	.	PUNCT
easat-5983	190	1	these	these	DET
easat-5983	190	2	two	two	NUM
easat-5983	190	3	layers	layer	NOUN
easat-5983	190	4	have	have	VERB
easat-5983	190	5	two	two	NUM
easat-5983	190	6	processing	processing	NOUN
easat-5983	190	7	options	option	NOUN
easat-5983	190	8	.	.	PUNCT
easat-5983	191	1	there	there	PRON
easat-5983	191	2	are	be	VERB
easat-5983	191	3	two	two	NUM
easat-5983	191	4	methods	method	NOUN
easat-5983	191	5	:	:	PUNCT
easat-5983	191	6	taking	take	VERB
easat-5983	191	7	the	the	DET
easat-5983	191	8	mean	mean	ADJ
easat-5983	191	9	vector	vector	NOUN
easat-5983	191	10	throughout	throughout	ADP
easat-5983	191	11	time	time	NOUN
easat-5983	191	12	or	or	CCONJ
easat-5983	191	13	taking	take	VERB
easat-5983	191	14	the	the	DET
easat-5983	191	15	vectors	vector	NOUN
easat-5983	191	16	at	at	ADP
easat-5983	191	17	the	the	DET
easat-5983	191	18	final	final	ADJ
easat-5983	191	19	positions	position	NOUN
easat-5983	191	20	of	of	ADP
easat-5983	191	21	𝑔𝑓	𝑔𝑓	ADP
easat-5983	191	22	𝑎𝑛𝑑	𝑎𝑛𝑑	PROPN
easat-5983	191	23	𝑔𝑐	𝑔𝑐	VERB
easat-5983	191	24	directly	directly	ADV
easat-5983	191	25	.	.	PUNCT
easat-5983	192	1	these	these	DET
easat-5983	192	2	two	two	NUM
easat-5983	192	3	vectors	vector	NOUN
easat-5983	192	4	are	be	AUX
easat-5983	192	5	referred	refer	VERB
easat-5983	192	6	to	to	ADP
easat-5983	192	7	as	as	SCONJ
easat-5983	192	8	𝑔𝑓	𝑔𝑓	ADP
easat-5983	192	9	−	−	PROPN
easat-5983	192	10	𝑣𝑒𝑐𝑡𝑜𝑟	𝑣𝑒𝑐𝑡𝑜𝑟	NOUN
easat-5983	192	11	𝑎𝑛𝑑	𝑎𝑛𝑑	ADJ
easat-5983	192	12	𝑔𝑐	𝑔𝑐	NOUN
easat-5983	192	13	−	−	PROPN
easat-5983	192	14	𝑣𝑒𝑐𝑡𝑜𝑟.	𝑣𝑒𝑐𝑡𝑜𝑟.	NOUN
easat-5983	192	15	3.2.9	3.2.9	NOUN
easat-5983	192	16	.	.	PUNCT
easat-5983	192	17	fully	fully	ADV
easat-5983	192	18	-	-	PUNCT
easat-5983	192	19	connected	connect	VERB
easat-5983	192	20	layer	layer	NOUN
easat-5983	192	21	the	the	DET
easat-5983	192	22	fully	fully	ADV
easat-5983	192	23	connected	connect	VERB
easat-5983	192	24	layer	layer	NOUN
easat-5983	192	25	is	be	AUX
easat-5983	192	26	to	to	PART
easat-5983	192	27	integrate	integrate	VERB
easat-5983	192	28	and	and	CCONJ
easat-5983	192	29	combine	combine	VERB
easat-5983	192	30	the	the	DET
easat-5983	192	31	features	feature	NOUN
easat-5983	192	32	extracted	extract	VERB
easat-5983	192	33	for	for	ADP
easat-5983	192	34	the	the	DET
easat-5983	192	35	comprehensive	comprehensive	ADJ
easat-5983	192	36	classification	classification	NOUN
easat-5983	192	37	of	of	ADP
easat-5983	192	38	queries	query	NOUN
easat-5983	192	39	with	with	ADP
easat-5983	192	40	enhanced	enhanced	ADJ
easat-5983	192	41	accuracy	accuracy	NOUN
easat-5983	192	42	.	.	PUNCT
easat-5983	193	1	four	four	NUM
easat-5983	193	2	vectors	vector	NOUN
easat-5983	193	3	the	the	DET
easat-5983	193	4	𝑔𝑓	𝑔𝑓	ADJ
easat-5983	193	5	−	−	PROPN
easat-5983	193	6	𝑣𝑒𝑐𝑡𝑜𝑟	𝑣𝑒𝑐𝑡𝑜𝑟	NOUN
easat-5983	193	7	,	,	PUNCT
easat-5983	193	8	𝑔𝑐	𝑔𝑐	NOUN
easat-5983	193	9	−	−	NOUN
easat-5983	193	10	𝑣𝑒𝑐𝑡𝑜𝑟	𝑣𝑒𝑐𝑡𝑜𝑟	NOUN
easat-5983	193	11	,	,	PUNCT
easat-5983	193	12	innerfeature	innerfeature	NOUN
easat-5983	193	13	,	,	PUNCT
easat-5983	193	14	and	and	CCONJ
easat-5983	193	15	cross	cross	ADJ
easat-5983	193	16	-	-	ADJ
easat-5983	193	17	feature	feature	NOUN
easat-5983	193	18	is	be	AUX
easat-5983	193	19	then	then	ADV
easat-5983	193	20	acquired	acquire	VERB
easat-5983	193	21	from	from	ADP
easat-5983	193	22	the	the	DET
easat-5983	193	23	information	information	NOUN
easat-5983	193	24	about	about	ADP
easat-5983	193	25	self	self	NOUN
easat-5983	193	26	layer	layer	NOUN
easat-5983	193	27	.	.	PUNCT
easat-5983	194	1	these	these	DET
easat-5983	194	2	four	four	NUM
easat-5983	194	3	vectors	vector	NOUN
easat-5983	194	4	can	can	AUX
easat-5983	194	5	be	be	AUX
easat-5983	194	6	concatenated	concatenate	VERB
easat-5983	194	7	into	into	ADP
easat-5983	194	8	a	a	DET
easat-5983	194	9	single	single	ADJ
easat-5983	194	10	one	one	NUM
easat-5983	194	11	.	.	PUNCT
easat-5983	195	1	the	the	DET
easat-5983	195	2	concatenated	concatenate	VERB
easat-5983	195	3	vector	vector	NOUN
easat-5983	195	4	is	be	AUX
easat-5983	195	5	then	then	ADV
easat-5983	195	6	sent	send	VERB
easat-5983	195	7	to	to	ADP
easat-5983	195	8	the	the	DET
easat-5983	195	9	softmax	softmax	NOUN
easat-5983	195	10	layer.this	layer.this	PRON
easat-5983	195	11	layer	layer	NOUN
easat-5983	195	12	combines	combine	VERB
easat-5983	195	13	all	all	DET
easat-5983	195	14	features	feature	NOUN
easat-5983	195	15	extracted	extract	VERB
easat-5983	195	16	,	,	PUNCT
easat-5983	195	17	providing	provide	VERB
easat-5983	195	18	holistic	holistic	ADJ
easat-5983	195	19	learning	learning	NOUN
easat-5983	195	20	over	over	ADP
easat-5983	195	21	the	the	DET
easat-5983	195	22	interaction	interaction	NOUN
easat-5983	195	23	between	between	ADP
easat-5983	195	24	queries	query	NOUN
easat-5983	195	25	and	and	CCONJ
easat-5983	195	26	training	training	NOUN
easat-5983	195	27	information	information	NOUN
easat-5983	195	28	.	.	PUNCT
easat-5983	196	1	3.2.10	3.2.10	NUM
easat-5983	196	2	.	.	PUNCT
easat-5983	196	3	softmax	softmax	NOUN
easat-5983	196	4	layer	layer	NOUN
easat-5983	196	5	to	to	PART
easat-5983	196	6	classify	classify	VERB
easat-5983	196	7	the	the	DET
easat-5983	196	8	output	output	NOUN
easat-5983	196	9	efficiently	efficiently	ADV
easat-5983	196	10	to	to	PART
easat-5983	196	11	ensure	ensure	VERB
easat-5983	196	12	accurate	accurate	ADJ
easat-5983	196	13	categorization	categorization	NOUN
easat-5983	196	14	of	of	ADP
easat-5983	196	15	the	the	DET
easat-5983	196	16	query	query	NOUN
easat-5983	196	17	for	for	ADP
easat-5983	196	18	improved	improved	ADJ
easat-5983	196	19	resolution	resolution	NOUN
easat-5983	196	20	of	of	ADP
easat-5983	196	21	admission	admission	NOUN
easat-5983	196	22	queries	query	NOUN
easat-5983	196	23	.	.	PUNCT
easat-5983	197	1	the	the	DET
easat-5983	197	2	purpose	purpose	NOUN
easat-5983	197	3	of	of	ADP
easat-5983	197	4	this	this	DET
easat-5983	197	5	layer	layer	NOUN
easat-5983	197	6	is	be	AUX
easat-5983	197	7	to	to	PART
easat-5983	197	8	categorize	categorize	VERB
easat-5983	197	9	the	the	DET
easat-5983	197	10	fully	fully	ADV
easat-5983	197	11	linked	link	VERB
easat-5983	197	12	layer	layer	NOUN
easat-5983	197	13	's	's	PART
easat-5983	197	14	output	output	NOUN
easat-5983	197	15	.	.	PUNCT
easat-5983	198	1	by	by	ADP
easat-5983	198	2	using	use	VERB
easat-5983	198	3	equation	equation	NOUN
easat-5983	198	4	(	(	PUNCT
easat-5983	198	5	13	13	NUM
easat-5983	198	6	)	)	PUNCT
easat-5983	198	7	,	,	PUNCT
easat-5983	198	8	it	it	PRON
easat-5983	198	9	is	be	AUX
easat-5983	198	10	classified	classified	ADJ
easat-5983	198	11	.	.	PUNCT
easat-5983	199	1	𝑡(𝑤	𝑡(𝑤	NOUN
easat-5983	199	2	)	)	PUNCT
easat-5983	200	1	=	=	PUNCT
easat-5983	200	2	𝑠𝑖𝑔𝑚𝑜𝑖𝑑(𝑥.	𝑠𝑖𝑔𝑚𝑜𝑖𝑑(𝑥.	ADP
easat-5983	200	3	𝑤	𝑤	ADP
easat-5983	200	4	+	+	NUM
easat-5983	200	5	𝑎	𝑎	X
easat-5983	200	6	)	)	PUNCT
easat-5983	200	7	(	(	PUNCT
easat-5983	200	8	13	13	NUM
easat-5983	200	9	)	)	PUNCT
easat-5983	200	10	in	in	ADP
easat-5983	200	11	the	the	DET
easat-5983	200	12	above	above	ADJ
easat-5983	200	13	equation	equation	NOUN
easat-5983	200	14	𝑥	𝑥	PROPN
easat-5983	200	15	is	be	AUX
easat-5983	200	16	the	the	DET
easat-5983	200	17	value	value	NOUN
easat-5983	200	18	of	of	ADP
easat-5983	200	19	the	the	DET
easat-5983	200	20	weight	weight	NOUN
easat-5983	200	21	vector	vector	NOUN
easat-5983	200	22	,	,	PUNCT
easat-5983	200	23	𝑎	𝑎	X
easat-5983	200	24	is	be	AUX
easat-5983	200	25	the	the	DET
easat-5983	200	26	value	value	NOUN
easat-5983	200	27	of	of	ADP
easat-5983	200	28	the	the	DET
easat-5983	200	29	bias	bias	NOUN
easat-5983	200	30	,	,	PUNCT
easat-5983	200	31	and	and	CCONJ
easat-5983	200	32	𝑤	𝑤	NOUN
easat-5983	200	33	represents	represent	VERB
easat-5983	200	34	the	the	DET
easat-5983	200	35	source	source	NOUN
easat-5983	200	36	vector	vector	NOUN
easat-5983	200	37	.	.	PUNCT
easat-5983	201	1	this	this	DET
easat-5983	201	2	layer	layer	NOUN
easat-5983	201	3	is	be	AUX
easat-5983	201	4	applied	apply	VERB
easat-5983	201	5	because	because	SCONJ
easat-5983	201	6	it	it	PRON
easat-5983	201	7	helps	help	VERB
easat-5983	201	8	in	in	ADP
easat-5983	201	9	the	the	DET
easat-5983	201	10	efficient	efficient	ADJ
easat-5983	201	11	classification	classification	NOUN
easat-5983	201	12	of	of	ADP
easat-5983	201	13	outputs	output	NOUN
easat-5983	201	14	as	as	SCONJ
easat-5983	201	15	it	it	PRON
easat-5983	201	16	maps	map	VERB
easat-5983	201	17	the	the	DET
easat-5983	201	18	probabilities	probability	NOUN
easat-5983	201	19	to	to	ADP
easat-5983	201	20	the	the	DET
easat-5983	201	21	predefined	predefine	VERB
easat-5983	201	22	categories	category	NOUN
easat-5983	201	23	quite	quite	ADV
easat-5983	201	24	effectively	effectively	ADV
easat-5983	201	25	.	.	PUNCT
easat-5983	202	1	3.2.11	3.2.11	X
easat-5983	202	2	.	.	PUNCT
easat-5983	202	3	performance	performance	NOUN
easat-5983	202	4	evaluation	evaluation	NOUN
easat-5983	202	5	the	the	DET
easat-5983	202	6	experimental	experimental	ADJ
easat-5983	202	7	setup	setup	NOUN
easat-5983	202	8	used	use	VERB
easat-5983	202	9	a	a	DET
easat-5983	202	10	system	system	NOUN
easat-5983	202	11	with	with	ADP
easat-5983	202	12	at	at	ADV
easat-5983	202	13	least	least	ADV
easat-5983	202	14	16	16	NUM
easat-5983	202	15	gb	gb	NOUN
easat-5983	202	16	ram	ram	NOUN
easat-5983	202	17	and	and	CCONJ
easat-5983	202	18	a	a	DET
easat-5983	202	19	very	very	ADV
easat-5983	202	20	powerful	powerful	ADJ
easat-5983	202	21	gpu	gpu	PROPN
easat-5983	202	22	nvidia	nvidia	PROPN
easat-5983	202	23	tesla	tesla	PROPN
easat-5983	202	24	,	,	PUNCT
easat-5983	202	25	taking	take	VERB
easat-5983	202	26	advantage	advantage	NOUN
easat-5983	202	27	of	of	ADP
easat-5983	202	28	deep	deep	ADJ
easat-5983	202	29	learning	learning	NOUN
easat-5983	202	30	functionality	functionality	NOUN
easat-5983	202	31	.	.	PUNCT
easat-5983	203	1	the	the	DET
easat-5983	203	2	software	software	NOUN
easat-5983	203	3	stack	stack	NOUN
easat-5983	203	4	includes	include	VERB
easat-5983	203	5	python	python	NOUN
easat-5983	203	6	,	,	PUNCT
easat-5983	203	7	and	and	CCONJ
easat-5983	203	8	tensorflow	tensorflow	NOUN
easat-5983	203	9	,	,	PUNCT
easat-5983	203	10	along	along	ADP
easat-5983	203	11	with	with	ADP
easat-5983	203	12	libraries	library	NOUN
easat-5983	203	13	that	that	PRON
easat-5983	203	14	include	include	VERB
easat-5983	203	15	bert	bert	NOUN
easat-5983	203	16	for	for	ADP
easat-5983	203	17	nlp	nlp	NOUN
easat-5983	203	18	and	and	CCONJ
easat-5983	203	19	siamese	siamese	ADJ
easat-5983	203	20	bilstm	bilstm	NOUN
easat-5983	203	21	to	to	PART
easat-5983	203	22	classify	classify	VERB
easat-5983	203	23	and	and	CCONJ
easat-5983	203	24	match	match	VERB
easat-5983	203	25	queries	query	NOUN
easat-5983	203	26	are	be	AUX
easat-5983	203	27	in	in	ADP
easat-5983	203	28	table	table	NOUN
easat-5983	203	29	1	1	NUM
easat-5983	203	30	.	.	PUNCT
easat-5983	203	31	table	table	NOUN
easat-5983	203	32	1	1	NUM
easat-5983	203	33	.	.	PUNCT
easat-5983	203	34	experimental	experimental	ADJ
easat-5983	203	35	setup	setup	NOUN
easat-5983	203	36	.	.	PUNCT
easat-5983	204	1	component	component	NOUN
easat-5983	204	2	specification	specification	NOUN
easat-5983	204	3	ram	ram	NOUN
easat-5983	204	4	16	16	NUM
easat-5983	204	5	gb	gb	ADP
easat-5983	204	6	or	or	CCONJ
easat-5983	204	7	higher	high	ADJ
easat-5983	204	8	gpu	gpu	PROPN
easat-5983	204	9	nvidia	nvidia	PROPN
easat-5983	204	10	tesla	tesla	PROPN
easat-5983	204	11	software	software	PROPN
easat-5983	204	12	python	python	PROPN
easat-5983	204	13	,	,	PUNCT
easat-5983	204	14	tensorflow	tensorflow	NOUN
easat-5983	204	15	libraries	library	NOUN
easat-5983	204	16	bert	bert	PROPN
easat-5983	204	17	,	,	PUNCT
easat-5983	204	18	siamese	siamese	ADJ
easat-5983	204	19	bilstm	bilstm	NOUN
easat-5983	204	20	,	,	PUNCT
easat-5983	204	21	nlp	nlp	NOUN
easat-5983	204	22	libraries	library	NOUN
easat-5983	204	23	operating	operate	VERB
easat-5983	204	24	system	system	NOUN
easat-5983	204	25	ubuntu	ubuntu	NOUN
easat-5983	204	26	or	or	CCONJ
easat-5983	204	27	windows	window	NOUN
easat-5983	204	28	10/11	10/11	NUM
easat-5983	204	29	the	the	DET
easat-5983	204	30	tokenization	tokenization	NOUN
easat-5983	204	31	uses	use	VERB
easat-5983	204	32	the	the	DET
easat-5983	204	33	college	college	NOUN
easat-5983	204	34	admission	admission	NOUN
easat-5983	204	35	dataset	dataset	NOUN
easat-5983	204	36	,	,	PUNCT
easat-5983	204	37	which	which	PRON
easat-5983	204	38	is	be	AUX
easat-5983	204	39	fundamental	fundamental	ADJ
easat-5983	204	40	in	in	ADP
easat-5983	204	41	the	the	DET
easat-5983	204	42	context	context	NOUN
easat-5983	204	43	of	of	ADP
easat-5983	204	44	tokenization	tokenization	NOUN
easat-5983	204	45	in	in	ADP
easat-5983	204	46	pre	pre	ADJ
easat-5983	204	47	-	-	ADJ
easat-5983	204	48	processing	processing	ADJ
easat-5983	204	49	.	.	PUNCT
easat-5983	205	1	this	this	PRON
easat-5983	205	2	involves	involve	VERB
easat-5983	205	3	breaking	break	VERB
easat-5983	205	4	up	up	ADP
easat-5983	205	5	the	the	DET
easat-5983	205	6	complex	complex	ADJ
easat-5983	205	7	text	text	NOUN
easat-5983	205	8	,	,	PUNCT
easat-5983	205	9	for	for	ADP
easat-5983	205	10	instance	instance	NOUN
easat-5983	205	11	,	,	PUNCT
easat-5983	205	12	names	name	NOUN
easat-5983	205	13	of	of	ADP
easat-5983	205	14	universities	university	NOUN
easat-5983	205	15	,	,	PUNCT
easat-5983	205	16	into	into	ADP
easat-5983	205	17	much	much	ADV
easat-5983	205	18	smaller	small	ADJ
easat-5983	205	19	,	,	PUNCT
easat-5983	205	20	easier	easy	ADJ
easat-5983	205	21	-	-	PUNCT
easat-5983	205	22	to	to	ADP
easat-5983	205	23	-	-	PUNCT
easat-5983	205	24	process	process	NOUN
easat-5983	205	25	units	unit	NOUN
easat-5983	205	26	.	.	PUNCT
easat-5983	206	1	these	these	PRON
easat-5983	206	2	are	be	AUX
easat-5983	206	3	known	know	VERB
easat-5983	206	4	as	as	ADP
easat-5983	206	5	tokens	token	NOUN
easat-5983	206	6	,	,	PUNCT
easat-5983	206	7	each	each	PRON
easat-5983	206	8	being	be	AUX
easat-5983	206	9	a	a	DET
easat-5983	206	10	word	word	NOUN
easat-5983	206	11	or	or	CCONJ
easat-5983	206	12	meaningful	meaningful	ADJ
easat-5983	206	13	symbol	symbol	NOUN
easat-5983	206	14	that	that	PRON
easat-5983	206	15	machines	machine	NOUN
easat-5983	206	16	like	like	ADP
easat-5983	206	17	bert	bert	PROPN
easat-5983	206	18	and	and	CCONJ
easat-5983	206	19	siamese	siamese	ADJ
easat-5983	206	20	bilstm	bilstm	NOUN
easat-5983	206	21	understand	understand	VERB
easat-5983	206	22	.	.	PUNCT
easat-5983	207	1	a	a	DET
easat-5983	207	2	query	query	NOUN
easat-5983	207	3	such	such	ADJ
easat-5983	207	4	as	as	ADP
easat-5983	207	5	“	"	PUNCT
easat-5983	207	6	what	what	PRON
easat-5983	207	7	are	be	AUX
easat-5983	207	8	the	the	DET
easat-5983	207	9	eligibility	eligibility	NOUN
easat-5983	207	10	requirements	requirement	NOUN
easat-5983	207	11	for	for	ADP
easat-5983	207	12	admission	admission	NOUN
easat-5983	207	13	?	?	PUNCT
easat-5983	207	14	”	"	PUNCT
easat-5983	207	15	and	and	CCONJ
easat-5983	207	16	“	"	PUNCT
easat-5983	207	17	is	be	AUX
easat-5983	207	18	there	there	PRON
easat-5983	207	19	a	a	DET
easat-5983	207	20	deadline	deadline	NOUN
easat-5983	207	21	for	for	ADP
easat-5983	207	22	submitting	submit	VERB
easat-5983	207	23	applications	application	NOUN
easat-5983	207	24	?	?	PUNCT
easat-5983	207	25	”	"	PUNCT
easat-5983	207	26	makes	make	VERB
easat-5983	207	27	the	the	DET
easat-5983	207	28	analysis	analysis	NOUN
easat-5983	207	29	more	more	ADV
easat-5983	207	30	efficient	efficient	ADJ
easat-5983	207	31	by	by	ADP
easat-5983	207	32	focusing	focus	VERB
easat-5983	207	33	on	on	ADP
easat-5983	207	34	the	the	DET
easat-5983	207	35	core	core	NOUN
easat-5983	207	36	meaning	meaning	NOUN
easat-5983	207	37	of	of	ADP
easat-5983	207	38	each	each	DET
easat-5983	207	39	word	word	NOUN
easat-5983	207	40	.	.	PUNCT
easat-5983	208	1	this	this	DET
easat-5983	208	2	preprocessing	preprocessing	NOUN
easat-5983	208	3	ensures	ensure	VERB
easat-5983	208	4	that	that	SCONJ
easat-5983	208	5	the	the	DET
easat-5983	208	6	input	input	NOUN
easat-5983	208	7	data	data	NOUN
easat-5983	208	8	is	be	AUX
easat-5983	208	9	prepared	prepare	VERB
easat-5983	208	10	for	for	ADP
easat-5983	208	11	deeper	deep	ADJ
easat-5983	208	12	analysis	analysis	NOUN
easat-5983	208	13	so	so	SCONJ
easat-5983	208	14	that	that	SCONJ
easat-5983	208	15	the	the	DET
easat-5983	208	16	model	model	NOUN
easat-5983	208	17	can	can	AUX
easat-5983	208	18	answer	answer	VERB
easat-5983	208	19	college	college	NOUN
easat-5983	208	20	admission	admission	NOUN
easat-5983	208	21	queries	query	VERB
easat-5983	208	22	with	with	ADP
easat-5983	208	23	greater	great	ADJ
easat-5983	208	24	accuracy	accuracy	NOUN
easat-5983	208	25	through	through	ADP
easat-5983	208	26	token	token	VERB
easat-5983	208	27	-	-	PUNCT
easat-5983	208	28	level	level	NOUN
easat-5983	208	29	patterns	pattern	NOUN
easat-5983	208	30	.	.	PUNCT
easat-5983	209	1	tokenization	tokenization	NOUN
easat-5983	209	2	helps	help	VERB
easat-5983	209	3	break	break	VERB
easat-5983	209	4	270	270	NUM
easat-5983	209	5	edelweiss	edelweiss	PROPN
easat-5983	209	6	applied	apply	VERB
easat-5983	209	7	science	science	NOUN
easat-5983	209	8	and	and	CCONJ
easat-5983	209	9	technology	technology	NOUN
easat-5983	209	10	issn	issn	PROPN
easat-5983	209	11	:	:	PUNCT
easat-5983	209	12	2576	2576	NUM
easat-5983	209	13	-	-	SYM
easat-5983	209	14	8484	8484	NUM
easat-5983	209	15	vol	vol	NOUN
easat-5983	209	16	.	.	PROPN
easat-5983	210	1	9	9	NUM
easat-5983	210	2	,	,	PUNCT
easat-5983	210	3	no	no	INTJ
easat-5983	210	4	.	.	NOUN
easat-5983	210	5	4	4	NUM
easat-5983	210	6	:	:	PUNCT
easat-5983	210	7	262	262	NUM
easat-5983	210	8	-	-	SYM
easat-5983	210	9	275	275	NUM
easat-5983	210	10	,	,	PUNCT
easat-5983	210	11	2025	2025	NUM
easat-5983	210	12	doi	doi	NOUN
easat-5983	210	13	:	:	PUNCT
easat-5983	210	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	210	15	©	©	PROPN
easat-5983	210	16	2025	2025	NUM
easat-5983	210	17	by	by	ADP
easat-5983	210	18	the	the	DET
easat-5983	210	19	authors	author	NOUN
easat-5983	210	20	;	;	PUNCT
easat-5983	210	21	licensee	licensee	PROPN
easat-5983	210	22	learning	learning	NOUN
easat-5983	210	23	gate	gate	VERB
easat-5983	210	24	down	down	ADP
easat-5983	210	25	complex	complex	ADJ
easat-5983	210	26	phrases	phrase	NOUN
easat-5983	210	27	into	into	ADP
easat-5983	210	28	structured	structured	ADJ
easat-5983	210	29	data	datum	NOUN
easat-5983	210	30	for	for	ADP
easat-5983	210	31	better	well	ADJ
easat-5983	210	32	model	model	NOUN
easat-5983	210	33	performance	performance	NOUN
easat-5983	210	34	.	.	PUNCT
easat-5983	211	1	the	the	DET
easat-5983	211	2	tokenization	tokenization	NOUN
easat-5983	211	3	result	result	NOUN
easat-5983	211	4	is	be	AUX
easat-5983	211	5	illustrated	illustrate	VERB
easat-5983	211	6	in	in	ADP
easat-5983	211	7	table	table	NOUN
easat-5983	211	8	2	2	NUM
easat-5983	211	9	.	.	PUNCT
easat-5983	211	10	table	table	NOUN
easat-5983	211	11	2	2	NUM
easat-5983	211	12	.	.	PUNCT
easat-5983	211	13	tokenization	tokenization	NOUN
easat-5983	211	14	outcome	outcome	NOUN
easat-5983	211	15	for	for	ADP
easat-5983	211	16	college	college	NOUN
easat-5983	211	17	admission	admission	NOUN
easat-5983	211	18	query	query	NOUN
easat-5983	211	19	analysis	analysis	NOUN
easat-5983	211	20	.	.	PUNCT
easat-5983	212	1	𝑶𝒓𝒊𝒈𝒊𝒏𝒂𝒍	𝑶𝒓𝒊𝒈𝒊𝒏𝒂𝒍	PROPN
easat-5983	212	2	𝑻𝒆𝒙𝒕	𝑻𝒆𝒙𝒕	PROPN
easat-5983	212	3	𝑳𝒆𝒎𝒎𝒂𝒕𝒊𝒛𝒆𝒅	𝑳𝒆𝒎𝒎𝒂𝒕𝒊𝒛𝒆𝒅	PROPN
easat-5983	212	4	𝑻𝒐𝒌𝒆𝒏𝒔	𝑻𝒐𝒌𝒆𝒏𝒔	PROPN
easat-5983	212	5	"	"	PUNCT
easat-5983	212	6	𝐴𝑝𝑝𝑙𝑦	𝐴𝑝𝑝𝑙𝑦	PROPN
easat-5983	212	7	𝑓𝑜𝑟	𝑓𝑜𝑟	PROPN
easat-5983	212	8	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	NOUN
easat-5983	212	9	"	"	PUNCT
easat-5983	212	10	[	[	X
easat-5983	212	11	"	"	PUNCT
easat-5983	212	12	𝐴𝑝𝑝𝑙𝑦	𝐴𝑝𝑝𝑙𝑦	PROPN
easat-5983	212	13	"	"	PUNCT
easat-5983	212	14	,	,	PUNCT
easat-5983	212	15	"	"	PUNCT
easat-5983	212	16	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	212	17	"	"	PUNCT
easat-5983	212	18	,	,	PUNCT
easat-5983	212	19	"	"	PUNCT
easat-5983	212	20	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	NOUN
easat-5983	212	21	"	"	PUNCT
easat-5983	212	22	]	]	X
easat-5983	212	23	"	"	PUNCT
easat-5983	212	24	𝑊ℎ𝑎𝑡	𝑊ℎ𝑎𝑡	PROPN
easat-5983	212	25	𝑎𝑟𝑒	𝑎𝑟𝑒	NOUN
easat-5983	212	26	𝑡ℎ𝑒	𝑡ℎ𝑒	VERB
easat-5983	212	27	𝑒𝑙𝑖𝑔𝑖𝑏𝑖𝑙𝑖𝑡𝑦	𝑒𝑙𝑖𝑔𝑖𝑏𝑖𝑙𝑖𝑡𝑦	NOUN
easat-5983	212	28	𝑟𝑒𝑞𝑢𝑖𝑟𝑒𝑚𝑒𝑛𝑡𝑠	𝑟𝑒𝑞𝑢𝑖𝑟𝑒𝑚𝑒𝑛𝑡𝑠	ADJ
easat-5983	212	29	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	212	30	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	NOUN
easat-5983	212	31	?	?	PUNCT
easat-5983	212	32	"	"	PUNCT
easat-5983	213	1	[	[	X
easat-5983	213	2	"	"	PUNCT
easat-5983	213	3	𝑊ℎ𝑎𝑡	𝑊ℎ𝑎𝑡	PROPN
easat-5983	213	4	"	"	PUNCT
easat-5983	213	5	,	,	PUNCT
easat-5983	213	6	"	"	PUNCT
easat-5983	213	7	𝑎𝑟𝑒	𝑎𝑟𝑒	PROPN
easat-5983	213	8	"	"	PUNCT
easat-5983	213	9	,	,	PUNCT
easat-5983	213	10	"	"	PUNCT
easat-5983	213	11	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-5983	213	12	"	"	PUNCT
easat-5983	213	13	,	,	PUNCT
easat-5983	213	14	"	"	PUNCT
easat-5983	213	15	𝑒𝑙𝑖𝑔𝑖𝑏𝑖𝑙𝑖𝑡𝑦	𝑒𝑙𝑖𝑔𝑖𝑏𝑖𝑙𝑖𝑡𝑦	ADJ
easat-5983	213	16	"	"	PUNCT
easat-5983	213	17	,	,	PUNCT
easat-5983	213	18	"	"	PUNCT
easat-5983	213	19	𝑟𝑒𝑞𝑢𝑖𝑟𝑒𝑚𝑒𝑛𝑡	𝑟𝑒𝑞𝑢𝑖𝑟𝑒𝑚𝑒𝑛𝑡	ADJ
easat-5983	213	20	"	"	PUNCT
easat-5983	213	21	,	,	PUNCT
easat-5983	213	22	"	"	PUNCT
easat-5983	213	23	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	213	24	"	"	PUNCT
easat-5983	213	25	,	,	PUNCT
easat-5983	213	26	"	"	PUNCT
easat-5983	213	27	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	𝑎𝑑𝑚𝑖𝑠𝑠𝑖𝑜𝑛	NOUN
easat-5983	213	28	"	"	PUNCT
easat-5983	213	29	]	]	X
easat-5983	213	30	"	"	PUNCT
easat-5983	213	31	𝐼𝑠	𝐼𝑠	PROPN
easat-5983	213	32	𝑡ℎ𝑒𝑟𝑒	𝑡ℎ𝑒𝑟𝑒	NOUN
easat-5983	213	33	𝑎	𝑎	DET
easat-5983	213	34	𝑑𝑒𝑎𝑑𝑙𝑖𝑛𝑒	𝑑𝑒𝑎𝑑𝑙𝑖𝑛𝑒	NOUN
easat-5983	213	35	𝑓𝑜𝑟	𝑓𝑜𝑟	NOUN
easat-5983	213	36	𝑠𝑢𝑏𝑚𝑖𝑡𝑡𝑖𝑛𝑔	𝑠𝑢𝑏𝑚𝑖𝑡𝑡𝑖𝑛𝑔	VERB
easat-5983	213	37	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛𝑠	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛𝑠	NOUN
easat-5983	213	38	?	?	PUNCT
easat-5983	213	39	"	"	PUNCT
easat-5983	214	1	[	[	X
easat-5983	214	2	"	"	PUNCT
easat-5983	214	3	𝐼𝑠	𝐼𝑠	PROPN
easat-5983	214	4	"	"	PUNCT
easat-5983	214	5	,	,	PUNCT
easat-5983	214	6	"	"	PUNCT
easat-5983	214	7	𝑡ℎ𝑒𝑟𝑒	𝑡ℎ𝑒𝑟𝑒	NOUN
easat-5983	214	8	"	"	PUNCT
easat-5983	214	9	,	,	PUNCT
easat-5983	214	10	"	"	PUNCT
easat-5983	214	11	𝑎	𝑎	X
easat-5983	214	12	"	"	PUNCT
easat-5983	214	13	,	,	PUNCT
easat-5983	214	14	"	"	PUNCT
easat-5983	214	15	𝑑𝑒𝑎𝑑𝑙𝑖𝑛𝑒	𝑑𝑒𝑎𝑑𝑙𝑖𝑛𝑒	ADJ
easat-5983	214	16	"	"	PUNCT
easat-5983	214	17	,	,	PUNCT
easat-5983	214	18	"	"	PUNCT
easat-5983	214	19	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	214	20	"	"	PUNCT
easat-5983	214	21	,	,	PUNCT
easat-5983	214	22	"	"	PUNCT
easat-5983	214	23	𝑠𝑢𝑏𝑚𝑖𝑡	𝑠𝑢𝑏𝑚𝑖𝑡	PROPN
easat-5983	214	24	"	"	PUNCT
easat-5983	214	25	,	,	PUNCT
easat-5983	214	26	"	"	PUNCT
easat-5983	214	27	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	ADJ
easat-5983	214	28	"	"	PUNCT
easat-5983	214	29	]	]	X
easat-5983	214	30	"	"	PUNCT
easat-5983	214	31	𝑊ℎ𝑎𝑡	𝑊ℎ𝑎𝑡	PROPN
easat-5983	214	32	𝑖𝑠	𝑖𝑠	NOUN
easat-5983	214	33	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-5983	214	34	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	ADJ
easat-5983	214	35	𝑓𝑒𝑒	𝑓𝑒𝑒	NOUN
easat-5983	214	36	?	?	PUNCT
easat-5983	214	37	"	"	PUNCT
easat-5983	215	1	[	[	X
easat-5983	215	2	"	"	PUNCT
easat-5983	215	3	𝑊ℎ𝑎𝑡	𝑊ℎ𝑎𝑡	PROPN
easat-5983	215	4	"	"	PUNCT
easat-5983	215	5	,	,	PUNCT
easat-5983	215	6	"	"	PUNCT
easat-5983	215	7	𝑖𝑠	𝑖𝑠	NOUN
easat-5983	215	8	"	"	PUNCT
easat-5983	215	9	,	,	PUNCT
easat-5983	215	10	"	"	PUNCT
easat-5983	215	11	𝑡ℎ𝑒	𝑡ℎ𝑒	ADJ
easat-5983	215	12	"	"	PUNCT
easat-5983	215	13	,	,	PUNCT
easat-5983	215	14	"	"	PUNCT
easat-5983	215	15	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	𝑎𝑝𝑝𝑙𝑖𝑐𝑎𝑡𝑖𝑜𝑛	ADJ
easat-5983	215	16	"	"	PUNCT
easat-5983	215	17	,	,	PUNCT
easat-5983	215	18	"	"	PUNCT
easat-5983	215	19	𝑓𝑒𝑒	𝑓𝑒𝑒	NOUN
easat-5983	215	20	"	"	PUNCT
easat-5983	215	21	]	]	X
easat-5983	215	22	"	"	PUNCT
easat-5983	215	23	𝐶𝑎𝑛	𝐶𝑎𝑛	PROPN
easat-5983	215	24	𝐼	𝐼	PROPN
easat-5983	215	25	𝑎𝑝𝑝𝑙𝑦	𝑎𝑝𝑝𝑙𝑦	NOUN
easat-5983	215	26	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	215	27	𝑓𝑖𝑛𝑎𝑛𝑐𝑖𝑎𝑙	𝑓𝑖𝑛𝑎𝑛𝑐𝑖𝑎𝑙	NOUN
easat-5983	215	28	𝑎𝑖𝑑	𝑎𝑖𝑑	PROPN
easat-5983	215	29	?	?	PUNCT
easat-5983	215	30	"	"	PUNCT
easat-5983	216	1	[	[	X
easat-5983	216	2	"	"	PUNCT
easat-5983	216	3	𝐶𝑎𝑛	𝐶𝑎𝑛	PROPN
easat-5983	216	4	"	"	PUNCT
easat-5983	216	5	,	,	PUNCT
easat-5983	216	6	"	"	PUNCT
easat-5983	216	7	𝐼	𝐼	PROPN
easat-5983	216	8	"	"	PUNCT
easat-5983	216	9	,	,	PUNCT
easat-5983	216	10	"	"	PUNCT
easat-5983	216	11	𝑎𝑝𝑝𝑙𝑦	𝑎𝑝𝑝𝑙𝑦	NOUN
easat-5983	216	12	"	"	PUNCT
easat-5983	216	13	,	,	PUNCT
easat-5983	216	14	"	"	PUNCT
easat-5983	216	15	𝑓𝑜𝑟	𝑓𝑜𝑟	ADV
easat-5983	216	16	"	"	PUNCT
easat-5983	216	17	,	,	PUNCT
easat-5983	216	18	"	"	PUNCT
easat-5983	216	19	𝑓𝑖𝑛𝑎𝑛𝑐𝑖𝑎𝑙	𝑓𝑖𝑛𝑎𝑛𝑐𝑖𝑎𝑙	ADJ
easat-5983	216	20	"	"	PUNCT
easat-5983	216	21	,	,	PUNCT
easat-5983	216	22	"	"	PUNCT
easat-5983	216	23	𝑎𝑖𝑑	𝑎𝑖𝑑	PROPN
easat-5983	216	24	"	"	PUNCT
easat-5983	216	25	]	]	X
easat-5983	216	26	a	a	DET
easat-5983	216	27	lemmatized	lemmatize	VERB
easat-5983	216	28	dataset	dataset	NOUN
easat-5983	216	29	is	be	AUX
easat-5983	216	30	used	use	VERB
easat-5983	216	31	for	for	ADP
easat-5983	216	32	college	college	NOUN
easat-5983	216	33	admission	admission	NOUN
easat-5983	216	34	,	,	PUNCT
easat-5983	216	35	which	which	PRON
easat-5983	216	36	is	be	AUX
easat-5983	216	37	essential	essential	ADJ
easat-5983	216	38	for	for	ADP
easat-5983	216	39	preprocessing	preprocesse	VERB
easat-5983	216	40	in	in	ADP
easat-5983	216	41	lemmatization	lemmatization	NOUN
easat-5983	216	42	reducing	reduce	VERB
easat-5983	216	43	words	word	NOUN
easat-5983	216	44	to	to	ADP
easat-5983	216	45	their	their	PRON
easat-5983	216	46	base	base	NOUN
easat-5983	216	47	or	or	CCONJ
easat-5983	216	48	root	root	NOUN
easat-5983	216	49	form	form	NOUN
easat-5983	216	50	,	,	PUNCT
easat-5983	216	51	ensuring	ensure	VERB
easat-5983	216	52	uniformity	uniformity	NOUN
easat-5983	216	53	and	and	CCONJ
easat-5983	216	54	facilitating	facilitate	VERB
easat-5983	216	55	better	well	ADJ
easat-5983	216	56	analysis	analysis	NOUN
easat-5983	216	57	by	by	ADP
easat-5983	216	58	machine	machine	NOUN
easat-5983	216	59	learning	learning	NOUN
easat-5983	216	60	models	model	NOUN
easat-5983	216	61	on	on	ADP
easat-5983	216	62	text	text	NOUN
easat-5983	216	63	.	.	PUNCT
easat-5983	217	1	the	the	DET
easat-5983	217	2	data	data	NOUN
easat-5983	217	3	consists	consist	VERB
easat-5983	217	4	of	of	ADP
easat-5983	217	5	university	university	NOUN
easat-5983	217	6	names	name	NOUN
easat-5983	217	7	accompanied	accompany	VERB
easat-5983	217	8	by	by	ADP
easat-5983	217	9	a	a	DET
easat-5983	217	10	set	set	NOUN
easat-5983	217	11	of	of	ADP
easat-5983	217	12	associated	associate	VERB
easat-5983	217	13	numerical	numerical	ADJ
easat-5983	217	14	attributes	attribute	NOUN
easat-5983	217	15	such	such	ADJ
easat-5983	217	16	as	as	ADP
easat-5983	217	17	enrollment	enrollment	NOUN
easat-5983	217	18	numbers	number	NOUN
easat-5983	217	19	and	and	CCONJ
easat-5983	217	20	admission	admission	NOUN
easat-5983	217	21	-	-	PUNCT
easat-5983	217	22	related	relate	VERB
easat-5983	217	23	metrics	metric	NOUN
easat-5983	217	24	.	.	PUNCT
easat-5983	218	1	the	the	DET
easat-5983	218	2	entry	entry	NOUN
easat-5983	218	3	"	"	PUNCT
easat-5983	218	4	6142	6142	NUM
easat-5983	218	5	5521	5521	NUM
easat-5983	218	6	104	104	NUM
easat-5983	218	7	15	15	NUM
easat-5983	218	8	88	88	NUM
easat-5983	218	9	370	370	NUM
easat-5983	218	10	450	450	NUM
easat-5983	218	11	350	350	NUM
easat-5983	218	12	450	450	NUM
easat-5983	218	13	"	"	PUNCT
easat-5983	218	14	would	would	AUX
easat-5983	218	15	reduce	reduce	VERB
easat-5983	218	16	to	to	ADP
easat-5983	218	17	the	the	DET
easat-5983	218	18	following	follow	VERB
easat-5983	218	19	lemmatized	lemmatize	VERB
easat-5983	218	20	tokens	token	NOUN
easat-5983	218	21	such	such	ADJ
easat-5983	218	22	[	[	X
easat-5983	218	23	"	"	PUNCT
easat-5983	218	24	6142	6142	NUM
easat-5983	218	25	"	"	PUNCT
easat-5983	218	26	,	,	PUNCT
easat-5983	218	27	"	"	PUNCT
easat-5983	218	28	5521	5521	NUM
easat-5983	218	29	"	"	PUNCT
easat-5983	218	30	,	,	PUNCT
easat-5983	218	31	"	"	PUNCT
easat-5983	218	32	1104	1104	NUM
easat-5983	218	33	"	"	PUNCT
easat-5983	218	34	,	,	PUNCT
easat-5983	218	35	"	"	PUNCT
easat-5983	218	36	15	15	NUM
easat-5983	218	37	"	"	PUNCT
easat-5983	218	38	,	,	PUNCT
easat-5983	218	39	"	"	PUNCT
easat-5983	218	40	88	88	NUM
easat-5983	218	41	"	"	PUNCT
easat-5983	218	42	,	,	PUNCT
easat-5983	218	43	"	"	PUNCT
easat-5983	218	44	370	370	NUM
easat-5983	218	45	"	"	PUNCT
easat-5983	218	46	,	,	PUNCT
easat-5983	218	47	"	"	PUNCT
easat-5983	218	48	450	450	NUM
easat-5983	218	49	"	"	PUNCT
easat-5983	218	50	,	,	PUNCT
easat-5983	218	51	"	"	PUNCT
easat-5983	218	52	350	350	NUM
easat-5983	218	53	"	"	PUNCT
easat-5983	218	54	,	,	PUNCT
easat-5983	218	55	"	"	PUNCT
easat-5983	218	56	450	450	NUM
easat-5983	218	57	"	"	PUNCT
easat-5983	218	58	]	]	PUNCT
easat-5983	218	59	.	.	PUNCT
easat-5983	219	1	this	this	DET
easat-5983	219	2	pre	pre	ADJ
easat-5983	219	3	-	-	ADJ
easat-5983	219	4	processing	processing	ADJ
easat-5983	219	5	phase	phase	NOUN
easat-5983	219	6	would	would	AUX
easat-5983	219	7	thereby	thereby	ADV
easat-5983	219	8	make	make	VERB
easat-5983	219	9	the	the	DET
easat-5983	219	10	model	model	NOUN
easat-5983	219	11	pay	pay	VERB
easat-5983	219	12	attention	attention	NOUN
easat-5983	219	13	to	to	ADP
easat-5983	219	14	suitable	suitable	ADJ
easat-5983	219	15	patterns	pattern	NOUN
easat-5983	219	16	only	only	ADV
easat-5983	219	17	,	,	PUNCT
easat-5983	219	18	thereby	thereby	ADV
easat-5983	219	19	enhancing	enhance	VERB
easat-5983	219	20	its	its	PRON
easat-5983	219	21	ability	ability	NOUN
easat-5983	219	22	to	to	PART
easat-5983	219	23	handle	handle	VERB
easat-5983	219	24	diverse	diverse	ADJ
easat-5983	219	25	admission	admission	NOUN
easat-5983	219	26	queries	query	NOUN
easat-5983	219	27	.	.	PUNCT
easat-5983	220	1	it	it	PRON
easat-5983	220	2	simplifies	simplify	VERB
easat-5983	220	3	and	and	CCONJ
easat-5983	220	4	standardizes	standardize	VERB
easat-5983	220	5	the	the	DET
easat-5983	220	6	data	datum	NOUN
easat-5983	220	7	,	,	PUNCT
easat-5983	220	8	allowing	allow	VERB
easat-5983	220	9	the	the	DET
easat-5983	220	10	application	application	NOUN
easat-5983	220	11	of	of	ADP
easat-5983	220	12	bert	bert	PROPN
easat-5983	220	13	and	and	CCONJ
easat-5983	220	14	siamese	siamese	ADJ
easat-5983	220	15	bilstm	bilstm	NOUN
easat-5983	220	16	models	model	NOUN
easat-5983	220	17	,	,	PUNCT
easat-5983	220	18	thus	thus	ADV
easat-5983	220	19	enhancing	enhance	VERB
easat-5983	220	20	their	their	PRON
easat-5983	220	21	ability	ability	NOUN
easat-5983	220	22	to	to	PART
easat-5983	220	23	process	process	VERB
easat-5983	220	24	and	and	CCONJ
easat-5983	220	25	interpret	interpret	VERB
easat-5983	220	26	admission	admission	NOUN
easat-5983	220	27	-	-	PUNCT
easat-5983	220	28	related	relate	VERB
easat-5983	220	29	queries	query	NOUN
easat-5983	220	30	with	with	ADP
easat-5983	220	31	precision	precision	NOUN
easat-5983	220	32	.	.	PUNCT
easat-5983	221	1	the	the	DET
easat-5983	221	2	lemmatized	lemmatize	VERB
easat-5983	221	3	result	result	NOUN
easat-5983	221	4	is	be	AUX
easat-5983	221	5	illustrated	illustrate	VERB
easat-5983	221	6	in	in	ADP
easat-5983	221	7	table	table	NOUN
easat-5983	221	8	3	3	NUM
easat-5983	221	9	.	.	PUNCT
easat-5983	221	10	table	table	NOUN
easat-5983	221	11	3	3	NUM
easat-5983	221	12	.	.	PUNCT
easat-5983	221	13	lemmatization	lemmatization	NOUN
easat-5983	221	14	outcome	outcome	NOUN
easat-5983	221	15	for	for	ADP
easat-5983	221	16	college	college	NOUN
easat-5983	221	17	admission	admission	NOUN
easat-5983	221	18	query	query	NOUN
easat-5983	221	19	analysis	analysis	NOUN
easat-5983	221	20	.	.	PUNCT
easat-5983	222	1	𝑶𝒓𝒊𝒈𝒊𝒏𝒂𝒍	𝑶𝒓𝒊𝒈𝒊𝒏𝒂𝒍	PROPN
easat-5983	222	2	𝑻𝒆𝒙𝒕	𝑻𝒆𝒙𝒕	PROPN
easat-5983	222	3	𝑳𝒆𝒎𝒎𝒂𝒕𝒊𝒛𝒆𝒅	𝑳𝒆𝒎𝒎𝒂𝒕𝒊𝒛𝒆𝒅	PROPN
easat-5983	222	4	𝑻𝒐𝒌𝒆𝒏𝒔	𝑻𝒐𝒌𝒆𝒏𝒔	PROPN
easat-5983	222	5	"	"	PUNCT
easat-5983	222	6	6142	6142	NUM
easat-5983	222	7	5521	5521	NUM
easat-5983	222	8	1104	1104	NUM
easat-5983	222	9	15	15	NUM
easat-5983	222	10	88	88	NUM
easat-5983	222	11	370	370	NUM
easat-5983	222	12	450	450	NUM
easat-5983	222	13	350	350	NUM
easat-5983	222	14	450	450	NUM
easat-5983	222	15	"	"	PUNCT
easat-5983	222	16	[	[	X
easat-5983	222	17	"	"	PUNCT
easat-5983	222	18	6142	6142	NUM
easat-5983	222	19	,	,	PUNCT
easat-5983	222	20	5521	5521	NUM
easat-5983	222	21	,	,	PUNCT
easat-5983	222	22	1104	1104	NUM
easat-5983	222	23	,	,	PUNCT
easat-5983	222	24	15	15	NUM
easat-5983	222	25	,	,	PUNCT
easat-5983	222	26	88	88	NUM
easat-5983	222	27	,	,	PUNCT
easat-5983	222	28	370	370	NUM
easat-5983	222	29	,	,	PUNCT
easat-5983	222	30	450	450	NUM
easat-5983	222	31	,	,	PUNCT
easat-5983	222	32	"	"	PUNCT
easat-5983	222	33	350	350	NUM
easat-5983	222	34	"	"	PUNCT
easat-5983	222	35	,	,	PUNCT
easat-5983	222	36	"	"	PUNCT
easat-5983	222	37	450	450	NUM
easat-5983	222	38	"	"	PUNCT
easat-5983	222	39	]	]	PUNCT
easat-5983	222	40	"	"	PUNCT
easat-5983	222	41	5689	5689	NUM
easat-5983	222	42	4934	4934	NUM
easat-5983	222	43	1773	1773	NUM
easat-5983	222	44	693	693	NUM
easat-5983	222	45	520	520	NUM
easat-5983	222	46	640	640	NUM
easat-5983	222	47	520	520	NUM
easat-5983	222	48	650	650	NUM
easat-5983	222	49	"	"	PUNCT
easat-5983	222	50	[	[	X
easat-5983	222	51	"	"	PUNCT
easat-5983	222	52	5689	5689	NUM
easat-5983	222	53	,	,	PUNCT
easat-5983	222	54	4934	4934	NUM
easat-5983	222	55	,	,	PUNCT
easat-5983	222	56	1773	1773	NUM
easat-5983	222	57	,	,	PUNCT
easat-5983	222	58	6	6	NUM
easat-5983	222	59	,	,	PUNCT
easat-5983	222	60	"	"	PUNCT
easat-5983	222	61	93	93	NUM
easat-5983	222	62	"	"	PUNCT
easat-5983	222	63	,	,	PUNCT
easat-5983	222	64	"	"	PUNCT
easat-5983	222	65	520	520	NUM
easat-5983	222	66	"	"	PUNCT
easat-5983	222	67	,	,	PUNCT
easat-5983	222	68	"	"	PUNCT
easat-5983	222	69	640	640	NUM
easat-5983	222	70	"	"	PUNCT
easat-5983	222	71	,	,	PUNCT
easat-5983	222	72	"	"	PUNCT
easat-5983	222	73	520	520	NUM
easat-5983	222	74	"	"	PUNCT
easat-5983	222	75	,	,	PUNCT
easat-5983	222	76	"	"	PUNCT
easat-5983	222	77	650	650	NUM
easat-5983	222	78	"	"	PUNCT
easat-5983	222	79	]	]	X
easat-5983	222	80	"	"	PUNCT
easat-5983	222	81	626	626	NUM
easat-5983	222	82	326300	326300	NUM
easat-5983	222	83	313	313	NUM
easat-5983	222	84	202	202	NUM
easat-5983	222	85	111	111	NUM
easat-5983	222	86	6	6	NUM
easat-5983	222	87	3	3	NUM
easat-5983	222	88	3	3	NUM
easat-5983	222	89	"	"	PUNCT
easat-5983	222	90	[	[	X
easat-5983	222	91	"	"	PUNCT
easat-5983	222	92	300	300	NUM
easat-5983	222	93	"	"	PUNCT
easat-5983	222	94	,	,	PUNCT
easat-5983	222	95	"	"	PUNCT
easat-5983	222	96	313	313	NUM
easat-5983	222	97	"	"	PUNCT
easat-5983	222	98	,	,	PUNCT
easat-5983	222	99	"	"	PUNCT
easat-5983	222	100	202	202	NUM
easat-5983	222	101	"	"	PUNCT
easat-5983	222	102	,	,	PUNCT
easat-5983	222	103	"	"	PUNCT
easat-5983	222	104	111	111	NUM
easat-5983	222	105	"	"	PUNCT
easat-5983	222	106	,	,	PUNCT
easat-5983	222	107	"	"	PUNCT
easat-5983	222	108	6	6	NUM
easat-5983	222	109	"	"	PUNCT
easat-5983	222	110	,	,	PUNCT
easat-5983	222	111	"	"	PUNCT
easat-5983	222	112	3	3	NUM
easat-5983	222	113	"	"	PUNCT
easat-5983	222	114	,	,	PUNCT
easat-5983	222	115	"	"	PUNCT
easat-5983	222	116	3	3	NUM
easat-5983	222	117	"	"	PUNCT
easat-5983	222	118	]	]	PUNCT
easat-5983	222	119	"	"	PUNCT
easat-5983	222	120	2054	2054	NUM
easat-5983	222	121	1656	1656	NUM
easat-5983	222	122	651	651	NUM
easat-5983	222	123	34	34	NUM
easat-5983	222	124	94	94	NUM
easat-5983	222	125	510	510	NUM
easat-5983	222	126	640	640	NUM
easat-5983	222	127	510	510	NUM
easat-5983	222	128	650	650	NUM
easat-5983	222	129	"	"	PUNCT
easat-5983	222	130	[	[	X
easat-5983	222	131	2054	2054	NUM
easat-5983	222	132	,	,	PUNCT
easat-5983	222	133	1656	1656	NUM
easat-5983	222	134	,	,	PUNCT
easat-5983	222	135	651	651	NUM
easat-5983	222	136	,	,	PUNCT
easat-5983	222	137	34	34	NUM
easat-5983	222	138	,	,	PUNCT
easat-5983	222	139	94	94	NUM
easat-5983	222	140	,	,	PUNCT
easat-5983	222	141	510	510	NUM
easat-5983	222	142	,	,	PUNCT
easat-5983	222	143	640	640	NUM
easat-5983	222	144	,	,	PUNCT
easat-5983	222	145	"	"	PUNCT
easat-5983	222	146	510	510	NUM
easat-5983	222	147	"	"	PUNCT
easat-5983	222	148	,	,	PUNCT
easat-5983	222	149	"	"	PUNCT
easat-5983	222	150	650	650	NUM
easat-5983	222	151	"	"	PUNCT
easat-5983	222	152	]	]	X
easat-5983	222	153	"	"	PUNCT
easat-5983	222	154	10245	10245	NUM
easat-5983	222	155	5251	5251	NUM
easat-5983	222	156	1479	1479	NUM
easat-5983	222	157	18	18	NUM
easat-5983	222	158	87	87	NUM
easat-5983	222	159	380	380	NUM
easat-5983	222	160	480	480	NUM
easat-5983	222	161	370	370	NUM
easat-5983	222	162	480	480	NUM
easat-5983	222	163	"	"	PUNCT
easat-5983	222	164	[	[	PUNCT
easat-5983	222	165	"	"	PUNCT
easat-5983	222	166	10245	10245	NUM
easat-5983	222	167	"	"	PUNCT
easat-5983	222	168	,	,	PUNCT
easat-5983	222	169	"	"	PUNCT
easat-5983	222	170	5251	5251	NUM
easat-5983	222	171	"	"	PUNCT
easat-5983	222	172	,	,	PUNCT
easat-5983	222	173	"	"	PUNCT
easat-5983	222	174	1479	1479	NUM
easat-5983	222	175	"	"	PUNCT
easat-5983	222	176	,	,	PUNCT
easat-5983	222	177	"	"	PUNCT
easat-5983	222	178	18	18	NUM
easat-5983	222	179	"	"	PUNCT
easat-5983	222	180	,	,	PUNCT
easat-5983	222	181	"	"	PUNCT
easat-5983	222	182	87	87	NUM
easat-5983	222	183	"	"	PUNCT
easat-5983	222	184	,	,	PUNCT
easat-5983	222	185	"	"	PUNCT
easat-5983	222	186	380	380	NUM
easat-5983	222	187	"	"	PUNCT
easat-5983	222	188	,	,	PUNCT
easat-5983	222	189	"	"	PUNCT
easat-5983	222	190	480	480	NUM
easat-5983	222	191	"	"	PUNCT
easat-5983	222	192	,	,	PUNCT
easat-5983	222	193	"	"	PUNCT
easat-5983	222	194	370	370	NUM
easat-5983	222	195	"	"	PUNCT
easat-5983	222	196	,	,	PUNCT
easat-5983	222	197	"	"	PUNCT
easat-5983	222	198	480	480	NUM
easat-5983	222	199	"	"	PUNCT
easat-5983	222	200	]	]	X
easat-5983	222	201	an	an	DET
easat-5983	222	202	optimized	optimize	VERB
easat-5983	222	203	query	query	NOUN
easat-5983	222	204	resolution	resolution	NOUN
easat-5983	222	205	system	system	NOUN
easat-5983	222	206	utilizes	utilize	VERB
easat-5983	222	207	advanced	advanced	ADJ
easat-5983	222	208	deep	deep	ADJ
easat-5983	222	209	learning	learning	NOUN
easat-5983	222	210	techniques	technique	NOUN
easat-5983	222	211	such	such	ADJ
easat-5983	222	212	as	as	ADP
easat-5983	222	213	bert	bert	NOUN
easat-5983	222	214	and	and	CCONJ
easat-5983	222	215	siamese	siamese	ADJ
easat-5983	222	216	bilstm	bilstm	NOUN
easat-5983	222	217	to	to	PART
easat-5983	222	218	attain	attain	VERB
easat-5983	222	219	performance	performance	NOUN
easat-5983	222	220	metrics	metric	NOUN
easat-5983	222	221	of	of	ADP
easat-5983	222	222	an	an	DET
easat-5983	222	223	optimized	optimize	VERB
easat-5983	222	224	query	query	NOUN
easat-5983	222	225	resolution	resolution	NOUN
easat-5983	222	226	system	system	NOUN
easat-5983	222	227	at	at	ADP
easat-5983	222	228	different	different	ADJ
easat-5983	222	229	training	training	NOUN
easat-5983	222	230	epochs	epoch	NOUN
easat-5983	222	231	(	(	PUNCT
easat-5983	222	232	20	20	NUM
easat-5983	222	233	,	,	PUNCT
easat-5983	222	234	40	40	NUM
easat-5983	222	235	,	,	PUNCT
easat-5983	222	236	60	60	NUM
easat-5983	222	237	,	,	PUNCT
easat-5983	222	238	80	80	NUM
easat-5983	222	239	,	,	PUNCT
easat-5983	222	240	and	and	CCONJ
easat-5983	222	241	100	100	NUM
easat-5983	222	242	)	)	PUNCT
easat-5983	222	243	.	.	PUNCT
easat-5983	223	1	at	at	ADP
easat-5983	223	2	20	20	NUM
easat-5983	223	3	epochs	epoch	NOUN
easat-5983	223	4	,	,	PUNCT
easat-5983	223	5	the	the	DET
easat-5983	223	6	system	system	NOUN
easat-5983	223	7	averages	average	VERB
easat-5983	223	8	1.2	1.2	NUM
easat-5983	223	9	seconds	second	NOUN
easat-5983	223	10	in	in	ADP
easat-5983	223	11	query	query	NOUN
easat-5983	223	12	resolution	resolution	NOUN
easat-5983	223	13	time	time	NOUN
easat-5983	223	14	,	,	PUNCT
easat-5983	223	15	processes	process	VERB
easat-5983	223	16	350	350	NUM
easat-5983	223	17	queries	query	NOUN
easat-5983	223	18	per	per	ADP
easat-5983	223	19	hour	hour	NOUN
easat-5983	223	20	,	,	PUNCT
easat-5983	223	21	and	and	CCONJ
easat-5983	223	22	scales	scale	VERB
easat-5983	223	23	at	at	ADP
easat-5983	223	24	0.25	0.25	NUM
easat-5983	223	25	queries	query	NOUN
easat-5983	223	26	per	per	ADP
easat-5983	223	27	second	second	NOUN
easat-5983	223	28	.	.	PUNCT
easat-5983	224	1	with	with	ADP
easat-5983	224	2	epochs	epoch	NOUN
easat-5983	224	3	increased	increase	VERB
easat-5983	224	4	to	to	ADP
easat-5983	224	5	40	40	NUM
easat-5983	224	6	,	,	PUNCT
easat-5983	224	7	the	the	DET
easat-5983	224	8	resolution	resolution	NOUN
easat-5983	224	9	of	of	ADP
easat-5983	224	10	queries	query	NOUN
easat-5983	224	11	improves	improve	VERB
easat-5983	224	12	to	to	ADP
easat-5983	224	13	1.1	1.1	NUM
easat-5983	224	14	seconds	second	NOUN
easat-5983	224	15	,	,	PUNCT
easat-5983	224	16	processing	process	VERB
easat-5983	224	17	375	375	NUM
easat-5983	224	18	queries	query	NOUN
easat-5983	224	19	per	per	ADP
easat-5983	224	20	hour	hour	NOUN
easat-5983	224	21	with	with	ADP
easat-5983	224	22	scalability	scalability	NOUN
easat-5983	224	23	at	at	ADP
easat-5983	224	24	0.27	0.27	NUM
easat-5983	224	25	queries	query	NOUN
easat-5983	224	26	per	per	ADP
easat-5983	224	27	second	second	NOUN
easat-5983	224	28	.	.	PUNCT
easat-5983	225	1	with	with	ADP
easat-5983	225	2	the	the	DET
easat-5983	225	3	increase	increase	NOUN
easat-5983	225	4	of	of	ADP
easat-5983	225	5	epochs	epoch	NOUN
easat-5983	225	6	to	to	ADP
easat-5983	225	7	60	60	NUM
easat-5983	225	8	,	,	PUNCT
easat-5983	225	9	the	the	DET
easat-5983	225	10	resolution	resolution	NOUN
easat-5983	225	11	time	time	NOUN
easat-5983	225	12	drops	drop	VERB
easat-5983	225	13	to	to	ADP
easat-5983	225	14	1.0	1.0	NUM
easat-5983	225	15	seconds	second	NOUN
easat-5983	225	16	,	,	PUNCT
easat-5983	225	17	processing	process	VERB
easat-5983	225	18	400	400	NUM
easat-5983	225	19	queries	query	NOUN
easat-5983	225	20	per	per	ADP
easat-5983	225	21	hour	hour	NOUN
easat-5983	225	22	with	with	ADP
easat-5983	225	23	a	a	DET
easat-5983	225	24	scalability	scalability	NOUN
easat-5983	225	25	of	of	ADP
easat-5983	225	26	0.30	0.30	NUM
easat-5983	225	27	queries	query	NOUN
easat-5983	225	28	per	per	ADP
easat-5983	225	29	second	second	NOUN
easat-5983	225	30	.	.	PUNCT
easat-5983	226	1	the	the	DET
easat-5983	226	2	system	system	NOUN
easat-5983	226	3	resolves	resolve	VERB
easat-5983	226	4	queries	query	VERB
easat-5983	226	5	at	at	ADP
easat-5983	226	6	80	80	NUM
easat-5983	226	7	epochs	epoch	NOUN
easat-5983	226	8	in	in	ADP
easat-5983	226	9	0.9	0.9	NUM
easat-5983	226	10	seconds	second	NOUN
easat-5983	226	11	,	,	PUNCT
easat-5983	226	12	with	with	ADP
easat-5983	226	13	425	425	NUM
easat-5983	226	14	queries	query	NOUN
easat-5983	226	15	per	per	ADP
easat-5983	226	16	hour	hour	NOUN
easat-5983	226	17	,	,	PUNCT
easat-5983	226	18	and	and	CCONJ
easat-5983	226	19	scales	scale	VERB
easat-5983	226	20	up	up	ADV
easat-5983	226	21	to	to	PART
easat-5983	226	22	0.32	0.32	NUM
easat-5983	226	23	queries	query	NOUN
easat-5983	226	24	per	per	ADP
easat-5983	226	25	second	second	NOUN
easat-5983	226	26	.	.	PUNCT
easat-5983	227	1	then	then	ADV
easat-5983	227	2	,	,	PUNCT
easat-5983	227	3	finally	finally	ADV
easat-5983	227	4	,	,	PUNCT
easat-5983	227	5	at	at	ADP
easat-5983	227	6	100	100	NUM
easat-5983	227	7	epochs	epoch	NOUN
easat-5983	227	8	,	,	PUNCT
easat-5983	227	9	it	it	PRON
easat-5983	227	10	achieves	achieve	VERB
easat-5983	227	11	the	the	DET
easat-5983	227	12	best	good	ADJ
easat-5983	227	13	performance	performance	NOUN
easat-5983	227	14	with	with	ADP
easat-5983	227	15	0.8	0.8	NUM
easat-5983	227	16	seconds	second	NOUN
easat-5983	227	17	,	,	PUNCT
easat-5983	227	18	450	450	NUM
easat-5983	227	19	queries	query	NOUN
easat-5983	227	20	per	per	ADP
easat-5983	227	21	hour	hour	NOUN
easat-5983	227	22	,	,	PUNCT
easat-5983	227	23	and	and	CCONJ
easat-5983	227	24	0.35	0.35	NUM
easat-5983	227	25	queries	query	NOUN
easat-5983	227	26	per	per	ADP
easat-5983	227	27	second	second	ADJ
easat-5983	227	28	scaling	scaling	NOUN
easat-5983	227	29	,	,	PUNCT
easat-5983	227	30	where	where	SCONJ
easat-5983	227	31	major	major	ADJ
easat-5983	227	32	efficiency	efficiency	NOUN
easat-5983	227	33	improvement	improvement	NOUN
easat-5983	227	34	has	have	AUX
easat-5983	227	35	been	be	AUX
easat-5983	227	36	witnessed	witness	VERB
easat-5983	227	37	.	.	PUNCT
easat-5983	228	1	these	these	DET
easat-5983	228	2	values	value	NOUN
easat-5983	228	3	are	be	AUX
easat-5983	228	4	illustrated	illustrate	VERB
easat-5983	228	5	in	in	ADP
easat-5983	228	6	table	table	NOUN
easat-5983	228	7	4	4	NUM
easat-5983	228	8	and	and	CCONJ
easat-5983	228	9	figure	figure	VERB
easat-5983	228	10	3	3	NUM
easat-5983	228	11	.	.	NUM
easat-5983	228	12	271	271	NUM
easat-5983	228	13	edelweiss	edelweiss	PROPN
easat-5983	228	14	applied	apply	VERB
easat-5983	228	15	science	science	NOUN
easat-5983	228	16	and	and	CCONJ
easat-5983	228	17	technology	technology	NOUN
easat-5983	228	18	issn	issn	PROPN
easat-5983	228	19	:	:	PUNCT
easat-5983	228	20	2576	2576	NUM
easat-5983	228	21	-	-	SYM
easat-5983	228	22	8484	8484	NUM
easat-5983	228	23	vol	vol	NOUN
easat-5983	228	24	.	.	PROPN
easat-5983	229	1	9	9	NUM
easat-5983	229	2	,	,	PUNCT
easat-5983	229	3	no	no	INTJ
easat-5983	229	4	.	.	NOUN
easat-5983	229	5	4	4	NUM
easat-5983	229	6	:	:	PUNCT
easat-5983	229	7	262	262	NUM
easat-5983	229	8	-	-	SYM
easat-5983	229	9	275	275	NUM
easat-5983	229	10	,	,	PUNCT
easat-5983	229	11	2025	2025	NUM
easat-5983	229	12	doi	doi	NOUN
easat-5983	229	13	:	:	PUNCT
easat-5983	229	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	229	15	©	©	PROPN
easat-5983	229	16	2025	2025	NUM
easat-5983	229	17	by	by	ADP
easat-5983	229	18	the	the	DET
easat-5983	229	19	authors	author	NOUN
easat-5983	229	20	;	;	PUNCT
easat-5983	229	21	licensee	licensee	PROPN
easat-5983	229	22	learning	learn	VERB
easat-5983	229	23	gate	gate	NOUN
easat-5983	229	24	table	table	NOUN
easat-5983	229	25	4	4	NUM
easat-5983	229	26	.	.	PUNCT
easat-5983	229	27	performance	performance	NOUN
easat-5983	229	28	metrics	metric	NOUN
easat-5983	229	29	with	with	ADP
easat-5983	229	30	time	time	NOUN
easat-5983	229	31	of	of	ADP
easat-5983	229	32	the	the	DET
easat-5983	229	33	optimized	optimize	VERB
easat-5983	229	34	query	query	NOUN
easat-5983	229	35	resolution	resolution	NOUN
easat-5983	229	36	system	system	NOUN
easat-5983	229	37	.	.	PUNCT
easat-5983	230	1	epochs	epoch	NOUN
easat-5983	230	2	query	query	NOUN
easat-5983	230	3	resolution	resolution	NOUN
easat-5983	230	4	time	time	NOUN
easat-5983	230	5	(	(	PUNCT
easat-5983	230	6	avg	avg	NOUN
easat-5983	230	7	.	.	PROPN
easat-5983	230	8	seconds	second	NOUN
easat-5983	230	9	)	)	PUNCT
easat-5983	230	10	number	number	NOUN
easat-5983	230	11	of	of	ADP
easat-5983	230	12	queries	query	NOUN
easat-5983	230	13	processed	process	VERB
easat-5983	230	14	per	per	ADP
easat-5983	230	15	hour	hour	NOUN
easat-5983	230	16	scalability	scalability	NOUN
easat-5983	230	17	(	(	PUNCT
easat-5983	230	18	queries	query	NOUN
easat-5983	230	19	per	per	ADP
easat-5983	230	20	second	second	ADJ
easat-5983	230	21	)	)	PUNCT
easat-5983	230	22	20	20	NUM
easat-5983	230	23	1.2	1.2	NUM
easat-5983	230	24	350	350	NUM
easat-5983	230	25	0.25	0.25	NUM
easat-5983	230	26	40	40	NUM
easat-5983	230	27	1.1	1.1	NUM
easat-5983	230	28	375	375	NUM
easat-5983	230	29	0.27	0.27	NUM
easat-5983	230	30	60	60	NUM
easat-5983	230	31	1.0	1.0	NUM
easat-5983	230	32	400	400	NUM
easat-5983	230	33	0.30	0.30	NUM
easat-5983	230	34	80	80	NUM
easat-5983	230	35	0.9	0.9	NUM
easat-5983	230	36	425	425	NUM
easat-5983	230	37	0.32	0.32	NUM
easat-5983	230	38	100	100	NUM
easat-5983	230	39	0.8	0.8	NUM
easat-5983	230	40	450	450	NUM
easat-5983	230	41	0.35	0.35	NUM
easat-5983	230	42	figure	figure	NOUN
easat-5983	230	43	3	3	NUM
easat-5983	230	44	.	.	PUNCT
easat-5983	230	45	performance	performance	NOUN
easat-5983	230	46	analysis	analysis	NOUN
easat-5983	230	47	result	result	NOUN
easat-5983	230	48	with	with	ADP
easat-5983	230	49	time	time	NOUN
easat-5983	230	50	of	of	ADP
easat-5983	230	51	the	the	DET
easat-5983	230	52	query	query	NOUN
easat-5983	230	53	resolution	resolution	NOUN
easat-5983	230	54	system	system	NOUN
easat-5983	230	55	.	.	PUNCT
easat-5983	231	1	the	the	DET
easat-5983	231	2	exceptional	exceptional	ADJ
easat-5983	231	3	performance	performance	NOUN
easat-5983	231	4	of	of	ADP
easat-5983	231	5	the	the	DET
easat-5983	231	6	optimized	optimize	VERB
easat-5983	231	7	query	query	NOUN
easat-5983	231	8	resolution	resolution	NOUN
easat-5983	231	9	system	system	NOUN
easat-5983	231	10	with	with	ADP
easat-5983	231	11	a	a	DET
easat-5983	231	12	response	response	NOUN
easat-5983	231	13	accuracy	accuracy	NOUN
easat-5983	231	14	of	of	ADP
easat-5983	231	15	91.4	91.4	NUM
easat-5983	231	16	%	%	NOUN
easat-5983	231	17	showed	show	VERB
easat-5983	231	18	it	it	PRON
easat-5983	231	19	was	be	AUX
easat-5983	231	20	capable	capable	ADJ
easat-5983	231	21	of	of	ADP
easat-5983	231	22	answering	answer	VERB
easat-5983	231	23	queries	query	NOUN
easat-5983	231	24	accurately	accurately	ADV
easat-5983	231	25	.	.	PUNCT
easat-5983	232	1	its	its	PRON
easat-5983	232	2	efficiency	efficiency	NOUN
easat-5983	232	3	in	in	ADP
easat-5983	232	4	understanding	understand	VERB
easat-5983	232	5	the	the	DET
easat-5983	232	6	query	query	NOUN
easat-5983	232	7	was	be	AUX
easat-5983	232	8	at	at	ADP
easat-5983	232	9	90.2	90.2	NUM
easat-5983	232	10	%	%	NOUN
easat-5983	232	11	,	,	PUNCT
easat-5983	232	12	reflecting	reflect	VERB
easat-5983	232	13	its	its	PRON
easat-5983	232	14	ability	ability	NOUN
easat-5983	232	15	to	to	PART
easat-5983	232	16	interpret	interpret	VERB
easat-5983	232	17	context	context	NOUN
easat-5983	232	18	and	and	CCONJ
easat-5983	232	19	intent	intent	NOUN
easat-5983	232	20	.	.	PUNCT
easat-5983	233	1	it	it	PRON
easat-5983	233	2	also	also	ADV
easat-5983	233	3	had	have	VERB
easat-5983	233	4	an	an	DET
easat-5983	233	5	impressive	impressive	ADJ
easat-5983	233	6	robustness	robustness	NOUN
easat-5983	233	7	rate	rate	NOUN
easat-5983	233	8	of	of	ADP
easat-5983	233	9	98.3	98.3	NUM
easat-5983	233	10	%	%	NOUN
easat-5983	233	11	in	in	ADP
easat-5983	233	12	handling	handle	VERB
easat-5983	233	13	a	a	DET
easat-5983	233	14	variety	variety	NOUN
easat-5983	233	15	of	of	ADP
easat-5983	233	16	queries	query	NOUN
easat-5983	233	17	.	.	PUNCT
easat-5983	234	1	the	the	DET
easat-5983	234	2	system	system	NOUN
easat-5983	234	3	underscores	underscore	VERB
easat-5983	234	4	its	its	PRON
easat-5983	234	5	effectiveness	effectiveness	NOUN
easat-5983	234	6	in	in	ADP
easat-5983	234	7	delivering	deliver	VERB
easat-5983	234	8	a	a	DET
easat-5983	234	9	seamless	seamless	ADJ
easat-5983	234	10	,	,	PUNCT
easat-5983	234	11	reliable	reliable	ADJ
easat-5983	234	12	query	query	NOUN
easat-5983	234	13	resolution	resolution	NOUN
easat-5983	234	14	of	of	ADP
easat-5983	234	15	college	college	NOUN
easat-5983	234	16	admissions	admission	NOUN
easat-5983	234	17	,	,	PUNCT
easat-5983	234	18	with	with	ADP
easat-5983	234	19	a	a	DET
easat-5983	234	20	user	user	NOUN
easat-5983	234	21	experience	experience	NOUN
easat-5983	234	22	satisfaction	satisfaction	NOUN
easat-5983	234	23	rate	rate	NOUN
easat-5983	234	24	of	of	ADP
easat-5983	234	25	92.1	92.1	NUM
easat-5983	234	26	%	%	NOUN
easat-5983	234	27	.	.	PUNCT
easat-5983	235	1	these	these	DET
easat-5983	235	2	values	value	NOUN
easat-5983	235	3	are	be	AUX
easat-5983	235	4	illustrated	illustrate	VERB
easat-5983	235	5	in	in	ADP
easat-5983	235	6	figure	figure	NOUN
easat-5983	235	7	4	4	NUM
easat-5983	235	8	and	and	CCONJ
easat-5983	235	9	table	table	NOUN
easat-5983	235	10	5	5	NUM
easat-5983	235	11	.	.	PUNCT
easat-5983	236	1	figure	figure	VERB
easat-5983	236	2	4	4	NUM
easat-5983	236	3	.	.	PUNCT
easat-5983	237	1	performance	performance	NOUN
easat-5983	237	2	analysis	analysis	NOUN
easat-5983	237	3	result	result	NOUN
easat-5983	237	4	in	in	ADP
easat-5983	237	5	percentage	percentage	NOUN
easat-5983	237	6	of	of	ADP
easat-5983	237	7	the	the	DET
easat-5983	237	8	query	query	NOUN
easat-5983	237	9	resolution	resolution	NOUN
easat-5983	237	10	system	system	NOUN
easat-5983	237	11	.	.	PUNCT
easat-5983	238	1	272	272	NUM
easat-5983	238	2	edelweiss	edelweiss	PROPN
easat-5983	238	3	applied	apply	VERB
easat-5983	238	4	science	science	NOUN
easat-5983	238	5	and	and	CCONJ
easat-5983	238	6	technology	technology	NOUN
easat-5983	238	7	issn	issn	PROPN
easat-5983	238	8	:	:	PUNCT
easat-5983	238	9	2576	2576	NUM
easat-5983	238	10	-	-	SYM
easat-5983	238	11	8484	8484	NUM
easat-5983	238	12	vol	vol	NOUN
easat-5983	238	13	.	.	PROPN
easat-5983	239	1	9	9	NUM
easat-5983	239	2	,	,	PUNCT
easat-5983	239	3	no	no	INTJ
easat-5983	239	4	.	.	NOUN
easat-5983	239	5	4	4	NUM
easat-5983	239	6	:	:	PUNCT
easat-5983	239	7	262	262	NUM
easat-5983	239	8	-	-	SYM
easat-5983	239	9	275	275	NUM
easat-5983	239	10	,	,	PUNCT
easat-5983	239	11	2025	2025	NUM
easat-5983	239	12	doi	doi	NOUN
easat-5983	239	13	:	:	PUNCT
easat-5983	239	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	239	15	©	©	PROPN
easat-5983	239	16	2025	2025	NUM
easat-5983	239	17	by	by	ADP
easat-5983	239	18	the	the	DET
easat-5983	239	19	authors	author	NOUN
easat-5983	239	20	;	;	PUNCT
easat-5983	239	21	licensee	licensee	PROPN
easat-5983	239	22	learning	learn	VERB
easat-5983	239	23	gate	gate	NOUN
easat-5983	239	24	table	table	NOUN
easat-5983	239	25	5	5	NUM
easat-5983	239	26	.	.	PUNCT
easat-5983	239	27	performance	performance	NOUN
easat-5983	239	28	metrics	metric	NOUN
easat-5983	239	29	in	in	ADP
easat-5983	239	30	percentage	percentage	NOUN
easat-5983	239	31	of	of	ADP
easat-5983	239	32	the	the	DET
easat-5983	239	33	optimized	optimize	VERB
easat-5983	239	34	query	query	NOUN
easat-5983	239	35	resolution	resolution	NOUN
easat-5983	239	36	system	system	NOUN
easat-5983	239	37	.	.	PUNCT
easat-5983	240	1	metric	metric	ADJ
easat-5983	240	2	optimized	optimize	VERB
easat-5983	240	3	query	query	NOUN
easat-5983	240	4	resolution	resolution	NOUN
easat-5983	240	5	system	system	NOUN
easat-5983	240	6	query	query	NOUN
easat-5983	240	7	resolution	resolution	NOUN
easat-5983	240	8	time	time	NOUN
easat-5983	240	9	(	(	PUNCT
easat-5983	240	10	avg	avg	NOUN
easat-5983	240	11	.	.	PROPN
easat-5983	240	12	seconds	second	NOUN
easat-5983	240	13	)	)	PUNCT
easat-5983	240	14	1.2	1.2	NUM
easat-5983	240	15	sec	sec	PROPN
easat-5983	240	16	number	number	NOUN
easat-5983	240	17	of	of	ADP
easat-5983	240	18	queries	query	NOUN
easat-5983	240	19	processed	process	VERB
easat-5983	240	20	per	per	ADP
easat-5983	240	21	hour	hour	NOUN
easat-5983	240	22	350	350	NUM
easat-5983	240	23	scalability	scalability	NOUN
easat-5983	240	24	(	(	PUNCT
easat-5983	240	25	queries	query	NOUN
easat-5983	240	26	per	per	ADP
easat-5983	240	27	second	second	ADJ
easat-5983	240	28	)	)	PUNCT
easat-5983	240	29	0.25	0.25	NUM
easat-5983	240	30	sec	sec	PROPN
easat-5983	240	31	response	response	NOUN
easat-5983	240	32	accuracy	accuracy	NOUN
easat-5983	240	33	(	(	PUNCT
easat-5983	240	34	%	%	INTJ
easat-5983	240	35	)	)	PUNCT
easat-5983	240	36	91.4	91.4	NUM
easat-5983	240	37	%	%	NOUN
easat-5983	240	38	query	query	NOUN
easat-5983	240	39	understanding	understanding	NOUN
easat-5983	240	40	efficiency	efficiency	NOUN
easat-5983	240	41	(	(	PUNCT
easat-5983	240	42	%	%	INTJ
easat-5983	240	43	)	)	PUNCT
easat-5983	240	44	90.2	90.2	NUM
easat-5983	240	45	%	%	NOUN
easat-5983	240	46	system	system	NOUN
easat-5983	240	47	robustness	robustness	NOUN
easat-5983	240	48	(	(	PUNCT
easat-5983	240	49	successful	successful	ADJ
easat-5983	240	50	query	query	NOUN
easat-5983	240	51	handling	handling	NOUN
easat-5983	240	52	)	)	PUNCT
easat-5983	240	53	98.3	98.3	NUM
easat-5983	240	54	%	%	NOUN
easat-5983	240	55	user	user	NOUN
easat-5983	240	56	experience	experience	NOUN
easat-5983	240	57	satisfaction	satisfaction	NOUN
easat-5983	240	58	(	(	PUNCT
easat-5983	240	59	%	%	INTJ
easat-5983	240	60	)	)	PUNCT
easat-5983	240	61	92.1	92.1	NUM
easat-5983	240	62	%	%	NOUN
easat-5983	240	63	the	the	DET
easat-5983	240	64	multinomial	multinomial	ADJ
easat-5983	240	65	naive	naive	ADJ
easat-5983	240	66	-	-	PUNCT
easat-5983	240	67	bayes	bayes	NOUN
easat-5983	240	68	[	[	X
easat-5983	240	69	26	26	NUM
easat-5983	240	70	]	]	X
easat-5983	240	71	method	method	NOUN
easat-5983	240	72	is	be	AUX
easat-5983	240	73	the	the	DET
easat-5983	240	74	existing	exist	VERB
easat-5983	240	75	method	method	NOUN
easat-5983	240	76	compared	compare	VERB
easat-5983	240	77	to	to	ADP
easat-5983	240	78	the	the	DET
easat-5983	240	79	proposed	propose	VERB
easat-5983	240	80	siamese	siamese	ADJ
easat-5983	240	81	bilstm	bilstm	NOUN
easat-5983	240	82	method	method	NOUN
easat-5983	240	83	in	in	ADP
easat-5983	240	84	resolving	resolve	VERB
easat-5983	240	85	college	college	NOUN
easat-5983	240	86	admission	admission	NOUN
easat-5983	240	87	queries	query	NOUN
easat-5983	240	88	.	.	PUNCT
easat-5983	241	1	the	the	DET
easat-5983	241	2	characteristics	characteristic	NOUN
easat-5983	241	3	of	of	ADP
easat-5983	241	4	accuracy	accuracy	NOUN
easat-5983	241	5	,	,	PUNCT
easat-5983	241	6	precision	precision	NOUN
easat-5983	241	7	,	,	PUNCT
easat-5983	241	8	recall	recall	NOUN
easat-5983	241	9	and	and	CCONJ
easat-5983	241	10	f1	f1	NOUN
easat-5983	241	11	-	-	PUNCT
easat-5983	241	12	score	score	NOUN
easat-5983	241	13	are	be	AUX
easat-5983	241	14	examined	examine	VERB
easat-5983	241	15	in	in	ADP
easat-5983	241	16	this	this	DET
easat-5983	241	17	section	section	NOUN
easat-5983	241	18	.	.	PUNCT
easat-5983	242	1	accuracy	accuracy	NOUN
easat-5983	242	2	and	and	CCONJ
easat-5983	242	3	precision	precision	NOUN
easat-5983	242	4	:	:	PUNCT
easat-5983	242	5	the	the	DET
easat-5983	242	6	multinomial	multinomial	ADJ
easat-5983	242	7	naive	naive	ADJ
easat-5983	242	8	-	-	PUNCT
easat-5983	242	9	bayes	bayes	NOUN
easat-5983	242	10	method	method	NOUN
easat-5983	242	11	reached	reach	VERB
easat-5983	242	12	accuracy	accuracy	NOUN
easat-5983	242	13	(	(	PUNCT
easat-5983	242	14	92	92	NUM
easat-5983	242	15	%	%	NOUN
easat-5983	242	16	)	)	PUNCT
easat-5983	242	17	,	,	PUNCT
easat-5983	242	18	and	and	CCONJ
easat-5983	242	19	precision	precision	NOUN
easat-5983	242	20	(	(	PUNCT
easat-5983	242	21	92.4	92.4	NUM
easat-5983	242	22	%	%	NOUN
easat-5983	242	23	)	)	PUNCT
easat-5983	242	24	.	.	PUNCT
easat-5983	243	1	the	the	DET
easat-5983	243	2	siamese	siamese	ADJ
easat-5983	243	3	bilstm	bilstm	NOUN
easat-5983	243	4	method	method	NOUN
easat-5983	243	5	outperformed	outperform	VERB
easat-5983	243	6	with	with	ADP
easat-5983	243	7	accuracy	accuracy	NOUN
easat-5983	243	8	(	(	PUNCT
easat-5983	243	9	94.7	94.7	NUM
easat-5983	243	10	%	%	NOUN
easat-5983	243	11	)	)	PUNCT
easat-5983	243	12	,	,	PUNCT
easat-5983	243	13	and	and	CCONJ
easat-5983	243	14	precision	precision	NOUN
easat-5983	243	15	(	(	PUNCT
easat-5983	243	16	93.6	93.6	NUM
easat-5983	243	17	%	%	NOUN
easat-5983	243	18	)	)	PUNCT
easat-5983	243	19	.	.	PUNCT
easat-5983	244	1	these	these	DET
easat-5983	244	2	results	result	NOUN
easat-5983	244	3	show	show	VERB
easat-5983	244	4	that	that	SCONJ
easat-5983	244	5	the	the	DET
easat-5983	244	6	siamese	siamese	ADJ
easat-5983	244	7	bilstm	bilstm	NOUN
easat-5983	244	8	,	,	PUNCT
easat-5983	244	9	by	by	ADP
easat-5983	244	10	using	use	VERB
easat-5983	244	11	contextual	contextual	ADJ
easat-5983	244	12	embeddings	embedding	NOUN
easat-5983	244	13	through	through	ADP
easat-5983	244	14	bert	bert	PROPN
easat-5983	244	15	,	,	PUNCT
easat-5983	244	16	provides	provide	VERB
easat-5983	244	17	improved	improved	ADJ
easat-5983	244	18	query	query	NOUN
easat-5983	244	19	classification	classification	NOUN
easat-5983	244	20	and	and	CCONJ
easat-5983	244	21	similarity	similarity	NOUN
easat-5983	244	22	matching	matching	NOUN
easat-5983	244	23	and	and	CCONJ
easat-5983	244	24	offers	offer	VERB
easat-5983	244	25	a	a	DET
easat-5983	244	26	more	more	ADV
easat-5983	244	27	robust	robust	ADJ
easat-5983	244	28	and	and	CCONJ
easat-5983	244	29	accurate	accurate	ADJ
easat-5983	244	30	solution	solution	NOUN
easat-5983	244	31	for	for	ADP
easat-5983	244	32	automated	automate	VERB
easat-5983	244	33	college	college	NOUN
easat-5983	244	34	admission	admission	NOUN
easat-5983	244	35	query	query	NOUN
easat-5983	244	36	resolution	resolution	NOUN
easat-5983	244	37	.	.	PUNCT
easat-5983	245	1	the	the	DET
easat-5983	245	2	accuracy	accuracy	NOUN
easat-5983	245	3	and	and	CCONJ
easat-5983	245	4	precision	precision	NOUN
easat-5983	245	5	value	value	NOUN
easat-5983	245	6	of	of	ADP
easat-5983	245	7	college	college	NOUN
easat-5983	245	8	admission	admission	NOUN
easat-5983	245	9	query	query	NOUN
easat-5983	245	10	resolution	resolution	NOUN
easat-5983	245	11	is	be	AUX
easat-5983	245	12	illustrated	illustrate	VERB
easat-5983	245	13	in	in	ADP
easat-5983	245	14	figure	figure	NOUN
easat-5983	245	15	5	5	NUM
easat-5983	245	16	and	and	CCONJ
easat-5983	245	17	table	table	NOUN
easat-5983	245	18	6	6	NUM
easat-5983	245	19	.	.	PUNCT
easat-5983	246	1	figure	figure	NOUN
easat-5983	246	2	5	5	NUM
easat-5983	246	3	.	.	PUNCT
easat-5983	246	4	accuracy	accuracy	NOUN
easat-5983	246	5	and	and	CCONJ
easat-5983	246	6	precision	precision	NOUN
easat-5983	246	7	result	result	NOUN
easat-5983	246	8	of	of	ADP
easat-5983	246	9	college	college	NOUN
easat-5983	246	10	admission	admission	NOUN
easat-5983	246	11	query	query	NOUN
easat-5983	246	12	resolution	resolution	NOUN
easat-5983	246	13	.	.	PUNCT
easat-5983	247	1	recall	recall	NOUN
easat-5983	247	2	and	and	CCONJ
easat-5983	247	3	f1	f1	NOUN
easat-5983	247	4	-	-	PUNCT
easat-5983	247	5	score	score	NOUN
easat-5983	247	6	:	:	PUNCT
easat-5983	247	7	the	the	DET
easat-5983	247	8	multinomial	multinomial	ADJ
easat-5983	247	9	naive	naive	ADJ
easat-5983	247	10	-	-	PUNCT
easat-5983	247	11	bayes	bayes	NOUN
easat-5983	247	12	results	result	NOUN
easat-5983	247	13	yielded	yield	VERB
easat-5983	247	14	a	a	DET
easat-5983	247	15	recall	recall	NOUN
easat-5983	247	16	(	(	PUNCT
easat-5983	247	17	92	92	NUM
easat-5983	247	18	%	%	NOUN
easat-5983	247	19	)	)	PUNCT
easat-5983	247	20	and	and	CCONJ
easat-5983	247	21	an	an	DET
easat-5983	247	22	f1	f1	NOUN
easat-5983	247	23	-	-	PUNCT
easat-5983	247	24	score	score	NOUN
easat-5983	247	25	(	(	PUNCT
easat-5983	247	26	91.9	91.9	NUM
easat-5983	247	27	%	%	NOUN
easat-5983	247	28	)	)	PUNCT
easat-5983	247	29	.	.	PUNCT
easat-5983	248	1	the	the	DET
easat-5983	248	2	siamese	siamese	ADJ
easat-5983	248	3	bilstm	bilstm	NOUN
easat-5983	248	4	produced	produce	VERB
easat-5983	248	5	recall	recall	NOUN
easat-5983	248	6	(	(	PUNCT
easat-5983	248	7	93.8	93.8	NUM
easat-5983	248	8	%	%	NOUN
easat-5983	248	9	)	)	PUNCT
easat-5983	248	10	and	and	CCONJ
easat-5983	248	11	f1	f1	NOUN
easat-5983	248	12	-	-	PUNCT
easat-5983	248	13	score	score	NOUN
easat-5983	248	14	(	(	PUNCT
easat-5983	248	15	92.3	92.3	NUM
easat-5983	248	16	%	%	NOUN
easat-5983	248	17	)	)	PUNCT
easat-5983	248	18	,	,	PUNCT
easat-5983	248	19	as	as	SCONJ
easat-5983	248	20	shown	show	VERB
easat-5983	248	21	by	by	ADP
easat-5983	248	22	a	a	DET
easat-5983	248	23	much	much	ADV
easat-5983	248	24	stronger	strong	ADJ
easat-5983	248	25	capacity	capacity	NOUN
easat-5983	248	26	of	of	ADP
easat-5983	248	27	this	this	DET
easat-5983	248	28	siamese	siamese	ADJ
easat-5983	248	29	bilstm	bilstm	NOUN
easat-5983	248	30	to	to	PART
easat-5983	248	31	learn	learn	VERB
easat-5983	248	32	more	more	ADV
easat-5983	248	33	abstract	abstract	ADJ
easat-5983	248	34	and	and	CCONJ
easat-5983	248	35	deeper	deep	ADJ
easat-5983	248	36	semantic	semantic	ADJ
easat-5983	248	37	relations	relation	NOUN
easat-5983	248	38	than	than	ADP
easat-5983	248	39	those	those	PRON
easat-5983	248	40	between	between	ADP
easat-5983	248	41	simpler	simple	ADJ
easat-5983	248	42	contexts	context	NOUN
easat-5983	248	43	within	within	ADP
easat-5983	248	44	queries	query	NOUN
easat-5983	248	45	.	.	PUNCT
easat-5983	249	1	it	it	PRON
easat-5983	249	2	presents	present	VERB
easat-5983	249	3	some	some	DET
easat-5983	249	4	efficiency	efficiency	NOUN
easat-5983	249	5	on	on	ADP
easat-5983	249	6	further	further	ADJ
easat-5983	249	7	accuracy	accuracy	NOUN
easat-5983	249	8	as	as	ADV
easat-5983	249	9	well	well	ADV
easat-5983	249	10	as	as	ADP
easat-5983	249	11	on	on	ADP
easat-5983	249	12	intricate	intricate	ADJ
easat-5983	249	13	query	query	NOUN
easat-5983	249	14	resolutions	resolution	NOUN
easat-5983	249	15	about	about	ADP
easat-5983	249	16	this	this	DET
easat-5983	249	17	work	work	NOUN
easat-5983	249	18	leveraging	leverage	VERB
easat-5983	249	19	bert	bert	NOUN
easat-5983	249	20	embeddings	embedding	NOUN
easat-5983	249	21	alongside	alongside	ADP
easat-5983	249	22	its	its	PRON
easat-5983	249	23	siamese	siamese	ADJ
easat-5983	249	24	bilstm	bilstm	NOUN
easat-5983	249	25	architecture	architecture	NOUN
easat-5983	249	26	.	.	PUNCT
easat-5983	250	1	the	the	DET
easat-5983	250	2	recall	recall	NOUN
easat-5983	250	3	and	and	CCONJ
easat-5983	250	4	f1	f1	ADJ
easat-5983	250	5	-	-	PUNCT
easat-5983	250	6	score	score	NOUN
easat-5983	250	7	value	value	NOUN
easat-5983	250	8	of	of	ADP
easat-5983	250	9	college	college	NOUN
easat-5983	250	10	admission	admission	NOUN
easat-5983	250	11	query	query	NOUN
easat-5983	250	12	resolution	resolution	NOUN
easat-5983	250	13	are	be	AUX
easat-5983	250	14	illustrated	illustrate	VERB
easat-5983	250	15	in	in	ADP
easat-5983	250	16	figure	figure	NOUN
easat-5983	250	17	6	6	NUM
easat-5983	250	18	and	and	CCONJ
easat-5983	250	19	table	table	NOUN
easat-5983	250	20	6	6	NUM
easat-5983	250	21	.	.	NOUN
easat-5983	250	22	273	273	NUM
easat-5983	250	23	edelweiss	edelweiss	PROPN
easat-5983	250	24	applied	apply	VERB
easat-5983	250	25	science	science	NOUN
easat-5983	250	26	and	and	CCONJ
easat-5983	250	27	technology	technology	NOUN
easat-5983	250	28	issn	issn	PROPN
easat-5983	250	29	:	:	PUNCT
easat-5983	250	30	2576	2576	NUM
easat-5983	250	31	-	-	SYM
easat-5983	250	32	8484	8484	NUM
easat-5983	250	33	vol	vol	NOUN
easat-5983	250	34	.	.	PROPN
easat-5983	251	1	9	9	NUM
easat-5983	251	2	,	,	PUNCT
easat-5983	251	3	no	no	INTJ
easat-5983	251	4	.	.	NOUN
easat-5983	251	5	4	4	NUM
easat-5983	251	6	:	:	PUNCT
easat-5983	251	7	262	262	NUM
easat-5983	251	8	-	-	SYM
easat-5983	251	9	275	275	NUM
easat-5983	251	10	,	,	PUNCT
easat-5983	251	11	2025	2025	NUM
easat-5983	251	12	doi	doi	NOUN
easat-5983	251	13	:	:	PUNCT
easat-5983	251	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	251	15	©	©	PROPN
easat-5983	251	16	2025	2025	NUM
easat-5983	251	17	by	by	ADP
easat-5983	251	18	the	the	DET
easat-5983	251	19	authors	author	NOUN
easat-5983	251	20	;	;	PUNCT
easat-5983	251	21	licensee	licensee	PROPN
easat-5983	251	22	learning	learn	VERB
easat-5983	251	23	gate	gate	PROPN
easat-5983	251	24	figure	figure	NOUN
easat-5983	251	25	6	6	NUM
easat-5983	251	26	.	.	PUNCT
easat-5983	251	27	recall	recall	NOUN
easat-5983	251	28	and	and	CCONJ
easat-5983	251	29	f1	f1	NOUN
easat-5983	251	30	-	-	PUNCT
easat-5983	251	31	scoreresult	scoreresult	NOUN
easat-5983	251	32	of	of	ADP
easat-5983	251	33	college	college	NOUN
easat-5983	251	34	admission	admission	NOUN
easat-5983	251	35	query	query	NOUN
easat-5983	251	36	resolution	resolution	NOUN
easat-5983	251	37	.	.	PUNCT
easat-5983	252	1	table	table	NOUN
easat-5983	252	2	6	6	NUM
easat-5983	252	3	.	.	PUNCT
easat-5983	253	1	performance	performance	NOUN
easat-5983	253	2	comparison	comparison	NOUN
easat-5983	253	3	outcome	outcome	NOUN
easat-5983	253	4	of	of	ADP
easat-5983	253	5	college	college	NOUN
easat-5983	253	6	admission	admission	NOUN
easat-5983	253	7	query	query	NOUN
easat-5983	253	8	resolution	resolution	NOUN
easat-5983	253	9	.	.	PUNCT
easat-5983	254	1	method	method	NOUN
easat-5983	254	2	accuracy	accuracy	NOUN
easat-5983	254	3	(	(	PUNCT
easat-5983	254	4	%	%	INTJ
easat-5983	254	5	)	)	PUNCT
easat-5983	254	6	precision	precision	NOUN
easat-5983	254	7	(	(	PUNCT
easat-5983	254	8	%	%	INTJ
easat-5983	254	9	)	)	PUNCT
easat-5983	254	10	recall	recall	NOUN
easat-5983	254	11	(	(	PUNCT
easat-5983	254	12	%	%	NOUN
easat-5983	254	13	)	)	PUNCT
easat-5983	254	14	f1	f1	NOUN
easat-5983	254	15	-	-	PUNCT
easat-5983	254	16	score	score	NOUN
easat-5983	254	17	(	(	PUNCT
easat-5983	254	18	%	%	INTJ
easat-5983	254	19	)	)	PUNCT
easat-5983	254	20	multinomial	multinomial	ADJ
easat-5983	254	21	naive	naive	ADJ
easat-5983	254	22	-	-	PUNCT
easat-5983	254	23	bayes	bayes	NOUN
easat-5983	255	1	[	[	X
easat-5983	255	2	26	26	NUM
easat-5983	255	3	]	]	SYM
easat-5983	255	4	92	92	NUM
easat-5983	255	5	%	%	NOUN
easat-5983	255	6	92.4	92.4	NUM
easat-5983	255	7	%	%	NOUN
easat-5983	255	8	92	92	NUM
easat-5983	255	9	%	%	NOUN
easat-5983	255	10	91.9	91.9	NUM
easat-5983	255	11	%	%	NOUN
easat-5983	255	12	siamese	siamese	ADJ
easat-5983	255	13	bilstm	bilstm	NOUN
easat-5983	256	1	[	[	X
easat-5983	256	2	proposed	propose	VERB
easat-5983	256	3	]	]	X
easat-5983	256	4	94.7	94.7	NUM
easat-5983	256	5	%	%	NOUN
easat-5983	256	6	93.6	93.6	NUM
easat-5983	256	7	%	%	NOUN
easat-5983	256	8	93.8	93.8	NUM
easat-5983	256	9	%	%	NOUN
easat-5983	256	10	92.3	92.3	NUM
easat-5983	256	11	%	%	NOUN
easat-5983	256	12	4	4	NUM
easat-5983	256	13	.	.	NOUN
easat-5983	256	14	discussion	discussion	NOUN
easat-5983	256	15	an	an	DET
easat-5983	256	16	optimized	optimize	VERB
easat-5983	256	17	query	query	NOUN
easat-5983	256	18	resolution	resolution	NOUN
easat-5983	256	19	system	system	NOUN
easat-5983	256	20	was	be	AUX
easat-5983	256	21	developed	develop	VERB
easat-5983	256	22	,	,	PUNCT
easat-5983	256	23	leveraging	leverage	VERB
easat-5983	256	24	deep	deep	ADJ
easat-5983	256	25	learning	learning	NOUN
easat-5983	256	26	techniques	technique	NOUN
easat-5983	256	27	such	such	ADJ
easat-5983	256	28	as	as	ADP
easat-5983	256	29	siamese	siamese	ADJ
easat-5983	256	30	bilstm	bilstm	NOUN
easat-5983	256	31	to	to	PART
easat-5983	256	32	capture	capture	VERB
easat-5983	256	33	semantic	semantic	ADJ
easat-5983	256	34	similarity	similarity	NOUN
easat-5983	256	35	and	and	CCONJ
easat-5983	256	36	contextual	contextual	ADJ
easat-5983	256	37	relationships	relationship	NOUN
easat-5983	256	38	for	for	ADP
easat-5983	256	39	proper	proper	ADJ
easat-5983	256	40	classification	classification	NOUN
easat-5983	256	41	and	and	CCONJ
easat-5983	256	42	resolution	resolution	NOUN
easat-5983	256	43	of	of	ADP
easat-5983	256	44	complex	complex	ADJ
easat-5983	256	45	queries	query	NOUN
easat-5983	256	46	on	on	ADP
easat-5983	256	47	college	college	NOUN
easat-5983	256	48	admissions	admission	NOUN
easat-5983	256	49	.	.	PUNCT
easat-5983	257	1	multinomial	multinomial	ADJ
easat-5983	257	2	naive	naive	ADJ
easat-5983	257	3	-	-	PUNCT
easat-5983	257	4	bayes	bayes	NOUN
easat-5983	257	5	[	[	X
easat-5983	257	6	26	26	NUM
easat-5983	257	7	]	]	PUNCT
easat-5983	257	8	with	with	ADP
easat-5983	257	9	accuracy	accuracy	NOUN
easat-5983	257	10	(	(	PUNCT
easat-5983	257	11	92	92	NUM
easat-5983	257	12	%	%	NOUN
easat-5983	257	13	)	)	PUNCT
easat-5983	257	14	,	,	PUNCT
easat-5983	257	15	precision	precision	NOUN
easat-5983	257	16	(	(	PUNCT
easat-5983	257	17	92.4	92.4	NUM
easat-5983	257	18	%	%	NOUN
easat-5983	257	19	)	)	PUNCT
easat-5983	257	20	,	,	PUNCT
easat-5983	257	21	recall	recall	INTJ
easat-5983	257	22	(	(	PUNCT
easat-5983	257	23	92	92	NUM
easat-5983	257	24	%	%	NOUN
easat-5983	257	25	)	)	PUNCT
easat-5983	257	26	,	,	PUNCT
easat-5983	257	27	and	and	CCONJ
easat-5983	257	28	f1	f1	NOUN
easat-5983	257	29	-	-	PUNCT
easat-5983	257	30	score	score	NOUN
easat-5983	257	31	(	(	PUNCT
easat-5983	257	32	91.9	91.9	NUM
easat-5983	257	33	%	%	NOUN
easat-5983	257	34	)	)	PUNCT
easat-5983	257	35	,	,	PUNCT
easat-5983	257	36	suffers	suffer	VERB
easat-5983	257	37	from	from	ADP
easat-5983	257	38	limited	limited	ADJ
easat-5983	257	39	context	context	NOUN
easat-5983	257	40	and	and	CCONJ
easat-5983	257	41	semantics	semantic	NOUN
easat-5983	257	42	capturing	capture	VERB
easat-5983	257	43	capability	capability	NOUN
easat-5983	257	44	of	of	ADP
easat-5983	257	45	the	the	DET
easat-5983	257	46	query	query	NOUN
easat-5983	257	47	that	that	PRON
easat-5983	257	48	leads	lead	VERB
easat-5983	257	49	to	to	ADP
easat-5983	257	50	potential	potential	ADJ
easat-5983	257	51	loss	loss	NOUN
easat-5983	257	52	in	in	ADP
easat-5983	257	53	accuracy	accuracy	NOUN
easat-5983	257	54	for	for	ADP
easat-5983	257	55	more	more	ADV
easat-5983	257	56	nuanced	nuanced	ADJ
easat-5983	257	57	or	or	CCONJ
easat-5983	257	58	complex	complex	ADJ
easat-5983	257	59	questions	question	NOUN
easat-5983	257	60	.	.	PUNCT
easat-5983	258	1	the	the	DET
easat-5983	258	2	proposed	propose	VERB
easat-5983	258	3	siamese	siamese	ADJ
easat-5983	258	4	bilstm	bilstm	NOUN
easat-5983	258	5	method	method	NOUN
easat-5983	258	6	overcomes	overcome	VERB
easat-5983	258	7	the	the	DET
easat-5983	258	8	limitations	limitation	NOUN
easat-5983	258	9	of	of	ADP
easat-5983	258	10	naive	naive	ADJ
easat-5983	258	11	-	-	PUNCT
easat-5983	258	12	bayes	bayes	NOUN
easat-5983	258	13	by	by	ADP
easat-5983	258	14	using	use	VERB
easat-5983	258	15	deep	deep	ADJ
easat-5983	258	16	learning	learning	NOUN
easat-5983	258	17	to	to	PART
easat-5983	258	18	understand	understand	VERB
easat-5983	258	19	semantic	semantic	ADJ
easat-5983	258	20	relationships	relationship	NOUN
easat-5983	258	21	and	and	CCONJ
easat-5983	258	22	context	context	NOUN
easat-5983	258	23	.	.	PUNCT
easat-5983	259	1	while	while	SCONJ
easat-5983	259	2	naive	naive	ADJ
easat-5983	259	3	-	-	PUNCT
easat-5983	259	4	bayes	bayes	NOUN
easat-5983	259	5	works	work	NOUN
easat-5983	259	6	based	base	VERB
easat-5983	259	7	on	on	ADP
easat-5983	259	8	the	the	DET
easat-5983	259	9	frequency	frequency	NOUN
easat-5983	259	10	of	of	ADP
easat-5983	259	11	words	word	NOUN
easat-5983	259	12	and	and	CCONJ
easat-5983	259	13	simple	simple	ADJ
easat-5983	259	14	probabilities	probability	NOUN
easat-5983	259	15	,	,	PUNCT
easat-5983	259	16	siamese	siamese	ADJ
easat-5983	259	17	bilstm	bilstm	NOUN
easat-5983	259	18	captures	capture	VERB
easat-5983	259	19	contextual	contextual	ADJ
easat-5983	259	20	meaning	meaning	NOUN
easat-5983	259	21	through	through	ADP
easat-5983	259	22	word	word	NOUN
easat-5983	259	23	embeddings	embedding	NOUN
easat-5983	259	24	.	.	PUNCT
easat-5983	260	1	this	this	DET
easat-5983	260	2	method	method	NOUN
easat-5983	260	3	significantly	significantly	ADV
easat-5983	260	4	improves	improve	VERB
easat-5983	260	5	the	the	DET
easat-5983	260	6	accuracy	accuracy	NOUN
easat-5983	260	7	of	of	ADP
easat-5983	260	8	classification	classification	NOUN
easat-5983	260	9	as	as	SCONJ
easat-5983	260	10	it	it	PRON
easat-5983	260	11	can	can	AUX
easat-5983	260	12	tackle	tackle	VERB
easat-5983	260	13	more	more	ADV
easat-5983	260	14	complex	complex	ADJ
easat-5983	260	15	queries	query	NOUN
easat-5983	260	16	and	and	CCONJ
easat-5983	260	17	ensure	ensure	VERB
easat-5983	260	18	that	that	SCONJ
easat-5983	260	19	the	the	DET
easat-5983	260	20	responses	response	NOUN
easat-5983	260	21	are	be	AUX
easat-5983	260	22	relevant	relevant	ADJ
easat-5983	260	23	and	and	CCONJ
easat-5983	260	24	precise	precise	ADJ
easat-5983	260	25	.	.	PUNCT
easat-5983	261	1	it	it	PRON
easat-5983	261	2	uses	use	VERB
easat-5983	261	3	the	the	DET
easat-5983	261	4	bert	bert	NOUN
easat-5983	261	5	architecture	architecture	NOUN
easat-5983	261	6	for	for	ADP
easat-5983	261	7	contextual	contextual	ADJ
easat-5983	261	8	word	word	NOUN
easat-5983	261	9	embedding	embed	VERB
easat-5983	261	10	to	to	PART
easat-5983	261	11	further	far	ADV
easat-5983	261	12	enhance	enhance	VERB
easat-5983	261	13	the	the	DET
easat-5983	261	14	ability	ability	NOUN
easat-5983	261	15	of	of	ADP
easat-5983	261	16	the	the	DET
easat-5983	261	17	system	system	NOUN
easat-5983	261	18	to	to	PART
easat-5983	261	19	handle	handle	VERB
easat-5983	261	20	context	context	NOUN
easat-5983	261	21	-	-	PUNCT
easat-5983	261	22	dependent	dependent	ADJ
easat-5983	261	23	queries	query	NOUN
easat-5983	261	24	.	.	PUNCT
easat-5983	262	1	5	5	X
easat-5983	262	2	.	.	X
easat-5983	262	3	conclusion	conclusion	NOUN
easat-5983	262	4	an	an	DET
easat-5983	262	5	intelligent	intelligent	ADJ
easat-5983	262	6	system	system	NOUN
easat-5983	262	7	that	that	PRON
easat-5983	262	8	uses	use	VERB
easat-5983	262	9	bert	bert	NOUN
easat-5983	262	10	and	and	CCONJ
easat-5983	262	11	siamese	siamese	ADJ
easat-5983	262	12	bilstm	bilstm	NOUN
easat-5983	262	13	to	to	PART
easat-5983	262	14	answer	answer	VERB
easat-5983	262	15	college	college	NOUN
easat-5983	262	16	admission	admission	NOUN
easat-5983	262	17	questions	question	NOUN
easat-5983	262	18	with	with	ADP
easat-5983	262	19	high	high	ADJ
easat-5983	262	20	accuracy	accuracy	NOUN
easat-5983	262	21	.	.	PUNCT
easat-5983	263	1	bert	bert	PROPN
easat-5983	263	2	produces	produce	VERB
easat-5983	263	3	contextual	contextual	ADJ
easat-5983	263	4	embeddings	embedding	NOUN
easat-5983	263	5	,	,	PUNCT
easat-5983	263	6	and	and	CCONJ
easat-5983	263	7	siamese	siamese	ADJ
easat-5983	263	8	bilstm	bilstm	NOUN
easat-5983	263	9	captures	capture	VERB
easat-5983	263	10	semantic	semantic	ADJ
easat-5983	263	11	similarity	similarity	NOUN
easat-5983	263	12	and	and	CCONJ
easat-5983	263	13	contextual	contextual	ADJ
easat-5983	263	14	relationships	relationship	NOUN
easat-5983	263	15	,	,	PUNCT
easat-5983	263	16	which	which	PRON
easat-5983	263	17	allows	allow	VERB
easat-5983	263	18	for	for	ADP
easat-5983	263	19	accurate	accurate	ADJ
easat-5983	263	20	query	query	NOUN
easat-5983	263	21	classification	classification	NOUN
easat-5983	263	22	and	and	CCONJ
easat-5983	263	23	resolution	resolution	NOUN
easat-5983	263	24	.	.	PUNCT
easat-5983	264	1	the	the	DET
easat-5983	264	2	system	system	NOUN
easat-5983	264	3	processes	process	VERB
easat-5983	264	4	complex	complex	ADJ
easat-5983	264	5	queries	query	NOUN
easat-5983	264	6	through	through	ADP
easat-5983	264	7	tokenization	tokenization	NOUN
easat-5983	264	8	,	,	PUNCT
easat-5983	264	9	lemmatization	lemmatization	NOUN
easat-5983	264	10	,	,	PUNCT
easat-5983	264	11	and	and	CCONJ
easat-5983	264	12	tf	tf	PROPN
easat-5983	264	13	-	-	PUNCT
easat-5983	264	14	idf	idf	NOUN
easat-5983	264	15	-	-	PUNCT
easat-5983	264	16	based	base	VERB
easat-5983	264	17	feature	feature	NOUN
easat-5983	264	18	extraction	extraction	NOUN
easat-5983	264	19	.	.	PUNCT
easat-5983	265	1	it	it	PRON
easat-5983	265	2	greatly	greatly	ADV
easat-5983	265	3	outperforms	outperform	VERB
easat-5983	265	4	traditional	traditional	ADJ
easat-5983	265	5	keyword	keyword	NOUN
easat-5983	265	6	-	-	PUNCT
easat-5983	265	7	based	base	VERB
easat-5983	265	8	methods	method	NOUN
easat-5983	265	9	,	,	PUNCT
easat-5983	265	10	with	with	ADP
easat-5983	265	11	a	a	DET
easat-5983	265	12	robust	robust	ADJ
easat-5983	265	13	,	,	PUNCT
easat-5983	265	14	scalable	scalable	ADJ
easat-5983	265	15	,	,	PUNCT
easat-5983	265	16	and	and	CCONJ
easat-5983	265	17	efficient	efficient	ADJ
easat-5983	265	18	solution	solution	NOUN
easat-5983	265	19	that	that	PRON
easat-5983	265	20	enhances	enhance	VERB
easat-5983	265	21	user	user	NOUN
easat-5983	265	22	experience	experience	NOUN
easat-5983	265	23	for	for	ADP
easat-5983	265	24	future	future	ADJ
easat-5983	265	25	students	student	NOUN
easat-5983	265	26	and	and	CCONJ
easat-5983	265	27	supports	support	VERB
easat-5983	265	28	educational	educational	ADJ
easat-5983	265	29	institutions	institution	NOUN
easat-5983	265	30	with	with	ADP
easat-5983	265	31	high	high	ADJ
easat-5983	265	32	volumes	volume	NOUN
easat-5983	265	33	of	of	ADP
easat-5983	265	34	admissions	admission	NOUN
easat-5983	265	35	-	-	PUNCT
easat-5983	265	36	related	relate	VERB
easat-5983	265	37	inquiries	inquiry	NOUN
easat-5983	265	38	.	.	PUNCT
easat-5983	266	1	the	the	DET
easat-5983	266	2	proposed	propose	VERB
easat-5983	266	3	system	system	NOUN
easat-5983	266	4	achieves	achieve	VERB
easat-5983	266	5	notable	notable	ADJ
easat-5983	266	6	results	result	NOUN
easat-5983	266	7	,	,	PUNCT
easat-5983	266	8	including	include	VERB
easat-5983	266	9	accuracy	accuracy	NOUN
easat-5983	266	10	(	(	PUNCT
easat-5983	266	11	94.7	94.7	NUM
easat-5983	266	12	%	%	NOUN
easat-5983	266	13	)	)	PUNCT
easat-5983	266	14	,	,	PUNCT
easat-5983	266	15	precision	precision	NOUN
easat-5983	266	16	(	(	PUNCT
easat-5983	266	17	93.6	93.6	NUM
easat-5983	266	18	%	%	NOUN
easat-5983	266	19	)	)	PUNCT
easat-5983	266	20	,	,	PUNCT
easat-5983	266	21	recall	recall	INTJ
easat-5983	266	22	(	(	PUNCT
easat-5983	266	23	93.8	93.8	NUM
easat-5983	266	24	%	%	NOUN
easat-5983	266	25	)	)	PUNCT
easat-5983	266	26	,	,	PUNCT
easat-5983	266	27	and	and	CCONJ
easat-5983	266	28	an	an	DET
easat-5983	266	29	f1	f1	NOUN
easat-5983	266	30	-	-	PUNCT
easat-5983	266	31	score	score	NOUN
easat-5983	266	32	(	(	PUNCT
easat-5983	266	33	92.3	92.3	NUM
easat-5983	266	34	%	%	NOUN
easat-5983	266	35	)	)	PUNCT
easat-5983	266	36	,	,	PUNCT
easat-5983	266	37	underscoring	underscore	VERB
easat-5983	266	38	its	its	PRON
easat-5983	266	39	effectiveness	effectiveness	NOUN
easat-5983	266	40	in	in	ADP
easat-5983	266	41	resolving	resolve	VERB
easat-5983	266	42	college	college	NOUN
easat-5983	266	43	admission	admission	NOUN
easat-5983	266	44	queries	query	NOUN
easat-5983	266	45	compared	compare	VERB
easat-5983	266	46	to	to	ADP
easat-5983	266	47	conventional	conventional	ADJ
easat-5983	266	48	methods	method	NOUN
easat-5983	266	49	.	.	PUNCT
easat-5983	267	1	5.1	5.1	NUM
easat-5983	267	2	.	.	PUNCT
easat-5983	267	3	limitation	limitation	NOUN
easat-5983	267	4	and	and	CCONJ
easat-5983	267	5	future	future	ADJ
easat-5983	267	6	scope	scope	NOUN
easat-5983	267	7	the	the	DET
easat-5983	267	8	limitation	limitation	NOUN
easat-5983	267	9	arises	arise	VERB
easat-5983	267	10	from	from	ADP
easat-5983	267	11	its	its	PRON
easat-5983	267	12	reliance	reliance	NOUN
easat-5983	267	13	on	on	ADP
easat-5983	267	14	high	high	ADJ
easat-5983	267	15	-	-	PUNCT
easat-5983	267	16	quality	quality	NOUN
easat-5983	267	17	labeled	label	VERB
easat-5983	267	18	data	datum	NOUN
easat-5983	267	19	and	and	CCONJ
easat-5983	267	20	computational	computational	ADJ
easat-5983	267	21	resources	resource	NOUN
easat-5983	267	22	while	while	SCONJ
easat-5983	267	23	the	the	DET
easat-5983	267	24	siamese	siamese	ADJ
easat-5983	267	25	bilstm	bilstm	NOUN
easat-5983	267	26	is	be	AUX
easat-5983	267	27	highly	highly	ADV
easat-5983	267	28	capable	capable	ADJ
easat-5983	267	29	of	of	ADP
easat-5983	267	30	good	good	ADJ
easat-5983	267	31	generalization	generalization	NOUN
easat-5983	267	32	capability	capability	NOUN
easat-5983	267	33	across	across	ADP
easat-5983	267	34	different	different	ADJ
easat-5983	267	35	queries	query	NOUN
easat-5983	267	36	274	274	NUM
easat-5983	267	37	edelweiss	edelweiss	PROPN
easat-5983	267	38	applied	apply	VERB
easat-5983	267	39	science	science	NOUN
easat-5983	267	40	and	and	CCONJ
easat-5983	267	41	technology	technology	NOUN
easat-5983	267	42	issn	issn	PROPN
easat-5983	267	43	:	:	PUNCT
easat-5983	267	44	2576	2576	NUM
easat-5983	267	45	-	-	SYM
easat-5983	267	46	8484	8484	NUM
easat-5983	267	47	vol	vol	NOUN
easat-5983	267	48	.	.	PROPN
easat-5983	268	1	9	9	NUM
easat-5983	268	2	,	,	PUNCT
easat-5983	268	3	no	no	INTJ
easat-5983	268	4	.	.	NOUN
easat-5983	268	5	4	4	NUM
easat-5983	268	6	:	:	PUNCT
easat-5983	268	7	262	262	NUM
easat-5983	268	8	-	-	SYM
easat-5983	268	9	275	275	NUM
easat-5983	268	10	,	,	PUNCT
easat-5983	268	11	2025	2025	NUM
easat-5983	268	12	doi	doi	NOUN
easat-5983	268	13	:	:	PUNCT
easat-5983	268	14	10.55214/25768484.v9i4.5983	10.55214/25768484.v9i4.5983	NUM
easat-5983	268	15	©	©	PROPN
easat-5983	268	16	2025	2025	NUM
easat-5983	268	17	by	by	ADP
easat-5983	268	18	the	the	DET
easat-5983	268	19	authors	author	NOUN
easat-5983	268	20	;	;	PUNCT
easat-5983	268	21	licensee	licensee	PROPN
easat-5983	268	22	learning	learn	VERB
easat-5983	268	23	gate	gate	NOUN
easat-5983	268	24	and	and	CCONJ
easat-5983	268	25	institutions	institution	NOUN
easat-5983	268	26	.	.	PUNCT
easat-5983	269	1	this	this	DET
easat-5983	269	2	future	future	ADJ
easat-5983	269	3	scope	scope	NOUN
easat-5983	269	4	might	might	AUX
easat-5983	269	5	include	include	VERB
easat-5983	269	6	increasing	increase	VERB
easat-5983	269	7	its	its	PRON
easat-5983	269	8	dataset	dataset	NOUN
easat-5983	269	9	with	with	ADP
easat-5983	269	10	richer	rich	ADJ
easat-5983	269	11	queries	query	NOUN
easat-5983	269	12	,	,	PUNCT
easat-5983	269	13	along	along	ADP
easat-5983	269	14	with	with	ADP
easat-5983	269	15	multilingual	multilingual	ADJ
easat-5983	269	16	support	support	NOUN
easat-5983	269	17	,	,	PUNCT
easat-5983	269	18	incorporating	incorporate	VERB
easat-5983	269	19	advanced	advanced	ADJ
easat-5983	269	20	transformers	transformer	NOUN
easat-5983	269	21	to	to	PART
easat-5983	269	22	maximize	maximize	VERB
easat-5983	269	23	accuracy	accuracy	NOUN
easat-5983	269	24	,	,	PUNCT
easat-5983	269	25	as	as	ADV
easat-5983	269	26	well	well	ADV
easat-5983	269	27	as	as	ADP
easat-5983	269	28	calibrating	calibrate	VERB
easat-5983	269	29	it	it	PRON
easat-5983	269	30	to	to	ADP
easat-5983	269	31	various	various	ADJ
easat-5983	269	32	academic	academic	ADJ
easat-5983	269	33	platforms	platform	NOUN
easat-5983	269	34	around	around	ADP
easat-5983	269	35	the	the	DET
easat-5983	269	36	globe	globe	NOUN
easat-5983	269	37	.	.	PUNCT
easat-5983	270	1	transparency	transparency	NOUN
easat-5983	270	2	:	:	PUNCT
easat-5983	270	3	the	the	DET
easat-5983	270	4	authors	author	NOUN
easat-5983	270	5	confirm	confirm	VERB
easat-5983	270	6	that	that	SCONJ
easat-5983	270	7	the	the	DET
easat-5983	270	8	manuscript	manuscript	NOUN
easat-5983	270	9	is	be	AUX
easat-5983	270	10	an	an	DET
easat-5983	270	11	honest	honest	ADJ
easat-5983	270	12	,	,	PUNCT
easat-5983	270	13	accurate	accurate	ADJ
easat-5983	270	14	,	,	PUNCT
easat-5983	270	15	and	and	CCONJ
easat-5983	270	16	transparent	transparent	ADJ
easat-5983	270	17	account	account	NOUN
easat-5983	270	18	of	of	ADP
easat-5983	270	19	the	the	DET
easat-5983	270	20	study	study	NOUN
easat-5983	270	21	;	;	PUNCT
easat-5983	270	22	that	that	SCONJ
easat-5983	270	23	no	no	DET
easat-5983	270	24	vital	vital	ADJ
easat-5983	270	25	features	feature	NOUN
easat-5983	270	26	of	of	ADP
easat-5983	270	27	the	the	DET
easat-5983	270	28	study	study	NOUN
easat-5983	270	29	have	have	AUX
easat-5983	270	30	been	be	AUX
easat-5983	270	31	omitted	omit	VERB
easat-5983	270	32	;	;	PUNCT
easat-5983	270	33	and	and	CCONJ
easat-5983	270	34	that	that	SCONJ
easat-5983	270	35	any	any	DET
easat-5983	270	36	discrepancies	discrepancy	NOUN
easat-5983	270	37	from	from	ADP
easat-5983	270	38	the	the	DET
easat-5983	270	39	study	study	NOUN
easat-5983	270	40	as	as	SCONJ
easat-5983	270	41	planned	plan	VERB
easat-5983	270	42	have	have	AUX
easat-5983	270	43	been	be	AUX
easat-5983	270	44	explained	explain	VERB
easat-5983	270	45	.	.	PUNCT
easat-5983	271	1	this	this	DET
easat-5983	271	2	study	study	NOUN
easat-5983	271	3	followed	follow	VERB
easat-5983	271	4	all	all	DET
easat-5983	271	5	ethical	ethical	ADJ
easat-5983	271	6	practices	practice	NOUN
easat-5983	271	7	during	during	ADP
easat-5983	271	8	writing	writing	NOUN
easat-5983	271	9	.	.	PUNCT
easat-5983	272	1	copyright	copyright	NOUN
easat-5983	272	2	:	:	PUNCT
easat-5983	272	3	©	©	PROPN
easat-5983	272	4	2025	2025	NUM
easat-5983	272	5	by	by	ADP
easat-5983	272	6	the	the	DET
easat-5983	272	7	authors	author	NOUN
easat-5983	272	8	.	.	PUNCT
easat-5983	273	1	this	this	DET
easat-5983	273	2	open	open	ADJ
easat-5983	273	3	-	-	PUNCT
easat-5983	273	4	access	access	NOUN
easat-5983	273	5	article	article	NOUN
easat-5983	273	6	is	be	AUX
easat-5983	273	7	distributed	distribute	VERB
easat-5983	273	8	under	under	ADP
easat-5983	273	9	the	the	DET
easat-5983	273	10	terms	term	NOUN
easat-5983	273	11	and	and	CCONJ
easat-5983	273	12	conditions	condition	NOUN
easat-5983	273	13	of	of	ADP
easat-5983	273	14	the	the	DET
easat-5983	273	15	creative	creative	ADJ
easat-5983	273	16	commons	common	NOUN
easat-5983	273	17	attribution	attribution	NOUN
easat-5983	273	18	(	(	PUNCT
easat-5983	273	19	cc	cc	NOUN
easat-5983	273	20	by	by	ADP
easat-5983	273	21	)	)	PUNCT
easat-5983	273	22	license	license	NOUN
easat-5983	273	23	(	(	PUNCT
easat-5983	273	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5983	273	25	)	)	PUNCT
easat-5983	273	26	.	.	PUNCT
easat-5983	274	1	references	reference	NOUN
easat-5983	274	2	[	[	X
easat-5983	274	3	1	1	NUM
easat-5983	274	4	]	]	PUNCT
easat-5983	274	5	c.	c.	NOUN
easat-5983	274	6	dann	dann	PROPN
easat-5983	274	7	et	et	PROPN
easat-5983	274	8	al	al	PROPN
easat-5983	274	9	.	.	PROPN
easat-5983	274	10	,	,	PUNCT
easat-5983	274	11	"	"	PUNCT
easat-5983	274	12	making	make	VERB
easat-5983	274	13	sense	sense	NOUN
easat-5983	274	14	of	of	ADP
easat-5983	274	15	student	student	NOUN
easat-5983	274	16	feedback	feedback	NOUN
easat-5983	274	17	and	and	CCONJ
easat-5983	274	18	engagement	engagement	NOUN
easat-5983	274	19	using	use	VERB
easat-5983	274	20	artificial	artificial	ADJ
easat-5983	274	21	intelligence	intelligence	NOUN
easat-5983	274	22	,	,	PUNCT
easat-5983	274	23	"	"	PUNCT
easat-5983	274	24	australasian	australasian	ADJ
easat-5983	274	25	journal	journal	NOUN
easat-5983	274	26	of	of	ADP
easat-5983	274	27	educational	educational	ADJ
easat-5983	274	28	technology	technology	NOUN
easat-5983	274	29	,	,	PUNCT
easat-5983	274	30	vol	vol	NOUN
easat-5983	274	31	.	.	PROPN
easat-5983	274	32	40	40	NUM
easat-5983	274	33	,	,	PUNCT
easat-5983	274	34	no	no	INTJ
easat-5983	274	35	.	.	NOUN
easat-5983	274	36	3	3	NUM
easat-5983	274	37	,	,	PUNCT
easat-5983	274	38	pp	pp	ADJ
easat-5983	274	39	.	.	PUNCT
easat-5983	274	40	58–76	58–76	NUM
easat-5983	274	41	,	,	PUNCT
easat-5983	274	42	2024	2024	NUM
easat-5983	274	43	.	.	PUNCT
easat-5983	275	1	https://doi.org/10.14742/ajet.8903	https://doi.org/10.14742/ajet.8903	VERB
easat-5983	275	2	[	[	X
easat-5983	275	3	2	2	NUM
easat-5983	275	4	]	]	PUNCT
easat-5983	275	5	k.	k.	NOUN
easat-5983	275	6	riemer	riemer	PROPN
easat-5983	275	7	and	and	CCONJ
easat-5983	275	8	s.	s.	PROPN
easat-5983	275	9	peter	peter	PROPN
easat-5983	275	10	,	,	PUNCT
easat-5983	275	11	"	"	PUNCT
easat-5983	275	12	conceptualizing	conceptualize	VERB
easat-5983	275	13	generative	generative	ADJ
easat-5983	275	14	ai	ai	NOUN
easat-5983	275	15	as	as	ADP
easat-5983	275	16	style	style	NOUN
easat-5983	275	17	engines	engine	NOUN
easat-5983	275	18	:	:	PUNCT
easat-5983	275	19	application	application	NOUN
easat-5983	275	20	archetypes	archetype	NOUN
easat-5983	275	21	and	and	CCONJ
easat-5983	275	22	implications	implication	NOUN
easat-5983	275	23	,	,	PUNCT
easat-5983	275	24	"	"	PUNCT
easat-5983	275	25	international	international	ADJ
easat-5983	275	26	journal	journal	NOUN
easat-5983	275	27	of	of	ADP
easat-5983	275	28	information	information	NOUN
easat-5983	275	29	management	management	NOUN
easat-5983	275	30	,	,	PUNCT
easat-5983	275	31	vol	vol	NOUN
easat-5983	275	32	.	.	PROPN
easat-5983	275	33	79	79	NUM
easat-5983	275	34	,	,	PUNCT
easat-5983	275	35	p.	p.	NOUN
easat-5983	275	36	102824	102824	NUM
easat-5983	275	37	,	,	PUNCT
easat-5983	275	38	2024	2024	NUM
easat-5983	275	39	.	.	PUNCT
easat-5983	276	1	https://doi.org/10.1016/j.ijinfomgt.2024.102824	https://doi.org/10.1016/j.ijinfomgt.2024.102824	NOUN
easat-5983	276	2	[	[	X
easat-5983	276	3	3	3	X
easat-5983	276	4	]	]	X
easat-5983	276	5	w.	w.	PROPN
easat-5983	276	6	t.	t.	PROPN
easat-5983	276	7	alshammari	alshammari	PROPN
easat-5983	276	8	and	and	CCONJ
easat-5983	276	9	s.	s.	PROPN
easat-5983	276	10	alhumoud	alhumoud	PROPN
easat-5983	276	11	,	,	PUNCT
easat-5983	276	12	"	"	PUNCT
easat-5983	276	13	taqs	taq	NOUN
easat-5983	276	14	:	:	PUNCT
easat-5983	276	15	an	an	DET
easat-5983	276	16	arabic	arabic	ADJ
easat-5983	276	17	question	question	NOUN
easat-5983	276	18	similarity	similarity	NOUN
easat-5983	276	19	system	system	NOUN
easat-5983	276	20	using	use	VERB
easat-5983	276	21	transfer	transfer	NOUN
easat-5983	276	22	learning	learning	NOUN
easat-5983	276	23	of	of	ADP
easat-5983	276	24	bert	bert	PROPN
easat-5983	276	25	with	with	ADP
easat-5983	276	26	bilstm	bilstm	NOUN
easat-5983	276	27	,	,	PUNCT
easat-5983	276	28	"	"	PUNCT
easat-5983	276	29	ieee	ieee	NOUN
easat-5983	276	30	access	access	NOUN
easat-5983	276	31	,	,	PUNCT
easat-5983	276	32	vol	vol	NOUN
easat-5983	276	33	.	.	PROPN
easat-5983	277	1	10	10	NUM
easat-5983	277	2	,	,	PUNCT
easat-5983	277	3	pp	pp	ADJ
easat-5983	277	4	.	.	PUNCT
easat-5983	277	5	91509–91523	91509–91523	NOUN
easat-5983	277	6	,	,	PUNCT
easat-5983	277	7	2022	2022	NUM
easat-5983	277	8	.	.	PUNCT
easat-5983	278	1	https://doi.org/10.1109/access.2022.3198955	https://doi.org/10.1109/access.2022.3198955	NOUN
easat-5983	278	2	[	[	X
easat-5983	278	3	4	4	NUM
easat-5983	278	4	]	]	X
easat-5983	278	5	e.	e.	PROPN
easat-5983	278	6	bassani	bassani	PROPN
easat-5983	278	7	,	,	PUNCT
easat-5983	278	8	n.	n.	PROPN
easat-5983	278	9	tonellotto	tonellotto	PROPN
easat-5983	278	10	,	,	PUNCT
easat-5983	278	11	and	and	CCONJ
easat-5983	278	12	g.	g.	PROPN
easat-5983	278	13	pasi	pasi	PROPN
easat-5983	278	14	,	,	PUNCT
easat-5983	278	15	"	"	PUNCT
easat-5983	278	16	personalized	personalized	ADJ
easat-5983	278	17	query	query	NOUN
easat-5983	278	18	expansion	expansion	NOUN
easat-5983	278	19	with	with	ADP
easat-5983	278	20	contextual	contextual	ADJ
easat-5983	278	21	word	word	NOUN
easat-5983	278	22	embeddings	embedding	NOUN
easat-5983	278	23	,	,	PUNCT
easat-5983	278	24	"	"	PUNCT
easat-5983	278	25	acm	acm	NOUN
easat-5983	278	26	transactions	transaction	NOUN
easat-5983	278	27	on	on	ADP
easat-5983	278	28	information	information	NOUN
easat-5983	278	29	systems	system	NOUN
easat-5983	278	30	,	,	PUNCT
easat-5983	278	31	vol	vol	NOUN
easat-5983	278	32	.	.	PROPN
easat-5983	278	33	42	42	NUM
easat-5983	278	34	,	,	PUNCT
easat-5983	278	35	no	no	INTJ
easat-5983	278	36	.	.	NOUN
easat-5983	278	37	2	2	NUM
easat-5983	278	38	,	,	PUNCT
easat-5983	278	39	pp	pp	ADJ
easat-5983	278	40	.	.	PUNCT
easat-5983	278	41	1–35	1–35	PROPN
easat-5983	278	42	,	,	PUNCT
easat-5983	278	43	2023	2023	NUM
easat-5983	278	44	.	.	PUNCT
easat-5983	279	1	https://doi.org/10.1145/3624988	https://doi.org/10.1145/3624988	PRON
easat-5983	280	1	[	[	X
easat-5983	280	2	5	5	X
easat-5983	280	3	]	]	X
easat-5983	280	4	g.	g.	PROPN
easat-5983	280	5	di	di	PROPN
easat-5983	280	6	marzo	marzo	PROPN
easat-5983	280	7	serugendo	serugendo	PROPN
easat-5983	280	8	,	,	PUNCT
easat-5983	280	9	m.	m.	NOUN
easat-5983	280	10	a.	a.	NOUN
easat-5983	280	11	cappelli	cappelli	PROPN
easat-5983	280	12	,	,	PUNCT
easat-5983	280	13	g.	g.	PROPN
easat-5983	280	14	falquet	falquet	PROPN
easat-5983	280	15	,	,	PUNCT
easat-5983	280	16	c.	c.	PROPN
easat-5983	280	17	métral	métral	NOUN
easat-5983	280	18	,	,	PUNCT
easat-5983	280	19	a.	a.	PROPN
easat-5983	280	20	wade	wade	PROPN
easat-5983	280	21	,	,	PUNCT
easat-5983	280	22	and	and	CCONJ
easat-5983	280	23	s.	s.	PROPN
easat-5983	280	24	ghadfi	ghadfi	PROPN
easat-5983	280	25	,	,	PUNCT
easat-5983	280	26	"	"	PUNCT
easat-5983	280	27	streamlining	streamline	VERB
easat-5983	280	28	tax	tax	NOUN
easat-5983	280	29	and	and	CCONJ
easat-5983	280	30	administrative	administrative	ADJ
easat-5983	280	31	document	document	NOUN
easat-5983	280	32	management	management	NOUN
easat-5983	280	33	with	with	ADP
easat-5983	280	34	ai	ai	ADJ
easat-5983	280	35	-	-	PUNCT
easat-5983	280	36	powered	power	VERB
easat-5983	280	37	intelligent	intelligent	ADJ
easat-5983	280	38	document	document	NOUN
easat-5983	280	39	management	management	NOUN
easat-5983	280	40	system	system	NOUN
easat-5983	280	41	,	,	PUNCT
easat-5983	280	42	"	"	PUNCT
easat-5983	280	43	information	information	NOUN
easat-5983	280	44	,	,	PUNCT
easat-5983	280	45	vol	vol	NOUN
easat-5983	280	46	.	.	PROPN
easat-5983	280	47	15	15	NUM
easat-5983	280	48	,	,	PUNCT
easat-5983	280	49	no	no	INTJ
easat-5983	280	50	.	.	NOUN
easat-5983	280	51	8	8	NUM
easat-5983	280	52	,	,	PUNCT
easat-5983	280	53	p.	p.	NOUN
easat-5983	280	54	461	461	NUM
easat-5983	280	55	,	,	PUNCT
easat-5983	280	56	2024	2024	NUM
easat-5983	280	57	.	.	PUNCT
easat-5983	281	1	https://doi.org/10.3390/info15080461	https://doi.org/10.3390/info15080461	ADV
easat-5983	281	2	[	[	X
easat-5983	281	3	6	6	NUM
easat-5983	281	4	]	]	X
easat-5983	281	5	n.	n.	PROPN
easat-5983	281	6	shabani	shabani	PROPN
easat-5983	281	7	,	,	PUNCT
easat-5983	281	8	a.	a.	PROPN
easat-5983	281	9	beheshti	beheshti	PROPN
easat-5983	281	10	,	,	PUNCT
easat-5983	281	11	h.	h.	PROPN
easat-5983	281	12	farhood	farhood	PROPN
easat-5983	281	13	,	,	PUNCT
easat-5983	281	14	m.	m.	NOUN
easat-5983	281	15	bower	bower	PROPN
easat-5983	281	16	,	,	PUNCT
easat-5983	281	17	m.	m.	NOUN
easat-5983	281	18	garrett	garrett	PROPN
easat-5983	281	19	,	,	PUNCT
easat-5983	281	20	and	and	CCONJ
easat-5983	281	21	h.	h.	PROPN
easat-5983	281	22	alinejad	alinejad	PROPN
easat-5983	281	23	-	-	PUNCT
easat-5983	281	24	rokny	rokny	NOUN
easat-5983	281	25	,	,	PUNCT
easat-5983	281	26	"	"	PUNCT
easat-5983	281	27	a	a	DET
easat-5983	281	28	rule	rule	NOUN
easat-5983	281	29	-	-	PUNCT
easat-5983	281	30	based	base	VERB
easat-5983	281	31	approach	approach	NOUN
easat-5983	281	32	for	for	ADP
easat-5983	281	33	mining	mining	NOUN
easat-5983	281	34	creative	creative	ADJ
easat-5983	281	35	thinking	thinking	NOUN
easat-5983	281	36	patterns	pattern	NOUN
easat-5983	281	37	from	from	ADP
easat-5983	281	38	big	big	ADJ
easat-5983	281	39	educational	educational	ADJ
easat-5983	281	40	data	datum	NOUN
easat-5983	281	41	,	,	PUNCT
easat-5983	281	42	"	"	PUNCT
easat-5983	281	43	applied	applied	ADJ
easat-5983	281	44	mathematics	mathematic	NOUN
easat-5983	281	45	,	,	PUNCT
easat-5983	281	46	vol	vol	NOUN
easat-5983	281	47	.	.	PROPN
easat-5983	281	48	3	3	NUM
easat-5983	281	49	,	,	PUNCT
easat-5983	281	50	no	no	INTJ
easat-5983	281	51	.	.	NOUN
easat-5983	281	52	1	1	NUM
easat-5983	281	53	,	,	PUNCT
easat-5983	281	54	pp	pp	ADJ
easat-5983	281	55	.	.	PUNCT
easat-5983	282	1	243–267	243–267	NUM
easat-5983	282	2	,	,	PUNCT
easat-5983	282	3	2023	2023	NUM
easat-5983	282	4	.	.	PUNCT
easat-5983	283	1	https://doi.org/10.3390/appliedmath3010014	https://doi.org/10.3390/appliedmath3010014	NOUN
easat-5983	283	2	[	[	X
easat-5983	283	3	7	7	NUM
easat-5983	283	4	]	]	X
easat-5983	283	5	c.	c.	PROPN
easat-5983	283	6	chaka	chaka	PROPN
easat-5983	283	7	,	,	PUNCT
easat-5983	283	8	"	"	PUNCT
easat-5983	283	9	fourth	fourth	ADJ
easat-5983	283	10	industrial	industrial	ADJ
easat-5983	283	11	revolution	revolution	NOUN
easat-5983	283	12	—	—	PUNCT
easat-5983	283	13	a	a	DET
easat-5983	283	14	review	review	NOUN
easat-5983	283	15	of	of	ADP
easat-5983	283	16	applications	application	NOUN
easat-5983	283	17	,	,	PUNCT
easat-5983	283	18	prospects	prospect	NOUN
easat-5983	283	19	,	,	PUNCT
easat-5983	283	20	and	and	CCONJ
easat-5983	283	21	challenges	challenge	NOUN
easat-5983	283	22	for	for	ADP
easat-5983	283	23	artificial	artificial	ADJ
easat-5983	283	24	intelligence	intelligence	NOUN
easat-5983	283	25	,	,	PUNCT
easat-5983	283	26	robotics	robotic	NOUN
easat-5983	283	27	,	,	PUNCT
easat-5983	283	28	and	and	CCONJ
easat-5983	283	29	blockchain	blockchain	PROPN
easat-5983	283	30	in	in	ADP
easat-5983	283	31	higher	high	ADJ
easat-5983	283	32	education	education	NOUN
easat-5983	283	33	,	,	PUNCT
easat-5983	283	34	"	"	PUNCT
easat-5983	283	35	research	research	NOUN
easat-5983	283	36	and	and	CCONJ
easat-5983	283	37	practice	practice	NOUN
easat-5983	283	38	in	in	ADP
easat-5983	283	39	technology	technology	NOUN
easat-5983	283	40	enhanced	enhanced	ADJ
easat-5983	283	41	learning	learning	NOUN
easat-5983	283	42	,	,	PUNCT
easat-5983	283	43	vol	vol	NOUN
easat-5983	283	44	.	.	PROPN
easat-5983	283	45	18	18	NUM
easat-5983	283	46	,	,	PUNCT
easat-5983	283	47	p.	p.	NOUN
easat-5983	283	48	002	002	NUM
easat-5983	283	49	,	,	PUNCT
easat-5983	283	50	2023	2023	NUM
easat-5983	283	51	.	.	PUNCT
easat-5983	284	1	https://doi.org/10.58459/rptel.2023.18002	https://doi.org/10.58459/rptel.2023.18002	PROPN
easat-5983	285	1	[	[	X
easat-5983	285	2	8	8	NUM
easat-5983	285	3	]	]	PUNCT
easat-5983	285	4	a.	a.	NOUN
easat-5983	285	5	mhedhbi	mhedhbi	PROPN
easat-5983	285	6	and	and	CCONJ
easat-5983	285	7	s.	s.	PROPN
easat-5983	285	8	salihoğlu	salihoğlu	PROPN
easat-5983	285	9	,	,	PUNCT
easat-5983	285	10	"	"	PUNCT
easat-5983	285	11	modern	modern	ADJ
easat-5983	285	12	techniques	technique	NOUN
easat-5983	285	13	for	for	ADP
easat-5983	285	14	querying	query	VERB
easat-5983	285	15	graph	graph	NOUN
easat-5983	285	16	-	-	PUNCT
easat-5983	285	17	structured	structure	VERB
easat-5983	285	18	relations	relation	NOUN
easat-5983	285	19	:	:	PUNCT
easat-5983	285	20	foundations	foundation	NOUN
easat-5983	285	21	,	,	PUNCT
easat-5983	285	22	system	system	NOUN
easat-5983	285	23	implementations	implementation	NOUN
easat-5983	285	24	,	,	PUNCT
easat-5983	285	25	and	and	CCONJ
easat-5983	285	26	open	open	ADJ
easat-5983	285	27	challenges	challenge	NOUN
easat-5983	285	28	,	,	PUNCT
easat-5983	285	29	"	"	PUNCT
easat-5983	285	30	proceedings	proceeding	NOUN
easat-5983	285	31	of	of	ADP
easat-5983	285	32	the	the	DET
easat-5983	285	33	vldb	vldb	NOUN
easat-5983	285	34	endowment	endowment	NOUN
easat-5983	285	35	,	,	PUNCT
easat-5983	285	36	vol	vol	NOUN
easat-5983	285	37	.	.	PROPN
easat-5983	285	38	15	15	NUM
easat-5983	285	39	,	,	PUNCT
easat-5983	285	40	no	no	INTJ
easat-5983	285	41	.	.	NOUN
easat-5983	285	42	12	12	NUM
easat-5983	285	43	,	,	PUNCT
easat-5983	285	44	pp	pp	ADJ
easat-5983	285	45	.	.	PUNCT
easat-5983	286	1	3762–3765	3762–3765	NUM
easat-5983	286	2	,	,	PUNCT
easat-5983	286	3	2022	2022	NUM
easat-5983	286	4	.	.	PUNCT
easat-5983	287	1	https://doi.org/10.14778/3554821.3554894	https://doi.org/10.14778/3554821.3554894	PROPN
easat-5983	288	1	[	[	X
easat-5983	288	2	9	9	NUM
easat-5983	288	3	]	]	X
easat-5983	288	4	l.	l.	PROPN
easat-5983	288	5	barbieri	barbieri	PROPN
easat-5983	288	6	,	,	PUNCT
easat-5983	288	7	e.	e.	PROPN
easat-5983	288	8	madeira	madeira	PROPN
easat-5983	288	9	,	,	PUNCT
easat-5983	288	10	k.	k.	PROPN
easat-5983	288	11	stroeh	stroeh	NOUN
easat-5983	288	12	,	,	PUNCT
easat-5983	288	13	and	and	CCONJ
easat-5983	288	14	w.	w.	PROPN
easat-5983	288	15	van	van	PROPN
easat-5983	288	16	der	der	PROPN
easat-5983	288	17	aalst	aalst	PROPN
easat-5983	288	18	,	,	PUNCT
easat-5983	288	19	"	"	PUNCT
easat-5983	288	20	a	a	DET
easat-5983	288	21	natural	natural	ADJ
easat-5983	288	22	language	language	NOUN
easat-5983	288	23	querying	query	VERB
easat-5983	288	24	interface	interface	NOUN
easat-5983	288	25	for	for	ADP
easat-5983	288	26	process	process	NOUN
easat-5983	288	27	mining	mining	NOUN
easat-5983	288	28	,	,	PUNCT
easat-5983	288	29	"	"	PUNCT
easat-5983	288	30	journal	journal	NOUN
easat-5983	288	31	of	of	ADP
easat-5983	288	32	intelligent	intelligent	ADJ
easat-5983	288	33	information	information	NOUN
easat-5983	288	34	systems	system	NOUN
easat-5983	288	35	,	,	PUNCT
easat-5983	288	36	vol	vol	NOUN
easat-5983	288	37	.	.	PROPN
easat-5983	288	38	61	61	NUM
easat-5983	288	39	,	,	PUNCT
easat-5983	288	40	no	no	INTJ
easat-5983	288	41	.	.	NOUN
easat-5983	288	42	1	1	NUM
easat-5983	288	43	,	,	PUNCT
easat-5983	288	44	pp	pp	ADJ
easat-5983	288	45	.	.	PUNCT
easat-5983	289	1	113–142	113–142	NUM
easat-5983	289	2	,	,	PUNCT
easat-5983	289	3	2023	2023	NUM
easat-5983	289	4	.	.	PUNCT
easat-5983	290	1	https://doi.org/10.1007/s10844022-00759-9	https://doi.org/10.1007/s10844022-00759-9	PROPN
easat-5983	290	2	[	[	X
easat-5983	290	3	10	10	NUM
easat-5983	290	4	]	]	PUNCT
easat-5983	290	5	a.	a.	NOUN
easat-5983	290	6	vodyaho	vodyaho	PROPN
easat-5983	290	7	,	,	PUNCT
easat-5983	290	8	n.	n.	PROPN
easat-5983	290	9	zhukova	zhukova	PROPN
easat-5983	290	10	,	,	PUNCT
easat-5983	290	11	i.	i.	PROPN
easat-5983	290	12	kulikov	kulikov	PROPN
easat-5983	290	13	,	,	PUNCT
easat-5983	290	14	and	and	CCONJ
easat-5983	290	15	s.	s.	PROPN
easat-5983	290	16	abbas	abbas	PROPN
easat-5983	290	17	,	,	PUNCT
easat-5983	290	18	"	"	PUNCT
easat-5983	290	19	using	use	VERB
easat-5983	290	20	the	the	DET
easat-5983	290	21	context	context	NOUN
easat-5983	290	22	-	-	PUNCT
easat-5983	290	23	sensitive	sensitive	ADJ
easat-5983	290	24	policy	policy	NOUN
easat-5983	290	25	mechanism	mechanism	NOUN
easat-5983	290	26	for	for	ADP
easat-5983	290	27	building	build	VERB
easat-5983	290	28	data	datum	NOUN
easat-5983	290	29	acquisition	acquisition	NOUN
easat-5983	290	30	systems	system	NOUN
easat-5983	290	31	in	in	ADP
easat-5983	290	32	large	large	ADJ
easat-5983	290	33	scale	scale	NOUN
easat-5983	290	34	distributed	distribute	VERB
easat-5983	290	35	cyber	cyber	NOUN
easat-5983	290	36	-	-	PUNCT
easat-5983	290	37	physical	physical	ADJ
easat-5983	290	38	systems	system	NOUN
easat-5983	290	39	built	build	VERB
easat-5983	290	40	on	on	ADP
easat-5983	290	41	fog	fog	NOUN
easat-5983	290	42	computing	computing	NOUN
easat-5983	290	43	platforms	platform	NOUN
easat-5983	290	44	,	,	PUNCT
easat-5983	290	45	"	"	PUNCT
easat-5983	290	46	computers	computer	NOUN
easat-5983	290	47	,	,	PUNCT
easat-5983	290	48	vol	vol	NOUN
easat-5983	290	49	.	.	PROPN
easat-5983	290	50	10	10	NUM
easat-5983	290	51	,	,	PUNCT
easat-5983	290	52	no	no	INTJ
easat-5983	290	53	.	.	NOUN
easat-5983	290	54	8	8	NUM
easat-5983	290	55	,	,	PUNCT
easat-5983	290	56	p.	p.	NOUN
easat-5983	290	57	101	101	NUM
easat-5983	290	58	,	,	PUNCT
easat-5983	290	59	2021	2021	NUM
easat-5983	290	60	.	.	PUNCT
easat-5983	291	1	https://doi.org/10.3390/computers10080101	https://doi.org/10.3390/computers10080101	PROPN
easat-5983	292	1	[	[	X
easat-5983	292	2	11	11	NUM
easat-5983	292	3	]	]	X
easat-5983	292	4	y.	y.	PROPN
easat-5983	292	5	l.	l.	PROPN
easat-5983	292	6	chong	chong	PROPN
easat-5983	292	7	,	,	PUNCT
easat-5983	292	8	c.	c.	PROPN
easat-5983	292	9	p.	p.	PROPN
easat-5983	292	10	lee	lee	PROPN
easat-5983	292	11	,	,	PUNCT
easat-5983	292	12	s.	s.	PROPN
easat-5983	292	13	z.	z.	PROPN
easat-5983	292	14	muhd	muhd	PROPN
easat-5983	292	15	-	-	PUNCT
easat-5983	292	16	yassin	yassin	PROPN
easat-5983	292	17	,	,	PUNCT
easat-5983	292	18	k.	k.	PROPN
easat-5983	292	19	m.	m.	PROPN
easat-5983	292	20	lim	lim	PROPN
easat-5983	292	21	,	,	PUNCT
easat-5983	292	22	and	and	CCONJ
easat-5983	292	23	a.	a.	PROPN
easat-5983	292	24	k.	k.	PROPN
easat-5983	292	25	samingan	samingan	PROPN
easat-5983	292	26	,	,	PUNCT
easat-5983	292	27	"	"	PUNCT
easat-5983	292	28	transkgqa	transkgqa	ADJ
easat-5983	292	29	:	:	PUNCT
easat-5983	292	30	enhanced	enhanced	ADJ
easat-5983	292	31	knowledge	knowledge	NOUN
easat-5983	292	32	graph	graph	NOUN
easat-5983	292	33	question	question	NOUN
easat-5983	292	34	answering	answer	VERB
easat-5983	292	35	with	with	ADP
easat-5983	292	36	sentence	sentence	NOUN
easat-5983	292	37	transformers	transformer	NOUN
easat-5983	292	38	,	,	PUNCT
easat-5983	292	39	"	"	PUNCT
easat-5983	292	40	ieee	ieee	NOUN
easat-5983	292	41	access	access	NOUN
easat-5983	292	42	,	,	PUNCT
easat-5983	292	43	2024	2024	NUM
easat-5983	292	44	.	.	PUNCT
easat-5983	293	1	https://doi.org/10.1109/access.2024.3405583	https://doi.org/10.1109/access.2024.3405583	PROPN
easat-5983	294	1	[	[	X
easat-5983	294	2	12	12	NUM
easat-5983	294	3	]	]	X
easat-5983	294	4	a.	a.	PROPN
easat-5983	294	5	zafar	zafar	PROPN
easat-5983	294	6	,	,	PUNCT
easat-5983	294	7	s.	s.	PROPN
easat-5983	294	8	k.	k.	PROPN
easat-5983	294	9	sahoo	sahoo	PROPN
easat-5983	294	10	,	,	PUNCT
easat-5983	294	11	h.	h.	PROPN
easat-5983	294	12	bhardawaj	bhardawaj	PROPN
easat-5983	294	13	,	,	PUNCT
easat-5983	294	14	a.	a.	NOUN
easat-5983	294	15	das	das	PROPN
easat-5983	294	16	,	,	PUNCT
easat-5983	294	17	and	and	CCONJ
easat-5983	294	18	a.	a.	NOUN
easat-5983	294	19	ekbal	ekbal	PROPN
easat-5983	294	20	,	,	PUNCT
easat-5983	294	21	"	"	PUNCT
easat-5983	294	22	ki	ki	PROPN
easat-5983	294	23	-	-	PUNCT
easat-5983	294	24	mag	mag	NOUN
easat-5983	294	25	:	:	PUNCT
easat-5983	294	26	a	a	DET
easat-5983	294	27	knowledge	knowledge	NOUN
easat-5983	294	28	-	-	PUNCT
easat-5983	294	29	infused	infuse	VERB
easat-5983	294	30	abstractive	abstractive	ADJ
easat-5983	294	31	question	question	NOUN
easat-5983	294	32	answering	answer	VERB
easat-5983	294	33	system	system	NOUN
easat-5983	294	34	in	in	ADP
easat-5983	294	35	medical	medical	ADJ
easat-5983	294	36	domain	domain	NOUN
easat-5983	294	37	,	,	PUNCT
easat-5983	294	38	"	"	PUNCT
easat-5983	294	39	neurocomputing	neurocomputing	NOUN
easat-5983	294	40	,	,	PUNCT
easat-5983	294	41	vol	vol	NOUN
easat-5983	294	42	.	.	PROPN
easat-5983	294	43	571	571	NUM
easat-5983	294	44	,	,	PUNCT
easat-5983	294	45	p.	p.	NOUN
easat-5983	294	46	127141	127141	NUM
easat-5983	294	47	,	,	PUNCT
easat-5983	294	48	2024	2024	NUM
easat-5983	294	49	.	.	PUNCT
easat-5983	295	1	https://doi.org/10.1016/j.neucom.2023.127141	https://doi.org/10.1016/j.neucom.2023.127141	NOUN
easat-5983	296	1	[	[	X
easat-5983	296	2	13	13	NUM
easat-5983	296	3	]	]	PUNCT
easat-5983	296	4	s.	s.	PROPN
easat-5983	296	5	ghasemi	ghasemi	PROPN
easat-5983	296	6	and	and	CCONJ
easat-5983	296	7	a.	a.	NOUN
easat-5983	296	8	shakery	shakery	NOUN
easat-5983	296	9	,	,	PUNCT
easat-5983	296	10	"	"	PUNCT
easat-5983	296	11	harnessing	harness	VERB
easat-5983	296	12	the	the	DET
easat-5983	296	13	power	power	NOUN
easat-5983	296	14	of	of	ADP
easat-5983	296	15	metadata	metadata	NOUN
easat-5983	296	16	for	for	ADP
easat-5983	296	17	enhanced	enhanced	ADJ
easat-5983	296	18	question	question	NOUN
easat-5983	296	19	retrieval	retrieval	NOUN
easat-5983	296	20	in	in	ADP
easat-5983	296	21	community	community	NOUN
easat-5983	296	22	question	question	NOUN
easat-5983	296	23	answering	answering	NOUN
easat-5983	296	24	,	,	PUNCT
easat-5983	296	25	"	"	PUNCT
easat-5983	296	26	ieee	ieee	NOUN
easat-5983	296	27	access	access	NOUN
easat-5983	296	28	,	,	PUNCT
easat-5983	296	29	vol	vol	NOUN
easat-5983	296	30	.	.	PROPN
easat-5983	296	31	12	12	NUM
easat-5983	296	32	,	,	PUNCT
easat-5983	296	33	pp	pp	ADJ
easat-5983	296	34	.	.	PUNCT
easat-5983	297	1	65768–65779	65768–65779	NUM
easat-5983	297	2	,	,	PUNCT
easat-5983	297	3	2024	2024	NUM
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easat-5983	298	47	,	,	PUNCT
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easat-5983	299	50	.	.	PUNCT
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easat-5983	300	4	.	.	PUNCT
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easat-5983	302	6	:	:	PUNCT
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easat-5983	302	8	-	-	SYM
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easat-5983	303	2	16	16	NUM
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easat-5983	310	7	a.	a.	PROPN
easat-5983	310	8	suzuki	suzuki	PROPN
easat-5983	310	9	,	,	PUNCT
easat-5983	310	10	and	and	CCONJ
easat-5983	310	11	m.	m.	PROPN
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easat-5983	310	13	,	,	PUNCT
easat-5983	310	14	"	"	PUNCT
easat-5983	310	15	adaptive	adaptive	ADJ
easat-5983	310	16	question	question	NOUN
easat-5983	310	17	–	–	PUNCT
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easat-5983	310	21	difficulty	difficulty	NOUN
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easat-5983	310	23	using	use	VERB
easat-5983	310	24	item	item	NOUN
easat-5983	310	25	response	response	NOUN
easat-5983	310	26	theory	theory	NOUN
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easat-5983	310	28	pre	pre	ADJ
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easat-5983	310	30	trained	train	VERB
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easat-5983	310	33	,	,	PUNCT
easat-5983	310	34	"	"	PUNCT
easat-5983	310	35	ieee	ieee	NOUN
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easat-5983	310	40	,	,	PUNCT
easat-5983	310	41	2024	2024	NUM
easat-5983	310	42	.	.	PUNCT
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easat-5983	311	3	21	21	NUM
easat-5983	311	4	]	]	PUNCT
easat-5983	311	5	a.	a.	NOUN
easat-5983	311	6	mashrur	mashrur	PROPN
easat-5983	311	7	,	,	PUNCT
easat-5983	311	8	w.	w.	PROPN
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easat-5983	311	11	n.	n.	PROPN
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easat-5983	311	14	,	,	PUNCT
easat-5983	311	15	and	and	CCONJ
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easat-5983	311	25	answering	answer	VERB
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easat-5983	311	29	-	-	ADJ
easat-5983	311	30	modal	modal	ADJ
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easat-5983	311	36	and	and	CCONJ
easat-5983	311	37	image	image	NOUN
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easat-5983	311	42	238	238	NUM
easat-5983	311	43	,	,	PUNCT
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easat-5983	311	46	,	,	PUNCT
easat-5983	311	47	2024	2024	NUM
easat-5983	311	48	.	.	PUNCT
easat-5983	312	1	https://doi.org/10.1016/j.cviu.2023.103862	https://doi.org/10.1016/j.cviu.2023.103862	NOUN
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easat-5983	312	3	22	22	NUM
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easat-5983	312	14	,	,	PUNCT
easat-5983	312	15	"	"	PUNCT
easat-5983	312	16	vision	vision	NOUN
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easat-5983	312	24	question	question	NOUN
easat-5983	312	25	answering	answering	NOUN
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easat-5983	312	39	,	,	PUNCT
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easat-5983	312	42	4	4	NUM
easat-5983	312	43	,	,	PUNCT
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easat-5983	312	45	.	.	PUNCT
easat-5983	313	1	1681	1681	NUM
easat-5983	313	2	-	-	SYM
easat-5983	313	3	1690	1690	NUM
easat-5983	313	4	,	,	PUNCT
easat-5983	313	5	2022	2022	NUM
easat-5983	313	6	.	.	PUNCT
easat-5983	314	1	https://doi.org/10.1109/jbhi.2022.3163751	https://doi.org/10.1109/jbhi.2022.3163751	PROPN
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easat-5983	314	21	via	via	ADP
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easat-5983	314	24	answering	answering	NOUN
easat-5983	314	25	,	,	PUNCT
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easat-5983	315	6	,	,	PUNCT
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easat-5983	315	9	27560–27570	27560–27570	NUM
easat-5983	315	10	,	,	PUNCT
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easat-5983	315	12	.	.	PUNCT
easat-5983	316	1	https://doi.org/10.1007/s10489023-04751-w	https://doi.org/10.1007/s10489023-04751-w	ADJ
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easat-5983	317	36	,	,	PUNCT
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easat-5983	317	38	.	.	PUNCT
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easat-5983	318	17	-	-	PUNCT
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easat-5983	318	38	,	,	PUNCT
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easat-5983	318	40	.	.	PUNCT
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