id	sid	tid	token	lemma	pos
easat-3956	1	1	edelweiss	edelweiss	PROPN
easat-3956	1	2	applied	apply	VERB
easat-3956	1	3	science	science	NOUN
easat-3956	1	4	and	and	CCONJ
easat-3956	1	5	technology	technology	NOUN
easat-3956	1	6	issn	issn	PROPN
easat-3956	1	7	:	:	PUNCT
easat-3956	1	8	2576	2576	NUM
easat-3956	1	9	-	-	SYM
easat-3956	1	10	8484	8484	NUM
easat-3956	1	11	vol	vol	NOUN
easat-3956	1	12	.	.	PROPN
easat-3956	1	13	8	8	NUM
easat-3956	1	14	,	,	PUNCT
easat-3956	1	15	no	no	INTJ
easat-3956	1	16	.	.	NOUN
easat-3956	1	17	6	6	NUM
easat-3956	1	18	,	,	PUNCT
easat-3956	1	19	9158	9158	NUM
easat-3956	1	20	-	-	SYM
easat-3956	1	21	9176	9176	NUM
easat-3956	1	22	2024	2024	NUM
easat-3956	1	23	publisher	publisher	NOUN
easat-3956	1	24	:	:	PUNCT
easat-3956	1	25	learning	learn	VERB
easat-3956	1	26	gate	gate	NOUN
easat-3956	1	27	doi	doi	PROPN
easat-3956	1	28	:	:	PUNCT
easat-3956	1	29	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	1	30	©	©	NOUN
easat-3956	1	31	2024	2024	NUM
easat-3956	1	32	by	by	ADP
easat-3956	1	33	the	the	DET
easat-3956	1	34	authors	author	NOUN
easat-3956	1	35	;	;	PUNCT
easat-3956	1	36	licensee	licensee	PROPN
easat-3956	1	37	learning	learning	NOUN
easat-3956	1	38	gate	gate	NOUN
easat-3956	1	39	©	©	PROPN
easat-3956	1	40	2024	2024	NUM
easat-3956	1	41	by	by	ADP
easat-3956	1	42	the	the	DET
easat-3956	1	43	authors	author	NOUN
easat-3956	1	44	;	;	PUNCT
easat-3956	1	45	licensee	licensee	PROPN
easat-3956	1	46	learning	learn	VERB
easat-3956	1	47	gate	gate	NOUN
easat-3956	1	48	*	*	PUNCT
easat-3956	1	49	correspondence	correspondence	NOUN
easat-3956	1	50	:	:	PUNCT
easat-3956	1	51	pgs.marwaa.ali@uobasrah.edu.iq	pgs.marwaa.ali@uobasrah.edu.iq	VERB
easat-3956	1	52	automatic	automatic	ADJ
easat-3956	1	53	assessment	assessment	NOUN
easat-3956	1	54	of	of	ADP
easat-3956	1	55	short	short	ADJ
easat-3956	1	56	answer	answer	NOUN
easat-3956	1	57	questions	question	NOUN
easat-3956	1	58	:	:	PUNCT
easat-3956	1	59	review	review	VERB
easat-3956	1	60	salma	salma	PROPN
easat-3956	1	61	abdullbaki	abdullbaki	PROPN
easat-3956	1	62	mahmood1	mahmood1	PROPN
easat-3956	1	63	,	,	PUNCT
easat-3956	1	64	marwa	marwa	PROPN
easat-3956	1	65	ali	ali	PROPN
easat-3956	1	66	abdulsamad2	abdulsamad2	PROPN
easat-3956	2	1	*	*	PROPN
easat-3956	2	2	1,2department	1,2department	NUM
easat-3956	2	3	of	of	ADP
easat-3956	2	4	computer	computer	NOUN
easat-3956	2	5	science	science	NOUN
easat-3956	2	6	,	,	PUNCT
easat-3956	2	7	basra	basra	PROPN
easat-3956	2	8	university	university	PROPN
easat-3956	2	9	,	,	PUNCT
easat-3956	2	10	basra	basra	PROPN
easat-3956	2	11	,	,	PUNCT
easat-3956	2	12	iraq	iraq	PROPN
easat-3956	2	13	;	;	PUNCT
easat-3956	2	14	pgs.marwaa.ali@uobasrah.edu.iq	pgs.marwaa.ali@uobasrah.edu.iq	PROPN
easat-3956	2	15	(	(	PUNCT
easat-3956	2	16	m.a.a	m.a.a	NOUN
easat-3956	2	17	.	.	PUNCT
easat-3956	2	18	)	)	PUNCT
easat-3956	2	19	.	.	PUNCT
easat-3956	3	1	abstract	abstract	ADV
easat-3956	3	2	:	:	PUNCT
easat-3956	3	3	with	with	ADP
easat-3956	3	4	the	the	DET
easat-3956	3	5	rapid	rapid	ADJ
easat-3956	3	6	development	development	NOUN
easat-3956	3	7	of	of	ADP
easat-3956	3	8	technology	technology	NOUN
easat-3956	3	9	,	,	PUNCT
easat-3956	3	10	automated	automate	VERB
easat-3956	3	11	assessment	assessment	NOUN
easat-3956	3	12	systems	system	NOUN
easat-3956	3	13	have	have	AUX
easat-3956	3	14	become	become	VERB
easat-3956	3	15	an	an	DET
easat-3956	3	16	essential	essential	ADJ
easat-3956	3	17	tool	tool	NOUN
easat-3956	3	18	to	to	PART
easat-3956	3	19	facilitate	facilitate	VERB
easat-3956	3	20	the	the	DET
easat-3956	3	21	process	process	NOUN
easat-3956	3	22	of	of	ADP
easat-3956	3	23	correcting	correct	VERB
easat-3956	3	24	short	short	ADJ
easat-3956	3	25	answers	answer	NOUN
easat-3956	3	26	.	.	PUNCT
easat-3956	4	1	this	this	DET
easat-3956	4	2	research	research	NOUN
easat-3956	4	3	aims	aim	VERB
easat-3956	4	4	to	to	PART
easat-3956	4	5	explore	explore	VERB
easat-3956	4	6	ways	way	NOUN
easat-3956	4	7	to	to	PART
easat-3956	4	8	improve	improve	VERB
easat-3956	4	9	the	the	DET
easat-3956	4	10	accuracy	accuracy	NOUN
easat-3956	4	11	of	of	ADP
easat-3956	4	12	automated	automate	VERB
easat-3956	4	13	assessment	assessment	NOUN
easat-3956	4	14	using	use	VERB
easat-3956	4	15	natural	natural	ADJ
easat-3956	4	16	language	language	NOUN
easat-3956	4	17	processing	processing	NOUN
easat-3956	4	18	techniques	technique	NOUN
easat-3956	4	19	,	,	PUNCT
easat-3956	4	20	such	such	ADJ
easat-3956	4	21	as	as	ADP
easat-3956	4	22	latent	latent	NOUN
easat-3956	4	23	semantic	semantic	ADJ
easat-3956	4	24	analysis	analysis	NOUN
easat-3956	4	25	(	(	PUNCT
easat-3956	4	26	lsa	lsa	NOUN
easat-3956	4	27	)	)	PUNCT
easat-3956	4	28	and	and	CCONJ
easat-3956	4	29	longest	long	ADJ
easat-3956	4	30	common	common	ADJ
easat-3956	4	31	sequence	sequence	NOUN
easat-3956	4	32	(	(	PUNCT
easat-3956	4	33	lcs	lcs	NOUN
easat-3956	4	34	)	)	PUNCT
easat-3956	4	35	algorithm	algorithm	NOUN
easat-3956	4	36	,	,	PUNCT
easat-3956	4	37	hile	hile	VERB
easat-3956	4	38	highlighting	highlight	VERB
easat-3956	4	39	the	the	DET
easat-3956	4	40	challenges	challenge	NOUN
easat-3956	4	41	associated	associate	VERB
easat-3956	4	42	with	with	ADP
easat-3956	4	43	the	the	DET
easat-3956	4	44	scarcity	scarcity	NOUN
easat-3956	4	45	of	of	ADP
easat-3956	4	46	arabic	arabic	ADJ
easat-3956	4	47	language	language	NOUN
easat-3956	4	48	datasets.these	datasets.these	PRON
easat-3956	4	49	methodologies	methodology	NOUN
easat-3956	4	50	facilitate	facilitate	VERB
easat-3956	4	51	the	the	DET
easat-3956	4	52	assessment	assessment	NOUN
easat-3956	4	53	of	of	ADP
easat-3956	4	54	both	both	CCONJ
easat-3956	4	55	lexical	lexical	ADJ
easat-3956	4	56	and	and	CCONJ
easat-3956	4	57	semantic	semantic	ADJ
easat-3956	4	58	congruences	congruence	NOUN
easat-3956	4	59	between	between	ADP
easat-3956	4	60	student	student	NOUN
easat-3956	4	61	submissions	submission	NOUN
easat-3956	4	62	and	and	CCONJ
easat-3956	4	63	benchmark	benchmark	NOUN
easat-3956	4	64	answers	answer	NOUN
easat-3956	4	65	.	.	PUNCT
easat-3956	5	1	the	the	DET
easat-3956	5	2	overarching	overarching	ADJ
easat-3956	5	3	objective	objective	NOUN
easat-3956	5	4	is	be	AUX
easat-3956	5	5	to	to	PART
easat-3956	5	6	establish	establish	VERB
easat-3956	5	7	a	a	DET
easat-3956	5	8	scalable	scalable	ADJ
easat-3956	5	9	and	and	CCONJ
easat-3956	5	10	precise	precise	ADJ
easat-3956	5	11	grading	grading	NOUN
easat-3956	5	12	mechanism	mechanism	NOUN
easat-3956	5	13	that	that	PRON
easat-3956	5	14	reduces	reduce	VERB
easat-3956	5	15	manual	manual	ADJ
easat-3956	5	16	evaluation	evaluation	NOUN
easat-3956	5	17	's	's	PART
easat-3956	5	18	temporal	temporal	ADJ
easat-3956	5	19	and	and	CCONJ
easat-3956	5	20	subjective	subjective	ADJ
easat-3956	5	21	dimensions	dimension	NOUN
easat-3956	5	22	.	.	PUNCT
easat-3956	6	1	notwithstanding	notwithstanding	ADP
easat-3956	6	2	significant	significant	ADJ
easat-3956	6	3	advancements	advancement	NOUN
easat-3956	6	4	,	,	PUNCT
easat-3956	6	5	obstacles	obstacle	NOUN
easat-3956	6	6	such	such	ADJ
easat-3956	6	7	as	as	ADP
easat-3956	6	8	the	the	DET
easat-3956	6	9	scarcity	scarcity	NOUN
easat-3956	6	10	of	of	ADP
easat-3956	6	11	arabic	arabic	ADJ
easat-3956	6	12	datasets	dataset	NOUN
easat-3956	6	13	persist	persist	VERB
easat-3956	6	14	as	as	ADP
easat-3956	6	15	a	a	DET
easat-3956	6	16	principal	principal	NOUN
easat-3956	6	17	impediment	impediment	NOUN
easat-3956	6	18	to	to	PART
easat-3956	6	19	effective	effective	ADJ
easat-3956	6	20	automated	automate	VERB
easat-3956	6	21	grading	grading	NOUN
easat-3956	6	22	in	in	ADP
easat-3956	6	23	languages	language	NOUN
easat-3956	6	24	other	other	ADJ
easat-3956	6	25	than	than	ADP
easat-3956	6	26	english	english	PROPN
easat-3956	6	27	.	.	PUNCT
easat-3956	7	1	this	this	DET
easat-3956	7	2	research	research	NOUN
easat-3956	7	3	scrutinizes	scrutinize	VERB
easat-3956	7	4	contemporary	contemporary	ADJ
easat-3956	7	5	strategies	strategy	NOUN
easat-3956	7	6	within	within	ADP
easat-3956	7	7	the	the	DET
easat-3956	7	8	domain	domain	NOUN
easat-3956	7	9	,	,	PUNCT
easat-3956	7	10	highlighting	highlight	VERB
easat-3956	7	11	the	the	DET
easat-3956	7	12	imperative	imperative	NOUN
easat-3956	7	13	for	for	ADP
easat-3956	7	14	more	more	ADV
easat-3956	7	15	sophisticated	sophisticated	ADJ
easat-3956	7	16	models	model	NOUN
easat-3956	7	17	and	and	CCONJ
easat-3956	7	18	extensive	extensive	ADJ
easat-3956	7	19	datasets	dataset	NOUN
easat-3956	7	20	to	to	PART
easat-3956	7	21	bolster	bolster	VERB
easat-3956	7	22	the	the	DET
easat-3956	7	23	precision	precision	NOUN
easat-3956	7	24	and	and	CCONJ
easat-3956	7	25	adaptability	adaptability	NOUN
easat-3956	7	26	of	of	ADP
easat-3956	7	27	automated	automate	VERB
easat-3956	7	28	grading	grade	VERB
easat-3956	7	29	frameworks	framework	NOUN
easat-3956	7	30	,	,	PUNCT
easat-3956	7	31	particularly	particularly	ADV
easat-3956	7	32	concerning	concern	VERB
easat-3956	7	33	arabic	arabic	ADJ
easat-3956	7	34	textual	textual	ADJ
easat-3956	7	35	content	content	NOUN
easat-3956	7	36	.	.	PUNCT
easat-3956	8	1	with	with	ADP
easat-3956	8	2	the	the	DET
easat-3956	8	3	rapid	rapid	ADJ
easat-3956	8	4	development	development	NOUN
easat-3956	8	5	of	of	ADP
easat-3956	8	6	technology	technology	NOUN
easat-3956	8	7	,	,	PUNCT
easat-3956	8	8	automated	automate	VERB
easat-3956	8	9	assessment	assessment	NOUN
easat-3956	8	10	systems	system	NOUN
easat-3956	8	11	have	have	AUX
easat-3956	8	12	become	become	VERB
easat-3956	8	13	an	an	DET
easat-3956	8	14	essential	essential	ADJ
easat-3956	8	15	tool	tool	NOUN
easat-3956	8	16	to	to	PART
easat-3956	8	17	facilitate	facilitate	VERB
easat-3956	8	18	the	the	DET
easat-3956	8	19	process	process	NOUN
easat-3956	8	20	of	of	ADP
easat-3956	8	21	correcting	correct	VERB
easat-3956	8	22	short	short	ADJ
easat-3956	8	23	answers	answer	NOUN
easat-3956	8	24	.	.	PUNCT
easat-3956	9	1	this	this	DET
easat-3956	9	2	research	research	NOUN
easat-3956	9	3	aims	aim	VERB
easat-3956	9	4	to	to	PART
easat-3956	9	5	explore	explore	VERB
easat-3956	9	6	ways	way	NOUN
easat-3956	9	7	to	to	PART
easat-3956	9	8	improve	improve	VERB
easat-3956	9	9	the	the	DET
easat-3956	9	10	accuracy	accuracy	NOUN
easat-3956	9	11	of	of	ADP
easat-3956	9	12	automated	automate	VERB
easat-3956	9	13	assessment	assessment	NOUN
easat-3956	9	14	using	use	VERB
easat-3956	9	15	natural	natural	ADJ
easat-3956	9	16	language	language	NOUN
easat-3956	9	17	processing	processing	NOUN
easat-3956	9	18	techniques	technique	NOUN
easat-3956	9	19	,	,	PUNCT
easat-3956	9	20	such	such	ADJ
easat-3956	9	21	as	as	ADP
easat-3956	9	22	latent	latent	NOUN
easat-3956	9	23	semantic	semantic	ADJ
easat-3956	9	24	analysis	analysis	NOUN
easat-3956	9	25	(	(	PUNCT
easat-3956	9	26	lsa	lsa	NOUN
easat-3956	9	27	)	)	PUNCT
easat-3956	9	28	and	and	CCONJ
easat-3956	9	29	longest	long	ADJ
easat-3956	9	30	common	common	ADJ
easat-3956	9	31	sequence	sequence	NOUN
easat-3956	9	32	(	(	PUNCT
easat-3956	9	33	lcs	lcs	NOUN
easat-3956	9	34	)	)	PUNCT
easat-3956	9	35	algorithm	algorithm	NOUN
easat-3956	9	36	,	,	PUNCT
easat-3956	9	37	hile	hile	VERB
easat-3956	9	38	highlighting	highlight	VERB
easat-3956	9	39	the	the	DET
easat-3956	9	40	challenges	challenge	NOUN
easat-3956	9	41	associated	associate	VERB
easat-3956	9	42	with	with	ADP
easat-3956	9	43	the	the	DET
easat-3956	9	44	scarcity	scarcity	NOUN
easat-3956	9	45	of	of	ADP
easat-3956	9	46	arabic	arabic	ADJ
easat-3956	9	47	language	language	NOUN
easat-3956	9	48	datasets.these	datasets.these	PRON
easat-3956	9	49	methodologies	methodology	NOUN
easat-3956	9	50	facilitate	facilitate	VERB
easat-3956	9	51	the	the	DET
easat-3956	9	52	assessment	assessment	NOUN
easat-3956	9	53	of	of	ADP
easat-3956	9	54	both	both	CCONJ
easat-3956	9	55	lexical	lexical	ADJ
easat-3956	9	56	and	and	CCONJ
easat-3956	9	57	semantic	semantic	ADJ
easat-3956	9	58	congruences	congruence	NOUN
easat-3956	9	59	between	between	ADP
easat-3956	9	60	student	student	NOUN
easat-3956	9	61	submissions	submission	NOUN
easat-3956	9	62	and	and	CCONJ
easat-3956	9	63	benchmark	benchmark	NOUN
easat-3956	9	64	answers	answer	NOUN
easat-3956	9	65	.	.	PUNCT
easat-3956	10	1	the	the	DET
easat-3956	10	2	overarching	overarching	ADJ
easat-3956	10	3	objective	objective	NOUN
easat-3956	10	4	is	be	AUX
easat-3956	10	5	to	to	PART
easat-3956	10	6	establish	establish	VERB
easat-3956	10	7	a	a	DET
easat-3956	10	8	scalable	scalable	ADJ
easat-3956	10	9	and	and	CCONJ
easat-3956	10	10	precise	precise	ADJ
easat-3956	10	11	grading	grading	NOUN
easat-3956	10	12	mechanism	mechanism	NOUN
easat-3956	10	13	that	that	PRON
easat-3956	10	14	reduces	reduce	VERB
easat-3956	10	15	manual	manual	ADJ
easat-3956	10	16	evaluation	evaluation	NOUN
easat-3956	10	17	's	's	PART
easat-3956	10	18	temporal	temporal	ADJ
easat-3956	10	19	and	and	CCONJ
easat-3956	10	20	subjective	subjective	ADJ
easat-3956	10	21	dimensions	dimension	NOUN
easat-3956	10	22	.	.	PUNCT
easat-3956	11	1	notwithstanding	notwithstanding	ADP
easat-3956	11	2	significant	significant	ADJ
easat-3956	11	3	advancements	advancement	NOUN
easat-3956	11	4	,	,	PUNCT
easat-3956	11	5	obstacles	obstacle	NOUN
easat-3956	11	6	such	such	ADJ
easat-3956	11	7	as	as	ADP
easat-3956	11	8	the	the	DET
easat-3956	11	9	scarcity	scarcity	NOUN
easat-3956	11	10	of	of	ADP
easat-3956	11	11	arabic	arabic	ADJ
easat-3956	11	12	datasets	dataset	NOUN
easat-3956	11	13	persist	persist	VERB
easat-3956	11	14	as	as	ADP
easat-3956	11	15	a	a	DET
easat-3956	11	16	principal	principal	NOUN
easat-3956	11	17	impediment	impediment	NOUN
easat-3956	11	18	to	to	PART
easat-3956	11	19	effective	effective	ADJ
easat-3956	11	20	automated	automate	VERB
easat-3956	11	21	grading	grading	NOUN
easat-3956	11	22	in	in	ADP
easat-3956	11	23	languages	language	NOUN
easat-3956	11	24	other	other	ADJ
easat-3956	11	25	than	than	ADP
easat-3956	11	26	english	english	PROPN
easat-3956	11	27	.	.	PUNCT
easat-3956	12	1	this	this	DET
easat-3956	12	2	research	research	NOUN
easat-3956	12	3	scrutinizes	scrutinize	VERB
easat-3956	12	4	contemporary	contemporary	ADJ
easat-3956	12	5	strategies	strategy	NOUN
easat-3956	12	6	within	within	ADP
easat-3956	12	7	the	the	DET
easat-3956	12	8	domain	domain	NOUN
easat-3956	12	9	,	,	PUNCT
easat-3956	12	10	highlighting	highlight	VERB
easat-3956	12	11	the	the	DET
easat-3956	12	12	imperative	imperative	NOUN
easat-3956	12	13	for	for	ADP
easat-3956	12	14	more	more	ADV
easat-3956	12	15	sophisticated	sophisticated	ADJ
easat-3956	12	16	models	model	NOUN
easat-3956	12	17	and	and	CCONJ
easat-3956	12	18	extensive	extensive	ADJ
easat-3956	12	19	datasets	dataset	NOUN
easat-3956	12	20	to	to	PART
easat-3956	12	21	bolster	bolster	VERB
easat-3956	12	22	the	the	DET
easat-3956	12	23	precision	precision	NOUN
easat-3956	12	24	and	and	CCONJ
easat-3956	12	25	adaptability	adaptability	NOUN
easat-3956	12	26	of	of	ADP
easat-3956	12	27	automated	automate	VERB
easat-3956	12	28	grading	grade	VERB
easat-3956	12	29	frameworks	framework	NOUN
easat-3956	12	30	,	,	PUNCT
easat-3956	12	31	particularly	particularly	ADV
easat-3956	12	32	concerning	concern	VERB
easat-3956	12	33	arabic	arabic	ADJ
easat-3956	12	34	textual	textual	ADJ
easat-3956	12	35	content	content	NOUN
easat-3956	12	36	.	.	PUNCT
easat-3956	13	1	keywords	keyword	NOUN
easat-3956	13	2	:	:	PUNCT
easat-3956	13	3	assessment	assessment	NOUN
easat-3956	13	4	of	of	ADP
easat-3956	13	5	short	short	ADJ
easat-3956	13	6	answer	answer	NOUN
easat-3956	13	7	,	,	PUNCT
easat-3956	13	8	cosine	cosine	NOUN
easat-3956	13	9	similarity	similarity	NOUN
easat-3956	13	10	algorithm	algorithm	NOUN
easat-3956	13	11	,	,	PUNCT
easat-3956	13	12	longest	long	ADJ
easat-3956	13	13	common	common	ADJ
easat-3956	13	14	subsequence	subsequence	NOUN
easat-3956	13	15	,	,	PUNCT
easat-3956	13	16	latent	latent	ADJ
easat-3956	13	17	semantic	semantic	ADJ
easat-3956	13	18	analysis	analysis	NOUN
easat-3956	13	19	.	.	PUNCT
easat-3956	14	1	1	1	X
easat-3956	14	2	.	.	X
easat-3956	14	3	introduction	introduction	NOUN
easat-3956	14	4	with	with	ADP
easat-3956	14	5	the	the	DET
easat-3956	14	6	rapid	rapid	ADJ
easat-3956	14	7	technological	technological	ADJ
easat-3956	14	8	developments	development	NOUN
easat-3956	14	9	,	,	PUNCT
easat-3956	14	10	automated	automate	VERB
easat-3956	14	11	writing	writing	NOUN
easat-3956	14	12	assessment	assessment	NOUN
easat-3956	14	13	(	(	PUNCT
easat-3956	14	14	aeg	aeg	PROPN
easat-3956	14	15	)	)	PUNCT
easat-3956	14	16	systems	system	NOUN
easat-3956	14	17	have	have	AUX
easat-3956	14	18	become	become	VERB
easat-3956	14	19	essential	essential	ADJ
easat-3956	14	20	tools	tool	NOUN
easat-3956	14	21	to	to	PART
easat-3956	14	22	address	address	VERB
easat-3956	14	23	the	the	DET
easat-3956	14	24	challenges	challenge	NOUN
easat-3956	14	25	teachers	teacher	NOUN
easat-3956	14	26	face	face	VERB
easat-3956	14	27	when	when	SCONJ
easat-3956	14	28	correcting	correct	VERB
easat-3956	14	29	student	student	NOUN
easat-3956	14	30	essays	essay	NOUN
easat-3956	14	31	.	.	PUNCT
easat-3956	15	1	manual	manual	ADJ
easat-3956	15	2	correction	correction	NOUN
easat-3956	15	3	,	,	PUNCT
easat-3956	15	4	despite	despite	SCONJ
easat-3956	15	5	its	its	PRON
easat-3956	15	6	importance	importance	NOUN
easat-3956	15	7	,	,	PUNCT
easat-3956	15	8	wastes	waste	VERB
easat-3956	15	9	a	a	DET
easat-3956	15	10	lot	lot	NOUN
easat-3956	15	11	of	of	ADP
easat-3956	15	12	time	time	NOUN
easat-3956	15	13	that	that	PRON
easat-3956	15	14	could	could	AUX
easat-3956	15	15	be	be	AUX
easat-3956	15	16	invested	invest	VERB
easat-3956	15	17	in	in	ADP
easat-3956	15	18	more	more	ADV
easat-3956	15	19	important	important	ADJ
easat-3956	15	20	tasks	task	NOUN
easat-3956	15	21	such	such	ADJ
easat-3956	15	22	as	as	ADP
easat-3956	15	23	lesson	lesson	NOUN
easat-3956	15	24	planning	planning	NOUN
easat-3956	15	25	and	and	CCONJ
easat-3956	15	26	improving	improve	VERB
easat-3956	15	27	teaching	teaching	NOUN
easat-3956	15	28	strategies	strategy	NOUN
easat-3956	15	29	.	.	PUNCT
easat-3956	16	1	moreover	moreover	ADV
easat-3956	16	2	,	,	PUNCT
easat-3956	16	3	the	the	DET
easat-3956	16	4	increasing	increase	VERB
easat-3956	16	5	number	number	NOUN
easat-3956	16	6	of	of	ADP
easat-3956	16	7	students	student	NOUN
easat-3956	16	8	makes	make	VERB
easat-3956	16	9	it	it	PRON
easat-3956	16	10	difficult	difficult	ADJ
easat-3956	16	11	for	for	SCONJ
easat-3956	16	12	teachers	teacher	NOUN
easat-3956	16	13	to	to	PART
easat-3956	16	14	maintain	maintain	VERB
easat-3956	16	15	consistent	consistent	ADJ
easat-3956	16	16	assessments	assessment	NOUN
easat-3956	16	17	across	across	ADP
easat-3956	16	18	all	all	DET
easat-3956	16	19	students	student	NOUN
easat-3956	16	20	.	.	PUNCT
easat-3956	17	1	written	write	VERB
easat-3956	17	2	essays	essay	NOUN
easat-3956	17	3	,	,	PUNCT
easat-3956	17	4	despite	despite	SCONJ
easat-3956	17	5	their	their	PRON
easat-3956	17	6	usefulness	usefulness	NOUN
easat-3956	17	7	in	in	ADP
easat-3956	17	8	developing	develop	VERB
easat-3956	17	9	students	student	NOUN
easat-3956	17	10	’	’	PART
easat-3956	17	11	skills	skill	NOUN
easat-3956	17	12	and	and	CCONJ
easat-3956	17	13	preventing	prevent	VERB
easat-3956	17	14	cheating	cheating	NOUN
easat-3956	17	15	,	,	PUNCT
easat-3956	17	16	are	be	AUX
easat-3956	17	17	more	more	ADV
easat-3956	17	18	difficult	difficult	ADJ
easat-3956	17	19	to	to	PART
easat-3956	17	20	assess	assess	VERB
easat-3956	17	21	than	than	ADP
easat-3956	17	22	other	other	ADJ
easat-3956	17	23	objective	objective	ADJ
easat-3956	17	24	questions	question	NOUN
easat-3956	17	25	.	.	PUNCT
easat-3956	18	1	therefore	therefore	ADV
easat-3956	18	2	,	,	PUNCT
easat-3956	18	3	automated	automated	ADJ
easat-3956	18	4	assessment	assessment	NOUN
easat-3956	18	5	systems	system	NOUN
easat-3956	18	6	can	can	AUX
easat-3956	18	7	provide	provide	VERB
easat-3956	18	8	an	an	DET
easat-3956	18	9	effective	effective	ADJ
easat-3956	18	10	solution	solution	NOUN
easat-3956	18	11	by	by	ADP
easat-3956	18	12	reducing	reduce	VERB
easat-3956	18	13	the	the	DET
easat-3956	18	14	time	time	NOUN
easat-3956	18	15	required	require	VERB
easat-3956	18	16	for	for	ADP
easat-3956	18	17	correction	correction	NOUN
easat-3956	18	18	and	and	CCONJ
easat-3956	18	19	improving	improve	VERB
easat-3956	18	20	the	the	DET
easat-3956	18	21	accuracy	accuracy	NOUN
easat-3956	18	22	of	of	ADP
easat-3956	18	23	assessments	assessment	NOUN
easat-3956	18	24	.	.	PUNCT
easat-3956	19	1	in	in	ADP
easat-3956	19	2	this	this	DET
easat-3956	19	3	paper	paper	NOUN
easat-3956	19	4	,	,	PUNCT
easat-3956	19	5	we	we	PRON
easat-3956	19	6	will	will	AUX
easat-3956	19	7	discuss	discuss	VERB
easat-3956	19	8	the	the	DET
easat-3956	19	9	automated	automate	VERB
easat-3956	19	10	assessment	assessment	NOUN
easat-3956	19	11	process	process	NOUN
easat-3956	19	12	starting	start	VERB
easat-3956	19	13	from	from	ADP
easat-3956	19	14	collecting	collect	VERB
easat-3956	19	15	student	student	NOUN
easat-3956	19	16	texts	text	NOUN
easat-3956	19	17	,	,	PUNCT
easat-3956	19	18	through	through	ADP
easat-3956	19	19	pre	pre	ADJ
easat-3956	19	20	-	-	NOUN
easat-3956	19	21	analysis	analysis	NOUN
easat-3956	19	22	and	and	CCONJ
easat-3956	19	23	feature	feature	NOUN
easat-3956	19	24	extraction	extraction	NOUN
easat-3956	19	25	processes	process	NOUN
easat-3956	19	26	,	,	PUNCT
easat-3956	19	27	to	to	ADP
easat-3956	19	28	assessing	assess	VERB
easat-3956	19	29	textual	textual	ADJ
easat-3956	19	30	similarity	similarity	NOUN
easat-3956	19	31	and	and	CCONJ
easat-3956	19	32	providing	provide	VERB
easat-3956	19	33	accurate	accurate	ADJ
easat-3956	19	34	scores	score	NOUN
easat-3956	19	35	that	that	PRON
easat-3956	19	36	reflect	reflect	VERB
easat-3956	19	37	the	the	DET
easat-3956	19	38	quality	quality	NOUN
easat-3956	19	39	of	of	ADP
easat-3956	19	40	written	write	VERB
easat-3956	19	41	essays	essay	NOUN
easat-3956	19	42	.	.	PUNCT
easat-3956	20	1	teachers	teacher	NOUN
easat-3956	20	2	may	may	AUX
easat-3956	20	3	then	then	ADV
easat-3956	20	4	focus	focus	VERB
easat-3956	20	5	on	on	ADP
easat-3956	20	6	other	other	ADJ
easat-3956	20	7	9159	9159	NUM
easat-3956	20	8	edelweiss	edelweiss	PROPN
easat-3956	20	9	applied	apply	VERB
easat-3956	20	10	science	science	NOUN
easat-3956	20	11	and	and	CCONJ
easat-3956	20	12	technology	technology	NOUN
easat-3956	20	13	issn	issn	PROPN
easat-3956	20	14	:	:	PUNCT
easat-3956	20	15	2576	2576	NUM
easat-3956	20	16	-	-	SYM
easat-3956	20	17	8484	8484	NUM
easat-3956	20	18	vol	vol	NOUN
easat-3956	20	19	.	.	PROPN
easat-3956	21	1	8	8	NUM
easat-3956	21	2	,	,	PUNCT
easat-3956	21	3	no	no	INTJ
easat-3956	21	4	.	.	NOUN
easat-3956	22	1	6	6	NUM
easat-3956	22	2	:	:	SYM
easat-3956	22	3	9158	9158	NUM
easat-3956	22	4	-	-	SYM
easat-3956	22	5	9176	9176	NUM
easat-3956	22	6	,	,	PUNCT
easat-3956	22	7	2024	2024	NUM
easat-3956	22	8	doi	doi	NOUN
easat-3956	22	9	:	:	PUNCT
easat-3956	22	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	22	11	©	©	NOUN
easat-3956	22	12	2024	2024	NUM
easat-3956	22	13	by	by	ADP
easat-3956	22	14	the	the	DET
easat-3956	22	15	authors	author	NOUN
easat-3956	22	16	;	;	PUNCT
easat-3956	22	17	licensee	licensee	PROPN
easat-3956	22	18	learning	learning	NOUN
easat-3956	22	19	gate	gate	VERB
easat-3956	22	20	important	important	ADJ
easat-3956	22	21	tasks	task	NOUN
easat-3956	22	22	,	,	PUNCT
easat-3956	22	23	such	such	ADJ
easat-3956	22	24	as	as	ADP
easat-3956	22	25	creating	create	VERB
easat-3956	22	26	more	more	ADV
easat-3956	22	27	effective	effective	ADJ
easat-3956	22	28	lesson	lesson	NOUN
easat-3956	22	29	plans	plan	NOUN
easat-3956	22	30	and	and	CCONJ
easat-3956	22	31	other	other	ADJ
easat-3956	22	32	forms	form	NOUN
easat-3956	22	33	of	of	ADP
easat-3956	22	34	communication	communication	NOUN
easat-3956	22	35	,	,	PUNCT
easat-3956	22	36	rather	rather	ADV
easat-3956	22	37	than	than	ADP
easat-3956	22	38	only	only	ADV
easat-3956	22	39	grading	grade	VERB
easat-3956	22	40	students	student	NOUN
easat-3956	22	41	'	'	PART
easat-3956	22	42	work	work	NOUN
easat-3956	22	43	[	[	X
easat-3956	22	44	21	21	NUM
easat-3956	22	45	]	]	PUNCT
easat-3956	22	46	.	.	PUNCT
easat-3956	23	1	and	and	CCONJ
easat-3956	23	2	we	we	PRON
easat-3956	23	3	found	find	VERB
easat-3956	23	4	that	that	SCONJ
easat-3956	23	5	boredom	boredom	NOUN
easat-3956	23	6	increased	increase	VERB
easat-3956	23	7	as	as	SCONJ
easat-3956	23	8	time	time	NOUN
easat-3956	23	9	went	go	VERB
easat-3956	23	10	on	on	ADV
easat-3956	23	11	,	,	PUNCT
easat-3956	23	12	and	and	CCONJ
easat-3956	23	13	that	that	SCONJ
easat-3956	23	14	greater	great	ADJ
easat-3956	23	15	disinterest	disinterest	NOUN
easat-3956	23	16	led	lead	VERB
easat-3956	23	17	to	to	ADP
easat-3956	23	18	worse	bad	ADJ
easat-3956	23	19	performance	performance	NOUN
easat-3956	23	20	in	in	ADP
easat-3956	23	21	the	the	DET
easat-3956	23	22	classroom	classroom	NOUN
easat-3956	23	23	.	.	PUNCT
easat-3956	24	1	moreover	moreover	ADV
easat-3956	24	2	,	,	PUNCT
easat-3956	24	3	these	these	DET
easat-3956	24	4	undesirable	undesirable	ADJ
easat-3956	24	5	consequences	consequence	NOUN
easat-3956	24	6	of	of	ADP
easat-3956	24	7	boredom	boredom	NOUN
easat-3956	24	8	persisted	persist	VERB
easat-3956	24	9	even	even	ADV
easat-3956	24	10	after	after	SCONJ
easat-3956	24	11	an	an	DET
easat-3956	24	12	evaluation	evaluation	NOUN
easat-3956	24	13	plan	plan	NOUN
easat-3956	24	14	was	be	AUX
easat-3956	24	15	provided	provide	VERB
easat-3956	24	16	.	.	PUNCT
easat-3956	25	1	concerns	concern	NOUN
easat-3956	25	2	over	over	ADP
easat-3956	25	3	the	the	DET
easat-3956	25	4	use	use	NOUN
easat-3956	25	5	of	of	ADP
easat-3956	25	6	essays	essay	NOUN
easat-3956	25	7	as	as	ADP
easat-3956	25	8	an	an	DET
easat-3956	25	9	evaluation	evaluation	NOUN
easat-3956	25	10	tool	tool	NOUN
easat-3956	25	11	are	be	AUX
easat-3956	25	12	heightened	heighten	VERB
easat-3956	25	13	by	by	ADP
easat-3956	25	14	these	these	DET
easat-3956	25	15	findings	finding	NOUN
easat-3956	25	16	,	,	PUNCT
easat-3956	25	17	which	which	PRON
easat-3956	25	18	also	also	ADV
easat-3956	25	19	cast	cast	VERB
easat-3956	25	20	doubt	doubt	NOUN
easat-3956	25	21	on	on	ADP
easat-3956	25	22	the	the	DET
easat-3956	25	23	usefulness	usefulness	NOUN
easat-3956	25	24	of	of	ADP
easat-3956	25	25	such	such	ADJ
easat-3956	25	26	methods	method	NOUN
easat-3956	25	27	in	in	ADP
easat-3956	25	28	general	general	ADJ
easat-3956	25	29	[	[	X
easat-3956	25	30	31	31	NUM
easat-3956	25	31	]	]	PUNCT
easat-3956	25	32	.	.	PUNCT
easat-3956	26	1	the	the	DET
easat-3956	26	2	compilation	compilation	NOUN
easat-3956	26	3	of	of	ADP
easat-3956	26	4	student	student	NOUN
easat-3956	26	5	texts	text	NOUN
easat-3956	26	6	into	into	ADP
easat-3956	26	7	a	a	DET
easat-3956	26	8	text	text	NOUN
easat-3956	26	9	corpus	corpus	NOUN
easat-3956	26	10	and	and	CCONJ
easat-3956	26	11	their	their	PRON
easat-3956	26	12	subsequent	subsequent	ADJ
easat-3956	26	13	input	input	NOUN
easat-3956	26	14	into	into	ADP
easat-3956	26	15	the	the	DET
easat-3956	26	16	aeg	aeg	PROPN
easat-3956	26	17	program	program	NOUN
easat-3956	26	18	is	be	AUX
easat-3956	26	19	one	one	NUM
easat-3956	26	20	of	of	ADP
easat-3956	26	21	the	the	DET
easat-3956	26	22	several	several	ADJ
easat-3956	26	23	stages	stage	NOUN
easat-3956	26	24	in	in	ADP
easat-3956	26	25	the	the	DET
easat-3956	26	26	aeg	aeg	NOUN
easat-3956	26	27	system	system	NOUN
easat-3956	26	28	process	process	NOUN
easat-3956	26	29	.	.	PUNCT
easat-3956	27	1	the	the	DET
easat-3956	27	2	aeg	aeg	PROPN
easat-3956	27	3	system	system	NOUN
easat-3956	27	4	first	first	ADV
easat-3956	27	5	pre	pre	VERB
easat-3956	27	6	-	-	NOUN
easat-3956	27	7	processes	process	VERB
easat-3956	27	8	the	the	DET
easat-3956	27	9	texts	text	NOUN
easat-3956	27	10	for	for	ADP
easat-3956	27	11	further	further	ADJ
easat-3956	27	12	processing	processing	NOUN
easat-3956	27	13	and	and	CCONJ
easat-3956	27	14	analysis	analysis	NOUN
easat-3956	27	15	[	[	X
easat-3956	27	16	25	25	NUM
easat-3956	27	17	]	]	PUNCT
easat-3956	27	18	.	.	PUNCT
easat-3956	28	1	the	the	DET
easat-3956	28	2	fundamental	fundamental	ADJ
easat-3956	28	3	pre	pre	ADJ
easat-3956	28	4	-	-	ADJ
easat-3956	28	5	processing	processing	ADJ
easat-3956	28	6	method	method	NOUN
easat-3956	28	7	comprises	comprise	VERB
easat-3956	28	8	dividing	divide	VERB
easat-3956	28	9	the	the	DET
easat-3956	28	10	text	text	NOUN
easat-3956	28	11	sequence	sequence	NOUN
easat-3956	28	12	into	into	ADP
easat-3956	28	13	chunks	chunk	NOUN
easat-3956	28	14	called	call	VERB
easat-3956	28	15	tokens	token	NOUN
easat-3956	28	16	,	,	PUNCT
easat-3956	28	17	deleting	delete	VERB
easat-3956	28	18	certain	certain	ADJ
easat-3956	28	19	characters	character	NOUN
easat-3956	28	20	like	like	ADP
easat-3956	28	21	punctuation	punctuation	NOUN
easat-3956	28	22	,	,	PUNCT
easat-3956	28	23	and	and	CCONJ
easat-3956	28	24	removing	remove	VERB
easat-3956	28	25	any	any	DET
easat-3956	28	26	character	character	NOUN
easat-3956	28	27	from	from	ADP
easat-3956	28	28	foreign	foreign	ADJ
easat-3956	28	29	languages	language	NOUN
easat-3956	28	30	.	.	PUNCT
easat-3956	29	1	it	it	PRON
easat-3956	29	2	also	also	ADV
easat-3956	29	3	involves	involve	VERB
easat-3956	29	4	stripping	strip	VERB
easat-3956	29	5	the	the	DET
easat-3956	29	6	texts	text	NOUN
easat-3956	29	7	of	of	ADP
easat-3956	29	8	white	white	ADJ
easat-3956	29	9	spaces	space	NOUN
easat-3956	29	10	.	.	PUNCT
easat-3956	30	1	in	in	ADP
easat-3956	30	2	the	the	DET
easat-3956	30	3	second	second	ADJ
easat-3956	30	4	step	step	NOUN
easat-3956	30	5	,	,	PUNCT
easat-3956	30	6	feature	feature	NOUN
easat-3956	30	7	extraction	extraction	NOUN
easat-3956	30	8	is	be	AUX
easat-3956	30	9	usually	usually	ADV
easat-3956	30	10	performed	perform	VERB
easat-3956	30	11	.	.	PUNCT
easat-3956	31	1	this	this	DET
easat-3956	31	2	approach	approach	NOUN
easat-3956	31	3	seeks	seek	VERB
easat-3956	31	4	to	to	PART
easat-3956	31	5	transform	transform	VERB
easat-3956	31	6	the	the	DET
easat-3956	31	7	text	text	NOUN
easat-3956	31	8	sequence	sequence	NOUN
easat-3956	31	9	into	into	ADP
easat-3956	31	10	a	a	DET
easat-3956	31	11	vector	vector	NOUN
easat-3956	31	12	of	of	ADP
easat-3956	31	13	measurable	measurable	ADJ
easat-3956	31	14	variables	variable	NOUN
easat-3956	31	15	,	,	PUNCT
easat-3956	31	16	typically	typically	ADV
easat-3956	31	17	used	use	VERB
easat-3956	31	18	occurrences	occurrence	NOUN
easat-3956	31	19	,	,	PUNCT
easat-3956	31	20	and	and	CCONJ
easat-3956	31	21	word	word	NOUN
easat-3956	31	22	frequencies	frequency	NOUN
easat-3956	31	23	[	[	X
easat-3956	31	24	25	25	NUM
easat-3956	31	25	]	]	PUNCT
easat-3956	31	26	.	.	PUNCT
easat-3956	32	1	finding	find	VERB
easat-3956	32	2	out	out	ADP
easat-3956	32	3	how	how	SCONJ
easat-3956	32	4	similar	similar	ADJ
easat-3956	32	5	two	two	NUM
easat-3956	32	6	short	short	ADJ
easat-3956	32	7	sentences	sentence	NOUN
easat-3956	32	8	are	be	AUX
easat-3956	32	9	is	be	AUX
easat-3956	32	10	the	the	DET
easat-3956	32	11	goal	goal	NOUN
easat-3956	32	12	of	of	ADP
easat-3956	32	13	text	text	NOUN
easat-3956	32	14	-	-	PUNCT
easat-3956	32	15	similarity	similarity	NOUN
easat-3956	32	16	assessment	assessment	NOUN
easat-3956	32	17	.	.	PUNCT
easat-3956	33	1	it	it	PRON
easat-3956	33	2	is	be	AUX
easat-3956	33	3	important	important	ADJ
easat-3956	33	4	to	to	PART
easat-3956	33	5	consider	consider	VERB
easat-3956	33	6	both	both	CCONJ
easat-3956	33	7	the	the	DET
easat-3956	33	8	lexical	lexical	ADJ
easat-3956	33	9	perspective	perspective	NOUN
easat-3956	33	10	,	,	PUNCT
easat-3956	33	11	which	which	PRON
easat-3956	33	12	focuses	focus	VERB
easat-3956	33	13	only	only	ADV
easat-3956	33	14	on	on	ADP
easat-3956	33	15	character	character	NOUN
easat-3956	33	16	sequences	sequence	NOUN
easat-3956	33	17	,	,	PUNCT
easat-3956	33	18	and	and	CCONJ
easat-3956	33	19	the	the	DET
easat-3956	33	20	semantic	semantic	ADJ
easat-3956	33	21	meaning	meaning	NOUN
easat-3956	33	22	when	when	SCONJ
easat-3956	33	23	evaluating	evaluate	VERB
easat-3956	33	24	similarities	similarity	NOUN
easat-3956	33	25	.	.	PUNCT
easat-3956	34	1	even	even	ADV
easat-3956	34	2	if	if	SCONJ
easat-3956	34	3	the	the	DET
easat-3956	34	4	words	word	NOUN
easat-3956	34	5	used	use	VERB
easat-3956	34	6	to	to	PART
easat-3956	34	7	produce	produce	VERB
easat-3956	34	8	two	two	NUM
easat-3956	34	9	messages	message	NOUN
easat-3956	34	10	are	be	AUX
easat-3956	34	11	different	different	ADJ
easat-3956	34	12	,	,	PUNCT
easat-3956	34	13	they	they	PRON
easat-3956	34	14	would	would	AUX
easat-3956	34	15	have	have	VERB
easat-3956	34	16	identical	identical	ADJ
easat-3956	34	17	semantic	semantic	ADJ
easat-3956	34	18	content	content	NOUN
easat-3956	34	19	[	[	X
easat-3956	34	20	32	32	NUM
easat-3956	34	21	]	]	PUNCT
easat-3956	34	22	.	.	PUNCT
easat-3956	35	1	various	various	ADJ
easat-3956	35	2	natural	natural	ADJ
easat-3956	35	3	language	language	NOUN
easat-3956	35	4	processing	processing	NOUN
easat-3956	35	5	(	(	PUNCT
easat-3956	35	6	nlp	nlp	NOUN
easat-3956	35	7	)	)	PUNCT
easat-3956	35	8	tasks	task	NOUN
easat-3956	35	9	depend	depend	VERB
easat-3956	35	10	on	on	ADP
easat-3956	35	11	assessments	assessment	NOUN
easat-3956	35	12	of	of	ADP
easat-3956	35	13	semantic	semantic	ADJ
easat-3956	35	14	similarity	similarity	NOUN
easat-3956	35	15	among	among	ADP
easat-3956	35	16	words	word	NOUN
easat-3956	35	17	,	,	PUNCT
easat-3956	35	18	sentences	sentence	NOUN
easat-3956	35	19	,	,	PUNCT
easat-3956	35	20	or	or	CCONJ
easat-3956	35	21	documents	document	NOUN
easat-3956	35	22	,	,	PUNCT
easat-3956	35	23	such	such	ADJ
easat-3956	35	24	as	as	ADP
easat-3956	35	25	information	information	NOUN
easat-3956	35	26	retrieval	retrieval	NOUN
easat-3956	35	27	[	[	X
easat-3956	35	28	33	33	NUM
easat-3956	35	29	]	]	PUNCT
easat-3956	35	30	,	,	PUNCT
easat-3956	35	31	text	text	NOUN
easat-3956	35	32	summarization	summarization	NOUN
easat-3956	35	33	[	[	X
easat-3956	35	34	34	34	NUM
easat-3956	35	35	]	]	PUNCT
easat-3956	35	36	,	,	PUNCT
easat-3956	35	37	text	text	NOUN
easat-3956	35	38	classification	classification	NOUN
easat-3956	35	39	[	[	X
easat-3956	35	40	35	35	NUM
easat-3956	35	41	]	]	PUNCT
easat-3956	35	42	,	,	PUNCT
easat-3956	35	43	essay	essay	ADJ
easat-3956	35	44	evaluation	evaluation	NOUN
easat-3956	36	1	[	[	X
easat-3956	36	2	36	36	NUM
easat-3956	36	3	]	]	PUNCT
easat-3956	36	4	,	,	PUNCT
easat-3956	36	5	machine	machine	NOUN
easat-3956	36	6	translation	translation	NOUN
easat-3956	37	1	[	[	X
easat-3956	37	2	37	37	NUM
easat-3956	37	3	]	]	PUNCT
easat-3956	37	4	,	,	PUNCT
easat-3956	37	5	question	question	NOUN
easat-3956	37	6	answering	answering	NOUN
easat-3956	37	7	,	,	PUNCT
easat-3956	37	8	and	and	CCONJ
easat-3956	37	9	numerous	numerous	ADJ
easat-3956	37	10	others	other	NOUN
easat-3956	38	1	[	[	X
easat-3956	38	2	38	38	NUM
easat-3956	38	3	]	]	PUNCT
easat-3956	38	4	.	.	PUNCT
easat-3956	39	1	in	in	ADP
easat-3956	39	2	order	order	NOUN
easat-3956	39	3	to	to	PART
easat-3956	39	4	address	address	VERB
easat-3956	39	5	concerns	concern	NOUN
easat-3956	39	6	with	with	ADP
easat-3956	39	7	dependability	dependability	NOUN
easat-3956	39	8	,	,	PUNCT
easat-3956	39	9	cost	cost	NOUN
easat-3956	39	10	,	,	PUNCT
easat-3956	39	11	and	and	CCONJ
easat-3956	39	12	time	time	NOUN
easat-3956	39	13	,	,	PUNCT
easat-3956	39	14	it	it	PRON
easat-3956	39	15	is	be	AUX
easat-3956	39	16	possible	possible	ADJ
easat-3956	39	17	to	to	PART
easat-3956	39	18	use	use	VERB
easat-3956	39	19	automated	automate	VERB
easat-3956	39	20	essay	essay	NOUN
easat-3956	39	21	grading	grade	VERB
easat-3956	39	22	(	(	PUNCT
easat-3956	39	23	aeg	aeg	NOUN
easat-3956	39	24	)	)	PUNCT
easat-3956	39	25	methods	method	NOUN
easat-3956	39	26	to	to	PART
easat-3956	39	27	grade	grade	NOUN
easat-3956	39	28	student	student	NOUN
easat-3956	39	29	writings	writing	NOUN
easat-3956	39	30	without	without	ADP
easat-3956	39	31	human	human	ADJ
easat-3956	39	32	intervention	intervention	NOUN
easat-3956	39	33	.	.	PUNCT
easat-3956	40	1	an	an	DET
easat-3956	40	2	aeg	aeg	NOUN
easat-3956	40	3	system	system	NOUN
easat-3956	40	4	can	can	AUX
easat-3956	40	5	assess	assess	VERB
easat-3956	40	6	and	and	CCONJ
easat-3956	40	7	generate	generate	VERB
easat-3956	40	8	a	a	DET
easat-3956	40	9	grade	grade	NOUN
easat-3956	40	10	for	for	ADP
easat-3956	40	11	a	a	DET
easat-3956	40	12	written	write	VERB
easat-3956	40	13	essay	essay	NOUN
easat-3956	40	14	without	without	ADP
easat-3956	40	15	human	human	ADJ
easat-3956	40	16	intervention	intervention	NOUN
easat-3956	40	17	.	.	PUNCT
easat-3956	41	1	in	in	ADP
easat-3956	41	2	order	order	NOUN
easat-3956	41	3	to	to	PART
easat-3956	41	4	enhance	enhance	VERB
easat-3956	41	5	and	and	CCONJ
easat-3956	41	6	speed	speed	VERB
easat-3956	41	7	up	up	ADP
easat-3956	41	8	the	the	DET
easat-3956	41	9	process	process	NOUN
easat-3956	41	10	of	of	ADP
easat-3956	41	11	essay	essay	NOUN
easat-3956	41	12	grading	grade	VERB
easat-3956	41	13	while	while	SCONJ
easat-3956	41	14	avoiding	avoid	VERB
easat-3956	41	15	human	human	ADJ
easat-3956	41	16	mistakes	mistake	NOUN
easat-3956	41	17	or	or	CCONJ
easat-3956	41	18	biases	bias	NOUN
easat-3956	41	19	,	,	PUNCT
easat-3956	41	20	the	the	DET
easat-3956	41	21	automatic	automatic	ADJ
easat-3956	41	22	essay	essay	NOUN
easat-3956	41	23	grading	grade	VERB
easat-3956	41	24	(	(	PUNCT
easat-3956	41	25	aeg	aeg	NOUN
easat-3956	41	26	)	)	PUNCT
easat-3956	41	27	system	system	NOUN
easat-3956	41	28	has	have	AUX
easat-3956	41	29	recently	recently	ADV
easat-3956	41	30	become	become	VERB
easat-3956	41	31	an	an	DET
easat-3956	41	32	essential	essential	ADJ
easat-3956	41	33	tool	tool	NOUN
easat-3956	41	34	for	for	ADP
easat-3956	41	35	universities	university	NOUN
easat-3956	41	36	and	and	CCONJ
easat-3956	41	37	institutions	institution	NOUN
easat-3956	41	38	[	[	X
easat-3956	41	39	25	25	NUM
easat-3956	41	40	]	]	PUNCT
easat-3956	41	41	.	.	PUNCT
easat-3956	42	1	journal	journal	PROPN
easat-3956	42	2	homepage	homepage	NOUN
easat-3956	42	3	:	:	PUNCT
easat-3956	42	4	https://ijici.edu.iq	https://ijici.edu.iq	NOUN
easat-3956	42	5	figure	figure	NOUN
easat-3956	42	6	1	1	NUM
easat-3956	42	7	.	.	PUNCT
easat-3956	42	8	shows	show	VERB
easat-3956	42	9	general	general	ADJ
easat-3956	42	10	structure	structure	NOUN
easat-3956	42	11	of	of	ADP
easat-3956	42	12	aegs	aeg	NOUN
easat-3956	42	13	.	.	PUNCT
easat-3956	43	1	2	2	X
easat-3956	43	2	.	.	X
easat-3956	43	3	related	relate	VERB
easat-3956	43	4	work	work	NOUN
easat-3956	43	5	automated	automate	VERB
easat-3956	43	6	assessment	assessment	NOUN
easat-3956	43	7	systems	system	NOUN
easat-3956	43	8	for	for	ADP
easat-3956	43	9	succinct	succinct	ADJ
easat-3956	43	10	responses	response	NOUN
easat-3956	43	11	have	have	AUX
easat-3956	43	12	experienced	experience	VERB
easat-3956	43	13	substantial	substantial	ADJ
easat-3956	43	14	advancements	advancement	NOUN
easat-3956	43	15	in	in	ADP
easat-3956	43	16	recent	recent	ADJ
easat-3956	43	17	years	year	NOUN
easat-3956	43	18	,	,	PUNCT
easat-3956	43	19	with	with	ADP
easat-3956	43	20	a	a	DET
easat-3956	43	21	plethora	plethora	NOUN
easat-3956	43	22	of	of	ADP
easat-3956	43	23	studies	study	NOUN
easat-3956	43	24	utilizing	utilize	VERB
easat-3956	43	25	natural	natural	ADJ
easat-3956	43	26	language	language	NOUN
easat-3956	43	27	processing	processing	NOUN
easat-3956	43	28	(	(	PUNCT
easat-3956	43	29	nlp	nlp	NOUN
easat-3956	43	30	)	)	PUNCT
easat-3956	43	31	methodologies	methodology	NOUN
easat-3956	43	32	to	to	PART
easat-3956	43	33	systematically	systematically	ADV
easat-3956	43	34	evaluate	evaluate	VERB
easat-3956	43	35	the	the	DET
easat-3956	43	36	caliber	caliber	NOUN
easat-3956	43	37	of	of	ADP
easat-3956	43	38	students	student	NOUN
easat-3956	43	39	’	'	PUNCT
easat-3956	43	40	responses	response	NOUN
easat-3956	43	41	.	.	PUNCT
easat-3956	44	1	these	these	DET
easat-3956	44	2	investigations	investigation	NOUN
easat-3956	44	3	are	be	AUX
easat-3956	44	4	characterized	characterize	VERB
easat-3956	44	5	by	by	ADP
easat-3956	44	6	varying	vary	VERB
easat-3956	44	7	approaches	approach	NOUN
easat-3956	44	8	addressing	address	VERB
easat-3956	44	9	linguistic	linguistic	ADJ
easat-3956	44	10	,	,	PUNCT
easat-3956	44	11	syntactic	syntactic	ADJ
easat-3956	44	12	,	,	PUNCT
easat-3956	44	13	and	and	CCONJ
easat-3956	44	14	semantic	semantic	ADJ
easat-3956	44	15	evaluations	evaluation	NOUN
easat-3956	44	16	,	,	PUNCT
easat-3956	44	17	along	along	ADP
easat-3956	44	18	with	with	ADP
easat-3956	44	19	a	a	DET
easat-3956	44	20	range	range	NOUN
easat-3956	44	21	of	of	ADP
easat-3956	44	22	languages	language	NOUN
easat-3956	44	23	and	and	CCONJ
easat-3956	44	24	domains	domain	NOUN
easat-3956	44	25	in	in	ADP
easat-3956	44	26	which	which	PRON
easat-3956	44	27	these	these	DET
easat-3956	44	28	systems	system	NOUN
easat-3956	44	29	are	be	AUX
easat-3956	44	30	implemented	implement	VERB
easat-3956	44	31	.	.	PUNCT
easat-3956	45	1	this	this	DET
easat-3956	45	2	review	review	NOUN
easat-3956	45	3	seeks	seek	VERB
easat-3956	45	4	to	to	PART
easat-3956	45	5	furnish	furnish	VERB
easat-3956	45	6	a	a	DET
easat-3956	45	7	thorough	thorough	ADJ
easat-3956	45	8	examination	examination	NOUN
easat-3956	45	9	of	of	ADP
easat-3956	45	10	the	the	DET
easat-3956	45	11	most	most	ADV
easat-3956	45	12	significant	significant	ADJ
easat-3956	45	13	research	research	NOUN
easat-3956	45	14	that	that	PRON
easat-3956	45	15	has	have	AUX
easat-3956	45	16	tackled	tackle	VERB
easat-3956	45	17	the	the	DET
easat-3956	45	18	subject	subject	NOUN
easat-3956	45	19	of	of	ADP
easat-3956	45	20	automated	automate	VERB
easat-3956	45	21	evaluation	evaluation	NOUN
easat-3956	45	22	of	of	ADP
easat-3956	45	23	short	short	ADJ
easat-3956	45	24	answers	answer	NOUN
easat-3956	45	25	,	,	PUNCT
easat-3956	45	26	emphasizing	emphasize	VERB
easat-3956	45	27	the	the	DET
easat-3956	45	28	diverse	diverse	ADJ
easat-3956	45	29	methodologies	methodology	NOUN
easat-3956	45	30	employed	employ	VERB
easat-3956	45	31	in	in	ADP
easat-3956	45	32	each	each	DET
easat-3956	45	33	investigation	investigation	NOUN
easat-3956	45	34	.	.	PUNCT
easat-3956	46	1	we	we	PRON
easat-3956	46	2	will	will	AUX
easat-3956	46	3	scrutinize	scrutinize	VERB
easat-3956	46	4	works	work	NOUN
easat-3956	46	5	that	that	PRON
easat-3956	46	6	have	have	AUX
easat-3956	46	7	utilized	utilize	VERB
easat-3956	46	8	sophisticated	sophisticated	ADJ
easat-3956	46	9	techniques	technique	NOUN
easat-3956	46	10	such	such	ADJ
easat-3956	46	11	as	as	ADP
easat-3956	46	12	latent	latent	NOUN
easat-3956	46	13	semantic	semantic	ADJ
easat-3956	46	14	analysis	analysis	NOUN
easat-3956	46	15	(	(	PUNCT
easat-3956	46	16	lsa	lsa	NOUN
easat-3956	46	17	)	)	PUNCT
easat-3956	46	18	and	and	CCONJ
easat-3956	46	19	the	the	DET
easat-3956	46	20	longest	long	ADJ
easat-3956	46	21	common	common	ADJ
easat-3956	46	22	subsequence	subsequence	NOUN
easat-3956	46	23	(	(	PUNCT
easat-3956	46	24	lcs	lcs	NOUN
easat-3956	46	25	)	)	PUNCT
easat-3956	46	26	algorithm	algorithm	NOUN
easat-3956	46	27	in	in	ADP
easat-3956	46	28	https://ijici.edu.iq/	https://ijici.edu.iq/	PROPN
easat-3956	46	29	9160	9160	NUM
easat-3956	46	30	edelweiss	edelweiss	PROPN
easat-3956	46	31	applied	apply	VERB
easat-3956	46	32	science	science	NOUN
easat-3956	46	33	and	and	CCONJ
easat-3956	46	34	technology	technology	NOUN
easat-3956	46	35	issn	issn	PROPN
easat-3956	46	36	:	:	PUNCT
easat-3956	46	37	2576	2576	NUM
easat-3956	46	38	-	-	SYM
easat-3956	46	39	8484	8484	NUM
easat-3956	46	40	vol	vol	NOUN
easat-3956	46	41	.	.	PROPN
easat-3956	47	1	8	8	NUM
easat-3956	47	2	,	,	PUNCT
easat-3956	47	3	no	no	INTJ
easat-3956	47	4	.	.	NOUN
easat-3956	48	1	6	6	NUM
easat-3956	48	2	:	:	SYM
easat-3956	48	3	9158	9158	NUM
easat-3956	48	4	-	-	SYM
easat-3956	48	5	9176	9176	NUM
easat-3956	48	6	,	,	PUNCT
easat-3956	48	7	2024	2024	NUM
easat-3956	48	8	doi	doi	NOUN
easat-3956	48	9	:	:	PUNCT
easat-3956	48	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	48	11	©	©	NOUN
easat-3956	48	12	2024	2024	NUM
easat-3956	48	13	by	by	ADP
easat-3956	48	14	the	the	DET
easat-3956	48	15	authors	author	NOUN
easat-3956	48	16	;	;	PUNCT
easat-3956	49	1	licensee	licensee	PROPN
easat-3956	49	2	learning	learning	PROPN
easat-3956	49	3	gate	gate	PROPN
easat-3956	49	4	english	english	PROPN
easat-3956	49	5	,	,	PUNCT
easat-3956	49	6	as	as	ADV
easat-3956	49	7	well	well	ADV
easat-3956	49	8	as	as	ADP
easat-3956	49	9	in	in	ADP
easat-3956	49	10	arabic	arabic	ADJ
easat-3956	49	11	,	,	PUNCT
easat-3956	49	12	given	give	VERB
easat-3956	49	13	that	that	SCONJ
easat-3956	49	14	these	these	DET
easat-3956	49	15	systems	system	NOUN
easat-3956	49	16	encounter	encounter	VERB
easat-3956	49	17	additional	additional	ADJ
easat-3956	49	18	complexities	complexity	NOUN
easat-3956	49	19	associated	associate	VERB
easat-3956	49	20	with	with	ADP
easat-3956	49	21	the	the	DET
easat-3956	49	22	limited	limited	ADJ
easat-3956	49	23	availability	availability	NOUN
easat-3956	49	24	of	of	ADP
easat-3956	49	25	datasets	dataset	NOUN
easat-3956	49	26	.	.	PUNCT
easat-3956	50	1	we	we	PRON
easat-3956	50	2	will	will	AUX
easat-3956	50	3	categorize	categorize	VERB
easat-3956	50	4	these	these	DET
easat-3956	50	5	studies	study	NOUN
easat-3956	50	6	according	accord	VERB
easat-3956	50	7	to	to	ADP
easat-3956	50	8	the	the	DET
easat-3956	50	9	techniques	technique	NOUN
easat-3956	50	10	employed	employ	VERB
easat-3956	50	11	,	,	PUNCT
easat-3956	50	12	concentrating	concentrate	VERB
easat-3956	50	13	on	on	ADP
easat-3956	50	14	the	the	DET
easat-3956	50	15	advantages	advantage	NOUN
easat-3956	50	16	and	and	CCONJ
easat-3956	50	17	disadvantages	disadvantage	NOUN
easat-3956	50	18	of	of	ADP
easat-3956	50	19	each	each	PRON
easat-3956	50	20	,	,	PUNCT
easat-3956	50	21	thereby	thereby	ADV
easat-3956	50	22	facilitating	facilitate	VERB
easat-3956	50	23	the	the	DET
easat-3956	50	24	identification	identification	NOUN
easat-3956	50	25	of	of	ADP
easat-3956	50	26	existing	exist	VERB
easat-3956	50	27	gaps	gap	NOUN
easat-3956	50	28	and	and	CCONJ
easat-3956	50	29	potential	potential	ADJ
easat-3956	50	30	avenues	avenue	NOUN
easat-3956	50	31	for	for	ADP
easat-3956	50	32	enhancement	enhancement	NOUN
easat-3956	50	33	in	in	ADP
easat-3956	50	34	contemporary	contemporary	ADJ
easat-3956	50	35	systems	system	NOUN
easat-3956	50	36	.	.	PUNCT
easat-3956	51	1	figure	figure	NOUN
easat-3956	51	2	3	3	NUM
easat-3956	51	3	.	.	PUNCT
easat-3956	51	4	shows	show	VERB
easat-3956	51	5	general	general	ADJ
easat-3956	51	6	structure	structure	NOUN
easat-3956	51	7	of	of	ADP
easat-3956	51	8	machine	machine	NOUN
easat-3956	51	9	learning	learning	NOUN
easat-3956	51	10	of	of	ADP
easat-3956	51	11	aegs	aeg	NOUN
easat-3956	51	12	.	.	PUNCT
easat-3956	52	1	2.1	2.1	NUM
easat-3956	52	2	.	.	PUNCT
easat-3956	52	3	research	research	NOUN
easat-3956	52	4	based	base	VERB
easat-3956	52	5	on	on	ADP
easat-3956	52	6	deep	deep	ADJ
easat-3956	52	7	learning	learning	NOUN
easat-3956	52	8	algorithms	algorithms	PROPN
easat-3956	52	9	hussein	hussein	PROPN
easat-3956	52	10	et	et	PROPN
easat-3956	52	11	al	al	PROPN
easat-3956	52	12	.	.	PROPN
easat-3956	52	13	(	(	PUNCT
easat-3956	52	14	2020	2020	NUM
easat-3956	52	15	)	)	PUNCT
easat-3956	52	16	established	establish	VERB
easat-3956	52	17	a	a	DET
easat-3956	52	18	trait	trait	NOUN
easat-3956	52	19	-	-	PUNCT
easat-3956	52	20	oriented	orient	VERB
easat-3956	52	21	deep	deep	ADJ
easat-3956	52	22	learning	learn	VERB
easat-3956	52	23	automated	automate	VERB
easat-3956	52	24	essay	essay	NOUN
easat-3956	52	25	scoring	scoring	NOUN
easat-3956	52	26	(	(	PUNCT
easat-3956	52	27	aes	aes	NOUN
easat-3956	52	28	)	)	PUNCT
easat-3956	52	29	framework	framework	NOUN
easat-3956	52	30	that	that	PRON
easat-3956	52	31	delivers	deliver	VERB
easat-3956	52	32	adaptive	adaptive	ADJ
easat-3956	52	33	feedback	feedback	NOUN
easat-3956	52	34	.	.	PUNCT
easat-3956	53	1	this	this	DET
easat-3956	53	2	framework	framework	NOUN
easat-3956	53	3	employs	employ	VERB
easat-3956	53	4	a	a	DET
easat-3956	53	5	variety	variety	NOUN
easat-3956	53	6	of	of	ADP
easat-3956	53	7	deep	deep	ADJ
easat-3956	53	8	learning	learning	NOUN
easat-3956	53	9	architectures	architecture	NOUN
easat-3956	53	10	,	,	PUNCT
easat-3956	53	11	including	include	VERB
easat-3956	53	12	cnn	cnn	PROPN
easat-3956	53	13	,	,	PUNCT
easat-3956	53	14	rnn	rnn	PROPN
easat-3956	53	15	,	,	PUNCT
easat-3956	53	16	gru	gru	PROPN
easat-3956	53	17	,	,	PUNCT
easat-3956	53	18	and	and	CCONJ
easat-3956	53	19	lstm	lstm	PROPN
easat-3956	53	20	,	,	PUNCT
easat-3956	53	21	with	with	ADP
easat-3956	53	22	the	the	DET
easat-3956	53	23	lstm	lstm	NOUN
easat-3956	53	24	-	-	PUNCT
easat-3956	53	25	based	base	VERB
easat-3956	53	26	model	model	NOUN
easat-3956	53	27	demonstrating	demonstrate	VERB
easat-3956	53	28	a	a	DET
easat-3956	53	29	4.6	4.6	NUM
easat-3956	53	30	%	%	NOUN
easat-3956	53	31	enhancement	enhancement	NOUN
easat-3956	53	32	in	in	ADP
easat-3956	53	33	scoring	scoring	NOUN
easat-3956	53	34	precision	precision	NOUN
easat-3956	53	35	relative	relative	ADJ
easat-3956	53	36	to	to	ADP
easat-3956	53	37	the	the	DET
easat-3956	53	38	baseline	baseline	NOUN
easat-3956	53	39	.	.	PUNCT
easat-3956	54	1	the	the	DET
easat-3956	54	2	investigation	investigation	NOUN
easat-3956	54	3	concentrated	concentrate	VERB
easat-3956	54	4	on	on	ADP
easat-3956	54	5	traitoriented	traitoriente	VERB
easat-3956	54	6	assessment	assessment	NOUN
easat-3956	54	7	,	,	PUNCT
easat-3956	54	8	enabling	enable	VERB
easat-3956	54	9	the	the	DET
easat-3956	54	10	system	system	NOUN
easat-3956	54	11	to	to	PART
easat-3956	54	12	identify	identify	VERB
easat-3956	54	13	particular	particular	ADJ
easat-3956	54	14	traits	trait	NOUN
easat-3956	54	15	within	within	ADP
easat-3956	54	16	essays	essay	NOUN
easat-3956	54	17	and	and	CCONJ
easat-3956	54	18	provide	provide	VERB
easat-3956	54	19	feedback	feedback	NOUN
easat-3956	54	20	tailored	tailor	VERB
easat-3956	54	21	to	to	ADP
easat-3956	54	22	those	those	DET
easat-3956	54	23	traits	trait	NOUN
easat-3956	54	24	.	.	PUNCT
easat-3956	55	1	the	the	DET
easat-3956	55	2	proposed	propose	VERB
easat-3956	55	3	aes	aes	PROPN
easat-3956	55	4	aug	aug	PROPN
easat-3956	55	5	model	model	PROPN
easat-3956	55	6	,	,	PUNCT
easat-3956	55	7	assessed	assess	VERB
easat-3956	55	8	using	use	VERB
easat-3956	55	9	the	the	DET
easat-3956	55	10	quadratic	quadratic	ADJ
easat-3956	55	11	weighted	weight	VERB
easat-3956	55	12	kappa	kappa	PROPN
easat-3956	55	13	(	(	PUNCT
easat-3956	55	14	qwk	qwk	PROPN
easat-3956	55	15	)	)	PUNCT
easat-3956	55	16	metric	metric	NOUN
easat-3956	55	17	,	,	PUNCT
easat-3956	55	18	surpassed	surpass	VERB
easat-3956	55	19	the	the	DET
easat-3956	55	20	agreement	agreement	NOUN
easat-3956	55	21	levels	level	NOUN
easat-3956	55	22	of	of	ADP
easat-3956	55	23	human	human	ADJ
easat-3956	55	24	evaluators	evaluator	NOUN
easat-3956	55	25	in	in	ADP
easat-3956	55	26	the	the	DET
easat-3956	55	27	2012	2012	NUM
easat-3956	55	28	asap	asap	NOUN
easat-3956	55	29	dataset	dataset	PROPN
easat-3956	55	30	.	.	PUNCT
easat-3956	56	1	this	this	DET
easat-3956	56	2	model	model	NOUN
easat-3956	56	3	was	be	AUX
easat-3956	56	4	integrated	integrate	VERB
easat-3956	56	5	into	into	ADP
easat-3956	56	6	the	the	DET
easat-3956	56	7	i	i	PROPN
easat-3956	56	8	assistant	assistant	ADJ
easat-3956	56	9	educational	educational	ADJ
easat-3956	56	10	platform	platform	NOUN
easat-3956	56	11	,	,	PUNCT
easat-3956	56	12	supplying	supply	VERB
easat-3956	56	13	learners	learner	NOUN
easat-3956	56	14	with	with	ADP
easat-3956	56	15	estimated	estimate	VERB
easat-3956	56	16	scores	score	NOUN
easat-3956	56	17	and	and	CCONJ
easat-3956	56	18	comprehensive	comprehensive	ADJ
easat-3956	56	19	feedback	feedback	NOUN
easat-3956	56	20	across	across	ADP
easat-3956	56	21	multiple	multiple	ADJ
easat-3956	56	22	rubric	rubric	ADJ
easat-3956	56	23	dimensions	dimension	NOUN
easat-3956	56	24	.	.	PUNCT
easat-3956	57	1	the	the	DET
easat-3956	57	2	research	research	NOUN
easat-3956	57	3	concludes	conclude	VERB
easat-3956	57	4	that	that	SCONJ
easat-3956	57	5	trait	trait	NOUN
easat-3956	57	6	-	-	PUNCT
easat-3956	57	7	oriented	orient	VERB
easat-3956	57	8	aes	aes	NOUN
easat-3956	57	9	contributes	contribute	VERB
easat-3956	57	10	to	to	AUX
easat-3956	57	11	improved	improve	VERB
easat-3956	57	12	overall	overall	ADJ
easat-3956	57	13	scoring	scoring	NOUN
easat-3956	57	14	precision	precision	NOUN
easat-3956	57	15	and	and	CCONJ
easat-3956	57	16	the	the	DET
easat-3956	57	17	quality	quality	NOUN
easat-3956	57	18	of	of	ADP
easat-3956	57	19	feedback	feedback	NOUN
easat-3956	57	20	,	,	PUNCT
easat-3956	57	21	indicating	indicate	VERB
easat-3956	57	22	that	that	SCONJ
easat-3956	57	23	forthcoming	forthcoming	ADJ
easat-3956	57	24	systems	system	NOUN
easat-3956	57	25	should	should	AUX
easat-3956	57	26	prioritize	prioritize	VERB
easat-3956	57	27	the	the	DET
easat-3956	57	28	expansion	expansion	NOUN
easat-3956	57	29	of	of	ADP
easat-3956	57	30	trait	trait	NOUN
easat-3956	57	31	-	-	PUNCT
easat-3956	57	32	focused	focus	VERB
easat-3956	57	33	evaluations	evaluation	NOUN
easat-3956	57	34	to	to	PART
easat-3956	57	35	facilitate	facilitate	VERB
easat-3956	57	36	more	more	ADV
easat-3956	57	37	effective	effective	ADJ
easat-3956	57	38	feedback	feedback	NOUN
easat-3956	57	39	mechanisms	mechanism	NOUN
easat-3956	57	40	in	in	ADP
easat-3956	57	41	educational	educational	ADJ
easat-3956	57	42	contexts	context	NOUN
easat-3956	57	43	[	[	X
easat-3956	57	44	8	8	NUM
easat-3956	57	45	]	]	PUNCT
easat-3956	57	46	.	.	PUNCT
easat-3956	58	1	in	in	ADP
easat-3956	58	2	their	their	PRON
easat-3956	58	3	2021	2021	NUM
easat-3956	58	4	study	study	NOUN
easat-3956	58	5	,	,	PUNCT
easat-3956	58	6	kumar	kumar	PROPN
easat-3956	58	7	and	and	CCONJ
easat-3956	58	8	boulanger	boulanger	PROPN
easat-3956	58	9	investigate	investigate	VERB
easat-3956	58	10	automated	automate	VERB
easat-3956	58	11	essay	essay	NOUN
easat-3956	58	12	scoring	scoring	NOUN
easat-3956	58	13	(	(	PUNCT
easat-3956	58	14	aes	aes	NOUN
easat-3956	58	15	)	)	PUNCT
easat-3956	58	16	systems	system	NOUN
easat-3956	58	17	,	,	PUNCT
easat-3956	58	18	particularly	particularly	ADV
easat-3956	58	19	those	those	PRON
easat-3956	58	20	using	use	VERB
easat-3956	58	21	deep	deep	ADJ
easat-3956	58	22	learning	learning	NOUN
easat-3956	58	23	techniques	technique	NOUN
easat-3956	58	24	.	.	PUNCT
easat-3956	59	1	they	they	PRON
easat-3956	59	2	analyze	analyze	VERB
easat-3956	59	3	datasets	dataset	NOUN
easat-3956	59	4	from	from	ADP
easat-3956	59	5	the	the	DET
easat-3956	59	6	2012	2012	NUM
easat-3956	59	7	kaggle	kaggle	ADJ
easat-3956	59	8	automated	automate	VERB
easat-3956	59	9	student	student	NOUN
easat-3956	59	10	assessment	assessment	NOUN
easat-3956	59	11	prize	prize	PROPN
easat-3956	59	12	,	,	PUNCT
easat-3956	59	13	which	which	PRON
easat-3956	59	14	includes	includes	AUX
easat-3956	59	15	manually	manually	ADV
easat-3956	59	16	graded	grade	VERB
easat-3956	59	17	essays	essay	NOUN
easat-3956	59	18	,	,	PUNCT
easat-3956	59	19	to	to	PART
easat-3956	59	20	assess	assess	VERB
easat-3956	59	21	their	their	PRON
easat-3956	59	22	suitability	suitability	NOUN
easat-3956	59	23	for	for	ADP
easat-3956	59	24	creating	create	VERB
easat-3956	59	25	effective	effective	ADJ
easat-3956	59	26	automated	automate	VERB
easat-3956	59	27	assessment	assessment	NOUN
easat-3956	59	28	tools	tool	NOUN
easat-3956	59	29	.	.	PUNCT
easat-3956	60	1	the	the	DET
easat-3956	60	2	research	research	NOUN
easat-3956	60	3	employs	employ	VERB
easat-3956	60	4	deep	deep	ADJ
easat-3956	60	5	neural	neural	ADJ
easat-3956	60	6	networks	network	NOUN
easat-3956	60	7	and	and	CCONJ
easat-3956	60	8	advanced	advanced	ADJ
easat-3956	60	9	natural	natural	ADJ
easat-3956	60	10	language	language	NOUN
easat-3956	60	11	processing	processing	NOUN
easat-3956	60	12	(	(	PUNCT
easat-3956	60	13	nlp	nlp	NOUN
easat-3956	60	14	)	)	PUNCT
easat-3956	60	15	methods	method	NOUN
easat-3956	60	16	to	to	PART
easat-3956	60	17	predict	predict	VERB
easat-3956	60	18	rubric	rubric	ADJ
easat-3956	60	19	scores	score	NOUN
easat-3956	60	20	,	,	PUNCT
easat-3956	60	21	aiming	aim	VERB
easat-3956	60	22	to	to	PART
easat-3956	60	23	improve	improve	VERB
easat-3956	60	24	the	the	DET
easat-3956	60	25	interpretability	interpretability	NOUN
easat-3956	60	26	of	of	ADP
easat-3956	60	27	the	the	DET
easat-3956	60	28	aes	aes	NOUN
easat-3956	60	29	system	system	NOUN
easat-3956	60	30	by	by	ADP
easat-3956	60	31	providing	provide	VERB
easat-3956	60	32	clear	clear	ADJ
easat-3956	60	33	explanations	explanation	NOUN
easat-3956	60	34	for	for	ADP
easat-3956	60	35	the	the	DET
easat-3956	60	36	predicted	predict	VERB
easat-3956	60	37	scores	score	NOUN
easat-3956	60	38	.	.	PUNCT
easat-3956	61	1	the	the	DET
easat-3956	61	2	study	study	NOUN
easat-3956	61	3	9161	9161	NUM
easat-3956	61	4	edelweiss	edelweiss	PROPN
easat-3956	61	5	applied	apply	VERB
easat-3956	61	6	science	science	NOUN
easat-3956	61	7	and	and	CCONJ
easat-3956	61	8	technology	technology	NOUN
easat-3956	61	9	issn	issn	PROPN
easat-3956	61	10	:	:	PUNCT
easat-3956	61	11	2576	2576	NUM
easat-3956	61	12	-	-	SYM
easat-3956	61	13	8484	8484	NUM
easat-3956	61	14	vol	vol	NOUN
easat-3956	61	15	.	.	PROPN
easat-3956	61	16	8	8	NUM
easat-3956	61	17	,	,	PUNCT
easat-3956	61	18	no	no	INTJ
easat-3956	61	19	.	.	NOUN
easat-3956	62	1	6	6	NUM
easat-3956	62	2	:	:	SYM
easat-3956	62	3	9158	9158	NUM
easat-3956	62	4	-	-	SYM
easat-3956	62	5	9176	9176	NUM
easat-3956	62	6	,	,	PUNCT
easat-3956	62	7	2024	2024	NUM
easat-3956	62	8	doi	doi	NOUN
easat-3956	62	9	:	:	PUNCT
easat-3956	62	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	62	11	©	©	NOUN
easat-3956	62	12	2024	2024	NUM
easat-3956	62	13	by	by	ADP
easat-3956	62	14	the	the	DET
easat-3956	62	15	authors	author	NOUN
easat-3956	62	16	;	;	PUNCT
easat-3956	62	17	licensee	licensee	PROPN
easat-3956	62	18	learning	learning	NOUN
easat-3956	62	19	gate	gate	NOUN
easat-3956	62	20	measures	measure	NOUN
easat-3956	62	21	the	the	DET
easat-3956	62	22	system	system	NOUN
easat-3956	62	23	's	's	PART
easat-3956	62	24	effectiveness	effectiveness	NOUN
easat-3956	62	25	by	by	ADP
easat-3956	62	26	comparing	compare	VERB
easat-3956	62	27	its	its	PRON
easat-3956	62	28	agreement	agreement	NOUN
easat-3956	62	29	with	with	ADP
easat-3956	62	30	human	human	ADJ
easat-3956	62	31	raters	rater	NOUN
easat-3956	62	32	using	use	VERB
easat-3956	62	33	the	the	DET
easat-3956	62	34	quadratic	quadratic	ADJ
easat-3956	62	35	weighted	weight	VERB
easat-3956	62	36	kappa	kappa	PROPN
easat-3956	62	37	(	(	PUNCT
easat-3956	62	38	qwk	qwk	PROPN
easat-3956	62	39	)	)	PUNCT
easat-3956	62	40	statistic	statistic	NOUN
easat-3956	62	41	.	.	PUNCT
easat-3956	63	1	the	the	DET
easat-3956	63	2	aes	aes	PROPN
easat-3956	63	3	system	system	NOUN
easat-3956	63	4	achieved	achieve	VERB
easat-3956	63	5	a	a	DET
easat-3956	63	6	qwk	qwk	NOUN
easat-3956	63	7	score	score	NOUN
easat-3956	63	8	of	of	ADP
easat-3956	63	9	0.72	0.72	NUM
easat-3956	63	10	,	,	PUNCT
easat-3956	63	11	surpassing	surpass	VERB
easat-3956	63	12	the	the	DET
easat-3956	63	13	average	average	ADJ
easat-3956	63	14	agreement	agreement	NOUN
easat-3956	63	15	among	among	ADP
easat-3956	63	16	human	human	ADJ
easat-3956	63	17	assessors	assessor	NOUN
easat-3956	63	18	(	(	PUNCT
easat-3956	63	19	0.60	0.60	NUM
easat-3956	63	20	)	)	PUNCT
easat-3956	63	21	and	and	CCONJ
easat-3956	63	22	previous	previous	ADJ
easat-3956	63	23	models	model	NOUN
easat-3956	63	24	(	(	PUNCT
easat-3956	63	25	0.53	0.53	NUM
easat-3956	63	26	)	)	PUNCT
easat-3956	63	27	.	.	PUNCT
easat-3956	64	1	additionally	additionally	ADV
easat-3956	64	2	,	,	PUNCT
easat-3956	64	3	it	it	PRON
easat-3956	64	4	predicted	predict	VERB
easat-3956	64	5	holistic	holistic	ADJ
easat-3956	64	6	essay	essay	ADJ
easat-3956	64	7	scores	score	NOUN
easat-3956	64	8	with	with	ADP
easat-3956	64	9	a	a	DET
easat-3956	64	10	qwk	qwk	NOUN
easat-3956	64	11	of	of	ADP
easat-3956	64	12	0.78	0.78	NUM
easat-3956	64	13	,	,	PUNCT
easat-3956	64	14	indicating	indicate	VERB
easat-3956	64	15	competitiveness	competitiveness	NOUN
easat-3956	64	16	with	with	ADP
easat-3956	64	17	other	other	ADJ
easat-3956	64	18	leading	lead	VERB
easat-3956	64	19	aes	aes	PROPN
easat-3956	64	20	technologies	technology	NOUN
easat-3956	64	21	.	.	PUNCT
easat-3956	65	1	despite	despite	SCONJ
easat-3956	65	2	its	its	PRON
easat-3956	65	3	successes	success	NOUN
easat-3956	65	4	,	,	PUNCT
easat-3956	65	5	the	the	DET
easat-3956	65	6	study	study	NOUN
easat-3956	65	7	notes	note	VERB
easat-3956	65	8	some	some	DET
easat-3956	65	9	limitations	limitation	NOUN
easat-3956	65	10	,	,	PUNCT
easat-3956	65	11	including	include	VERB
easat-3956	65	12	the	the	DET
easat-3956	65	13	reliance	reliance	NOUN
easat-3956	65	14	on	on	ADP
easat-3956	65	15	initial	initial	ADJ
easat-3956	65	16	human	human	ADJ
easat-3956	65	17	rater	rater	NOUN
easat-3956	65	18	agreement	agreement	NOUN
easat-3956	65	19	,	,	PUNCT
easat-3956	65	20	which	which	PRON
easat-3956	65	21	raises	raise	VERB
easat-3956	65	22	concerns	concern	NOUN
easat-3956	65	23	about	about	ADP
easat-3956	65	24	the	the	DET
easat-3956	65	25	consistency	consistency	NOUN
easat-3956	65	26	of	of	ADP
easat-3956	65	27	evaluations	evaluation	NOUN
easat-3956	65	28	.	.	PUNCT
easat-3956	66	1	the	the	DET
easat-3956	66	2	authors	author	NOUN
easat-3956	66	3	also	also	ADV
easat-3956	66	4	highlight	highlight	VERB
easat-3956	66	5	that	that	SCONJ
easat-3956	66	6	while	while	SCONJ
easat-3956	66	7	the	the	DET
easat-3956	66	8	system	system	NOUN
easat-3956	66	9	provides	provide	VERB
easat-3956	66	10	rationales	rationale	NOUN
easat-3956	66	11	for	for	ADP
easat-3956	66	12	its	its	PRON
easat-3956	66	13	predictions	prediction	NOUN
easat-3956	66	14	,	,	PUNCT
easat-3956	66	15	the	the	DET
easat-3956	66	16	deep	deep	ADJ
easat-3956	66	17	learning	learning	NOUN
easat-3956	66	18	models	model	NOUN
easat-3956	66	19	still	still	ADV
easat-3956	66	20	function	function	VERB
easat-3956	66	21	as	as	ADP
easat-3956	66	22	"	"	PUNCT
easat-3956	66	23	black	black	ADJ
easat-3956	66	24	boxes	box	NOUN
easat-3956	66	25	,	,	PUNCT
easat-3956	66	26	"	"	PUNCT
easat-3956	66	27	making	make	VERB
easat-3956	66	28	it	it	PRON
easat-3956	66	29	challenging	challenge	VERB
easat-3956	66	30	to	to	PART
easat-3956	66	31	fully	fully	ADV
easat-3956	66	32	understand	understand	VERB
easat-3956	66	33	their	their	PRON
easat-3956	66	34	decision	decision	NOUN
easat-3956	66	35	-	-	PUNCT
easat-3956	66	36	making	make	VERB
easat-3956	66	37	processes	process	NOUN
easat-3956	66	38	.	.	PUNCT
easat-3956	67	1	the	the	DET
easat-3956	67	2	research	research	NOUN
easat-3956	67	3	emphasizes	emphasize	VERB
easat-3956	67	4	the	the	DET
easat-3956	67	5	importance	importance	NOUN
easat-3956	67	6	of	of	ADP
easat-3956	67	7	interpretability	interpretability	NOUN
easat-3956	67	8	and	and	CCONJ
easat-3956	67	9	accountability	accountability	NOUN
easat-3956	67	10	in	in	ADP
easat-3956	67	11	aes	aes	PROPN
easat-3956	67	12	technology	technology	NOUN
easat-3956	67	13	and	and	CCONJ
easat-3956	67	14	suggests	suggest	VERB
easat-3956	67	15	future	future	ADJ
easat-3956	67	16	directions	direction	NOUN
easat-3956	67	17	,	,	PUNCT
easat-3956	67	18	such	such	ADJ
easat-3956	67	19	as	as	ADP
easat-3956	67	20	incorporating	incorporate	VERB
easat-3956	67	21	human	human	ADJ
easat-3956	67	22	validation	validation	NOUN
easat-3956	67	23	in	in	ADP
easat-3956	67	24	grading	grade	VERB
easat-3956	67	25	practices	practice	NOUN
easat-3956	67	26	,	,	PUNCT
easat-3956	67	27	enhancing	enhance	VERB
easat-3956	67	28	model	model	NOUN
easat-3956	67	29	clarity	clarity	NOUN
easat-3956	67	30	,	,	PUNCT
easat-3956	67	31	and	and	CCONJ
easat-3956	67	32	improving	improve	VERB
easat-3956	67	33	system	system	NOUN
easat-3956	67	34	performance	performance	NOUN
easat-3956	67	35	to	to	PART
easat-3956	67	36	better	well	ADV
easat-3956	67	37	mimic	mimic	VERB
easat-3956	67	38	or	or	CCONJ
easat-3956	67	39	exceed	exceed	VERB
easat-3956	67	40	human	human	ADJ
easat-3956	67	41	evaluations	evaluation	NOUN
easat-3956	67	42	[	[	X
easat-3956	67	43	12	12	NUM
easat-3956	67	44	]	]	PUNCT
easat-3956	67	45	.	.	PUNCT
easat-3956	68	1	in	in	ADP
easat-3956	68	2	their	their	PRON
easat-3956	68	3	2021	2021	NUM
easat-3956	68	4	research	research	NOUN
easat-3956	68	5	,	,	PUNCT
easat-3956	68	6	tulu	tulu	PROPN
easat-3956	68	7	,	,	PUNCT
easat-3956	68	8	ozkaya	ozkaya	PROPN
easat-3956	68	9	,	,	PUNCT
easat-3956	68	10	and	and	CCONJ
easat-3956	68	11	orhan	orhan	PROPN
easat-3956	68	12	introduced	introduce	VERB
easat-3956	68	13	an	an	DET
easat-3956	68	14	automated	automate	VERB
easat-3956	68	15	short	short	ADJ
easat-3956	68	16	answer	answer	NOUN
easat-3956	68	17	grading	grade	VERB
easat-3956	68	18	(	(	PUNCT
easat-3956	68	19	asag	asag	ADJ
easat-3956	68	20	)	)	PUNCT
easat-3956	68	21	system	system	NOUN
easat-3956	68	22	leveraging	leverage	VERB
easat-3956	68	23	the	the	DET
easat-3956	68	24	manhattan	manhattan	PROPN
easat-3956	68	25	long	long	ADJ
easat-3956	68	26	short	short	ADJ
easat-3956	68	27	-	-	PUNCT
easat-3956	68	28	term	term	NOUN
easat-3956	68	29	memory	memory	NOUN
easat-3956	68	30	(	(	PUNCT
easat-3956	68	31	malstm	malstm	NOUN
easat-3956	68	32	)	)	PUNCT
easat-3956	68	33	architecture	architecture	NOUN
easat-3956	68	34	and	and	CCONJ
easat-3956	68	35	semspace	semspace	NOUN
easat-3956	68	36	sense	sense	NOUN
easat-3956	68	37	vectors	vector	NOUN
easat-3956	68	38	.	.	PUNCT
easat-3956	69	1	they	they	PRON
easat-3956	69	2	utilized	utilize	VERB
easat-3956	69	3	the	the	DET
easat-3956	69	4	semspace	semspace	NOUN
easat-3956	69	5	methodology	methodology	NOUN
easat-3956	69	6	to	to	PART
easat-3956	69	7	generate	generate	VERB
easat-3956	69	8	sense	sense	NOUN
easat-3956	69	9	vectors	vector	NOUN
easat-3956	69	10	derived	derive	VERB
easat-3956	69	11	from	from	ADP
easat-3956	69	12	wordnet	wordnet	NOUN
easat-3956	69	13	,	,	PUNCT
easat-3956	69	14	which	which	PRON
easat-3956	69	15	enabled	enable	VERB
easat-3956	69	16	precise	precise	ADJ
easat-3956	69	17	word	word	NOUN
easat-3956	69	18	sense	sense	NOUN
easat-3956	69	19	disambiguation	disambiguation	NOUN
easat-3956	69	20	for	for	ADP
easat-3956	69	21	the	the	DET
easat-3956	69	22	evaluation	evaluation	NOUN
easat-3956	69	23	of	of	ADP
easat-3956	69	24	student	student	NOUN
easat-3956	69	25	submissions	submission	NOUN
easat-3956	69	26	.	.	PUNCT
easat-3956	70	1	the	the	DET
easat-3956	70	2	model	model	NOUN
easat-3956	70	3	underwent	underwent	NOUN
easat-3956	70	4	training	training	NOUN
easat-3956	70	5	on	on	ADP
easat-3956	70	6	two	two	NUM
easat-3956	70	7	distinct	distinct	ADJ
easat-3956	70	8	datasets	dataset	NOUN
easat-3956	70	9	:	:	PUNCT
easat-3956	70	10	the	the	DET
easat-3956	70	11	widely	widely	ADV
easat-3956	70	12	recognized	recognize	VERB
easat-3956	70	13	mohler	mohler	NOUN
easat-3956	70	14	asag	asag	NOUN
easat-3956	70	15	dataset	dataset	VERB
easat-3956	70	16	,	,	PUNCT
easat-3956	70	17	as	as	ADV
easat-3956	70	18	well	well	ADV
easat-3956	70	19	as	as	ADP
easat-3956	70	20	a	a	DET
easat-3956	70	21	bespoke	bespoke	NOUN
easat-3956	70	22	cu	cu	NOUN
easat-3956	70	23	-	-	PUNCT
easat-3956	70	24	nlp	nlp	ADJ
easat-3956	70	25	dataset	dataset	NOUN
easat-3956	70	26	,	,	PUNCT
easat-3956	70	27	which	which	PRON
easat-3956	70	28	encompassed	encompass	VERB
easat-3956	70	29	responses	response	NOUN
easat-3956	70	30	from	from	ADP
easat-3956	70	31	students	student	NOUN
easat-3956	70	32	enrolled	enrol	VERB
easat-3956	70	33	in	in	ADP
easat-3956	70	34	a	a	DET
easat-3956	70	35	natural	natural	ADJ
easat-3956	70	36	language	language	NOUN
easat-3956	70	37	processing	processing	NOUN
easat-3956	70	38	course	course	NOUN
easat-3956	70	39	.	.	PUNCT
easat-3956	71	1	the	the	DET
easat-3956	71	2	assessment	assessment	NOUN
easat-3956	71	3	demonstrated	demonstrate	VERB
easat-3956	71	4	elevated	elevated	ADJ
easat-3956	71	5	pearson	pearson	NOUN
easat-3956	71	6	correlation	correlation	NOUN
easat-3956	71	7	coefficients	coefficient	NOUN
easat-3956	71	8	,	,	PUNCT
easat-3956	71	9	reflecting	reflect	VERB
easat-3956	71	10	substantial	substantial	ADJ
easat-3956	71	11	concordance	concordance	NOUN
easat-3956	71	12	between	between	ADP
easat-3956	71	13	the	the	DET
easat-3956	71	14	model	model	NOUN
easat-3956	71	15	's	's	PART
easat-3956	71	16	ratings	rating	NOUN
easat-3956	71	17	and	and	CCONJ
easat-3956	71	18	human	human	ADJ
easat-3956	71	19	assessments	assessment	NOUN
easat-3956	71	20	,	,	PUNCT
easat-3956	71	21	with	with	ADP
easat-3956	71	22	correlations	correlation	NOUN
easat-3956	71	23	frequently	frequently	ADV
easat-3956	71	24	reaching	reach	VERB
easat-3956	71	25	approximately	approximately	ADV
easat-3956	71	26	0.95	0.95	NUM
easat-3956	71	27	for	for	ADP
easat-3956	71	28	the	the	DET
easat-3956	71	29	mohler	mohler	NOUN
easat-3956	71	30	dataset	dataset	NOUN
easat-3956	71	31	and	and	CCONJ
easat-3956	71	32	0.989	0.989	NUM
easat-3956	71	33	for	for	ADP
easat-3956	71	34	the	the	DET
easat-3956	71	35	cu	cu	PROPN
easat-3956	71	36	-	-	PUNCT
easat-3956	71	37	nlp	nlp	ADJ
easat-3956	71	38	dataset	dataset	NOUN
easat-3956	71	39	.	.	PUNCT
easat-3956	72	1	notwithstanding	notwithstanding	ADP
easat-3956	72	2	these	these	DET
easat-3956	72	3	encouraging	encouraging	ADJ
easat-3956	72	4	findings	finding	NOUN
easat-3956	72	5	,	,	PUNCT
easat-3956	72	6	the	the	DET
easat-3956	72	7	study	study	NOUN
easat-3956	72	8	acknowledged	acknowledge	VERB
easat-3956	72	9	certain	certain	ADJ
easat-3956	72	10	limitations	limitation	NOUN
easat-3956	72	11	,	,	PUNCT
easat-3956	72	12	including	include	VERB
easat-3956	72	13	difficulties	difficulty	NOUN
easat-3956	72	14	associated	associate	VERB
easat-3956	72	15	with	with	ADP
easat-3956	72	16	the	the	DET
easat-3956	72	17	intricate	intricate	ADJ
easat-3956	72	18	nature	nature	NOUN
easat-3956	72	19	of	of	ADP
easat-3956	72	20	word	word	NOUN
easat-3956	72	21	relationships	relationship	NOUN
easat-3956	72	22	within	within	ADP
easat-3956	72	23	wordnet	wordnet	NOUN
easat-3956	72	24	and	and	CCONJ
easat-3956	72	25	the	the	DET
easat-3956	72	26	training	training	NOUN
easat-3956	72	27	methodology	methodology	NOUN
easat-3956	72	28	,	,	PUNCT
easat-3956	72	29	which	which	PRON
easat-3956	72	30	could	could	AUX
easat-3956	72	31	be	be	AUX
easat-3956	72	32	refined	refine	VERB
easat-3956	72	33	by	by	ADP
easat-3956	72	34	concentrating	concentrate	VERB
easat-3956	72	35	on	on	ADP
easat-3956	72	36	more	more	ADV
easat-3956	72	37	concise	concise	ADJ
easat-3956	72	38	context	context	NOUN
easat-3956	72	39	sets	set	NOUN
easat-3956	72	40	.	.	PUNCT
easat-3956	73	1	in	in	ADP
easat-3956	73	2	summary	summary	NOUN
easat-3956	73	3	,	,	PUNCT
easat-3956	73	4	the	the	DET
easat-3956	73	5	investigation	investigation	NOUN
easat-3956	73	6	emphasizes	emphasize	VERB
easat-3956	73	7	the	the	DET
easat-3956	73	8	potential	potential	NOUN
easat-3956	73	9	of	of	ADP
easat-3956	73	10	harnessing	harness	VERB
easat-3956	73	11	sophisticated	sophisticated	ADJ
easat-3956	73	12	machine	machine	NOUN
easat-3956	73	13	-	-	PUNCT
easat-3956	73	14	learning	learn	VERB
easat-3956	73	15	methodologies	methodology	NOUN
easat-3956	73	16	and	and	CCONJ
easat-3956	73	17	semantic	semantic	ADJ
easat-3956	73	18	assets	asset	NOUN
easat-3956	73	19	to	to	PART
easat-3956	73	20	improve	improve	VERB
easat-3956	73	21	the	the	DET
easat-3956	73	22	precision	precision	NOUN
easat-3956	73	23	and	and	CCONJ
easat-3956	73	24	effectiveness	effectiveness	NOUN
easat-3956	73	25	of	of	ADP
easat-3956	73	26	automatic	automatic	ADJ
easat-3956	73	27	grading	grading	NOUN
easat-3956	73	28	systems	system	NOUN
easat-3956	73	29	[	[	X
easat-3956	73	30	5	5	NUM
easat-3956	73	31	]	]	PUNCT
easat-3956	73	32	.	.	PUNCT
easat-3956	74	1	in	in	ADP
easat-3956	74	2	their	their	PRON
easat-3956	74	3	2023	2023	NUM
easat-3956	74	4	research	research	NOUN
easat-3956	74	5	,	,	PUNCT
easat-3956	74	6	wang	wang	PROPN
easat-3956	74	7	et	et	PROPN
easat-3956	74	8	al	al	PROPN
easat-3956	74	9	.	.	PROPN
easat-3956	74	10	present	present	VERB
easat-3956	74	11	an	an	DET
easat-3956	74	12	innovative	innovative	ADJ
easat-3956	74	13	evaluation	evaluation	NOUN
easat-3956	74	14	framework	framework	NOUN
easat-3956	74	15	termed	term	VERB
easat-3956	74	16	aupel	aupel	PROPN
easat-3956	74	17	,	,	PUNCT
easat-3956	74	18	aimed	aim	VERB
easat-3956	74	19	at	at	ADP
easat-3956	74	20	assessing	assess	VERB
easat-3956	74	21	personalized	personalized	ADJ
easat-3956	74	22	text	text	NOUN
easat-3956	74	23	generation	generation	NOUN
easat-3956	74	24	through	through	ADP
easat-3956	74	25	the	the	DET
easat-3956	74	26	application	application	NOUN
easat-3956	74	27	of	of	ADP
easat-3956	74	28	large	large	ADJ
easat-3956	74	29	language	language	NOUN
easat-3956	74	30	models	model	NOUN
easat-3956	74	31	(	(	PUNCT
easat-3956	74	32	llms	llm	NOUN
easat-3956	74	33	)	)	PUNCT
easat-3956	74	34	.	.	PUNCT
easat-3956	75	1	this	this	DET
easat-3956	75	2	framework	framework	NOUN
easat-3956	75	3	analyzes	analyze	VERB
easat-3956	75	4	text	text	NOUN
easat-3956	75	5	across	across	ADP
easat-3956	75	6	three	three	NUM
easat-3956	75	7	fundamental	fundamental	ADJ
easat-3956	75	8	dimensions	dimension	NOUN
easat-3956	75	9	:	:	PUNCT
easat-3956	75	10	quality	quality	NOUN
easat-3956	75	11	,	,	PUNCT
easat-3956	75	12	relevance	relevance	NOUN
easat-3956	75	13	,	,	PUNCT
easat-3956	75	14	and	and	CCONJ
easat-3956	75	15	personalization	personalization	NOUN
easat-3956	75	16	.	.	PUNCT
easat-3956	76	1	the	the	DET
easat-3956	76	2	research	research	NOUN
easat-3956	76	3	employed	employ	VERB
easat-3956	76	4	an	an	DET
easat-3956	76	5	email	email	NOUN
easat-3956	76	6	dataset	dataset	NOUN
easat-3956	76	7	encompassing	encompass	VERB
easat-3956	76	8	over	over	ADP
easat-3956	76	9	279	279	NUM
easat-3956	76	10	accounts	account	NOUN
easat-3956	76	11	,	,	PUNCT
easat-3956	76	12	concentrating	concentrate	VERB
easat-3956	76	13	on	on	ADP
easat-3956	76	14	documents	document	NOUN
easat-3956	76	15	exceeding	exceed	VERB
easat-3956	76	16	300	300	NUM
easat-3956	76	17	characters	character	NOUN
easat-3956	76	18	that	that	PRON
easat-3956	76	19	were	be	AUX
easat-3956	76	20	produced	produce	VERB
easat-3956	76	21	by	by	ADP
easat-3956	76	22	authors	author	NOUN
easat-3956	76	23	with	with	ADP
easat-3956	76	24	a	a	DET
easat-3956	76	25	minimum	minimum	NOUN
easat-3956	76	26	of	of	ADP
easat-3956	76	27	three	three	NUM
easat-3956	76	28	documents	document	NOUN
easat-3956	76	29	.	.	PUNCT
easat-3956	77	1	participants	participant	NOUN
easat-3956	77	2	were	be	AUX
easat-3956	77	3	included	include	VERB
easat-3956	77	4	if	if	SCONJ
easat-3956	77	5	they	they	PRON
easat-3956	77	6	submitted	submit	VERB
easat-3956	77	7	at	at	ADV
easat-3956	77	8	least	least	ADV
easat-3956	77	9	10	10	NUM
easat-3956	77	10	examples	example	NOUN
easat-3956	77	11	,	,	PUNCT
easat-3956	77	12	with	with	ADP
easat-3956	77	13	a	a	DET
easat-3956	77	14	maximum	maximum	NOUN
easat-3956	77	15	of	of	ADP
easat-3956	77	16	100	100	NUM
easat-3956	77	17	examples	example	NOUN
easat-3956	77	18	per	per	ADP
easat-3956	77	19	participant	participant	NOUN
easat-3956	77	20	to	to	PART
easat-3956	77	21	mitigate	mitigate	VERB
easat-3956	77	22	bias	bias	NOUN
easat-3956	77	23	from	from	ADP
easat-3956	77	24	more	more	ADJ
easat-3956	77	25	prolific	prolific	ADJ
easat-3956	77	26	users	user	NOUN
easat-3956	77	27	.	.	PUNCT
easat-3956	78	1	the	the	DET
easat-3956	78	2	results	result	NOUN
easat-3956	78	3	indicated	indicate	VERB
easat-3956	78	4	that	that	SCONJ
easat-3956	78	5	aupel	aupel	PROPN
easat-3956	78	6	surpassed	surpass	VERB
easat-3956	78	7	conventional	conventional	ADJ
easat-3956	78	8	metrics	metric	NOUN
easat-3956	78	9	such	such	ADJ
easat-3956	78	10	as	as	ADP
easat-3956	78	11	bleu	bleu	NOUN
easat-3956	78	12	and	and	CCONJ
easat-3956	78	13	rouge	rouge	NOUN
easat-3956	78	14	in	in	ADP
easat-3956	78	15	the	the	DET
easat-3956	78	16	assessment	assessment	NOUN
easat-3956	78	17	of	of	ADP
easat-3956	78	18	personalized	personalized	ADJ
easat-3956	78	19	text	text	NOUN
easat-3956	78	20	generation	generation	NOUN
easat-3956	78	21	,	,	PUNCT
easat-3956	78	22	demonstrating	demonstrate	VERB
easat-3956	78	23	enhanced	enhance	VERB
easat-3956	78	24	capabilities	capability	NOUN
easat-3956	78	25	to	to	PART
easat-3956	78	26	differentiate	differentiate	VERB
easat-3956	78	27	and	and	CCONJ
easat-3956	78	28	rank	rank	NOUN
easat-3956	78	29	models	model	NOUN
easat-3956	78	30	based	base	VERB
easat-3956	78	31	on	on	ADP
easat-3956	78	32	their	their	PRON
easat-3956	78	33	level	level	NOUN
easat-3956	78	34	of	of	ADP
easat-3956	78	35	personalization	personalization	NOUN
easat-3956	78	36	.	.	PUNCT
easat-3956	79	1	the	the	DET
easat-3956	79	2	concordance	concordance	NOUN
easat-3956	79	3	between	between	ADP
easat-3956	79	4	aupel	aupel	PROPN
easat-3956	79	5	and	and	CCONJ
easat-3956	79	6	human	human	ADJ
easat-3956	79	7	evaluations	evaluation	NOUN
easat-3956	79	8	was	be	AUX
easat-3956	79	9	elevated	elevate	VERB
easat-3956	79	10	across	across	ADP
easat-3956	79	11	all	all	DET
easat-3956	79	12	dimensions	dimension	NOUN
easat-3956	79	13	,	,	PUNCT
easat-3956	79	14	with	with	ADP
easat-3956	79	15	human	human	ADJ
easat-3956	79	16	evaluators	evaluator	NOUN
easat-3956	79	17	achieving	achieve	VERB
easat-3956	79	18	agreement	agreement	NOUN
easat-3956	79	19	scores	score	NOUN
easat-3956	79	20	of	of	ADP
easat-3956	79	21	0.65	0.65	NUM
easat-3956	79	22	for	for	ADP
easat-3956	79	23	quality	quality	NOUN
easat-3956	79	24	,	,	PUNCT
easat-3956	79	25	0.61	0.61	NUM
easat-3956	79	26	for	for	ADP
easat-3956	79	27	relevance	relevance	NOUN
easat-3956	79	28	,	,	PUNCT
easat-3956	79	29	and	and	CCONJ
easat-3956	79	30	0.63	0.63	NUM
easat-3956	79	31	for	for	ADP
easat-3956	79	32	personalization	personalization	NOUN
easat-3956	79	33	.	.	PUNCT
easat-3956	80	1	notwithstanding	notwithstanding	ADP
easat-3956	80	2	its	its	PRON
easat-3956	80	3	merits	merit	NOUN
easat-3956	80	4	,	,	PUNCT
easat-3956	80	5	the	the	DET
easat-3956	80	6	study	study	NOUN
easat-3956	80	7	acknowledged	acknowledge	VERB
easat-3956	80	8	that	that	SCONJ
easat-3956	80	9	human	human	ADJ
easat-3956	80	10	evaluations	evaluation	NOUN
easat-3956	80	11	tend	tend	VERB
easat-3956	80	12	to	to	PART
easat-3956	80	13	be	be	AUX
easat-3956	80	14	more	more	ADJ
easat-3956	80	15	resource	resource	NOUN
easat-3956	80	16	-	-	PUNCT
easat-3956	80	17	intensive	intensive	ADJ
easat-3956	80	18	and	and	CCONJ
easat-3956	80	19	less	less	ADV
easat-3956	80	20	reliable	reliable	ADJ
easat-3956	80	21	.	.	PUNCT
easat-3956	81	1	the	the	DET
easat-3956	81	2	assessment	assessment	NOUN
easat-3956	81	3	of	of	ADP
easat-3956	81	4	personalization	personalization	NOUN
easat-3956	81	5	proved	prove	VERB
easat-3956	81	6	to	to	PART
easat-3956	81	7	be	be	AUX
easat-3956	81	8	particularly	particularly	ADV
easat-3956	81	9	complex	complex	ADJ
easat-3956	81	10	and	and	CCONJ
easat-3956	81	11	subjective	subjective	ADJ
easat-3956	81	12	,	,	PUNCT
easat-3956	81	13	highlighting	highlight	VERB
easat-3956	81	14	the	the	DET
easat-3956	81	15	necessity	necessity	NOUN
easat-3956	81	16	for	for	ADP
easat-3956	81	17	additional	additional	ADJ
easat-3956	81	18	test	test	NOUN
easat-3956	81	19	cases	case	NOUN
easat-3956	81	20	to	to	PART
easat-3956	81	21	derive	derive	VERB
easat-3956	81	22	dependable	dependable	ADJ
easat-3956	81	23	results	result	NOUN
easat-3956	81	24	.	.	PUNCT
easat-3956	82	1	although	although	SCONJ
easat-3956	82	2	aupel	aupel	NOUN
easat-3956	82	3	proficiently	proficiently	ADV
easat-3956	82	4	addresses	address	VERB
easat-3956	82	5	essential	essential	ADJ
easat-3956	82	6	aspects	aspect	NOUN
easat-3956	82	7	of	of	ADP
easat-3956	82	8	text	text	NOUN
easat-3956	82	9	quality	quality	NOUN
easat-3956	82	10	,	,	PUNCT
easat-3956	82	11	it	it	PRON
easat-3956	82	12	does	do	AUX
easat-3956	82	13	not	not	PART
easat-3956	82	14	encompass	encompass	VERB
easat-3956	82	15	every	every	DET
easat-3956	82	16	potential	potential	ADJ
easat-3956	82	17	dimension	dimension	NOUN
easat-3956	82	18	.	.	PUNCT
easat-3956	83	1	the	the	DET
easat-3956	83	2	authors	author	NOUN
easat-3956	83	3	underline	underline	VERB
easat-3956	83	4	the	the	DET
easat-3956	83	5	swift	swift	ADJ
easat-3956	83	6	progression	progression	NOUN
easat-3956	83	7	in	in	ADP
easat-3956	83	8	the	the	DET
easat-3956	83	9	assessment	assessment	NOUN
easat-3956	83	10	of	of	ADP
easat-3956	83	11	text	text	NOUN
easat-3956	83	12	generation	generation	NOUN
easat-3956	83	13	and	and	CCONJ
easat-3956	83	14	advocate	advocate	VERB
easat-3956	83	15	for	for	ADP
easat-3956	83	16	future	future	ADJ
easat-3956	83	17	investigations	investigation	NOUN
easat-3956	83	18	to	to	PART
easat-3956	83	19	formulate	formulate	VERB
easat-3956	83	20	more	more	ADV
easat-3956	83	21	comprehensive	comprehensive	ADJ
easat-3956	83	22	test	test	NOUN
easat-3956	83	23	cases	case	NOUN
easat-3956	83	24	and	and	CCONJ
easat-3956	83	25	examine	examine	VERB
easat-3956	83	26	the	the	DET
easat-3956	83	27	boundaries	boundary	NOUN
easat-3956	83	28	of	of	ADP
easat-3956	83	29	llm	llm	PROPN
easat-3956	83	30	capabilities	capability	NOUN
easat-3956	83	31	in	in	ADP
easat-3956	83	32	the	the	DET
easat-3956	83	33	evaluation	evaluation	NOUN
easat-3956	83	34	of	of	ADP
easat-3956	83	35	personalized	personalized	ADJ
easat-3956	83	36	content	content	NOUN
easat-3956	83	37	.	.	PUNCT
easat-3956	84	1	in	in	ADP
easat-3956	84	2	summary	summary	NOUN
easat-3956	84	3	,	,	PUNCT
easat-3956	84	4	aupel	aupel	PROPN
easat-3956	84	5	represents	represent	VERB
easat-3956	84	6	the	the	DET
easat-3956	84	7	inaugural	inaugural	ADJ
easat-3956	84	8	automated	automate	VERB
easat-3956	84	9	approach	approach	NOUN
easat-3956	84	10	specifically	specifically	ADV
easat-3956	84	11	designed	design	VERB
easat-3956	84	12	for	for	ADP
easat-3956	84	13	this	this	DET
easat-3956	84	14	objective	objective	NOUN
easat-3956	84	15	,	,	PUNCT
easat-3956	84	16	offering	offer	VERB
easat-3956	84	17	precise	precise	ADJ
easat-3956	84	18	,	,	PUNCT
easat-3956	84	19	consistent	consistent	ADJ
easat-3956	84	20	,	,	PUNCT
easat-3956	84	21	and	and	CCONJ
easat-3956	84	22	nuanced	nuanced	ADJ
easat-3956	84	23	evaluations	evaluation	NOUN
easat-3956	84	24	in	in	ADP
easat-3956	84	25	comparison	comparison	NOUN
easat-3956	84	26	to	to	ADP
easat-3956	84	27	traditional	traditional	ADJ
easat-3956	84	28	metrics	metric	NOUN
easat-3956	84	29	and	and	CCONJ
easat-3956	84	30	human	human	ADJ
easat-3956	84	31	raters	rater	NOUN
easat-3956	84	32	[	[	X
easat-3956	84	33	2	2	NUM
easat-3956	84	34	]	]	PUNCT
easat-3956	84	35	.	.	PUNCT
easat-3956	85	1	in	in	ADP
easat-3956	85	2	their	their	PRON
easat-3956	85	3	2023	2023	NUM
easat-3956	85	4	investigation	investigation	NOUN
easat-3956	85	5	,	,	PUNCT
easat-3956	85	6	meccawy	meccawy	PROPN
easat-3956	85	7	,	,	PUNCT
easat-3956	85	8	maram	maram	PROPN
easat-3956	85	9	,	,	PUNCT
easat-3956	85	10	and	and	CCONJ
easat-3956	85	11	associates	associate	NOUN
easat-3956	85	12	concentrated	concentrate	VERB
easat-3956	85	13	on	on	ADP
easat-3956	85	14	the	the	DET
easat-3956	85	15	creation	creation	NOUN
easat-3956	85	16	of	of	ADP
easat-3956	85	17	an	an	DET
easat-3956	85	18	automated	automate	VERB
easat-3956	85	19	essay	essay	NOUN
easat-3956	85	20	evaluation	evaluation	NOUN
easat-3956	85	21	system	system	NOUN
easat-3956	85	22	tailored	tailor	VERB
easat-3956	85	23	for	for	ADP
easat-3956	85	24	arabic	arabic	ADJ
easat-3956	85	25	short	short	ADJ
easat-3956	85	26	answer	answer	NOUN
easat-3956	85	27	inquiries	inquiry	NOUN
easat-3956	85	28	by	by	ADP
easat-3956	85	29	employing	employ	VERB
easat-3956	85	30	text	text	NOUN
easat-3956	85	31	mining	mining	NOUN
easat-3956	85	32	methodologies	methodology	NOUN
easat-3956	85	33	.	.	PUNCT
easat-3956	86	1	they	they	PRON
easat-3956	86	2	developed	develop	VERB
easat-3956	86	3	the	the	DET
easat-3956	86	4	engineering	engineering	NOUN
easat-3956	86	5	short	short	ADJ
easat-3956	86	6	answer	answer	NOUN
easat-3956	86	7	feedback	feedback	NOUN
easat-3956	86	8	(	(	PUNCT
easat-3956	86	9	engsaf	engsaf	NOUN
easat-3956	86	10	)	)	PUNCT
easat-3956	86	11	dataset	dataset	NOUN
easat-3956	86	12	,	,	PUNCT
easat-3956	86	13	which	which	PRON
easat-3956	86	14	encompasses	encompass	VERB
easat-3956	86	15	5,800	5,800	NUM
easat-3956	86	16	student	student	NOUN
easat-3956	86	17	responses	response	NOUN
easat-3956	86	18	alongside	alongside	ADP
easat-3956	86	19	reference	reference	NOUN
easat-3956	86	20	answers	answer	NOUN
easat-3956	86	21	and	and	CCONJ
easat-3956	86	22	questions	question	NOUN
easat-3956	86	23	spanning	span	VERB
easat-3956	86	24	various	various	ADJ
easat-3956	86	25	engineering	engineering	NOUN
easat-3956	86	26	disciplines	discipline	NOUN
easat-3956	86	27	.	.	PUNCT
easat-3956	87	1	this	this	DET
easat-3956	87	2	dataset	dataset	NOUN
easat-3956	87	3	aspires	aspire	VERB
easat-3956	87	4	to	to	PART
easat-3956	87	5	offer	offer	VERB
easat-3956	87	6	a	a	DET
easat-3956	87	7	broad	broad	ADJ
easat-3956	87	8	spectrum	spectrum	NOUN
easat-3956	87	9	of	of	ADP
easat-3956	87	10	topics	topic	NOUN
easat-3956	87	11	and	and	CCONJ
easat-3956	87	12	response	response	NOUN
easat-3956	87	13	modalities	modality	NOUN
easat-3956	87	14	.	.	PUNCT
easat-3956	88	1	9162	9162	NUM
easat-3956	88	2	edelweiss	edelweiss	PROPN
easat-3956	88	3	applied	apply	VERB
easat-3956	88	4	science	science	NOUN
easat-3956	88	5	and	and	CCONJ
easat-3956	88	6	technology	technology	NOUN
easat-3956	88	7	issn	issn	PROPN
easat-3956	88	8	:	:	PUNCT
easat-3956	88	9	2576	2576	NUM
easat-3956	88	10	-	-	SYM
easat-3956	88	11	8484	8484	NUM
easat-3956	88	12	vol	vol	NOUN
easat-3956	88	13	.	.	PROPN
easat-3956	88	14	8	8	NUM
easat-3956	88	15	,	,	PUNCT
easat-3956	88	16	no	no	INTJ
easat-3956	88	17	.	.	NOUN
easat-3956	89	1	6	6	NUM
easat-3956	89	2	:	:	SYM
easat-3956	89	3	9158	9158	NUM
easat-3956	89	4	-	-	SYM
easat-3956	89	5	9176	9176	NUM
easat-3956	89	6	,	,	PUNCT
easat-3956	89	7	2024	2024	NUM
easat-3956	89	8	doi	doi	NOUN
easat-3956	89	9	:	:	PUNCT
easat-3956	89	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	89	11	©	©	NOUN
easat-3956	89	12	2024	2024	NUM
easat-3956	89	13	by	by	ADP
easat-3956	89	14	the	the	DET
easat-3956	89	15	authors	author	NOUN
easat-3956	89	16	;	;	PUNCT
easat-3956	89	17	licensee	licensee	PROPN
easat-3956	89	18	learning	learning	NOUN
easat-3956	89	19	gate	gate	VERB
easat-3956	89	20	the	the	DET
easat-3956	89	21	researchers	researcher	NOUN
easat-3956	89	22	utilized	utilize	VERB
easat-3956	89	23	a	a	DET
easat-3956	89	24	label	label	NOUN
easat-3956	89	25	-	-	PUNCT
easat-3956	89	26	aware	aware	ADJ
easat-3956	89	27	synthetic	synthetic	ADJ
easat-3956	89	28	feedback	feedback	NOUN
easat-3956	89	29	generation	generation	NOUN
easat-3956	89	30	(	(	PUNCT
easat-3956	89	31	lasfg	lasfg	NOUN
easat-3956	89	32	)	)	PUNCT
easat-3956	89	33	framework	framework	NOUN
easat-3956	89	34	,	,	PUNCT
easat-3956	89	35	harnessing	harness	VERB
easat-3956	89	36	large	large	ADJ
easat-3956	89	37	language	language	NOUN
easat-3956	89	38	models	model	NOUN
easat-3956	89	39	(	(	PUNCT
easat-3956	89	40	llms	llm	NOUN
easat-3956	89	41	)	)	PUNCT
easat-3956	89	42	to	to	PART
easat-3956	89	43	produce	produce	VERB
easat-3956	89	44	feedback	feedback	NOUN
easat-3956	89	45	that	that	PRON
easat-3956	89	46	elucidates	elucidate	VERB
easat-3956	89	47	the	the	DET
easat-3956	89	48	rationale	rationale	NOUN
easat-3956	89	49	behind	behind	ADP
easat-3956	89	50	the	the	DET
easat-3956	89	51	awarded	award	VERB
easat-3956	89	52	grades	grade	NOUN
easat-3956	89	53	.	.	PUNCT
easat-3956	90	1	this	this	DET
easat-3956	90	2	methodology	methodology	NOUN
easat-3956	90	3	augments	augment	VERB
easat-3956	90	4	the	the	DET
easat-3956	90	5	pedagogical	pedagogical	ADJ
easat-3956	90	6	effectiveness	effectiveness	NOUN
easat-3956	90	7	of	of	ADP
easat-3956	90	8	the	the	DET
easat-3956	90	9	assessment	assessment	NOUN
easat-3956	90	10	process	process	NOUN
easat-3956	90	11	by	by	ADP
easat-3956	90	12	delivering	deliver	VERB
easat-3956	90	13	constructive	constructive	ADJ
easat-3956	90	14	critiques	critique	NOUN
easat-3956	90	15	regarding	regard	VERB
easat-3956	90	16	student	student	NOUN
easat-3956	90	17	submissions	submission	NOUN
easat-3956	90	18	.	.	PUNCT
easat-3956	91	1	the	the	DET
easat-3956	91	2	system	system	NOUN
easat-3956	91	3	's	's	PART
easat-3956	91	4	efficacy	efficacy	NOUN
easat-3956	91	5	was	be	AUX
easat-3956	91	6	corroborated	corroborate	VERB
easat-3956	91	7	through	through	ADP
easat-3956	91	8	its	its	PRON
easat-3956	91	9	implementation	implementation	NOUN
easat-3956	91	10	in	in	ADP
easat-3956	91	11	a	a	DET
easat-3956	91	12	genuine	genuine	ADJ
easat-3956	91	13	end	end	NOUN
easat-3956	91	14	-	-	PUNCT
easat-3956	91	15	semester	semester	NOUN
easat-3956	91	16	examination	examination	NOUN
easat-3956	91	17	at	at	ADP
easat-3956	91	18	the	the	DET
easat-3956	91	19	indian	indian	PROPN
easat-3956	91	20	institute	institute	PROPN
easat-3956	91	21	of	of	ADP
easat-3956	91	22	technology	technology	PROPN
easat-3956	91	23	bombay	bombay	PROPN
easat-3956	91	24	(	(	PUNCT
easat-3956	91	25	iitb	iitb	NOUN
easat-3956	91	26	)	)	PUNCT
easat-3956	91	27	,	,	PUNCT
easat-3956	91	28	illustrating	illustrate	VERB
easat-3956	91	29	its	its	PRON
easat-3956	91	30	practical	practical	ADJ
easat-3956	91	31	applicability	applicability	NOUN
easat-3956	91	32	within	within	ADP
easat-3956	91	33	an	an	DET
easat-3956	91	34	academic	academic	ADJ
easat-3956	91	35	context	context	NOUN
easat-3956	91	36	.	.	PUNCT
easat-3956	92	1	the	the	DET
easat-3956	92	2	findings	finding	NOUN
easat-3956	92	3	underscored	underscore	VERB
easat-3956	92	4	the	the	DET
easat-3956	92	5	system	system	NOUN
easat-3956	92	6	's	's	PART
easat-3956	92	7	proficiency	proficiency	NOUN
easat-3956	92	8	in	in	ADP
easat-3956	92	9	rendering	render	VERB
easat-3956	92	10	precise	precise	ADJ
easat-3956	92	11	evaluations	evaluation	NOUN
easat-3956	92	12	and	and	CCONJ
easat-3956	92	13	substantial	substantial	ADJ
easat-3956	92	14	feedback	feedback	NOUN
easat-3956	92	15	,	,	PUNCT
easat-3956	92	16	thereby	thereby	ADV
easat-3956	92	17	enhancing	enhance	VERB
easat-3956	92	18	the	the	DET
easat-3956	92	19	overall	overall	ADJ
easat-3956	92	20	educational	educational	ADJ
easat-3956	92	21	experience	experience	NOUN
easat-3956	92	22	.	.	PUNCT
easat-3956	93	1	by	by	ADP
easat-3956	93	2	establishing	establish	VERB
easat-3956	93	3	various	various	ADJ
easat-3956	93	4	llm	llm	ADV
easat-3956	93	5	-	-	PUNCT
easat-3956	93	6	based	base	VERB
easat-3956	93	7	zero	zero	NUM
easat-3956	93	8	-	-	PUNCT
easat-3956	93	9	shot	shoot	VERB
easat-3956	93	10	and	and	CCONJ
easat-3956	93	11	fine	fine	ADV
easat-3956	93	12	-	-	PUNCT
easat-3956	93	13	tuned	tune	VERB
easat-3956	93	14	baselines	baseline	NOUN
easat-3956	93	15	,	,	PUNCT
easat-3956	93	16	the	the	DET
easat-3956	93	17	research	research	NOUN
easat-3956	93	18	establishes	establish	VERB
easat-3956	93	19	a	a	DET
easat-3956	93	20	groundwork	groundwork	NOUN
easat-3956	93	21	for	for	ADP
easat-3956	93	22	subsequent	subsequent	ADJ
easat-3956	93	23	inquiries	inquiry	NOUN
easat-3956	93	24	into	into	ADP
easat-3956	93	25	automated	automate	VERB
easat-3956	93	26	assessment	assessment	NOUN
easat-3956	93	27	and	and	CCONJ
easat-3956	93	28	feedback	feedback	NOUN
easat-3956	93	29	frameworks	framework	NOUN
easat-3956	93	30	,	,	PUNCT
easat-3956	93	31	promoting	promote	VERB
easat-3956	93	32	further	further	ADJ
easat-3956	93	33	investigation	investigation	NOUN
easat-3956	93	34	of	of	ADP
easat-3956	93	35	these	these	DET
easat-3956	93	36	sophisticated	sophisticated	ADJ
easat-3956	93	37	technologies	technology	NOUN
easat-3956	93	38	in	in	ADP
easat-3956	93	39	educational	educational	ADJ
easat-3956	93	40	contexts	context	NOUN
easat-3956	93	41	[	[	X
easat-3956	93	42	4	4	NUM
easat-3956	93	43	]	]	PUNCT
easat-3956	93	44	.	.	PUNCT
easat-3956	94	1	mizumoto	mizumoto	NOUN
easat-3956	94	2	and	and	CCONJ
easat-3956	94	3	eguchi	eguchi	NOUN
easat-3956	94	4	(	(	PUNCT
easat-3956	94	5	2023	2023	NUM
easat-3956	94	6	)	)	PUNCT
easat-3956	94	7	investigated	investigate	VERB
easat-3956	94	8	the	the	DET
easat-3956	94	9	efficacy	efficacy	NOUN
easat-3956	94	10	of	of	ADP
easat-3956	94	11	gpt	gpt	NOUN
easat-3956	94	12	in	in	ADP
easat-3956	94	13	the	the	DET
easat-3956	94	14	realm	realm	NOUN
easat-3956	94	15	of	of	ADP
easat-3956	94	16	automated	automate	VERB
easat-3956	94	17	essay	essay	NOUN
easat-3956	94	18	scoring	scoring	NOUN
easat-3956	94	19	(	(	PUNCT
easat-3956	94	20	aes	aes	NOUN
easat-3956	94	21	)	)	PUNCT
easat-3956	94	22	utilizing	utilize	VERB
easat-3956	94	23	the	the	DET
easat-3956	94	24	toefl11	toefl11	NOUN
easat-3956	94	25	corpus	corpus	NOUN
easat-3956	94	26	,	,	PUNCT
easat-3956	94	27	which	which	PRON
easat-3956	94	28	comprises	comprise	VERB
easat-3956	94	29	12,100	12,100	NUM
easat-3956	94	30	essays	essay	NOUN
easat-3956	94	31	authored	author	VERB
easat-3956	94	32	by	by	ADP
easat-3956	94	33	non	non	ADJ
easat-3956	94	34	-	-	ADJ
easat-3956	94	35	native	native	ADJ
easat-3956	94	36	english	english	ADJ
easat-3956	94	37	speakers	speaker	NOUN
easat-3956	94	38	.	.	PUNCT
easat-3956	95	1	the	the	DET
easat-3956	95	2	essays	essay	NOUN
easat-3956	95	3	were	be	AUX
easat-3956	95	4	classified	classify	VERB
easat-3956	95	5	into	into	ADP
easat-3956	95	6	low	low	ADJ
easat-3956	95	7	,	,	PUNCT
easat-3956	95	8	medium	medium	ADJ
easat-3956	95	9	,	,	PUNCT
easat-3956	95	10	and	and	CCONJ
easat-3956	95	11	high	high	ADJ
easat-3956	95	12	proficiency	proficiency	NOUN
easat-3956	95	13	levels	level	NOUN
easat-3956	95	14	,	,	PUNCT
easat-3956	95	15	with	with	ADP
easat-3956	95	16	statistical	statistical	ADJ
easat-3956	95	17	analyses	analysis	NOUN
easat-3956	95	18	substantiating	substantiate	VERB
easat-3956	95	19	significant	significant	ADJ
easat-3956	95	20	disparities	disparity	NOUN
easat-3956	95	21	among	among	ADP
easat-3956	95	22	them	they	PRON
easat-3956	95	23	.	.	PUNCT
easat-3956	96	1	the	the	DET
easat-3956	96	2	reliability	reliability	NOUN
easat-3956	96	3	of	of	ADP
easat-3956	96	4	intra	intra	ADJ
easat-3956	96	5	-	-	ADJ
easat-3956	96	6	rater	rater	ADJ
easat-3956	96	7	assessments	assessment	NOUN
easat-3956	96	8	was	be	AUX
easat-3956	96	9	evaluated	evaluate	VERB
easat-3956	96	10	via	via	ADP
easat-3956	96	11	quadratic	quadratic	ADJ
easat-3956	96	12	weighted	weight	VERB
easat-3956	96	13	kappa	kappa	PROPN
easat-3956	96	14	,	,	PUNCT
easat-3956	96	15	indicating	indicate	VERB
easat-3956	96	16	a	a	DET
easat-3956	96	17	consistent	consistent	ADJ
easat-3956	96	18	concordance	concordance	NOUN
easat-3956	96	19	between	between	ADP
easat-3956	96	20	the	the	DET
easat-3956	96	21	scores	score	NOUN
easat-3956	96	22	produced	produce	VERB
easat-3956	96	23	by	by	ADP
easat-3956	96	24	gpt	gpt	NOUN
easat-3956	96	25	.	.	PUNCT
easat-3956	97	1	in	in	ADP
easat-3956	97	2	an	an	DET
easat-3956	97	3	effort	effort	NOUN
easat-3956	97	4	to	to	PART
easat-3956	97	5	enhance	enhance	VERB
easat-3956	97	6	precision	precision	NOUN
easat-3956	97	7	,	,	PUNCT
easat-3956	97	8	the	the	DET
easat-3956	97	9	research	research	NOUN
easat-3956	97	10	compared	compare	VERB
easat-3956	97	11	seven	seven	NUM
easat-3956	97	12	distinct	distinct	ADJ
easat-3956	97	13	models	model	NOUN
easat-3956	97	14	,	,	PUNCT
easat-3956	97	15	integrating	integrate	VERB
easat-3956	97	16	a	a	DET
easat-3956	97	17	range	range	NOUN
easat-3956	97	18	of	of	ADP
easat-3956	97	19	linguistic	linguistic	ADJ
easat-3956	97	20	characteristics	characteristic	NOUN
easat-3956	97	21	,	,	PUNCT
easat-3956	97	22	including	include	VERB
easat-3956	97	23	measures	measure	NOUN
easat-3956	97	24	of	of	ADP
easat-3956	97	25	lexical	lexical	ADJ
easat-3956	97	26	and	and	CCONJ
easat-3956	97	27	syntactic	syntactic	ADJ
easat-3956	97	28	complexity	complexity	NOUN
easat-3956	97	29	.	.	PUNCT
easat-3956	98	1	the	the	DET
easat-3956	98	2	findings	finding	NOUN
easat-3956	98	3	indicated	indicate	VERB
easat-3956	98	4	that	that	SCONJ
easat-3956	98	5	the	the	DET
easat-3956	98	6	amalgamation	amalgamation	NOUN
easat-3956	98	7	of	of	ADP
easat-3956	98	8	gpt	gpt	NOUN
easat-3956	98	9	scores	score	NOUN
easat-3956	98	10	with	with	ADP
easat-3956	98	11	linguistic	linguistic	ADJ
easat-3956	98	12	features	feature	NOUN
easat-3956	98	13	surpassed	surpass	VERB
easat-3956	98	14	the	the	DET
easat-3956	98	15	performance	performance	NOUN
easat-3956	98	16	of	of	ADP
easat-3956	98	17	gpt	gpt	NOUN
easat-3956	98	18	scores	score	NOUN
easat-3956	98	19	in	in	ADP
easat-3956	98	20	isolation	isolation	NOUN
easat-3956	98	21	,	,	PUNCT
easat-3956	98	22	achieving	achieve	VERB
easat-3956	98	23	an	an	DET
easat-3956	98	24	adjacent	adjacent	ADJ
easat-3956	98	25	agreement	agreement	NOUN
easat-3956	98	26	rate	rate	NOUN
easat-3956	98	27	of	of	ADP
easat-3956	98	28	89.15	89.15	NUM
easat-3956	98	29	%	%	NOUN
easat-3956	98	30	with	with	ADP
easat-3956	98	31	levels	level	NOUN
easat-3956	98	32	evaluated	evaluate	VERB
easat-3956	98	33	by	by	ADP
easat-3956	98	34	human	human	ADJ
easat-3956	98	35	graders	grader	NOUN
easat-3956	98	36	.	.	PUNCT
easat-3956	99	1	the	the	DET
easat-3956	99	2	study	study	NOUN
easat-3956	99	3	concluded	conclude	VERB
easat-3956	99	4	that	that	SCONJ
easat-3956	99	5	gpt	gpt	NOUN
easat-3956	99	6	exhibits	exhibit	VERB
easat-3956	99	7	substantial	substantial	ADJ
easat-3956	99	8	promise	promise	NOUN
easat-3956	99	9	for	for	ADP
easat-3956	99	10	aes	aes	NOUN
easat-3956	99	11	,	,	PUNCT
easat-3956	99	12	particularly	particularly	ADV
easat-3956	99	13	when	when	SCONJ
easat-3956	99	14	synergized	synergize	VERB
easat-3956	99	15	with	with	ADP
easat-3956	99	16	linguistic	linguistic	ADJ
easat-3956	99	17	features	feature	NOUN
easat-3956	99	18	;	;	PUNCT
easat-3956	99	19	however	however	ADV
easat-3956	99	20	,	,	PUNCT
easat-3956	99	21	additional	additional	ADJ
easat-3956	99	22	investigation	investigation	NOUN
easat-3956	99	23	is	be	AUX
easat-3956	99	24	essential	essential	ADJ
easat-3956	99	25	to	to	PART
easat-3956	99	26	fully	fully	ADV
easat-3956	99	27	delineate	delineate	VERB
easat-3956	99	28	its	its	PRON
easat-3956	99	29	capabilities	capability	NOUN
easat-3956	99	30	[	[	X
easat-3956	99	31	7	7	NUM
easat-3956	99	32	]	]	PUNCT
easat-3956	99	33	.	.	PUNCT
easat-3956	100	1	cho	cho	PROPN
easat-3956	100	2	et	et	PROPN
easat-3956	100	3	al	al	PROPN
easat-3956	100	4	.	.	PROPN
easat-3956	101	1	(	(	PUNCT
easat-3956	101	2	2023	2023	NUM
easat-3956	101	3	)	)	PUNCT
easat-3956	101	4	present	present	VERB
easat-3956	101	5	a	a	DET
easat-3956	101	6	rubric	rubric	ADJ
easat-3956	101	7	-	-	PUNCT
easat-3956	101	8	oriented	orient	VERB
easat-3956	101	9	methodology	methodology	NOUN
easat-3956	101	10	for	for	ADP
easat-3956	101	11	automated	automate	VERB
easat-3956	101	12	essay	essay	NOUN
easat-3956	101	13	scoring	scoring	NOUN
easat-3956	101	14	(	(	PUNCT
easat-3956	101	15	aes	aes	PROPN
easat-3956	101	16	)	)	PUNCT
easat-3956	101	17	,	,	PUNCT
easat-3956	101	18	where	where	SCONJ
easat-3956	101	19	models	model	NOUN
easat-3956	101	20	are	be	AUX
easat-3956	101	21	trained	train	VERB
easat-3956	101	22	according	accord	VERB
easat-3956	101	23	to	to	ADP
easat-3956	101	24	scoring	score	VERB
easat-3956	101	25	rubrics	rubric	NOUN
easat-3956	101	26	instead	instead	ADV
easat-3956	101	27	of	of	ADP
easat-3956	101	28	prompts	prompt	NOUN
easat-3956	101	29	.	.	PUNCT
easat-3956	102	1	this	this	DET
easat-3956	102	2	investigation	investigation	NOUN
easat-3956	102	3	utilizes	utilize	VERB
easat-3956	102	4	data	datum	NOUN
easat-3956	102	5	augmentation	augmentation	NOUN
easat-3956	102	6	strategies	strategy	NOUN
easat-3956	102	7	such	such	ADJ
easat-3956	102	8	as	as	ADP
easat-3956	102	9	prompt	prompt	ADJ
easat-3956	102	10	swap	swap	NOUN
easat-3956	102	11	,	,	PUNCT
easat-3956	102	12	grade	grade	NOUN
easat-3956	102	13	match	match	NOUN
easat-3956	102	14	,	,	PUNCT
easat-3956	102	15	and	and	CCONJ
easat-3956	102	16	response	response	NOUN
easat-3956	102	17	distortion	distortion	NOUN
easat-3956	102	18	to	to	PART
easat-3956	102	19	enhance	enhance	VERB
easat-3956	102	20	the	the	DET
easat-3956	102	21	accuracy	accuracy	NOUN
easat-3956	102	22	of	of	ADP
easat-3956	102	23	the	the	DET
easat-3956	102	24	models	model	NOUN
easat-3956	102	25	.	.	PUNCT
easat-3956	103	1	the	the	DET
easat-3956	103	2	aes	aes	PROPN
easat-3956	103	3	model	model	NOUN
easat-3956	103	4	is	be	AUX
easat-3956	103	5	developed	develop	VERB
easat-3956	103	6	using	use	VERB
easat-3956	103	7	the	the	DET
easat-3956	103	8	asap	asap	NOUN
easat-3956	103	9	dataset	dataset	NOUN
easat-3956	103	10	,	,	PUNCT
easat-3956	103	11	employing	employ	VERB
easat-3956	103	12	the	the	DET
easat-3956	103	13	mean	mean	ADJ
easat-3956	103	14	squared	square	VERB
easat-3956	103	15	error	error	NOUN
easat-3956	103	16	loss	loss	NOUN
easat-3956	103	17	function	function	NOUN
easat-3956	103	18	,	,	PUNCT
easat-3956	103	19	and	and	CCONJ
easat-3956	103	20	is	be	AUX
easat-3956	103	21	assessed	assess	VERB
easat-3956	103	22	using	use	VERB
easat-3956	103	23	the	the	DET
easat-3956	103	24	quadratic	quadratic	ADJ
easat-3956	103	25	weighted	weight	VERB
easat-3956	103	26	kappa	kappa	PROPN
easat-3956	103	27	(	(	PUNCT
easat-3956	103	28	qwk	qwk	PROPN
easat-3956	103	29	)	)	PUNCT
easat-3956	103	30	metric	metric	NOUN
easat-3956	103	31	.	.	PUNCT
easat-3956	104	1	the	the	DET
easat-3956	104	2	findings	finding	NOUN
easat-3956	104	3	indicate	indicate	VERB
easat-3956	104	4	that	that	SCONJ
easat-3956	104	5	the	the	DET
easat-3956	104	6	rubric	rubric	ADJ
easat-3956	104	7	-	-	PUNCT
easat-3956	104	8	oriented	orient	VERB
easat-3956	104	9	models	model	NOUN
easat-3956	104	10	,	,	PUNCT
easat-3956	104	11	augmented	augment	VERB
easat-3956	104	12	through	through	ADP
easat-3956	104	13	data	datum	NOUN
easat-3956	104	14	techniques	technique	NOUN
easat-3956	104	15	,	,	PUNCT
easat-3956	104	16	surpass	surpass	VERB
easat-3956	104	17	the	the	DET
easat-3956	104	18	performance	performance	NOUN
easat-3956	104	19	of	of	ADP
easat-3956	104	20	baseline	baseline	NOUN
easat-3956	104	21	models	model	NOUN
easat-3956	104	22	.	.	PUNCT
easat-3956	105	1	in	in	ADP
easat-3956	105	2	particular	particular	ADJ
easat-3956	105	3	,	,	PUNCT
easat-3956	105	4	grade	grade	NOUN
easat-3956	105	5	match	match	NOUN
easat-3956	105	6	markedly	markedly	ADV
easat-3956	105	7	enhances	enhance	VERB
easat-3956	105	8	the	the	DET
easat-3956	105	9	correspondence	correspondence	NOUN
easat-3956	105	10	with	with	ADP
easat-3956	105	11	rubric	rubric	ADJ
easat-3956	105	12	components	component	NOUN
easat-3956	105	13	,	,	PUNCT
easat-3956	105	14	while	while	SCONJ
easat-3956	105	15	prompt	prompt	ADJ
easat-3956	105	16	swap	swap	NOUN
easat-3956	105	17	and	and	CCONJ
easat-3956	105	18	response	response	NOUN
easat-3956	105	19	distortion	distortion	NOUN
easat-3956	105	20	facilitate	facilitate	VERB
easat-3956	105	21	the	the	DET
easat-3956	105	22	identification	identification	NOUN
easat-3956	105	23	of	of	ADP
easat-3956	105	24	irrelevant	irrelevant	ADJ
easat-3956	105	25	and	and	CCONJ
easat-3956	105	26	distorted	distorted	ADJ
easat-3956	105	27	responses	response	NOUN
easat-3956	105	28	.	.	PUNCT
easat-3956	106	1	the	the	DET
easat-3956	106	2	research	research	NOUN
easat-3956	106	3	underscores	underscore	VERB
easat-3956	106	4	the	the	DET
easat-3956	106	5	shortcomings	shortcoming	NOUN
easat-3956	106	6	of	of	ADP
easat-3956	106	7	prompt	prompt	ADJ
easat-3956	106	8	-	-	PUNCT
easat-3956	106	9	oriented	orient	VERB
easat-3956	106	10	models	model	NOUN
easat-3956	106	11	and	and	CCONJ
easat-3956	106	12	posits	posit	NOUN
easat-3956	106	13	that	that	PRON
easat-3956	106	14	rubric	rubric	ADJ
easat-3956	106	15	-	-	PUNCT
easat-3956	106	16	centric	centric	ADJ
easat-3956	106	17	training	training	NOUN
easat-3956	106	18	can	can	AUX
easat-3956	106	19	improve	improve	VERB
easat-3956	106	20	the	the	DET
easat-3956	106	21	accuracy	accuracy	NOUN
easat-3956	106	22	and	and	CCONJ
easat-3956	106	23	resilience	resilience	NOUN
easat-3956	106	24	of	of	ADP
easat-3956	106	25	aes	aes	PROPN
easat-3956	106	26	,	,	PUNCT
easat-3956	106	27	potentially	potentially	ADV
easat-3956	106	28	substituting	substitute	VERB
easat-3956	106	29	human	human	ADJ
easat-3956	106	30	evaluators	evaluator	NOUN
easat-3956	106	31	in	in	ADP
easat-3956	106	32	certain	certain	ADJ
easat-3956	106	33	scenarios	scenario	NOUN
easat-3956	106	34	.	.	PUNCT
easat-3956	107	1	the	the	DET
easat-3956	107	2	authors	author	NOUN
easat-3956	107	3	also	also	ADV
easat-3956	107	4	recognize	recognize	VERB
easat-3956	107	5	deficiencies	deficiency	NOUN
easat-3956	107	6	in	in	ADP
easat-3956	107	7	the	the	DET
easat-3956	107	8	present	present	ADJ
easat-3956	107	9	aes	aes	PROPN
easat-3956	107	10	literature	literature	NOUN
easat-3956	107	11	,	,	PUNCT
easat-3956	107	12	particularly	particularly	ADV
easat-3956	107	13	the	the	DET
easat-3956	107	14	necessity	necessity	NOUN
easat-3956	107	15	for	for	ADP
easat-3956	107	16	superior	superior	ADJ
easat-3956	107	17	performance	performance	NOUN
easat-3956	107	18	metrics	metric	NOUN
easat-3956	107	19	and	and	CCONJ
easat-3956	107	20	enhanced	enhance	VERB
easat-3956	107	21	abilities	ability	NOUN
easat-3956	107	22	for	for	ADP
easat-3956	107	23	identifying	identify	VERB
easat-3956	107	24	irrelevant	irrelevant	ADJ
easat-3956	107	25	responses	response	NOUN
easat-3956	107	26	.	.	PUNCT
easat-3956	108	1	they	they	PRON
easat-3956	108	2	advocate	advocate	VERB
easat-3956	108	3	for	for	ADP
easat-3956	108	4	forthcoming	forthcoming	ADJ
easat-3956	108	5	research	research	NOUN
easat-3956	108	6	to	to	PART
easat-3956	108	7	concentrate	concentrate	VERB
easat-3956	108	8	on	on	ADP
easat-3956	108	9	refining	refine	VERB
easat-3956	108	10	these	these	DET
easat-3956	108	11	aspects	aspect	NOUN
easat-3956	108	12	to	to	PART
easat-3956	108	13	establish	establish	VERB
easat-3956	108	14	more	more	ADV
easat-3956	108	15	dependable	dependable	ADJ
easat-3956	108	16	aes	aes	NOUN
easat-3956	108	17	systems	system	NOUN
easat-3956	108	18	[	[	X
easat-3956	108	19	9	9	NUM
easat-3956	108	20	]	]	PUNCT
easat-3956	108	21	.	.	PUNCT
easat-3956	109	1	waer	waer	PROPN
easat-3956	109	2	(	(	PUNCT
easat-3956	109	3	2023	2023	NUM
easat-3956	109	4	)	)	PUNCT
easat-3956	109	5	examines	examine	VERB
easat-3956	109	6	the	the	DET
easat-3956	109	7	impact	impact	NOUN
easat-3956	109	8	of	of	ADP
easat-3956	109	9	automated	automate	VERB
easat-3956	109	10	writing	writing	NOUN
easat-3956	109	11	evaluation	evaluation	NOUN
easat-3956	109	12	(	(	PUNCT
easat-3956	109	13	awe	awe	PROPN
easat-3956	109	14	)	)	PUNCT
easat-3956	109	15	on	on	ADP
easat-3956	109	16	writing	write	VERB
easat-3956	109	17	apprehension	apprehension	NOUN
easat-3956	109	18	and	and	CCONJ
easat-3956	109	19	grammatical	grammatical	ADJ
easat-3956	109	20	proficiency	proficiency	NOUN
easat-3956	109	21	among	among	ADP
easat-3956	109	22	english	english	ADJ
easat-3956	109	23	majors	major	NOUN
easat-3956	109	24	at	at	ADP
easat-3956	109	25	an	an	DET
easat-3956	109	26	egyptian	egyptian	ADJ
easat-3956	109	27	university	university	NOUN
easat-3956	109	28	.	.	PUNCT
easat-3956	110	1	the	the	DET
easat-3956	110	2	study	study	NOUN
easat-3956	110	3	divided	divide	VERB
easat-3956	110	4	participants	participant	NOUN
easat-3956	110	5	into	into	ADP
easat-3956	110	6	two	two	NUM
easat-3956	110	7	groups	group	NOUN
easat-3956	110	8	:	:	PUNCT
easat-3956	110	9	an	an	DET
easat-3956	110	10	experimental	experimental	ADJ
easat-3956	110	11	group	group	NOUN
easat-3956	110	12	using	use	VERB
easat-3956	110	13	the	the	DET
easat-3956	110	14	cambridge	cambridge	NOUN
easat-3956	110	15	"	"	PUNCT
easat-3956	110	16	write	write	VERB
easat-3956	110	17	&	&	CCONJ
easat-3956	110	18	improve	improve	VERB
easat-3956	110	19	"	"	PUNCT
easat-3956	110	20	platform	platform	NOUN
easat-3956	110	21	for	for	ADP
easat-3956	110	22	writing	write	VERB
easat-3956	110	23	assessment	assessment	NOUN
easat-3956	110	24	and	and	CCONJ
easat-3956	110	25	a	a	DET
easat-3956	110	26	control	control	NOUN
easat-3956	110	27	group	group	NOUN
easat-3956	110	28	receiving	receive	VERB
easat-3956	110	29	feedback	feedback	NOUN
easat-3956	110	30	from	from	ADP
easat-3956	110	31	an	an	DET
easat-3956	110	32	instructor	instructor	NOUN
easat-3956	110	33	.	.	PUNCT
easat-3956	111	1	writing	write	VERB
easat-3956	111	2	apprehension	apprehension	NOUN
easat-3956	111	3	was	be	AUX
easat-3956	111	4	measured	measure	VERB
easat-3956	111	5	using	use	VERB
easat-3956	111	6	the	the	DET
easat-3956	111	7	english	english	ADJ
easat-3956	111	8	writing	writing	NOUN
easat-3956	111	9	apprehension	apprehension	NOUN
easat-3956	111	10	scale	scale	NOUN
easat-3956	111	11	(	(	PUNCT
easat-3956	111	12	ewas	ewas	PROPN
easat-3956	111	13	)	)	PUNCT
easat-3956	111	14	,	,	PUNCT
easat-3956	111	15	while	while	SCONJ
easat-3956	111	16	grammatical	grammatical	ADJ
easat-3956	111	17	proficiency	proficiency	NOUN
easat-3956	111	18	was	be	AUX
easat-3956	111	19	assessed	assess	VERB
easat-3956	111	20	through	through	ADP
easat-3956	111	21	a	a	DET
easat-3956	111	22	grammar	grammar	NOUN
easat-3956	111	23	knowledge	knowledge	NOUN
easat-3956	111	24	test	test	NOUN
easat-3956	111	25	(	(	PUNCT
easat-3956	111	26	gkt	gkt	PROPN
easat-3956	111	27	)	)	PUNCT
easat-3956	111	28	adapted	adapt	VERB
easat-3956	111	29	from	from	ADP
easat-3956	111	30	the	the	DET
easat-3956	111	31	toefl	toefl	NOUN
easat-3956	111	32	framework	framework	NOUN
easat-3956	111	33	.	.	PUNCT
easat-3956	112	1	the	the	DET
easat-3956	112	2	findings	finding	NOUN
easat-3956	112	3	showed	show	VERB
easat-3956	112	4	that	that	SCONJ
easat-3956	112	5	the	the	DET
easat-3956	112	6	experimental	experimental	ADJ
easat-3956	112	7	group	group	NOUN
easat-3956	112	8	experienced	experience	VERB
easat-3956	112	9	a	a	DET
easat-3956	112	10	significant	significant	ADJ
easat-3956	112	11	reduction	reduction	NOUN
easat-3956	112	12	in	in	ADP
easat-3956	112	13	writing	write	VERB
easat-3956	112	14	apprehension	apprehension	NOUN
easat-3956	112	15	compared	compare	VERB
easat-3956	112	16	to	to	ADP
easat-3956	112	17	the	the	DET
easat-3956	112	18	control	control	NOUN
easat-3956	112	19	group	group	NOUN
easat-3956	112	20	.	.	PUNCT
easat-3956	113	1	additionally	additionally	ADV
easat-3956	113	2	,	,	PUNCT
easat-3956	113	3	there	there	PRON
easat-3956	113	4	was	be	VERB
easat-3956	113	5	a	a	DET
easat-3956	113	6	modest	modest	ADJ
easat-3956	113	7	improvement	improvement	NOUN
easat-3956	113	8	in	in	ADP
easat-3956	113	9	grammatical	grammatical	ADJ
easat-3956	113	10	proficiency	proficiency	NOUN
easat-3956	113	11	among	among	ADP
easat-3956	113	12	less	less	ADV
easat-3956	113	13	apprehensive	apprehensive	ADJ
easat-3956	113	14	writers	writer	NOUN
easat-3956	113	15	in	in	ADP
easat-3956	113	16	the	the	DET
easat-3956	113	17	experimental	experimental	ADJ
easat-3956	113	18	group	group	NOUN
easat-3956	113	19	.	.	PUNCT
easat-3956	114	1	the	the	DET
easat-3956	114	2	results	result	NOUN
easat-3956	114	3	highlighted	highlight	VERB
easat-3956	114	4	a	a	DET
easat-3956	114	5	substantial	substantial	ADJ
easat-3956	114	6	positive	positive	ADJ
easat-3956	114	7	effect	effect	NOUN
easat-3956	114	8	of	of	ADP
easat-3956	114	9	awe	awe	NOUN
easat-3956	114	10	on	on	ADP
easat-3956	114	11	alleviating	alleviate	VERB
easat-3956	114	12	writing	write	VERB
easat-3956	114	13	anxiety	anxiety	NOUN
easat-3956	114	14	and	and	CCONJ
easat-3956	114	15	enhancing	enhance	VERB
easat-3956	114	16	performance	performance	NOUN
easat-3956	114	17	,	,	PUNCT
easat-3956	114	18	with	with	ADP
easat-3956	114	19	a	a	DET
easat-3956	114	20	negative	negative	ADJ
easat-3956	114	21	correlation	correlation	NOUN
easat-3956	114	22	found	find	VERB
easat-3956	114	23	between	between	ADP
easat-3956	114	24	writing	write	VERB
easat-3956	114	25	apprehension	apprehension	NOUN
easat-3956	114	26	and	and	CCONJ
easat-3956	114	27	grammatical	grammatical	ADJ
easat-3956	114	28	proficiency	proficiency	NOUN
easat-3956	114	29	—	—	PUNCT
easat-3956	114	30	indicating	indicate	VERB
easat-3956	114	31	that	that	SCONJ
easat-3956	114	32	as	as	SCONJ
easat-3956	114	33	apprehension	apprehension	NOUN
easat-3956	114	34	decreases	decrease	VERB
easat-3956	114	35	,	,	PUNCT
easat-3956	114	36	grammatical	grammatical	ADJ
easat-3956	114	37	knowledge	knowledge	NOUN
easat-3956	114	38	increases	increase	NOUN
easat-3956	114	39	.	.	PUNCT
easat-3956	115	1	the	the	DET
easat-3956	115	2	study	study	NOUN
easat-3956	115	3	concludes	conclude	VERB
easat-3956	115	4	that	that	SCONJ
easat-3956	115	5	awe	awe	NOUN
easat-3956	115	6	tools	tool	NOUN
easat-3956	115	7	like	like	ADP
easat-3956	115	8	cambridge	cambridge	PROPN
easat-3956	115	9	's	's	PART
easat-3956	115	10	"	"	PUNCT
easat-3956	115	11	write	write	VERB
easat-3956	115	12	&	&	CCONJ
easat-3956	115	13	improve	improve	VERB
easat-3956	115	14	"	"	PUNCT
easat-3956	115	15	can	can	AUX
easat-3956	115	16	serve	serve	VERB
easat-3956	115	17	as	as	ADP
easat-3956	115	18	effective	effective	ADJ
easat-3956	115	19	resources	resource	NOUN
easat-3956	115	20	in	in	ADP
easat-3956	115	21	education	education	NOUN
easat-3956	115	22	,	,	PUNCT
easat-3956	115	23	particularly	particularly	ADV
easat-3956	115	24	for	for	ADP
easat-3956	115	25	students	student	NOUN
easat-3956	115	26	struggling	struggle	VERB
easat-3956	115	27	with	with	ADP
easat-3956	115	28	writing	write	VERB
easat-3956	115	29	apprehension	apprehension	NOUN
easat-3956	115	30	.	.	PUNCT
easat-3956	116	1	these	these	DET
easat-3956	116	2	tools	tool	NOUN
easat-3956	116	3	can	can	AUX
easat-3956	116	4	complement	complement	VERB
easat-3956	116	5	traditional	traditional	ADJ
easat-3956	116	6	feedback	feedback	NOUN
easat-3956	116	7	methods	method	NOUN
easat-3956	116	8	,	,	PUNCT
easat-3956	116	9	helping	help	VERB
easat-3956	116	10	students	student	NOUN
easat-3956	116	11	improve	improve	VERB
easat-3956	116	12	their	their	PRON
easat-3956	116	13	grammatical	grammatical	ADJ
easat-3956	116	14	skills	skill	NOUN
easat-3956	116	15	while	while	SCONJ
easat-3956	116	16	reducing	reduce	VERB
easat-3956	116	17	writing	write	VERB
easat-3956	116	18	9163	9163	NUM
easat-3956	116	19	edelweiss	edelweiss	PROPN
easat-3956	116	20	applied	apply	VERB
easat-3956	116	21	science	science	NOUN
easat-3956	116	22	and	and	CCONJ
easat-3956	116	23	technology	technology	NOUN
easat-3956	116	24	issn	issn	PROPN
easat-3956	116	25	:	:	PUNCT
easat-3956	116	26	2576	2576	NUM
easat-3956	116	27	-	-	SYM
easat-3956	116	28	8484	8484	NUM
easat-3956	116	29	vol	vol	NOUN
easat-3956	116	30	.	.	PROPN
easat-3956	117	1	8	8	NUM
easat-3956	117	2	,	,	PUNCT
easat-3956	117	3	no	no	INTJ
easat-3956	117	4	.	.	NOUN
easat-3956	118	1	6	6	NUM
easat-3956	118	2	:	:	SYM
easat-3956	118	3	9158	9158	NUM
easat-3956	118	4	-	-	SYM
easat-3956	118	5	9176	9176	NUM
easat-3956	118	6	,	,	PUNCT
easat-3956	118	7	2024	2024	NUM
easat-3956	118	8	doi	doi	NOUN
easat-3956	118	9	:	:	PUNCT
easat-3956	118	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	118	11	©	©	NOUN
easat-3956	118	12	2024	2024	NUM
easat-3956	118	13	by	by	ADP
easat-3956	118	14	the	the	DET
easat-3956	118	15	authors	author	NOUN
easat-3956	118	16	;	;	PUNCT
easat-3956	118	17	licensee	licensee	PROPN
easat-3956	118	18	learning	learn	VERB
easat-3956	118	19	gate	gate	NOUN
easat-3956	118	20	anxiety	anxiety	NOUN
easat-3956	118	21	.	.	PUNCT
easat-3956	119	1	however	however	ADV
easat-3956	119	2	,	,	PUNCT
easat-3956	119	3	the	the	DET
easat-3956	119	4	author	author	NOUN
easat-3956	119	5	notes	note	VERB
easat-3956	119	6	the	the	DET
easat-3956	119	7	study	study	NOUN
easat-3956	119	8	's	's	PART
easat-3956	119	9	limitations	limitation	NOUN
easat-3956	119	10	,	,	PUNCT
easat-3956	119	11	including	include	VERB
easat-3956	119	12	its	its	PRON
easat-3956	119	13	focus	focus	NOUN
easat-3956	119	14	on	on	ADP
easat-3956	119	15	a	a	DET
easat-3956	119	16	specific	specific	ADJ
easat-3956	119	17	group	group	NOUN
easat-3956	119	18	of	of	ADP
easat-3956	119	19	english	english	ADJ
easat-3956	119	20	majors	major	NOUN
easat-3956	119	21	in	in	ADP
easat-3956	119	22	egypt	egypt	PROPN
easat-3956	119	23	,	,	PUNCT
easat-3956	119	24	which	which	PRON
easat-3956	119	25	may	may	AUX
easat-3956	119	26	affect	affect	VERB
easat-3956	119	27	the	the	DET
easat-3956	119	28	generalizability	generalizability	NOUN
easat-3956	119	29	of	of	ADP
easat-3956	119	30	the	the	DET
easat-3956	119	31	findings	finding	NOUN
easat-3956	119	32	.	.	PUNCT
easat-3956	120	1	future	future	ADJ
easat-3956	120	2	research	research	NOUN
easat-3956	120	3	is	be	AUX
easat-3956	120	4	suggested	suggest	VERB
easat-3956	120	5	to	to	PART
easat-3956	120	6	include	include	VERB
easat-3956	120	7	diverse	diverse	ADJ
easat-3956	120	8	participant	participant	ADJ
easat-3956	120	9	demographics	demographic	NOUN
easat-3956	120	10	and	and	CCONJ
easat-3956	120	11	explore	explore	VERB
easat-3956	120	12	the	the	DET
easat-3956	120	13	long	long	ADJ
easat-3956	120	14	-	-	PUNCT
easat-3956	120	15	term	term	NOUN
easat-3956	120	16	effects	effect	NOUN
easat-3956	120	17	of	of	ADP
easat-3956	120	18	awe	awe	PROPN
easat-3956	120	19	.	.	PUNCT
easat-3956	121	1	additionally	additionally	ADV
easat-3956	121	2	,	,	PUNCT
easat-3956	121	3	integrating	integrate	VERB
easat-3956	121	4	awe	awe	NOUN
easat-3956	121	5	with	with	ADP
easat-3956	121	6	other	other	ADJ
easat-3956	121	7	educational	educational	ADJ
easat-3956	121	8	resources	resource	NOUN
easat-3956	121	9	and	and	CCONJ
easat-3956	121	10	qualitative	qualitative	ADJ
easat-3956	121	11	insights	insight	NOUN
easat-3956	121	12	could	could	AUX
easat-3956	121	13	provide	provide	VERB
easat-3956	121	14	a	a	DET
easat-3956	121	15	more	more	ADV
easat-3956	121	16	comprehensive	comprehensive	ADJ
easat-3956	121	17	understanding	understanding	NOUN
easat-3956	121	18	of	of	ADP
easat-3956	121	19	its	its	PRON
easat-3956	121	20	impact	impact	NOUN
easat-3956	121	21	[	[	X
easat-3956	121	22	10	10	NUM
easat-3956	121	23	]	]	PUNCT
easat-3956	121	24	.	.	PUNCT
easat-3956	122	1	in	in	ADP
easat-3956	122	2	their	their	PRON
easat-3956	122	3	2024	2024	NUM
easat-3956	122	4	investigation	investigation	NOUN
easat-3956	122	5	,	,	PUNCT
easat-3956	122	6	sun	sun	PROPN
easat-3956	122	7	and	and	CCONJ
easat-3956	122	8	wang	wang	PROPN
easat-3956	122	9	introduce	introduce	VERB
easat-3956	122	10	a	a	DET
easat-3956	122	11	methodology	methodology	NOUN
easat-3956	122	12	for	for	ADP
easat-3956	122	13	the	the	DET
easat-3956	122	14	automated	automate	VERB
easat-3956	122	15	multidimensional	multidimensional	ADJ
easat-3956	122	16	evaluation	evaluation	NOUN
easat-3956	122	17	of	of	ADP
easat-3956	122	18	essays	essay	NOUN
easat-3956	122	19	.	.	PUNCT
easat-3956	123	1	the	the	DET
easat-3956	123	2	scholars	scholar	NOUN
easat-3956	123	3	leverage	leverage	VERB
easat-3956	123	4	fine	fine	ADJ
easat-3956	123	5	-	-	PUNCT
easat-3956	123	6	tuning	tuning	NOUN
easat-3956	123	7	of	of	ADP
easat-3956	123	8	pre	pre	ADJ
easat-3956	123	9	-	-	ADJ
easat-3956	123	10	existing	existing	ADJ
easat-3956	123	11	language	language	NOUN
easat-3956	123	12	models	model	NOUN
easat-3956	123	13	such	such	ADJ
easat-3956	123	14	as	as	ADP
easat-3956	123	15	roberta	roberta	PROPN
easat-3956	123	16	and	and	CCONJ
easat-3956	123	17	distilbert	distilbert	VERB
easat-3956	123	18	to	to	PART
easat-3956	123	19	augment	augment	VERB
easat-3956	123	20	their	their	PRON
easat-3956	123	21	efficacy	efficacy	NOUN
easat-3956	123	22	in	in	ADP
easat-3956	123	23	evaluating	evaluate	VERB
easat-3956	123	24	various	various	ADJ
easat-3956	123	25	facets	facet	NOUN
easat-3956	123	26	of	of	ADP
easat-3956	123	27	essays	essay	NOUN
easat-3956	123	28	,	,	PUNCT
easat-3956	123	29	including	include	VERB
easat-3956	123	30	lexicon	lexicon	NOUN
easat-3956	123	31	,	,	PUNCT
easat-3956	123	32	syntax	syntax	NOUN
easat-3956	123	33	,	,	PUNCT
easat-3956	123	34	and	and	CCONJ
easat-3956	123	35	coherence	coherence	NOUN
easat-3956	123	36	.	.	PUNCT
easat-3956	124	1	the	the	DET
easat-3956	124	2	research	research	NOUN
easat-3956	124	3	employs	employ	VERB
easat-3956	124	4	multiple	multiple	ADJ
easat-3956	124	5	regression	regression	NOUN
easat-3956	124	6	methodologies	methodology	NOUN
easat-3956	124	7	to	to	PART
easat-3956	124	8	empower	empower	VERB
easat-3956	124	9	the	the	DET
easat-3956	124	10	models	model	NOUN
easat-3956	124	11	to	to	PART
easat-3956	124	12	concurrently	concurrently	ADV
easat-3956	124	13	predict	predict	VERB
easat-3956	124	14	scores	score	NOUN
easat-3956	124	15	across	across	ADP
easat-3956	124	16	diverse	diverse	ADJ
easat-3956	124	17	dimensions	dimension	NOUN
easat-3956	124	18	.	.	PUNCT
easat-3956	125	1	furthermore	furthermore	ADV
easat-3956	125	2	,	,	PUNCT
easat-3956	125	3	contrastive	contrastive	ADJ
easat-3956	125	4	learning	learning	NOUN
easat-3956	125	5	is	be	AUX
easat-3956	125	6	utilized	utilize	VERB
easat-3956	125	7	to	to	PART
easat-3956	125	8	refine	refine	VERB
easat-3956	125	9	the	the	DET
easat-3956	125	10	models	model	NOUN
easat-3956	125	11	’	'	PUNCT
easat-3956	125	12	comprehension	comprehension	NOUN
easat-3956	125	13	by	by	ADP
easat-3956	125	14	integrating	integrate	VERB
easat-3956	125	15	additional	additional	ADJ
easat-3956	125	16	contextual	contextual	ADJ
easat-3956	125	17	information	information	NOUN
easat-3956	125	18	,	,	PUNCT
easat-3956	125	19	such	such	ADJ
easat-3956	125	20	as	as	ADP
easat-3956	125	21	prompts	prompt	NOUN
easat-3956	125	22	and	and	CCONJ
easat-3956	125	23	subjects	subject	NOUN
easat-3956	125	24	,	,	PUNCT
easat-3956	125	25	which	which	PRON
easat-3956	125	26	significantly	significantly	ADV
easat-3956	125	27	enhances	enhance	VERB
easat-3956	125	28	scoring	scoring	NOUN
easat-3956	125	29	precision	precision	NOUN
easat-3956	125	30	.	.	PUNCT
easat-3956	126	1	a	a	DET
easat-3956	126	2	composite	composite	ADJ
easat-3956	126	3	loss	loss	NOUN
easat-3956	126	4	function	function	NOUN
easat-3956	126	5	that	that	PRON
easat-3956	126	6	amalgamates	amalgamate	VERB
easat-3956	126	7	cross	cross	ADJ
easat-3956	126	8	-	-	ADJ
easat-3956	126	9	entropy	entropy	ADJ
easat-3956	126	10	loss	loss	NOUN
easat-3956	126	11	with	with	ADP
easat-3956	126	12	mean	mean	ADJ
easat-3956	126	13	squared	square	VERB
easat-3956	126	14	error	error	NOUN
easat-3956	126	15	loss	loss	NOUN
easat-3956	126	16	is	be	AUX
easat-3956	126	17	also	also	ADV
easat-3956	126	18	implemented	implement	VERB
easat-3956	126	19	to	to	PART
easat-3956	126	20	proficiently	proficiently	ADV
easat-3956	126	21	facilitate	facilitate	VERB
easat-3956	126	22	both	both	CCONJ
easat-3956	126	23	classification	classification	NOUN
easat-3956	126	24	and	and	CCONJ
easat-3956	126	25	regression	regression	NOUN
easat-3956	126	26	tasks	task	NOUN
easat-3956	126	27	.	.	PUNCT
easat-3956	127	1	the	the	DET
easat-3956	127	2	researchers	researcher	NOUN
easat-3956	127	3	executed	execute	VERB
easat-3956	127	4	their	their	PRON
easat-3956	127	5	experiments	experiment	NOUN
easat-3956	127	6	utilizing	utilize	VERB
easat-3956	127	7	two	two	NUM
easat-3956	127	8	extensive	extensive	ADJ
easat-3956	127	9	datasets	dataset	NOUN
easat-3956	127	10	,	,	PUNCT
easat-3956	127	11	ellipse	ellipse	NOUN
easat-3956	127	12	and	and	CCONJ
easat-3956	127	13	ielts	ielt	NOUN
easat-3956	127	14	,	,	PUNCT
easat-3956	127	15	which	which	PRON
easat-3956	127	16	comprise	comprise	VERB
easat-3956	127	17	essays	essay	NOUN
easat-3956	127	18	evaluated	evaluate	VERB
easat-3956	127	19	on	on	ADP
easat-3956	127	20	multiple	multiple	ADJ
easat-3956	127	21	metrics	metric	NOUN
easat-3956	127	22	.	.	PUNCT
easat-3956	128	1	the	the	DET
easat-3956	128	2	findings	finding	NOUN
easat-3956	128	3	reveal	reveal	VERB
easat-3956	128	4	that	that	SCONJ
easat-3956	128	5	the	the	DET
easat-3956	128	6	proposed	propose	VERB
easat-3956	128	7	evaluation	evaluation	NOUN
easat-3956	128	8	framework	framework	NOUN
easat-3956	128	9	surpasses	surpass	VERB
easat-3956	128	10	existing	exist	VERB
easat-3956	128	11	techniques	technique	NOUN
easat-3956	128	12	,	,	PUNCT
easat-3956	128	13	illustrating	illustrate	VERB
easat-3956	128	14	its	its	PRON
easat-3956	128	15	efficacy	efficacy	NOUN
easat-3956	128	16	in	in	ADP
easat-3956	128	17	delivering	deliver	VERB
easat-3956	128	18	nuanced	nuanced	ADJ
easat-3956	128	19	feedback	feedback	NOUN
easat-3956	128	20	across	across	ADP
easat-3956	128	21	various	various	ADJ
easat-3956	128	22	dimensions	dimension	NOUN
easat-3956	128	23	of	of	ADP
easat-3956	128	24	essay	essay	ADJ
easat-3956	128	25	quality	quality	NOUN
easat-3956	128	26	.	.	PUNCT
easat-3956	129	1	the	the	DET
easat-3956	129	2	study	study	NOUN
easat-3956	129	3	underscores	underscore	VERB
easat-3956	129	4	the	the	DET
easat-3956	129	5	necessity	necessity	NOUN
easat-3956	129	6	of	of	ADP
easat-3956	129	7	employing	employ	VERB
easat-3956	129	8	intricate	intricate	ADJ
easat-3956	129	9	datasets	dataset	NOUN
easat-3956	129	10	for	for	ADP
easat-3956	129	11	the	the	DET
easat-3956	129	12	development	development	NOUN
easat-3956	129	13	of	of	ADP
easat-3956	129	14	more	more	ADV
easat-3956	129	15	resilient	resilient	ADJ
easat-3956	129	16	automated	automate	VERB
easat-3956	129	17	essay	essay	NOUN
easat-3956	129	18	assessment	assessment	NOUN
easat-3956	129	19	systems	system	NOUN
easat-3956	129	20	.	.	PUNCT
easat-3956	130	1	the	the	DET
easat-3956	130	2	authors	author	NOUN
easat-3956	130	3	propose	propose	VERB
easat-3956	130	4	that	that	SCONJ
easat-3956	130	5	subsequent	subsequent	ADJ
easat-3956	130	6	investigations	investigation	NOUN
easat-3956	130	7	could	could	AUX
easat-3956	130	8	concentrate	concentrate	VERB
easat-3956	130	9	on	on	ADP
easat-3956	130	10	the	the	DET
easat-3956	130	11	incorporation	incorporation	NOUN
easat-3956	130	12	of	of	ADP
easat-3956	130	13	more	more	ADV
easat-3956	130	14	sophisticated	sophisticated	ADJ
easat-3956	130	15	language	language	NOUN
easat-3956	130	16	models	model	NOUN
easat-3956	130	17	and	and	CCONJ
easat-3956	130	18	the	the	DET
easat-3956	130	19	exploration	exploration	NOUN
easat-3956	130	20	of	of	ADP
easat-3956	130	21	additional	additional	ADJ
easat-3956	130	22	evaluation	evaluation	NOUN
easat-3956	130	23	dimensions	dimension	NOUN
easat-3956	130	24	,	,	PUNCT
easat-3956	130	25	such	such	ADJ
easat-3956	130	26	as	as	ADP
easat-3956	130	27	creativity	creativity	NOUN
easat-3956	130	28	or	or	CCONJ
easat-3956	130	29	argumentative	argumentative	ADJ
easat-3956	130	30	strength	strength	NOUN
easat-3956	130	31	,	,	PUNCT
easat-3956	130	32	to	to	PART
easat-3956	130	33	further	far	ADV
easat-3956	130	34	enhance	enhance	VERB
easat-3956	130	35	the	the	DET
easat-3956	130	36	overall	overall	ADJ
easat-3956	130	37	quality	quality	NOUN
easat-3956	130	38	of	of	ADP
easat-3956	130	39	feedback	feedback	NOUN
easat-3956	130	40	[	[	X
easat-3956	130	41	11	11	NUM
easat-3956	130	42	]	]	PUNCT
easat-3956	130	43	.	.	PUNCT
easat-3956	131	1	oulimani	oulimani	PROPN
easat-3956	131	2	,	,	PUNCT
easat-3956	131	3	younes	younes	PROPN
easat-3956	131	4	alaoui	alaoui	PROPN
easat-3956	131	5	;	;	PUNCT
easat-3956	131	6	el	el	PROPN
easat-3956	131	7	achaak	achaak	NOUN
easat-3956	131	8	,	,	PUNCT
easat-3956	131	9	lotfi	lotfi	NOUN
easat-3956	131	10	;	;	PUNCT
easat-3956	131	11	bouhorma	bouhorma	NOUN
easat-3956	131	12	,	,	PUNCT
easat-3956	131	13	mohammed	mohammed	PROPN
easat-3956	131	14	(	(	PUNCT
easat-3956	131	15	2024	2024	NUM
easat-3956	131	16	)	)	PUNCT
easat-3956	131	17	undertook	undertake	VERB
easat-3956	131	18	an	an	DET
easat-3956	131	19	investigation	investigation	NOUN
easat-3956	131	20	into	into	ADP
easat-3956	131	21	deep	deep	ADJ
easat-3956	131	22	learning	learning	NOUN
easat-3956	131	23	-	-	PUNCT
easat-3956	131	24	driven	drive	VERB
easat-3956	131	25	arabic	arabic	ADJ
easat-3956	131	26	short	short	ADJ
easat-3956	131	27	answer	answer	NOUN
easat-3956	131	28	grading	grade	VERB
easat-3956	131	29	(	(	PUNCT
easat-3956	131	30	asag	asag	ADJ
easat-3956	131	31	)	)	PUNCT
easat-3956	131	32	within	within	ADP
easat-3956	131	33	the	the	DET
easat-3956	131	34	context	context	NOUN
easat-3956	131	35	of	of	ADP
easat-3956	131	36	serious	serious	ADJ
easat-3956	131	37	games	game	NOUN
easat-3956	131	38	.	.	PUNCT
easat-3956	132	1	they	they	PRON
easat-3956	132	2	utilized	utilize	VERB
easat-3956	132	3	a	a	DET
easat-3956	132	4	range	range	NOUN
easat-3956	132	5	of	of	ADP
easat-3956	132	6	models	model	NOUN
easat-3956	132	7	,	,	PUNCT
easat-3956	132	8	such	such	ADJ
easat-3956	132	9	as	as	ADP
easat-3956	132	10	lstm	lstm	NOUN
easat-3956	132	11	,	,	PUNCT
easat-3956	132	12	transformer	transformer	NOUN
easat-3956	132	13	,	,	PUNCT
easat-3956	132	14	and	and	CCONJ
easat-3956	132	15	bert	bert	PROPN
easat-3956	132	16	,	,	PUNCT
easat-3956	132	17	to	to	PART
easat-3956	132	18	assess	assess	VERB
easat-3956	132	19	the	the	DET
easat-3956	132	20	responses	response	NOUN
easat-3956	132	21	provided	provide	VERB
easat-3956	132	22	by	by	ADP
easat-3956	132	23	sixth	sixth	ADJ
easat-3956	132	24	-	-	PUNCT
easat-3956	132	25	grade	grade	NOUN
easat-3956	132	26	learners	learner	NOUN
easat-3956	132	27	.	.	PUNCT
easat-3956	133	1	the	the	DET
easat-3956	133	2	dataset	dataset	NOUN
easat-3956	133	3	comprised	comprise	VERB
easat-3956	133	4	1,276	1,276	NUM
easat-3956	133	5	answers	answer	NOUN
easat-3956	133	6	collected	collect	VERB
easat-3956	133	7	manually	manually	ADV
easat-3956	133	8	and	and	CCONJ
easat-3956	133	9	evaluated	evaluate	VERB
easat-3956	133	10	by	by	ADP
easat-3956	133	11	an	an	DET
easat-3956	133	12	educator	educator	NOUN
easat-3956	133	13	utilizing	utilize	VERB
easat-3956	133	14	a	a	DET
easat-3956	133	15	scoring	scoring	NOUN
easat-3956	133	16	framework	framework	NOUN
easat-3956	133	17	that	that	PRON
easat-3956	133	18	spanned	span	VERB
easat-3956	133	19	from	from	ADP
easat-3956	133	20	0	0	NUM
easat-3956	133	21	to	to	ADP
easat-3956	133	22	2	2	NUM
easat-3956	133	23	.	.	PUNCT
easat-3956	133	24	to	to	PART
easat-3956	133	25	evaluate	evaluate	VERB
easat-3956	133	26	the	the	DET
easat-3956	133	27	efficacy	efficacy	NOUN
easat-3956	133	28	of	of	ADP
easat-3956	133	29	each	each	DET
easat-3956	133	30	model	model	NOUN
easat-3956	133	31	,	,	PUNCT
easat-3956	133	32	four	four	NUM
easat-3956	133	33	assessment	assessment	NOUN
easat-3956	133	34	metrics	metric	NOUN
easat-3956	133	35	were	be	AUX
easat-3956	133	36	applied	apply	VERB
easat-3956	133	37	:	:	PUNCT
easat-3956	133	38	accuracy	accuracy	NOUN
easat-3956	133	39	,	,	PUNCT
easat-3956	133	40	precision	precision	NOUN
easat-3956	133	41	,	,	PUNCT
easat-3956	133	42	recall	recall	NOUN
easat-3956	133	43	,	,	PUNCT
easat-3956	133	44	and	and	CCONJ
easat-3956	133	45	cohen	cohen	PROPN
easat-3956	133	46	's	's	PART
easat-3956	133	47	kappa	kappa	PROPN
easat-3956	133	48	.	.	PUNCT
easat-3956	134	1	the	the	DET
easat-3956	134	2	findings	finding	NOUN
easat-3956	134	3	revealed	reveal	VERB
easat-3956	134	4	difficulties	difficulty	NOUN
easat-3956	134	5	with	with	ADP
easat-3956	134	6	grading	grade	VERB
easat-3956	134	7	accuracy	accuracy	NOUN
easat-3956	134	8	,	,	PUNCT
easat-3956	134	9	particularly	particularly	ADV
easat-3956	134	10	stemming	stem	VERB
easat-3956	134	11	from	from	ADP
easat-3956	134	12	the	the	DET
easat-3956	134	13	insufficient	insufficient	ADJ
easat-3956	134	14	availability	availability	NOUN
easat-3956	134	15	of	of	ADP
easat-3956	134	16	arabic	arabic	ADJ
easat-3956	134	17	datasets	dataset	NOUN
easat-3956	134	18	,	,	PUNCT
easat-3956	134	19	which	which	PRON
easat-3956	134	20	impedes	impede	VERB
easat-3956	134	21	the	the	DET
easat-3956	134	22	advancement	advancement	NOUN
easat-3956	134	23	of	of	ADP
easat-3956	134	24	robust	robust	ADJ
easat-3956	134	25	asag	asag	ADJ
easat-3956	134	26	systems	system	NOUN
easat-3956	134	27	in	in	ADP
easat-3956	134	28	comparison	comparison	NOUN
easat-3956	134	29	to	to	ADP
easat-3956	134	30	their	their	PRON
easat-3956	134	31	english	english	ADJ
easat-3956	134	32	counterparts	counterpart	NOUN
easat-3956	134	33	.	.	PUNCT
easat-3956	135	1	the	the	DET
easat-3956	135	2	study	study	NOUN
easat-3956	135	3	underscores	underscore	VERB
easat-3956	135	4	the	the	DET
easat-3956	135	5	intricacy	intricacy	NOUN
easat-3956	135	6	involved	involve	VERB
easat-3956	135	7	in	in	ADP
easat-3956	135	8	automating	automate	VERB
easat-3956	135	9	the	the	DET
easat-3956	135	10	assessment	assessment	NOUN
easat-3956	135	11	of	of	ADP
easat-3956	135	12	free	free	ADJ
easat-3956	135	13	-	-	PUNCT
easat-3956	135	14	text	text	NOUN
easat-3956	135	15	responses	response	NOUN
easat-3956	135	16	and	and	CCONJ
easat-3956	135	17	highlights	highlight	NOUN
easat-3956	135	18	the	the	DET
easat-3956	135	19	necessity	necessity	NOUN
easat-3956	135	20	for	for	ADP
easat-3956	135	21	enhancements	enhancement	NOUN
easat-3956	135	22	in	in	ADP
easat-3956	135	23	asag	asag	ADJ
easat-3956	135	24	methodologies	methodology	NOUN
easat-3956	135	25	.	.	PUNCT
easat-3956	136	1	it	it	PRON
easat-3956	136	2	proposes	propose	VERB
easat-3956	136	3	the	the	DET
easat-3956	136	4	augmentation	augmentation	NOUN
easat-3956	136	5	of	of	ADP
easat-3956	136	6	the	the	DET
easat-3956	136	7	system	system	NOUN
easat-3956	136	8	by	by	ADP
easat-3956	136	9	integrating	integrate	VERB
easat-3956	136	10	correction	correction	NOUN
easat-3956	136	11	functionalities	functionality	NOUN
easat-3956	136	12	,	,	PUNCT
easat-3956	136	13	thereby	thereby	ADV
easat-3956	136	14	allowing	allow	VERB
easat-3956	136	15	it	it	PRON
easat-3956	136	16	to	to	PART
easat-3956	136	17	not	not	PART
easat-3956	136	18	only	only	ADV
easat-3956	136	19	assign	assign	VERB
easat-3956	136	20	grades	grade	NOUN
easat-3956	136	21	but	but	CCONJ
easat-3956	136	22	also	also	ADV
easat-3956	136	23	furnish	furnish	VERB
easat-3956	136	24	students	student	NOUN
easat-3956	136	25	with	with	ADP
easat-3956	136	26	constructive	constructive	ADJ
easat-3956	136	27	feedback	feedback	NOUN
easat-3956	136	28	on	on	ADP
easat-3956	136	29	improving	improve	VERB
easat-3956	136	30	their	their	PRON
easat-3956	136	31	responses	response	NOUN
easat-3956	136	32	[	[	X
easat-3956	136	33	1	1	NUM
easat-3956	136	34	]	]	PUNCT
easat-3956	136	35	.	.	PUNCT
easat-3956	137	1	9164	9164	NUM
easat-3956	137	2	edelweiss	edelweiss	PROPN
easat-3956	137	3	applied	apply	VERB
easat-3956	137	4	science	science	NOUN
easat-3956	137	5	and	and	CCONJ
easat-3956	137	6	technology	technology	NOUN
easat-3956	137	7	issn	issn	PROPN
easat-3956	137	8	:	:	PUNCT
easat-3956	137	9	2576	2576	NUM
easat-3956	137	10	-	-	SYM
easat-3956	137	11	8484	8484	NUM
easat-3956	137	12	vol	vol	NOUN
easat-3956	137	13	.	.	PROPN
easat-3956	137	14	8	8	NUM
easat-3956	137	15	,	,	PUNCT
easat-3956	137	16	no	no	INTJ
easat-3956	137	17	.	.	NOUN
easat-3956	138	1	6	6	NUM
easat-3956	138	2	:	:	SYM
easat-3956	138	3	9158	9158	NUM
easat-3956	138	4	-	-	SYM
easat-3956	138	5	9176	9176	NUM
easat-3956	138	6	,	,	PUNCT
easat-3956	138	7	2024	2024	NUM
easat-3956	138	8	doi	doi	NOUN
easat-3956	138	9	:	:	PUNCT
easat-3956	138	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	138	11	©	©	NOUN
easat-3956	138	12	2024	2024	NUM
easat-3956	138	13	by	by	ADP
easat-3956	138	14	the	the	DET
easat-3956	138	15	authors	author	NOUN
easat-3956	138	16	;	;	PUNCT
easat-3956	138	17	licensee	licensee	PROPN
easat-3956	138	18	learning	learn	VERB
easat-3956	138	19	gate	gate	NOUN
easat-3956	138	20	figure	figure	NOUN
easat-3956	138	21	2	2	NUM
easat-3956	138	22	.	.	PUNCT
easat-3956	138	23	shows	show	VERB
easat-3956	138	24	general	general	ADJ
easat-3956	138	25	structure	structure	NOUN
easat-3956	138	26	of	of	ADP
easat-3956	138	27	text	text	NOUN
easat-3956	138	28	similarity	similarity	NOUN
easat-3956	138	29	0f	0f	NOUN
easat-3956	138	30	aegs	aeg	NOUN
easat-3956	138	31	.	.	PUNCT
easat-3956	139	1	2.2	2.2	NUM
easat-3956	139	2	.	.	PUNCT
easat-3956	139	3	research	research	NOUN
easat-3956	139	4	based	base	VERB
easat-3956	139	5	on	on	ADP
easat-3956	139	6	text	text	NOUN
easat-3956	139	7	similarity	similarity	NOUN
easat-3956	139	8	algorithms	algorithm	NOUN
easat-3956	139	9	in	in	ADP
easat-3956	139	10	their	their	PRON
easat-3956	139	11	2013	2013	NUM
easat-3956	139	12	investigation	investigation	NOUN
easat-3956	139	13	,	,	PUNCT
easat-3956	139	14	omran	omran	PROPN
easat-3956	139	15	,	,	PUNCT
easat-3956	139	16	ali	ali	PROPN
easat-3956	139	17	muftah	muftah	PROPN
easat-3956	139	18	ben	ben	PROPN
easat-3956	139	19	,	,	PUNCT
easat-3956	139	20	and	and	CCONJ
easat-3956	139	21	ab	ab	PROPN
easat-3956	139	22	aziz	aziz	PROPN
easat-3956	139	23	,	,	PUNCT
easat-3956	139	24	mohd	mohd	PROPN
easat-3956	139	25	juzaiddin	juzaiddin	PROPN
easat-3956	139	26	concentrated	concentrate	VERB
easat-3956	139	27	on	on	ADP
easat-3956	139	28	the	the	DET
easat-3956	139	29	establishment	establishment	NOUN
easat-3956	139	30	of	of	ADP
easat-3956	139	31	an	an	DET
easat-3956	139	32	automatic	automatic	ADJ
easat-3956	139	33	essay	essay	NOUN
easat-3956	139	34	grading	grade	VERB
easat-3956	139	35	(	(	PUNCT
easat-3956	139	36	aeg	aeg	NOUN
easat-3956	139	37	)	)	PUNCT
easat-3956	139	38	system	system	NOUN
easat-3956	139	39	specifically	specifically	ADV
easat-3956	139	40	aimed	aim	VERB
easat-3956	139	41	at	at	ADP
easat-3956	139	42	appraising	appraise	VERB
easat-3956	139	43	short	short	ADJ
easat-3956	139	44	responses	response	NOUN
easat-3956	139	45	in	in	ADP
easat-3956	139	46	the	the	DET
easat-3956	139	47	english	english	PROPN
easat-3956	139	48	vernacular	vernacular	NOUN
easat-3956	139	49	.	.	PUNCT
easat-3956	140	1	the	the	DET
easat-3956	140	2	principal	principal	ADJ
easat-3956	140	3	objective	objective	NOUN
easat-3956	140	4	of	of	ADP
easat-3956	140	5	this	this	DET
easat-3956	140	6	inquiry	inquiry	NOUN
easat-3956	140	7	was	be	AUX
easat-3956	140	8	to	to	PART
easat-3956	140	9	examine	examine	VERB
easat-3956	140	10	the	the	DET
easat-3956	140	11	feasibility	feasibility	NOUN
easat-3956	140	12	of	of	ADP
easat-3956	140	13	constructing	construct	VERB
easat-3956	140	14	an	an	DET
easat-3956	140	15	aeg	aeg	NOUN
easat-3956	140	16	system	system	NOUN
easat-3956	140	17	that	that	PRON
easat-3956	140	18	utilizes	utilize	VERB
easat-3956	140	19	similarity	similarity	NOUN
easat-3956	140	20	matching	matching	NOUN
easat-3956	140	21	techniques	technique	NOUN
easat-3956	140	22	to	to	PART
easat-3956	140	23	accurately	accurately	ADV
easat-3956	140	24	evaluate	evaluate	VERB
easat-3956	140	25	student	student	NOUN
easat-3956	140	26	submissions	submission	NOUN
easat-3956	140	27	.	.	PUNCT
easat-3956	141	1	to	to	PART
easat-3956	141	2	accomplish	accomplish	VERB
easat-3956	141	3	this	this	PRON
easat-3956	141	4	,	,	PUNCT
easat-3956	141	5	the	the	DET
easat-3956	141	6	researchers	researcher	NOUN
easat-3956	141	7	employed	employ	VERB
easat-3956	141	8	a	a	DET
easat-3956	141	9	subset	subset	NOUN
easat-3956	141	10	of	of	ADP
easat-3956	141	11	a	a	DET
easat-3956	141	12	dataset	dataset	NOUN
easat-3956	141	13	introduced	introduce	VERB
easat-3956	141	14	by	by	ADP
easat-3956	141	15	mohler	mohler	NOUN
easat-3956	141	16	and	and	CCONJ
easat-3956	141	17	mihalcea	mihalcea	PROPN
easat-3956	141	18	,	,	PUNCT
easat-3956	141	19	which	which	PRON
easat-3956	141	20	encompasses	encompass	VERB
easat-3956	141	21	360	360	NUM
easat-3956	141	22	short	short	ADJ
easat-3956	141	23	responses	response	NOUN
easat-3956	141	24	originating	originate	VERB
easat-3956	141	25	from	from	ADP
easat-3956	141	26	three	three	NUM
easat-3956	141	27	assignments	assignment	NOUN
easat-3956	141	28	,	,	PUNCT
easat-3956	141	29	each	each	PRON
easat-3956	141	30	comprising	comprise	VERB
easat-3956	141	31	40	40	NUM
easat-3956	141	32	queries	query	NOUN
easat-3956	141	33	,	,	PUNCT
easat-3956	141	34	along	along	ADP
easat-3956	141	35	with	with	ADP
easat-3956	141	36	three	three	NUM
easat-3956	141	37	student	student	NOUN
easat-3956	141	38	replies	reply	NOUN
easat-3956	141	39	for	for	ADP
easat-3956	141	40	every	every	DET
easat-3956	141	41	question	question	NOUN
easat-3956	141	42	.	.	PUNCT
easat-3956	142	1	the	the	DET
easat-3956	142	2	dataset	dataset	NOUN
easat-3956	142	3	was	be	AUX
easat-3956	142	4	deliberately	deliberately	ADV
easat-3956	142	5	partitioned	partition	VERB
easat-3956	142	6	into	into	ADP
easat-3956	142	7	two	two	NUM
easat-3956	142	8	components	component	NOUN
easat-3956	142	9	:	:	PUNCT
easat-3956	142	10	one	one	NUM
easat-3956	142	11	segment	segment	NOUN
easat-3956	142	12	was	be	AUX
easat-3956	142	13	allocated	allocate	VERB
easat-3956	142	14	for	for	ADP
easat-3956	142	15	training	train	VERB
easat-3956	142	16	the	the	DET
easat-3956	142	17	system	system	NOUN
easat-3956	142	18	,	,	PUNCT
easat-3956	142	19	while	while	SCONJ
easat-3956	142	20	the	the	DET
easat-3956	142	21	other	other	ADJ
easat-3956	142	22	was	be	AUX
easat-3956	142	23	designated	designate	VERB
easat-3956	142	24	for	for	ADP
easat-3956	142	25	evaluating	evaluate	VERB
easat-3956	142	26	its	its	PRON
easat-3956	142	27	efficacy	efficacy	NOUN
easat-3956	142	28	.	.	PUNCT
easat-3956	143	1	the	the	DET
easat-3956	143	2	proposed	propose	VERB
easat-3956	143	3	system	system	NOUN
easat-3956	143	4	integrated	integrate	VERB
easat-3956	143	5	several	several	ADJ
easat-3956	143	6	groundbreaking	groundbreake	VERB
easat-3956	143	7	methodologies	methodology	NOUN
easat-3956	143	8	,	,	PUNCT
easat-3956	143	9	initiating	initiate	VERB
easat-3956	143	10	with	with	ADP
easat-3956	143	11	an	an	DET
easat-3956	143	12	alternative	alternative	ADJ
easat-3956	143	13	sentence	sentence	NOUN
easat-3956	143	14	generator	generator	NOUN
easat-3956	143	15	method	method	NOUN
easat-3956	143	16	.	.	PUNCT
easat-3956	144	1	this	this	DET
easat-3956	144	2	approach	approach	NOUN
easat-3956	144	3	was	be	AUX
easat-3956	144	4	linked	link	VERB
easat-3956	144	5	to	to	ADP
easat-3956	144	6	a	a	DET
easat-3956	144	7	synonym	synonym	NOUN
easat-3956	144	8	repository	repository	NOUN
easat-3956	144	9	,	,	PUNCT
easat-3956	144	10	enabling	enable	VERB
easat-3956	144	11	the	the	DET
easat-3956	144	12	production	production	NOUN
easat-3956	144	13	of	of	ADP
easat-3956	144	14	alternative	alternative	ADJ
easat-3956	144	15	model	model	NOUN
easat-3956	144	16	responses	response	NOUN
easat-3956	144	17	that	that	PRON
easat-3956	144	18	would	would	AUX
easat-3956	144	19	promote	promote	VERB
easat-3956	144	20	a	a	DET
easat-3956	144	21	more	more	ADV
easat-3956	144	22	adaptable	adaptable	ADJ
easat-3956	144	23	matching	matching	NOUN
easat-3956	144	24	process	process	NOUN
easat-3956	144	25	.	.	PUNCT
easat-3956	145	1	the	the	DET
easat-3956	145	2	assessment	assessment	NOUN
easat-3956	145	3	procedure	procedure	NOUN
easat-3956	145	4	entailed	entail	VERB
easat-3956	145	5	multiple	multiple	ADJ
easat-3956	145	6	stages	stage	NOUN
easat-3956	145	7	,	,	PUNCT
easat-3956	145	8	with	with	ADP
easat-3956	145	9	considerable	considerable	ADJ
easat-3956	145	10	emphasis	emphasis	NOUN
easat-3956	145	11	placed	place	VERB
easat-3956	145	12	on	on	ADP
easat-3956	145	13	the	the	DET
easat-3956	145	14	matching	matching	NOUN
easat-3956	145	15	phase	phase	NOUN
easat-3956	145	16	,	,	PUNCT
easat-3956	145	17	wherein	wherein	SCONJ
easat-3956	145	18	the	the	DET
easat-3956	145	19	system	system	NOUN
easat-3956	145	20	evaluated	evaluate	VERB
easat-3956	145	21	the	the	DET
easat-3956	145	22	similarity	similarity	NOUN
easat-3956	145	23	between	between	ADP
easat-3956	145	24	student	student	NOUN
easat-3956	145	25	replies	reply	NOUN
easat-3956	145	26	and	and	CCONJ
easat-3956	145	27	the	the	DET
easat-3956	145	28	generated	generate	VERB
easat-3956	145	29	model	model	NOUN
easat-3956	145	30	responses	response	NOUN
easat-3956	145	31	.	.	PUNCT
easat-3956	146	1	to	to	PART
easat-3956	146	2	assess	assess	VERB
easat-3956	146	3	the	the	DET
easat-3956	146	4	efficacy	efficacy	NOUN
easat-3956	146	5	of	of	ADP
easat-3956	146	6	the	the	DET
easat-3956	146	7	responses	response	NOUN
easat-3956	146	8	,	,	PUNCT
easat-3956	146	9	the	the	DET
easat-3956	146	10	researchers	researcher	NOUN
easat-3956	146	11	utilized	utilize	VERB
easat-3956	146	12	a	a	DET
easat-3956	146	13	range	range	NOUN
easat-3956	146	14	of	of	ADP
easat-3956	146	15	techniques	technique	NOUN
easat-3956	146	16	,	,	PUNCT
easat-3956	146	17	including	include	VERB
easat-3956	146	18	the	the	DET
easat-3956	146	19	longest	long	ADJ
easat-3956	146	20	common	common	ADJ
easat-3956	146	21	subsequence	subsequence	NOUN
easat-3956	146	22	(	(	PUNCT
easat-3956	146	23	lcs	lcs	NOUN
easat-3956	146	24	)	)	PUNCT
easat-3956	146	25	,	,	PUNCT
easat-3956	146	26	common	common	ADJ
easat-3956	146	27	words	word	NOUN
easat-3956	146	28	(	(	PUNCT
easat-3956	146	29	cow	cow	NOUN
easat-3956	146	30	)	)	PUNCT
easat-3956	146	31	,	,	PUNCT
easat-3956	146	32	and	and	CCONJ
easat-3956	146	33	semantic	semantic	ADJ
easat-3956	146	34	distance	distance	NOUN
easat-3956	146	35	(	(	PUNCT
easat-3956	146	36	sd	sd	NOUN
easat-3956	146	37	)	)	PUNCT
easat-3956	146	38	.	.	PUNCT
easat-3956	147	1	the	the	DET
easat-3956	147	2	lcs	lcs	PROPN
easat-3956	147	3	method	method	NOUN
easat-3956	147	4	was	be	AUX
easat-3956	147	5	employed	employ	VERB
easat-3956	147	6	to	to	PART
easat-3956	147	7	discern	discern	VERB
easat-3956	147	8	common	common	ADJ
easat-3956	147	9	sequences	sequence	NOUN
easat-3956	147	10	between	between	ADP
easat-3956	147	11	the	the	DET
easat-3956	147	12	two	two	NUM
easat-3956	147	13	responses	response	NOUN
easat-3956	147	14	,	,	PUNCT
easat-3956	147	15	while	while	SCONJ
easat-3956	147	16	cow	cow	NOUN
easat-3956	147	17	was	be	AUX
easat-3956	147	18	implemented	implement	VERB
easat-3956	147	19	to	to	PART
easat-3956	147	20	identify	identify	VERB
easat-3956	147	21	corresponding	correspond	VERB
easat-3956	147	22	key	key	ADJ
easat-3956	147	23	terms	term	NOUN
easat-3956	147	24	.	.	PUNCT
easat-3956	148	1	concurrently	concurrently	ADV
easat-3956	148	2	,	,	PUNCT
easat-3956	148	3	sd	sd	X
easat-3956	148	4	offered	offer	VERB
easat-3956	148	5	a	a	DET
easat-3956	148	6	metric	metric	NOUN
easat-3956	148	7	for	for	ADP
easat-3956	148	8	the	the	DET
easat-3956	148	9	interrelation	interrelation	NOUN
easat-3956	148	10	among	among	ADP
easat-3956	148	11	individual	individual	ADJ
easat-3956	148	12	words	word	NOUN
easat-3956	148	13	,	,	PUNCT
easat-3956	148	14	thereby	thereby	ADV
easat-3956	148	15	ensuring	ensure	VERB
easat-3956	148	16	a	a	DET
easat-3956	148	17	comprehensive	comprehensive	ADJ
easat-3956	148	18	evaluation	evaluation	NOUN
easat-3956	148	19	of	of	ADP
easat-3956	148	20	the	the	DET
easat-3956	148	21	text	text	NOUN
easat-3956	148	22	.	.	PUNCT
easat-3956	149	1	by	by	ADP
easat-3956	149	2	amalgamating	amalgamate	VERB
easat-3956	149	3	these	these	DET
easat-3956	149	4	techniques	technique	NOUN
easat-3956	149	5	,	,	PUNCT
easat-3956	149	6	the	the	DET
easat-3956	149	7	researchers	researcher	NOUN
easat-3956	149	8	aspired	aspire	VERB
easat-3956	149	9	to	to	PART
easat-3956	149	10	develop	develop	VERB
easat-3956	149	11	a	a	DET
easat-3956	149	12	robust	robust	ADJ
easat-3956	149	13	grading	grade	VERB
easat-3956	149	14	framework	framework	NOUN
easat-3956	149	15	capable	capable	ADJ
easat-3956	149	16	of	of	ADP
easat-3956	149	17	proficiently	proficiently	ADV
easat-3956	149	18	aligning	align	VERB
easat-3956	149	19	student	student	NOUN
easat-3956	149	20	responses	response	NOUN
easat-3956	149	21	with	with	ADP
easat-3956	149	22	the	the	DET
easat-3956	149	23	model	model	NOUN
easat-3956	149	24	answers	answer	VERB
easat-3956	149	25	in	in	ADP
easat-3956	149	26	english	english	PROPN
easat-3956	149	27	.	.	PUNCT
easat-3956	150	1	the	the	DET
easat-3956	150	2	findings	finding	NOUN
easat-3956	150	3	were	be	AUX
easat-3956	150	4	encouraging	encouraging	ADJ
easat-3956	150	5	,	,	PUNCT
easat-3956	150	6	as	as	SCONJ
easat-3956	150	7	the	the	DET
easat-3956	150	8	proposed	propose	VERB
easat-3956	150	9	system	system	NOUN
easat-3956	150	10	attained	attain	VERB
easat-3956	150	11	an	an	DET
easat-3956	150	12	82	82	NUM
easat-3956	150	13	%	%	NOUN
easat-3956	150	14	correlation	correlation	NOUN
easat-3956	150	15	with	with	ADP
easat-3956	150	16	human	human	ADJ
easat-3956	150	17	grading	grading	NOUN
easat-3956	150	18	,	,	PUNCT
easat-3956	150	19	demonstrating	demonstrate	VERB
easat-3956	150	20	its	its	PRON
easat-3956	150	21	enhanced	enhanced	ADJ
easat-3956	150	22	performance	performance	NOUN
easat-3956	150	23	relative	relative	ADJ
easat-3956	150	24	to	to	ADP
easat-3956	150	25	other	other	ADJ
easat-3956	150	26	prevailing	prevail	VERB
easat-3956	150	27	systems	system	NOUN
easat-3956	150	28	.	.	PUNCT
easat-3956	151	1	in	in	ADP
easat-3956	151	2	summary	summary	NOUN
easat-3956	151	3	,	,	PUNCT
easat-3956	151	4	this	this	DET
easat-3956	151	5	study	study	NOUN
easat-3956	151	6	tackled	tackle	VERB
easat-3956	151	7	the	the	DET
easat-3956	151	8	complexities	complexity	NOUN
easat-3956	151	9	associated	associate	VERB
easat-3956	151	10	with	with	ADP
easat-3956	151	11	essay	essay	ADJ
easat-3956	151	12	evaluation	evaluation	NOUN
easat-3956	151	13	for	for	ADP
easat-3956	151	14	short	short	ADJ
easat-3956	151	15	responses	response	NOUN
easat-3956	151	16	,	,	PUNCT
easat-3956	151	17	underscoring	underscore	VERB
easat-3956	151	18	the	the	DET
easat-3956	151	19	system	system	NOUN
easat-3956	151	20	's	's	PART
easat-3956	151	21	capacity	capacity	NOUN
easat-3956	151	22	to	to	PART
easat-3956	151	23	adeptly	adeptly	ADV
easat-3956	151	24	manage	manage	VERB
easat-3956	151	25	synonyms	synonym	NOUN
easat-3956	151	26	and	and	CCONJ
easat-3956	151	27	contribute	contribute	VERB
easat-3956	151	28	to	to	ADP
easat-3956	151	29	a	a	DET
easat-3956	151	30	more	more	ADV
easat-3956	151	31	precise	precise	ADJ
easat-3956	151	32	and	and	CCONJ
easat-3956	151	33	efficient	efficient	ADJ
easat-3956	151	34	grading	grading	NOUN
easat-3956	151	35	mechanism	mechanism	NOUN
easat-3956	151	36	in	in	ADP
easat-3956	151	37	english	english	ADJ
easat-3956	151	38	language	language	NOUN
easat-3956	151	39	assessment	assessment	NOUN
easat-3956	151	40	[	[	X
easat-3956	151	41	3	3	NUM
easat-3956	151	42	]	]	PUNCT
easat-3956	151	43	.	.	PUNCT
easat-3956	152	1	in	in	ADP
easat-3956	152	2	their	their	PRON
easat-3956	152	3	2018	2018	NUM
easat-3956	152	4	study	study	NOUN
easat-3956	152	5	,	,	PUNCT
easat-3956	152	6	ramalingam	ramalingam	NOUN
easat-3956	152	7	and	and	CCONJ
easat-3956	152	8	associates	associate	NOUN
easat-3956	152	9	investigated	investigate	VERB
easat-3956	152	10	the	the	DET
easat-3956	152	11	realm	realm	NOUN
easat-3956	152	12	of	of	ADP
easat-3956	152	13	automated	automate	VERB
easat-3956	152	14	essay	essay	NOUN
easat-3956	152	15	evaluation	evaluation	NOUN
easat-3956	152	16	utilizing	utilize	VERB
easat-3956	152	17	a	a	DET
easat-3956	152	18	machine	machine	NOUN
easat-3956	152	19	learning	learn	VERB
easat-3956	152	20	algorithm	algorithm	NOUN
easat-3956	152	21	,	,	PUNCT
easat-3956	152	22	specifically	specifically	ADV
easat-3956	152	23	implementing	implement	VERB
easat-3956	152	24	the	the	DET
easat-3956	152	25	e	e	NOUN
easat-3956	152	26	-	-	NOUN
easat-3956	152	27	rater	rater	ADJ
easat-3956	152	28	methodology	methodology	NOUN
easat-3956	152	29	in	in	ADP
easat-3956	152	30	conjunction	conjunction	NOUN
easat-3956	152	31	with	with	ADP
easat-3956	152	32	bayes	bayes	PROPN
easat-3956	152	33	'	'	PART
easat-3956	152	34	theorem	theorem	NOUN
easat-3956	152	35	.	.	PUNCT
easat-3956	153	1	their	their	PRON
easat-3956	153	2	methodology	methodology	NOUN
easat-3956	153	3	entailed	entail	VERB
easat-3956	153	4	the	the	DET
easat-3956	153	5	preprocessing	preprocessing	NOUN
easat-3956	153	6	of	of	ADP
easat-3956	153	7	essays	essay	NOUN
easat-3956	153	8	through	through	ADP
easat-3956	153	9	9165	9165	NUM
easat-3956	153	10	edelweiss	edelweiss	PROPN
easat-3956	153	11	applied	apply	VERB
easat-3956	153	12	science	science	NOUN
easat-3956	153	13	and	and	CCONJ
easat-3956	153	14	technology	technology	NOUN
easat-3956	153	15	issn	issn	PROPN
easat-3956	153	16	:	:	PUNCT
easat-3956	153	17	2576	2576	NUM
easat-3956	153	18	-	-	SYM
easat-3956	153	19	8484	8484	NUM
easat-3956	153	20	vol	vol	NOUN
easat-3956	153	21	.	.	PROPN
easat-3956	153	22	8	8	NUM
easat-3956	153	23	,	,	PUNCT
easat-3956	153	24	no	no	INTJ
easat-3956	153	25	.	.	NOUN
easat-3956	154	1	6	6	NUM
easat-3956	154	2	:	:	SYM
easat-3956	154	3	9158	9158	NUM
easat-3956	154	4	-	-	SYM
easat-3956	154	5	9176	9176	NUM
easat-3956	154	6	,	,	PUNCT
easat-3956	154	7	2024	2024	NUM
easat-3956	154	8	doi	doi	NOUN
easat-3956	154	9	:	:	PUNCT
easat-3956	154	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	154	11	©	©	NOUN
easat-3956	154	12	2024	2024	NUM
easat-3956	154	13	by	by	ADP
easat-3956	154	14	the	the	DET
easat-3956	154	15	authors	author	NOUN
easat-3956	154	16	;	;	PUNCT
easat-3956	154	17	licensee	licensee	PROPN
easat-3956	154	18	learning	learning	NOUN
easat-3956	154	19	gate	gate	VERB
easat-3956	154	20	various	various	ADJ
easat-3956	154	21	techniques	technique	NOUN
easat-3956	154	22	,	,	PUNCT
easat-3956	154	23	such	such	ADJ
easat-3956	154	24	as	as	ADP
easat-3956	154	25	stemming	stemming	NOUN
easat-3956	154	26	and	and	CCONJ
easat-3956	154	27	the	the	DET
easat-3956	154	28	elimination	elimination	NOUN
easat-3956	154	29	of	of	ADP
easat-3956	154	30	stop	stop	NOUN
easat-3956	154	31	words	word	NOUN
easat-3956	154	32	,	,	PUNCT
easat-3956	154	33	aimed	aim	VERB
easat-3956	154	34	at	at	ADP
easat-3956	154	35	augmenting	augment	VERB
easat-3956	154	36	textual	textual	ADJ
easat-3956	154	37	analysis	analysis	NOUN
easat-3956	154	38	.	.	PUNCT
easat-3956	155	1	the	the	DET
easat-3956	155	2	essays	essay	NOUN
easat-3956	155	3	underwent	undergo	VERB
easat-3956	155	4	comparative	comparative	ADJ
easat-3956	155	5	analysis	analysis	NOUN
easat-3956	155	6	based	base	VERB
easat-3956	155	7	on	on	ADP
easat-3956	155	8	several	several	ADJ
easat-3956	155	9	metrics	metric	NOUN
easat-3956	155	10	,	,	PUNCT
easat-3956	155	11	which	which	PRON
easat-3956	155	12	encompassed	encompass	VERB
easat-3956	155	13	polarity	polarity	NOUN
easat-3956	155	14	,	,	PUNCT
easat-3956	155	15	vocabulary	vocabulary	ADJ
easat-3956	155	16	utilization	utilization	NOUN
easat-3956	155	17	,	,	PUNCT
easat-3956	155	18	and	and	CCONJ
easat-3956	155	19	overall	overall	ADJ
easat-3956	155	20	content	content	NOUN
easat-3956	155	21	richness	richness	NOUN
easat-3956	155	22	.	.	PUNCT
easat-3956	156	1	the	the	DET
easat-3956	156	2	dataset	dataset	NOUN
easat-3956	156	3	employed	employ	VERB
easat-3956	156	4	in	in	ADP
easat-3956	156	5	this	this	DET
easat-3956	156	6	inquiry	inquiry	NOUN
easat-3956	156	7	was	be	AUX
easat-3956	156	8	procured	procure	VERB
easat-3956	156	9	from	from	ADP
easat-3956	156	10	kaggle	kaggle	PROPN
easat-3956	156	11	and	and	CCONJ
easat-3956	156	12	comprised	comprise	VERB
easat-3956	156	13	essays	essay	NOUN
easat-3956	156	14	that	that	PRON
easat-3956	156	15	had	have	AUX
easat-3956	156	16	been	be	AUX
easat-3956	156	17	previously	previously	ADV
easat-3956	156	18	assessed	assess	VERB
easat-3956	156	19	by	by	ADP
easat-3956	156	20	human	human	ADJ
easat-3956	156	21	evaluators	evaluator	NOUN
easat-3956	156	22	,	,	PUNCT
easat-3956	156	23	categorized	categorize	VERB
easat-3956	156	24	into	into	ADP
easat-3956	156	25	eight	eight	NUM
easat-3956	156	26	distinct	distinct	ADJ
easat-3956	156	27	groups	group	NOUN
easat-3956	156	28	according	accord	VERB
easat-3956	156	29	to	to	ADP
easat-3956	156	30	essay	essay	ADJ
easat-3956	156	31	type	type	NOUN
easat-3956	156	32	.	.	PUNCT
easat-3956	157	1	the	the	DET
easat-3956	157	2	findings	finding	NOUN
easat-3956	157	3	revealed	reveal	VERB
easat-3956	157	4	an	an	DET
easat-3956	157	5	accuracy	accuracy	NOUN
easat-3956	157	6	rate	rate	NOUN
easat-3956	157	7	surpassing	surpass	VERB
easat-3956	157	8	80	80	NUM
easat-3956	157	9	%	%	NOUN
easat-3956	157	10	,	,	PUNCT
easat-3956	157	11	underscoring	underscore	VERB
easat-3956	157	12	the	the	DET
easat-3956	157	13	efficacy	efficacy	NOUN
easat-3956	157	14	of	of	ADP
easat-3956	157	15	their	their	PRON
easat-3956	157	16	proposed	propose	VERB
easat-3956	157	17	model	model	NOUN
easat-3956	157	18	in	in	ADP
easat-3956	157	19	essay	essay	ADJ
easat-3956	157	20	assessment	assessment	NOUN
easat-3956	157	21	.	.	PUNCT
easat-3956	158	1	the	the	DET
easat-3956	158	2	researchers	researcher	NOUN
easat-3956	158	3	sought	seek	VERB
easat-3956	158	4	to	to	PART
easat-3956	158	5	model	model	VERB
easat-3956	158	6	linguistic	linguistic	ADJ
easat-3956	158	7	attributes	attribute	NOUN
easat-3956	158	8	such	such	ADJ
easat-3956	158	9	as	as	ADP
easat-3956	158	10	fluency	fluency	NOUN
easat-3956	158	11	and	and	CCONJ
easat-3956	158	12	grammatical	grammatical	ADJ
easat-3956	158	13	accuracy	accuracy	NOUN
easat-3956	158	14	while	while	SCONJ
easat-3956	158	15	applying	apply	VERB
easat-3956	158	16	a	a	DET
easat-3956	158	17	polynomial	polynomial	ADJ
easat-3956	158	18	regression	regression	NOUN
easat-3956	158	19	model	model	NOUN
easat-3956	158	20	to	to	ADP
easat-3956	158	21	the	the	DET
easat-3956	158	22	characterized	characterize	VERB
easat-3956	158	23	feature	feature	NOUN
easat-3956	158	24	space	space	NOUN
easat-3956	158	25	.	.	PUNCT
easat-3956	159	1	the	the	DET
easat-3956	159	2	investigation	investigation	NOUN
easat-3956	159	3	indicated	indicate	VERB
easat-3956	159	4	that	that	SCONJ
easat-3956	159	5	the	the	DET
easat-3956	159	6	model	model	NOUN
easat-3956	159	7	could	could	AUX
easat-3956	159	8	attain	attain	VERB
easat-3956	159	9	an	an	DET
easat-3956	159	10	average	average	ADJ
easat-3956	159	11	absolute	absolute	ADJ
easat-3956	159	12	error	error	NOUN
easat-3956	159	13	that	that	PRON
easat-3956	159	14	was	be	AUX
easat-3956	159	15	lower	low	ADJ
easat-3956	159	16	than	than	ADP
easat-3956	159	17	the	the	DET
easat-3956	159	18	standard	standard	ADJ
easat-3956	159	19	deviation	deviation	NOUN
easat-3956	159	20	of	of	ADP
easat-3956	159	21	human	human	ADJ
easat-3956	159	22	evaluative	evaluative	ADJ
easat-3956	159	23	scores	score	NOUN
easat-3956	159	24	across	across	ADP
easat-3956	159	25	all	all	DET
easat-3956	159	26	categories	category	NOUN
easat-3956	159	27	.	.	PUNCT
easat-3956	160	1	in	in	ADP
easat-3956	160	2	terms	term	NOUN
easat-3956	160	3	of	of	ADP
easat-3956	160	4	future	future	ADJ
easat-3956	160	5	directions	direction	NOUN
easat-3956	160	6	,	,	PUNCT
easat-3956	160	7	the	the	DET
easat-3956	160	8	authors	author	NOUN
easat-3956	160	9	pinpointed	pinpoint	VERB
easat-3956	160	10	prospective	prospective	ADJ
easat-3956	160	11	avenues	avenue	NOUN
easat-3956	160	12	for	for	ADP
easat-3956	160	13	further	further	ADJ
easat-3956	160	14	exploration	exploration	NOUN
easat-3956	160	15	,	,	PUNCT
easat-3956	160	16	including	include	VERB
easat-3956	160	17	the	the	DET
easat-3956	160	18	refinement	refinement	NOUN
easat-3956	160	19	of	of	ADP
easat-3956	160	20	enhanced	enhanced	ADJ
easat-3956	160	21	semantic	semantic	ADJ
easat-3956	160	22	and	and	CCONJ
easat-3956	160	23	syntactic	syntactic	ADJ
easat-3956	160	24	feature	feature	NOUN
easat-3956	160	25	models	model	NOUN
easat-3956	160	26	as	as	ADV
easat-3956	160	27	well	well	ADV
easat-3956	160	28	as	as	ADP
easat-3956	160	29	the	the	DET
easat-3956	160	30	investigation	investigation	NOUN
easat-3956	160	31	of	of	ADP
easat-3956	160	32	alternative	alternative	ADJ
easat-3956	160	33	methodologies	methodology	NOUN
easat-3956	160	34	,	,	PUNCT
easat-3956	160	35	such	such	ADJ
easat-3956	160	36	as	as	ADP
easat-3956	160	37	neural	neural	ADJ
easat-3956	160	38	networks	network	NOUN
easat-3956	160	39	,	,	PUNCT
easat-3956	160	40	to	to	PART
easat-3956	160	41	bolster	bolster	VERB
easat-3956	160	42	the	the	DET
easat-3956	160	43	precision	precision	NOUN
easat-3956	160	44	of	of	ADP
easat-3956	160	45	automated	automate	VERB
easat-3956	160	46	grading	grade	VERB
easat-3956	160	47	systems	system	NOUN
easat-3956	160	48	[	[	X
easat-3956	160	49	6	6	NUM
easat-3956	160	50	]	]	PUNCT
easat-3956	160	51	.	.	PUNCT
easat-3956	161	1	in	in	ADP
easat-3956	161	2	the	the	DET
easat-3956	161	3	year	year	NOUN
easat-3956	161	4	2018	2018	NUM
easat-3956	161	5	,	,	PUNCT
easat-3956	161	6	abdulaziz	abdulaziz	PROPN
easat-3956	161	7	shehab	shehab	PROPN
easat-3956	161	8	and	and	CCONJ
easat-3956	161	9	his	his	PRON
easat-3956	161	10	associates	associate	NOUN
easat-3956	161	11	introduced	introduce	VERB
easat-3956	161	12	an	an	DET
easat-3956	161	13	automated	automate	VERB
easat-3956	161	14	arabic	arabic	ADJ
easat-3956	161	15	essay	essay	NOUN
easat-3956	161	16	evaluation	evaluation	NOUN
easat-3956	161	17	system	system	NOUN
easat-3956	161	18	that	that	PRON
easat-3956	161	19	assesses	assess	VERB
easat-3956	161	20	student	student	NOUN
easat-3956	161	21	submissions	submission	NOUN
easat-3956	161	22	via	via	ADP
easat-3956	161	23	text	text	NOUN
easat-3956	161	24	similarity	similarity	NOUN
easat-3956	161	25	algorithms	algorithm	NOUN
easat-3956	161	26	.	.	PUNCT
easat-3956	162	1	this	this	DET
easat-3956	162	2	system	system	NOUN
easat-3956	162	3	functions	function	NOUN
easat-3956	162	4	on	on	ADP
easat-3956	162	5	the	the	DET
easat-3956	162	6	premise	premise	NOUN
easat-3956	162	7	of	of	ADP
easat-3956	162	8	quantifying	quantify	VERB
easat-3956	162	9	the	the	DET
easat-3956	162	10	likeness	likeness	NOUN
easat-3956	162	11	between	between	ADP
easat-3956	162	12	a	a	DET
easat-3956	162	13	student	student	NOUN
easat-3956	162	14	's	's	PART
easat-3956	162	15	response	response	NOUN
easat-3956	162	16	and	and	CCONJ
easat-3956	162	17	a	a	DET
easat-3956	162	18	reference	reference	NOUN
easat-3956	162	19	answer	answer	NOUN
easat-3956	162	20	through	through	ADP
easat-3956	162	21	a	a	DET
easat-3956	162	22	bag	bag	NOUN
easat-3956	162	23	of	of	ADP
easat-3956	162	24	words	word	NOUN
easat-3956	162	25	(	(	PUNCT
easat-3956	162	26	bow	bow	NOUN
easat-3956	162	27	)	)	PUNCT
easat-3956	162	28	model	model	NOUN
easat-3956	162	29	,	,	PUNCT
easat-3956	162	30	which	which	PRON
easat-3956	162	31	scrutinizes	scrutinize	VERB
easat-3956	162	32	each	each	DET
easat-3956	162	33	word	word	NOUN
easat-3956	162	34	in	in	ADP
easat-3956	162	35	both	both	DET
easat-3956	162	36	responses	response	NOUN
easat-3956	162	37	to	to	PART
easat-3956	162	38	produce	produce	VERB
easat-3956	162	39	a	a	DET
easat-3956	162	40	conclusive	conclusive	ADJ
easat-3956	162	41	score	score	NOUN
easat-3956	162	42	.	.	PUNCT
easat-3956	163	1	the	the	DET
easat-3956	163	2	researchers	researcher	NOUN
easat-3956	163	3	employed	employ	VERB
easat-3956	163	4	an	an	DET
easat-3956	163	5	amalgamation	amalgamation	NOUN
easat-3956	163	6	of	of	ADP
easat-3956	163	7	string	string	NOUN
easat-3956	163	8	-	-	PUNCT
easat-3956	163	9	based	base	VERB
easat-3956	163	10	and	and	CCONJ
easat-3956	163	11	corpusbased	corpusbase	VERB
easat-3956	163	12	algorithms	algorithm	NOUN
easat-3956	163	13	to	to	PART
easat-3956	163	14	compute	compute	VERB
easat-3956	163	15	similarity	similarity	NOUN
easat-3956	163	16	metrics	metric	NOUN
easat-3956	163	17	for	for	ADP
easat-3956	163	18	the	the	DET
easat-3956	163	19	responses	response	NOUN
easat-3956	163	20	.	.	PUNCT
easat-3956	164	1	to	to	PART
easat-3956	164	2	assess	assess	VERB
easat-3956	164	3	their	their	PRON
easat-3956	164	4	methodology	methodology	NOUN
easat-3956	164	5	,	,	PUNCT
easat-3956	164	6	the	the	DET
easat-3956	164	7	team	team	NOUN
easat-3956	164	8	implemented	implement	VERB
easat-3956	164	9	it	it	PRON
easat-3956	164	10	on	on	ADP
easat-3956	164	11	a	a	DET
easat-3956	164	12	dataset	dataset	NOUN
easat-3956	164	13	consisting	consist	VERB
easat-3956	164	14	of	of	ADP
easat-3956	164	15	210	210	NUM
easat-3956	164	16	brief	brief	ADJ
easat-3956	164	17	responses	response	NOUN
easat-3956	164	18	from	from	ADP
easat-3956	164	19	a	a	DET
easat-3956	164	20	sociology	sociology	NOUN
easat-3956	164	21	course	course	NOUN
easat-3956	164	22	undertaken	undertake	VERB
easat-3956	164	23	by	by	ADP
easat-3956	164	24	secondary	secondary	ADJ
easat-3956	164	25	level	level	NOUN
easat-3956	164	26	3	3	NUM
easat-3956	164	27	students	student	NOUN
easat-3956	164	28	.	.	PUNCT
easat-3956	165	1	each	each	DET
easat-3956	165	2	response	response	NOUN
easat-3956	165	3	was	be	AUX
easat-3956	165	4	evaluated	evaluate	VERB
easat-3956	165	5	by	by	ADP
easat-3956	165	6	multiple	multiple	ADJ
easat-3956	165	7	annotators	annotator	NOUN
easat-3956	165	8	,	,	PUNCT
easat-3956	165	9	with	with	ADP
easat-3956	165	10	scores	score	NOUN
easat-3956	165	11	ranging	range	VERB
easat-3956	165	12	from	from	ADP
easat-3956	165	13	0	0	NUM
easat-3956	165	14	(	(	PUNCT
easat-3956	165	15	entirely	entirely	ADV
easat-3956	165	16	incorrect	incorrect	ADJ
easat-3956	165	17	)	)	PUNCT
easat-3956	165	18	to	to	ADP
easat-3956	165	19	5	5	NUM
easat-3956	165	20	(	(	PUNCT
easat-3956	165	21	entirely	entirely	ADV
easat-3956	165	22	correct	correct	ADJ
easat-3956	165	23	)	)	PUNCT
easat-3956	165	24	.	.	PUNCT
easat-3956	166	1	the	the	DET
easat-3956	166	2	mean	mean	ADJ
easat-3956	166	3	score	score	NOUN
easat-3956	166	4	from	from	ADP
easat-3956	166	5	the	the	DET
easat-3956	166	6	annotators	annotator	NOUN
easat-3956	166	7	acted	act	VERB
easat-3956	166	8	as	as	ADP
easat-3956	166	9	the	the	DET
easat-3956	166	10	standard	standard	NOUN
easat-3956	166	11	for	for	ADP
easat-3956	166	12	appraising	appraise	VERB
easat-3956	166	13	the	the	DET
easat-3956	166	14	system	system	NOUN
easat-3956	166	15	's	's	PART
easat-3956	166	16	grading	grade	VERB
easat-3956	166	17	efficacy	efficacy	NOUN
easat-3956	166	18	.	.	PUNCT
easat-3956	167	1	the	the	DET
easat-3956	167	2	investigation	investigation	NOUN
easat-3956	167	3	underscored	underscore	VERB
easat-3956	167	4	that	that	SCONJ
easat-3956	167	5	the	the	DET
easat-3956	167	6	characterbased	characterbased	ADJ
easat-3956	167	7	n	n	CCONJ
easat-3956	167	8	-	-	PUNCT
easat-3956	167	9	gram	gram	NOUN
easat-3956	167	10	algorithm	algorithm	NOUN
easat-3956	167	11	surpassed	surpass	VERB
easat-3956	167	12	alternative	alternative	ADJ
easat-3956	167	13	techniques	technique	NOUN
easat-3956	167	14	,	,	PUNCT
easat-3956	167	15	attaining	attain	VERB
easat-3956	167	16	a	a	DET
easat-3956	167	17	considerable	considerable	ADJ
easat-3956	167	18	association	association	NOUN
easat-3956	167	19	value	value	NOUN
easat-3956	167	20	of	of	ADP
easat-3956	167	21	0.803	0.803	NUM
easat-3956	167	22	with	with	ADP
easat-3956	167	23	the	the	DET
easat-3956	167	24	damerau	damerau	NOUN
easat-3956	167	25	-	-	PUNCT
easat-3956	167	26	levenshtein	levenshtein	NOUN
easat-3956	167	27	(	(	PUNCT
easat-3956	167	28	dl	dl	NOUN
easat-3956	167	29	)	)	PUNCT
easat-3956	167	30	algorithm	algorithm	NOUN
easat-3956	167	31	.	.	PUNCT
easat-3956	168	1	the	the	DET
easat-3956	168	2	application	application	NOUN
easat-3956	168	3	of	of	ADP
easat-3956	168	4	stop	stop	NOUN
easat-3956	168	5	-	-	PUNCT
easat-3956	168	6	stemming	stemming	NOUN
easat-3956	168	7	,	,	PUNCT
easat-3956	168	8	which	which	PRON
easat-3956	168	9	emphasizes	emphasize	VERB
easat-3956	168	10	the	the	DET
easat-3956	168	11	root	root	NOUN
easat-3956	168	12	forms	form	NOUN
easat-3956	168	13	of	of	ADP
easat-3956	168	14	words	word	NOUN
easat-3956	168	15	while	while	SCONJ
easat-3956	168	16	disregarding	disregard	VERB
easat-3956	168	17	stop	stop	NOUN
easat-3956	168	18	words	word	NOUN
easat-3956	168	19	,	,	PUNCT
easat-3956	168	20	contributed	contribute	VERB
easat-3956	168	21	to	to	ADP
easat-3956	168	22	the	the	DET
easat-3956	168	23	elevated	elevated	ADJ
easat-3956	168	24	precision	precision	NOUN
easat-3956	168	25	of	of	ADP
easat-3956	168	26	the	the	DET
easat-3956	168	27	findings	finding	NOUN
easat-3956	168	28	.	.	PUNCT
easat-3956	169	1	the	the	DET
easat-3956	169	2	n	n	CCONJ
easat-3956	169	3	-	-	PUNCT
easat-3956	169	4	gram	gram	NOUN
easat-3956	169	5	approach	approach	NOUN
easat-3956	169	6	exhibited	exhibit	VERB
easat-3956	169	7	numerous	numerous	ADJ
easat-3956	169	8	benefits	benefit	NOUN
easat-3956	169	9	,	,	PUNCT
easat-3956	169	10	including	include	VERB
easat-3956	169	11	its	its	PRON
easat-3956	169	12	dependability	dependability	NOUN
easat-3956	169	13	in	in	ADP
easat-3956	169	14	managing	manage	VERB
easat-3956	169	15	noisy	noisy	ADJ
easat-3956	169	16	data	datum	NOUN
easat-3956	169	17	,	,	PUNCT
easat-3956	169	18	such	such	ADJ
easat-3956	169	19	as	as	ADP
easat-3956	169	20	spelling	spelling	NOUN
easat-3956	169	21	and	and	CCONJ
easat-3956	169	22	grammatical	grammatical	ADJ
easat-3956	169	23	inaccuracies	inaccuracy	NOUN
easat-3956	169	24	,	,	PUNCT
easat-3956	169	25	as	as	ADV
easat-3956	169	26	well	well	ADV
easat-3956	169	27	as	as	ADP
easat-3956	169	28	its	its	PRON
easat-3956	169	29	capacity	capacity	NOUN
easat-3956	169	30	to	to	PART
easat-3956	169	31	produce	produce	VERB
easat-3956	169	32	a	a	DET
easat-3956	169	33	substantial	substantial	ADJ
easat-3956	169	34	quantity	quantity	NOUN
easat-3956	169	35	of	of	ADP
easat-3956	169	36	n	n	NOUN
easat-3956	169	37	-	-	PUNCT
easat-3956	169	38	grams	gram	NOUN
easat-3956	169	39	for	for	ADP
easat-3956	169	40	comparative	comparative	ADJ
easat-3956	169	41	analysis	analysis	NOUN
easat-3956	169	42	.	.	PUNCT
easat-3956	170	1	moving	move	VERB
easat-3956	170	2	forward	forward	ADV
easat-3956	170	3	,	,	PUNCT
easat-3956	170	4	the	the	DET
easat-3956	170	5	researchers	researcher	NOUN
easat-3956	170	6	aspire	aspire	VERB
easat-3956	170	7	to	to	PART
easat-3956	170	8	amalgamate	amalgamate	VERB
easat-3956	170	9	string	string	NOUN
easat-3956	170	10	-	-	PUNCT
easat-3956	170	11	based	base	VERB
easat-3956	170	12	and	and	CCONJ
easat-3956	170	13	corpus	corpus	NOUN
easat-3956	170	14	-	-	PUNCT
easat-3956	170	15	based	base	VERB
easat-3956	170	16	algorithms	algorithm	NOUN
easat-3956	170	17	to	to	PART
easat-3956	170	18	further	far	ADV
easat-3956	170	19	refine	refine	VERB
easat-3956	170	20	grading	grade	VERB
easat-3956	170	21	precision	precision	NOUN
easat-3956	170	22	.	.	PUNCT
easat-3956	171	1	they	they	PRON
easat-3956	171	2	intend	intend	VERB
easat-3956	171	3	to	to	PART
easat-3956	171	4	investigate	investigate	VERB
easat-3956	171	5	synonymous	synonymous	ADJ
easat-3956	171	6	methodologies	methodology	NOUN
easat-3956	171	7	and	and	CCONJ
easat-3956	171	8	content	content	ADJ
easat-3956	171	9	-	-	ADJ
easat-3956	171	10	centric	centric	ADJ
easat-3956	171	11	strategies	strategy	NOUN
easat-3956	171	12	to	to	PART
easat-3956	171	13	diminish	diminish	VERB
easat-3956	171	14	errors	error	NOUN
easat-3956	171	15	in	in	ADP
easat-3956	171	16	automated	automate	VERB
easat-3956	171	17	grading	grading	NOUN
easat-3956	171	18	.	.	PUNCT
easat-3956	172	1	furthermore	furthermore	ADV
easat-3956	172	2	,	,	PUNCT
easat-3956	172	3	they	they	PRON
easat-3956	172	4	plan	plan	VERB
easat-3956	172	5	to	to	PART
easat-3956	172	6	evaluate	evaluate	VERB
easat-3956	172	7	their	their	PRON
easat-3956	172	8	system	system	NOUN
easat-3956	172	9	on	on	ADP
easat-3956	172	10	diverse	diverse	ADJ
easat-3956	172	11	datasets	dataset	NOUN
easat-3956	172	12	across	across	ADP
easat-3956	172	13	various	various	ADJ
easat-3956	172	14	disciplines	discipline	NOUN
easat-3956	172	15	to	to	PART
easat-3956	172	16	gauge	gauge	VERB
easat-3956	172	17	the	the	DET
easat-3956	172	18	algorithms	algorithm	NOUN
easat-3956	172	19	'	'	PART
easat-3956	172	20	reliability	reliability	NOUN
easat-3956	172	21	in	in	ADP
easat-3956	172	22	more	more	ADV
easat-3956	172	23	extensive	extensive	ADJ
easat-3956	172	24	applications	application	NOUN
easat-3956	172	25	[	[	X
easat-3956	172	26	21	21	NUM
easat-3956	172	27	]	]	PUNCT
easat-3956	172	28	.	.	PUNCT
easat-3956	173	1	in	in	ADP
easat-3956	173	2	their	their	PRON
easat-3956	173	3	2019	2019	NUM
easat-3956	173	4	publication	publication	NOUN
easat-3956	173	5	,	,	PUNCT
easat-3956	173	6	al	al	PROPN
easat-3956	173	7	awaida	awaida	PROPN
easat-3956	173	8	,	,	PUNCT
easat-3956	173	9	al	al	PROPN
easat-3956	173	10	-	-	PUNCT
easat-3956	173	11	shargabi	shargabi	NOUN
easat-3956	173	12	,	,	PUNCT
easat-3956	173	13	and	and	CCONJ
easat-3956	173	14	al	al	PROPN
easat-3956	173	15	-	-	PUNCT
easat-3956	173	16	rousan	rousan	PROPN
easat-3956	173	17	introduced	introduce	VERB
easat-3956	173	18	an	an	DET
easat-3956	173	19	automated	automate	VERB
easat-3956	173	20	essay	essay	NOUN
easat-3956	173	21	evaluation	evaluation	NOUN
easat-3956	173	22	framework	framework	NOUN
easat-3956	173	23	specifically	specifically	ADV
easat-3956	173	24	designed	design	VERB
easat-3956	173	25	for	for	ADP
easat-3956	173	26	arabic	arabic	ADJ
easat-3956	173	27	language	language	NOUN
easat-3956	173	28	compositions	composition	NOUN
easat-3956	173	29	,	,	PUNCT
easat-3956	173	30	utilizing	utilize	VERB
easat-3956	173	31	f	f	NOUN
easat-3956	173	32	-	-	PUNCT
easat-3956	173	33	score	score	NOUN
easat-3956	173	34	,	,	PUNCT
easat-3956	173	35	arabic	arabic	ADJ
easat-3956	173	36	wordnet	wordnet	NOUN
easat-3956	173	37	(	(	PUNCT
easat-3956	173	38	awn	awn	NOUN
easat-3956	173	39	)	)	PUNCT
easat-3956	173	40	,	,	PUNCT
easat-3956	173	41	and	and	CCONJ
easat-3956	173	42	text	text	NOUN
easat-3956	173	43	similarity	similarity	NOUN
easat-3956	173	44	metrics	metric	NOUN
easat-3956	173	45	to	to	PART
easat-3956	173	46	enhance	enhance	VERB
easat-3956	173	47	the	the	DET
easat-3956	173	48	precision	precision	NOUN
easat-3956	173	49	of	of	ADP
easat-3956	173	50	grading	grade	VERB
easat-3956	173	51	outcomes	outcome	NOUN
easat-3956	173	52	.	.	PUNCT
easat-3956	174	1	the	the	DET
easat-3956	174	2	framework	framework	NOUN
easat-3956	174	3	encompasses	encompass	VERB
easat-3956	174	4	several	several	ADJ
easat-3956	174	5	stages	stage	NOUN
easat-3956	174	6	:	:	PUNCT
easat-3956	174	7	preprocessing	preprocessing	NOUN
easat-3956	174	8	,	,	PUNCT
easat-3956	174	9	feature	feature	NOUN
easat-3956	174	10	extraction	extraction	NOUN
easat-3956	174	11	via	via	ADP
easat-3956	174	12	awn	awn	NOUN
easat-3956	174	13	,	,	PUNCT
easat-3956	174	14	and	and	CCONJ
easat-3956	174	15	the	the	DET
easat-3956	174	16	application	application	NOUN
easat-3956	174	17	of	of	ADP
easat-3956	174	18	cosine	cosine	NOUN
easat-3956	174	19	similarity	similarity	NOUN
easat-3956	174	20	to	to	PART
easat-3956	174	21	assess	assess	VERB
easat-3956	174	22	the	the	DET
easat-3956	174	23	congruence	congruence	NOUN
easat-3956	174	24	between	between	ADP
easat-3956	174	25	student	student	NOUN
easat-3956	174	26	submissions	submission	NOUN
easat-3956	174	27	and	and	CCONJ
easat-3956	174	28	model	model	NOUN
easat-3956	174	29	responses	response	NOUN
easat-3956	174	30	.	.	PUNCT
easat-3956	175	1	the	the	DET
easat-3956	175	2	dataset	dataset	NOUN
easat-3956	175	3	employed	employ	VERB
easat-3956	175	4	in	in	ADP
easat-3956	175	5	this	this	DET
easat-3956	175	6	investigation	investigation	NOUN
easat-3956	175	7	was	be	AUX
easat-3956	175	8	developed	develop	VERB
easat-3956	175	9	within	within	ADP
easat-3956	175	10	a	a	DET
easat-3956	175	11	mysql	mysql	NOUN
easat-3956	175	12	environment	environment	NOUN
easat-3956	175	13	and	and	CCONJ
easat-3956	175	14	consists	consist	VERB
easat-3956	175	15	of	of	ADP
easat-3956	175	16	120	120	NUM
easat-3956	175	17	prompts	prompt	NOUN
easat-3956	175	18	,	,	PUNCT
easat-3956	175	19	each	each	PRON
easat-3956	175	20	paired	pair	VERB
easat-3956	175	21	with	with	ADP
easat-3956	175	22	three	three	NUM
easat-3956	175	23	model	model	NOUN
easat-3956	175	24	responses	response	NOUN
easat-3956	175	25	and	and	CCONJ
easat-3956	175	26	30	30	NUM
easat-3956	175	27	student	student	NOUN
easat-3956	175	28	submissions	submission	NOUN
easat-3956	175	29	.	.	PUNCT
easat-3956	176	1	this	this	DET
easat-3956	176	2	dataset	dataset	NOUN
easat-3956	176	3	was	be	AUX
easat-3956	176	4	meticulously	meticulously	ADV
easat-3956	176	5	constructed	construct	VERB
easat-3956	176	6	following	follow	VERB
easat-3956	176	7	the	the	DET
easat-3956	176	8	guidelines	guideline	NOUN
easat-3956	176	9	established	establish	VERB
easat-3956	176	10	by	by	ADP
easat-3956	176	11	the	the	DET
easat-3956	176	12	hewlett	hewlett	PROPN
easat-3956	176	13	foundation	foundation	PROPN
easat-3956	176	14	for	for	ADP
easat-3956	176	15	automated	automate	VERB
easat-3956	176	16	student	student	NOUN
easat-3956	176	17	evaluations	evaluation	NOUN
easat-3956	176	18	.	.	PUNCT
easat-3956	177	1	the	the	DET
easat-3956	177	2	findings	finding	NOUN
easat-3956	177	3	demonstrated	demonstrate	VERB
easat-3956	177	4	that	that	SCONJ
easat-3956	177	5	the	the	DET
easat-3956	177	6	incorporation	incorporation	NOUN
easat-3956	177	7	of	of	ADP
easat-3956	177	8	arabic	arabic	ADJ
easat-3956	177	9	wordnet	wordnet	NOUN
easat-3956	177	10	markedly	markedly	ADV
easat-3956	177	11	enhanced	enhance	VERB
easat-3956	177	12	grading	grading	NOUN
easat-3956	177	13	efficacy	efficacy	NOUN
easat-3956	177	14	,	,	PUNCT
easat-3956	177	15	as	as	SCONJ
easat-3956	177	16	indicated	indicate	VERB
easat-3956	177	17	by	by	ADP
easat-3956	177	18	decreases	decrease	NOUN
easat-3956	177	19	in	in	ADP
easat-3956	177	20	mean	mean	ADJ
easat-3956	177	21	absolute	absolute	ADJ
easat-3956	177	22	error	error	NOUN
easat-3956	177	23	and	and	CCONJ
easat-3956	177	24	elevated	elevated	ADJ
easat-3956	177	25	pearson	pearson	NOUN
easat-3956	177	26	correlation	correlation	NOUN
easat-3956	177	27	coefficients	coefficient	NOUN
easat-3956	177	28	when	when	SCONJ
easat-3956	177	29	compared	compare	VERB
easat-3956	177	30	to	to	ADP
easat-3956	177	31	systems	system	NOUN
easat-3956	177	32	that	that	PRON
easat-3956	177	33	did	do	AUX
easat-3956	177	34	not	not	PART
easat-3956	177	35	implement	implement	VERB
easat-3956	177	36	awn	awn	VERB
easat-3956	177	37	.	.	PUNCT
easat-3956	178	1	the	the	DET
easat-3956	178	2	research	research	NOUN
easat-3956	178	3	underscored	underscore	VERB
easat-3956	178	4	the	the	DET
easat-3956	178	5	utility	utility	NOUN
easat-3956	178	6	of	of	ADP
easat-3956	178	7	awn	awn	NOUN
easat-3956	178	8	and	and	CCONJ
easat-3956	178	9	f	f	NOUN
easat-3956	178	10	-	-	PUNCT
easat-3956	178	11	score	score	NOUN
easat-3956	178	12	as	as	ADP
easat-3956	178	13	potent	potent	ADJ
easat-3956	178	14	instruments	instrument	NOUN
easat-3956	178	15	for	for	ADP
easat-3956	178	16	feature	feature	NOUN
easat-3956	178	17	extraction	extraction	NOUN
easat-3956	178	18	from	from	ADP
easat-3956	178	19	both	both	DET
easat-3956	178	20	student	student	NOUN
easat-3956	178	21	and	and	CCONJ
easat-3956	178	22	model	model	NOUN
easat-3956	178	23	responses	response	NOUN
easat-3956	178	24	.	.	PUNCT
easat-3956	179	1	future	future	ADJ
easat-3956	179	2	research	research	NOUN
easat-3956	179	3	directions	direction	NOUN
easat-3956	179	4	are	be	AUX
easat-3956	179	5	suggested	suggest	VERB
easat-3956	179	6	to	to	PART
easat-3956	179	7	examine	examine	VERB
easat-3956	179	8	the	the	DET
easat-3956	179	9	utilization	utilization	NOUN
easat-3956	179	10	of	of	ADP
easat-3956	179	11	machine	machine	NOUN
easat-3956	179	12	learning	learning	NOUN
easat-3956	179	13	and	and	CCONJ
easat-3956	179	14	neural	neural	ADJ
easat-3956	179	15	network	network	NOUN
easat-3956	179	16	architectures	architecture	NOUN
easat-3956	179	17	to	to	PART
easat-3956	179	18	further	far	ADV
easat-3956	179	19	refine	refine	VERB
easat-3956	179	20	the	the	DET
easat-3956	179	21	accuracy	accuracy	NOUN
easat-3956	179	22	of	of	ADP
easat-3956	179	23	arabic	arabic	ADJ
easat-3956	179	24	essay	essay	PROPN
easat-3956	179	25	assessment	assessment	NOUN
easat-3956	179	26	,	,	PUNCT
easat-3956	179	27	as	as	ADV
easat-3956	179	28	well	well	ADV
easat-3956	179	29	as	as	ADP
easat-3956	179	30	to	to	PART
easat-3956	179	31	investigate	investigate	VERB
easat-3956	179	32	the	the	DET
easat-3956	179	33	ramifications	ramification	NOUN
easat-3956	179	34	of	of	ADP
easat-3956	179	35	word	word	NOUN
easat-3956	179	36	-	-	PUNCT
easat-3956	179	37	embedding	embed	VERB
easat-3956	179	38	methodologies	methodology	NOUN
easat-3956	179	39	[	[	X
easat-3956	179	40	16	16	NUM
easat-3956	179	41	]	]	PUNCT
easat-3956	179	42	.	.	PUNCT
easat-3956	180	1	in	in	ADP
easat-3956	180	2	the	the	DET
easat-3956	180	3	year	year	NOUN
easat-3956	180	4	2019	2019	NUM
easat-3956	180	5	,	,	PUNCT
easat-3956	180	6	scholars	scholar	NOUN
easat-3956	180	7	aqil	aqil	PROPN
easat-3956	180	8	m.	m.	PROPN
easat-3956	180	9	azmi	azmi	PROPN
easat-3956	180	10	,	,	PUNCT
easat-3956	180	11	maram	maram	PROPN
easat-3956	180	12	f.	f.	PROPN
easat-3956	180	13	al	al	PROPN
easat-3956	180	14	-	-	PUNCT
easat-3956	180	15	jouie	jouie	PROPN
easat-3956	180	16	,	,	PUNCT
easat-3956	180	17	and	and	CCONJ
easat-3956	180	18	muhammad	muhammad	PROPN
easat-3956	180	19	hussain	hussain	PROPN
easat-3956	180	20	established	establish	VERB
easat-3956	180	21	the	the	DET
easat-3956	180	22	aaee	aaee	NOUN
easat-3956	180	23	(	(	PUNCT
easat-3956	180	24	automated	automate	VERB
easat-3956	180	25	arabic	arabic	ADJ
easat-3956	180	26	essays	essay	NOUN
easat-3956	180	27	evaluator	evaluator	NOUN
easat-3956	180	28	)	)	PUNCT
easat-3956	180	29	system	system	NOUN
easat-3956	180	30	,	,	PUNCT
easat-3956	180	31	aimed	aim	VERB
easat-3956	180	32	at	at	ADP
easat-3956	180	33	assessing	assess	VERB
easat-3956	180	34	students	student	NOUN
easat-3956	180	35	'	'	PART
easat-3956	180	36	essays	essay	NOUN
easat-3956	180	37	written	write	VERB
easat-3956	180	38	in	in	ADP
easat-3956	180	39	arabic	arabic	ADJ
easat-3956	180	40	.	.	PUNCT
easat-3956	181	1	the	the	DET
easat-3956	181	2	architecture	architecture	NOUN
easat-3956	181	3	of	of	ADP
easat-3956	181	4	the	the	DET
easat-3956	181	5	system	system	NOUN
easat-3956	181	6	operates	operate	VERB
easat-3956	181	7	through	through	ADP
easat-3956	181	8	two	two	NUM
easat-3956	181	9	primary	primary	ADJ
easat-3956	181	10	stages	stage	NOUN
easat-3956	181	11	:	:	PUNCT
easat-3956	181	12	training	training	NOUN
easat-3956	181	13	and	and	CCONJ
easat-3956	181	14	evaluation	evaluation	NOUN
easat-3956	181	15	.	.	PUNCT
easat-3956	182	1	to	to	PART
easat-3956	182	2	construct	construct	VERB
easat-3956	182	3	the	the	DET
easat-3956	182	4	system	system	NOUN
easat-3956	182	5	,	,	PUNCT
easat-3956	182	6	the	the	DET
easat-3956	182	7	researchers	researcher	NOUN
easat-3956	182	8	amassed	amass	VERB
easat-3956	182	9	a	a	DET
easat-3956	182	10	dataset	dataset	NOUN
easat-3956	182	11	consisting	consist	VERB
easat-3956	182	12	of	of	ADP
easat-3956	182	13	350	350	NUM
easat-3956	182	14	handwritten	handwritten	ADJ
easat-3956	182	15	pre	pre	VERB
easat-3956	182	16	-	-	VERB
easat-3956	182	17	graded	grade	VERB
easat-3956	182	18	9166	9166	NUM
easat-3956	182	19	edelweiss	edelweiss	PROPN
easat-3956	182	20	applied	apply	VERB
easat-3956	182	21	science	science	NOUN
easat-3956	182	22	and	and	CCONJ
easat-3956	182	23	technology	technology	NOUN
easat-3956	182	24	issn	issn	PROPN
easat-3956	182	25	:	:	PUNCT
easat-3956	182	26	2576	2576	NUM
easat-3956	182	27	-	-	SYM
easat-3956	182	28	8484	8484	NUM
easat-3956	182	29	vol	vol	NOUN
easat-3956	182	30	.	.	PROPN
easat-3956	183	1	8	8	NUM
easat-3956	183	2	,	,	PUNCT
easat-3956	183	3	no	no	INTJ
easat-3956	183	4	.	.	NOUN
easat-3956	184	1	6	6	NUM
easat-3956	184	2	:	:	SYM
easat-3956	184	3	9158	9158	NUM
easat-3956	184	4	-	-	SYM
easat-3956	184	5	9176	9176	NUM
easat-3956	184	6	,	,	PUNCT
easat-3956	184	7	2024	2024	NUM
easat-3956	184	8	doi	doi	NOUN
easat-3956	184	9	:	:	PUNCT
easat-3956	184	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	184	11	©	©	NOUN
easat-3956	184	12	2024	2024	NUM
easat-3956	184	13	by	by	ADP
easat-3956	184	14	the	the	DET
easat-3956	184	15	authors	author	NOUN
easat-3956	184	16	;	;	PUNCT
easat-3956	184	17	licensee	licensee	PROPN
easat-3956	184	18	learning	learning	NOUN
easat-3956	184	19	gate	gate	NOUN
easat-3956	184	20	essays	essay	NOUN
easat-3956	184	21	sourced	source	VERB
easat-3956	184	22	from	from	ADP
easat-3956	184	23	four	four	NUM
easat-3956	184	24	distinct	distinct	ADJ
easat-3956	184	25	educational	educational	ADJ
easat-3956	184	26	institutions	institution	NOUN
easat-3956	184	27	,	,	PUNCT
easat-3956	184	28	encompassing	encompass	VERB
easat-3956	184	29	a	a	DET
easat-3956	184	30	variety	variety	NOUN
easat-3956	184	31	of	of	ADP
easat-3956	184	32	topics	topic	NOUN
easat-3956	184	33	and	and	CCONJ
easat-3956	184	34	spanning	span	VERB
easat-3956	184	35	two	two	NUM
easat-3956	184	36	academic	academic	ADJ
easat-3956	184	37	levels	level	NOUN
easat-3956	184	38	.	.	PUNCT
easat-3956	185	1	each	each	DET
easat-3956	185	2	essay	essay	ADJ
easat-3956	185	3	underwent	underwent	ADJ
easat-3956	185	4	evaluation	evaluation	NOUN
easat-3956	185	5	by	by	ADP
easat-3956	185	6	two	two	NUM
easat-3956	185	7	or	or	CCONJ
easat-3956	185	8	,	,	PUNCT
easat-3956	185	9	in	in	ADP
easat-3956	185	10	some	some	DET
easat-3956	185	11	instances	instance	NOUN
easat-3956	185	12	,	,	PUNCT
easat-3956	185	13	three	three	NUM
easat-3956	185	14	human	human	ADJ
easat-3956	185	15	raters	rater	NOUN
easat-3956	185	16	to	to	PART
easat-3956	185	17	guarantee	guarantee	VERB
easat-3956	185	18	reliability	reliability	NOUN
easat-3956	185	19	and	and	CCONJ
easat-3956	185	20	reduce	reduce	VERB
easat-3956	185	21	bias	bias	NOUN
easat-3956	185	22	.	.	PUNCT
easat-3956	186	1	during	during	ADP
easat-3956	186	2	the	the	DET
easat-3956	186	3	training	training	NOUN
easat-3956	186	4	stage	stage	NOUN
easat-3956	186	5	,	,	PUNCT
easat-3956	186	6	300	300	NUM
easat-3956	186	7	of	of	ADP
easat-3956	186	8	these	these	DET
easat-3956	186	9	essays	essay	NOUN
easat-3956	186	10	were	be	AUX
easat-3956	186	11	utilized	utilize	VERB
easat-3956	186	12	,	,	PUNCT
easat-3956	186	13	with	with	ADP
easat-3956	186	14	human	human	ADJ
easat-3956	186	15	instructors	instructor	NOUN
easat-3956	186	16	assigning	assign	VERB
easat-3956	186	17	scores	score	NOUN
easat-3956	186	18	on	on	ADP
easat-3956	186	19	a	a	DET
easat-3956	186	20	scale	scale	NOUN
easat-3956	186	21	of	of	ADP
easat-3956	186	22	10	10	NUM
easat-3956	186	23	.	.	PUNCT
easat-3956	187	1	should	should	AUX
easat-3956	187	2	the	the	DET
easat-3956	187	3	scores	score	NOUN
easat-3956	187	4	from	from	ADP
easat-3956	187	5	the	the	DET
easat-3956	187	6	initial	initial	ADJ
easat-3956	187	7	two	two	NUM
easat-3956	187	8	raters	rater	NOUN
easat-3956	187	9	exhibit	exhibit	VERB
easat-3956	187	10	significant	significant	ADJ
easat-3956	187	11	discrepancies	discrepancy	NOUN
easat-3956	187	12	,	,	PUNCT
easat-3956	187	13	a	a	DET
easat-3956	187	14	third	third	ADJ
easat-3956	187	15	rater	rater	NOUN
easat-3956	187	16	would	would	AUX
easat-3956	187	17	assess	assess	VERB
easat-3956	187	18	the	the	DET
easat-3956	187	19	essay	essay	NOUN
easat-3956	187	20	to	to	PART
easat-3956	187	21	ensure	ensure	VERB
easat-3956	187	22	an	an	DET
easat-3956	187	23	equitable	equitable	ADJ
easat-3956	187	24	evaluation	evaluation	NOUN
easat-3956	187	25	.	.	PUNCT
easat-3956	188	1	in	in	ADP
easat-3956	188	2	the	the	DET
easat-3956	188	3	evaluation	evaluation	NOUN
easat-3956	188	4	phase	phase	NOUN
easat-3956	188	5	,	,	PUNCT
easat-3956	188	6	the	the	DET
easat-3956	188	7	remaining	remain	VERB
easat-3956	188	8	50	50	NUM
easat-3956	188	9	essays	essay	NOUN
easat-3956	188	10	were	be	AUX
easat-3956	188	11	appraised	appraise	VERB
easat-3956	188	12	by	by	ADP
easat-3956	188	13	the	the	DET
easat-3956	188	14	aaee	aaee	ADJ
easat-3956	188	15	system	system	NOUN
easat-3956	188	16	.	.	PUNCT
easat-3956	189	1	the	the	DET
easat-3956	189	2	researchers	researcher	NOUN
easat-3956	189	3	gauged	gauge	VERB
easat-3956	189	4	the	the	DET
easat-3956	189	5	system	system	NOUN
easat-3956	189	6	's	's	PART
easat-3956	189	7	efficacy	efficacy	NOUN
easat-3956	189	8	by	by	ADP
easat-3956	189	9	determining	determine	VERB
easat-3956	189	10	the	the	DET
easat-3956	189	11	correlation	correlation	NOUN
easat-3956	189	12	between	between	ADP
easat-3956	189	13	the	the	DET
easat-3956	189	14	automated	automate	VERB
easat-3956	189	15	scores	score	NOUN
easat-3956	189	16	and	and	CCONJ
easat-3956	189	17	those	those	PRON
easat-3956	189	18	awarded	award	VERB
easat-3956	189	19	by	by	ADP
easat-3956	189	20	human	human	ADJ
easat-3956	189	21	raters	rater	NOUN
easat-3956	189	22	.	.	PUNCT
easat-3956	190	1	the	the	DET
easat-3956	190	2	outcomes	outcome	NOUN
easat-3956	190	3	were	be	AUX
easat-3956	190	4	encouraging	encouraging	ADJ
easat-3956	190	5	;	;	PUNCT
easat-3956	190	6	the	the	DET
easat-3956	190	7	aaee	aaee	ADJ
easat-3956	190	8	system	system	NOUN
easat-3956	190	9	attained	attain	VERB
easat-3956	190	10	a	a	DET
easat-3956	190	11	pearson	pearson	NOUN
easat-3956	190	12	correlation	correlation	NOUN
easat-3956	190	13	of	of	ADP
easat-3956	190	14	0.756	0.756	NUM
easat-3956	190	15	with	with	ADP
easat-3956	190	16	human	human	ADJ
easat-3956	190	17	assessments	assessment	NOUN
easat-3956	190	18	.	.	PUNCT
easat-3956	191	1	this	this	DET
easat-3956	191	2	correlation	correlation	NOUN
easat-3956	191	3	is	be	AUX
easat-3956	191	4	analogous	analogous	ADJ
easat-3956	191	5	to	to	ADP
easat-3956	191	6	the	the	DET
easat-3956	191	7	inter	inter	ADJ
easat-3956	191	8	-	-	ADJ
easat-3956	191	9	human	human	ADJ
easat-3956	191	10	correlation	correlation	NOUN
easat-3956	191	11	of	of	ADP
easat-3956	191	12	0.85	0.85	NUM
easat-3956	191	13	observed	observe	VERB
easat-3956	191	14	in	in	ADP
easat-3956	191	15	english	english	ADJ
easat-3956	191	16	essay	essay	NOUN
easat-3956	191	17	evaluations	evaluation	NOUN
easat-3956	191	18	and	and	CCONJ
easat-3956	191	19	slightly	slightly	ADV
easat-3956	191	20	exceeds	exceed	VERB
easat-3956	191	21	the	the	DET
easat-3956	191	22	previously	previously	ADV
easat-3956	191	23	reported	report	VERB
easat-3956	191	24	correlation	correlation	NOUN
easat-3956	191	25	of	of	ADP
easat-3956	191	26	0.709	0.709	NUM
easat-3956	191	27	for	for	ADP
easat-3956	191	28	arabic	arabic	ADJ
easat-3956	191	29	essays	essay	NOUN
easat-3956	191	30	.	.	PUNCT
easat-3956	192	1	the	the	DET
easat-3956	192	2	system	system	NOUN
easat-3956	192	3	exhibited	exhibit	VERB
easat-3956	192	4	a	a	DET
easat-3956	192	5	high	high	ADJ
easat-3956	192	6	accuracy	accuracy	NOUN
easat-3956	192	7	rate	rate	NOUN
easat-3956	192	8	,	,	PUNCT
easat-3956	192	9	with	with	ADP
easat-3956	192	10	approximately	approximately	ADV
easat-3956	192	11	90	90	NUM
easat-3956	192	12	%	%	NOUN
easat-3956	192	13	of	of	ADP
easat-3956	192	14	the	the	DET
easat-3956	192	15	test	test	NOUN
easat-3956	192	16	essays	essay	NOUN
easat-3956	192	17	receiving	receive	VERB
easat-3956	192	18	accurate	accurate	ADJ
easat-3956	192	19	scores	score	NOUN
easat-3956	192	20	.	.	PUNCT
easat-3956	193	1	these	these	DET
easat-3956	193	2	results	result	NOUN
easat-3956	193	3	signify	signify	VERB
easat-3956	193	4	the	the	DET
easat-3956	193	5	competency	competency	NOUN
easat-3956	193	6	of	of	ADP
easat-3956	193	7	the	the	DET
easat-3956	193	8	aaee	aaee	ADJ
easat-3956	193	9	system	system	NOUN
easat-3956	193	10	in	in	ADP
easat-3956	193	11	the	the	DET
easat-3956	193	12	automated	automate	VERB
easat-3956	193	13	grading	grading	NOUN
easat-3956	193	14	of	of	ADP
easat-3956	193	15	arabic	arabic	ADJ
easat-3956	193	16	essays	essay	NOUN
easat-3956	193	17	.	.	PUNCT
easat-3956	194	1	moving	move	VERB
easat-3956	194	2	forward	forward	ADV
easat-3956	194	3	,	,	PUNCT
easat-3956	194	4	the	the	DET
easat-3956	194	5	researchers	researcher	NOUN
easat-3956	194	6	aspire	aspire	VERB
easat-3956	194	7	to	to	PART
easat-3956	194	8	enhance	enhance	VERB
easat-3956	194	9	the	the	DET
easat-3956	194	10	evaluation	evaluation	NOUN
easat-3956	194	11	outcomes	outcome	NOUN
easat-3956	194	12	by	by	ADP
easat-3956	194	13	integrating	integrate	VERB
easat-3956	194	14	additional	additional	ADJ
easat-3956	194	15	features	feature	NOUN
easat-3956	194	16	into	into	ADP
easat-3956	194	17	the	the	DET
easat-3956	194	18	system	system	NOUN
easat-3956	194	19	.	.	PUNCT
easat-3956	195	1	they	they	PRON
easat-3956	195	2	plan	plan	VERB
easat-3956	195	3	to	to	PART
easat-3956	195	4	incorporate	incorporate	VERB
easat-3956	195	5	word2vec	word2vec	ADJ
easat-3956	195	6	,	,	PUNCT
easat-3956	195	7	a	a	DET
easat-3956	195	8	widely	widely	ADV
easat-3956	195	9	recognized	recognize	VERB
easat-3956	195	10	method	method	NOUN
easat-3956	195	11	for	for	ADP
easat-3956	195	12	evaluating	evaluate	VERB
easat-3956	195	13	semantic	semantic	ADJ
easat-3956	195	14	similarity	similarity	NOUN
easat-3956	195	15	,	,	PUNCT
easat-3956	195	16	and	and	CCONJ
easat-3956	195	17	to	to	PART
easat-3956	195	18	broaden	broaden	VERB
easat-3956	195	19	the	the	DET
easat-3956	195	20	dataset	dataset	NOUN
easat-3956	195	21	by	by	ADP
easat-3956	195	22	gathering	gather	VERB
easat-3956	195	23	more	more	ADJ
easat-3956	195	24	essays	essay	NOUN
easat-3956	195	25	and	and	CCONJ
easat-3956	195	26	involving	involve	VERB
easat-3956	195	27	multiple	multiple	ADJ
easat-3956	195	28	educators	educator	NOUN
easat-3956	195	29	in	in	ADP
easat-3956	195	30	the	the	DET
easat-3956	195	31	grading	grade	VERB
easat-3956	195	32	process	process	NOUN
easat-3956	195	33	.	.	PUNCT
easat-3956	196	1	this	this	DET
easat-3956	196	2	research	research	NOUN
easat-3956	196	3	marks	mark	VERB
easat-3956	196	4	a	a	DET
easat-3956	196	5	notable	notable	ADJ
easat-3956	196	6	advancement	advancement	NOUN
easat-3956	196	7	in	in	ADP
easat-3956	196	8	automated	automate	VERB
easat-3956	196	9	essay	essay	ADJ
easat-3956	196	10	evaluation	evaluation	NOUN
easat-3956	196	11	for	for	ADP
easat-3956	196	12	the	the	DET
easat-3956	196	13	arabic	arabic	ADJ
easat-3956	196	14	language	language	NOUN
easat-3956	196	15	and	and	CCONJ
easat-3956	196	16	paves	pave	VERB
easat-3956	196	17	the	the	DET
easat-3956	196	18	way	way	NOUN
easat-3956	196	19	for	for	ADP
easat-3956	196	20	future	future	ADJ
easat-3956	196	21	inquiries	inquiry	NOUN
easat-3956	196	22	and	and	CCONJ
easat-3956	196	23	developments	development	NOUN
easat-3956	196	24	in	in	ADP
easat-3956	196	25	this	this	DET
easat-3956	196	26	domain	domain	NOUN
easat-3956	196	27	[	[	X
easat-3956	196	28	27	27	NUM
easat-3956	196	29	]	]	PUNCT
easat-3956	196	30	.	.	PUNCT
easat-3956	197	1	in	in	ADP
easat-3956	197	2	the	the	DET
easat-3956	197	3	year	year	NOUN
easat-3956	197	4	2019	2019	NUM
easat-3956	197	5	,	,	PUNCT
easat-3956	197	6	saeda	saeda	NOUN
easat-3956	197	7	esmaile	esmaile	NOUN
easat-3956	197	8	odeh	odeh	NOUN
easat-3956	197	9	al	al	PROPN
easat-3956	197	10	-	-	PUNCT
easat-3956	197	11	awaida	awaida	PROPN
easat-3956	197	12	,	,	PUNCT
easat-3956	197	13	under	under	ADP
easat-3956	197	14	the	the	DET
easat-3956	197	15	guidance	guidance	NOUN
easat-3956	197	16	of	of	ADP
easat-3956	197	17	dr	dr	PROPN
easat-3956	197	18	.	.	PROPN
easat-3956	197	19	bassam	bassam	PROPN
easat-3956	197	20	alshargabi	alshargabi	PROPN
easat-3956	197	21	,	,	PUNCT
easat-3956	197	22	submitted	submit	VERB
easat-3956	197	23	a	a	DET
easat-3956	197	24	doctoral	doctoral	ADJ
easat-3956	197	25	thesis	thesis	NOUN
easat-3956	197	26	concerning	concern	VERB
easat-3956	197	27	an	an	DET
easat-3956	197	28	automated	automate	VERB
easat-3956	197	29	grading	grade	VERB
easat-3956	197	30	system	system	NOUN
easat-3956	197	31	for	for	ADP
easat-3956	197	32	arabic	arabic	ADJ
easat-3956	197	33	essays	essay	NOUN
easat-3956	197	34	.	.	PUNCT
easat-3956	198	1	the	the	DET
easat-3956	198	2	proposed	propose	VERB
easat-3956	198	3	framework	framework	NOUN
easat-3956	198	4	comprises	comprise	VERB
easat-3956	198	5	two	two	NUM
easat-3956	198	6	main	main	ADJ
easat-3956	198	7	components	component	NOUN
easat-3956	198	8	.	.	PUNCT
easat-3956	199	1	initially	initially	ADV
easat-3956	199	2	,	,	PUNCT
easat-3956	199	3	it	it	PRON
easat-3956	199	4	employs	employ	VERB
easat-3956	199	5	arabic	arabic	ADJ
easat-3956	199	6	wordnet	wordnet	NOUN
easat-3956	199	7	to	to	PART
easat-3956	199	8	ascertain	ascertain	VERB
easat-3956	199	9	related	related	ADJ
easat-3956	199	10	lexicons	lexicon	NOUN
easat-3956	199	11	,	,	PUNCT
easat-3956	199	12	selecting	select	VERB
easat-3956	199	13	features	feature	NOUN
easat-3956	199	14	via	via	ADP
easat-3956	199	15	a	a	DET
easat-3956	199	16	support	support	NOUN
easat-3956	199	17	vector	vector	NOUN
easat-3956	199	18	machine	machine	NOUN
easat-3956	199	19	(	(	PUNCT
easat-3956	199	20	svm	svm	PROPN
easat-3956	199	21	)	)	PUNCT
easat-3956	199	22	subsequent	subsequent	ADJ
easat-3956	199	23	to	to	ADP
easat-3956	199	24	a	a	DET
easat-3956	199	25	preprocessing	preprocessing	NOUN
easat-3956	199	26	phase	phase	NOUN
easat-3956	199	27	.	.	PUNCT
easat-3956	200	1	the	the	DET
easat-3956	200	2	subsequent	subsequent	ADJ
easat-3956	200	3	component	component	NOUN
easat-3956	200	4	assesses	assess	VERB
easat-3956	200	5	electronic	electronic	ADJ
easat-3956	200	6	student	student	NOUN
easat-3956	200	7	submissions	submission	NOUN
easat-3956	200	8	by	by	ADP
easat-3956	200	9	juxtaposing	juxtapose	VERB
easat-3956	200	10	them	they	PRON
easat-3956	200	11	against	against	ADP
easat-3956	200	12	predefined	predefine	VERB
easat-3956	200	13	answer	answer	NOUN
easat-3956	200	14	templates	template	NOUN
easat-3956	200	15	to	to	PART
easat-3956	200	16	ascertain	ascertain	VERB
easat-3956	200	17	the	the	DET
easat-3956	200	18	level	level	NOUN
easat-3956	200	19	of	of	ADP
easat-3956	200	20	similarity	similarity	NOUN
easat-3956	200	21	through	through	ADP
easat-3956	200	22	the	the	DET
easat-3956	200	23	cosine	cosine	NOUN
easat-3956	200	24	similarity	similarity	NOUN
easat-3956	200	25	algorithm	algorithm	NOUN
easat-3956	200	26	.	.	PUNCT
easat-3956	201	1	the	the	DET
easat-3956	201	2	dataset	dataset	NOUN
easat-3956	201	3	utilized	utilize	VERB
easat-3956	201	4	for	for	ADP
easat-3956	201	5	this	this	DET
easat-3956	201	6	investigation	investigation	NOUN
easat-3956	201	7	was	be	AUX
easat-3956	201	8	generated	generate	VERB
easat-3956	201	9	in	in	ADP
easat-3956	201	10	mysql	mysql	NOUN
easat-3956	201	11	and	and	CCONJ
easat-3956	201	12	subsequently	subsequently	ADV
easat-3956	201	13	exported	export	VERB
easat-3956	201	14	as	as	ADP
easat-3956	201	15	a	a	DET
easat-3956	201	16	csv	csv	NOUN
easat-3956	201	17	file	file	NOUN
easat-3956	201	18	.	.	PUNCT
easat-3956	202	1	it	it	PRON
easat-3956	202	2	consisted	consist	VERB
easat-3956	202	3	of	of	ADP
easat-3956	202	4	40	40	NUM
easat-3956	202	5	inquiries	inquiry	NOUN
easat-3956	202	6	and	and	CCONJ
easat-3956	202	7	three	three	NUM
easat-3956	202	8	categories	category	NOUN
easat-3956	202	9	of	of	ADP
easat-3956	202	10	responses	response	NOUN
easat-3956	202	11	sourced	source	VERB
easat-3956	202	12	from	from	ADP
easat-3956	202	13	computer	computer	NOUN
easat-3956	202	14	science	science	NOUN
easat-3956	202	15	and	and	CCONJ
easat-3956	202	16	social	social	ADJ
easat-3956	202	17	studies	study	NOUN
easat-3956	202	18	literature	literature	NOUN
easat-3956	202	19	at	at	ADP
easat-3956	202	20	allu’lu’a	allu’lu’a	DET
easat-3956	202	21	modern	modern	ADJ
easat-3956	202	22	school	school	NOUN
easat-3956	202	23	,	,	PUNCT
easat-3956	202	24	adhering	adhere	VERB
easat-3956	202	25	to	to	ADP
easat-3956	202	26	the	the	DET
easat-3956	202	27	structure	structure	NOUN
easat-3956	202	28	outlined	outline	VERB
easat-3956	202	29	by	by	ADP
easat-3956	202	30	the	the	DET
easat-3956	202	31	hewlett	hewlett	PROPN
easat-3956	202	32	foundation	foundation	PROPN
easat-3956	202	33	's	's	PART
easat-3956	202	34	automated	automate	VERB
easat-3956	202	35	student	student	NOUN
easat-3956	202	36	assessment	assessment	NOUN
easat-3956	202	37	prize	prize	PROPN
easat-3956	202	38	.	.	PUNCT
easat-3956	203	1	the	the	DET
easat-3956	203	2	dataset	dataset	NOUN
easat-3956	203	3	featured	feature	VERB
easat-3956	203	4	unique	unique	ADJ
easat-3956	203	5	identifiers	identifier	NOUN
easat-3956	203	6	for	for	ADP
easat-3956	203	7	each	each	DET
easat-3956	203	8	response	response	NOUN
easat-3956	203	9	,	,	PUNCT
easat-3956	203	10	scores	score	NOUN
easat-3956	203	11	assigned	assign	VERB
easat-3956	203	12	by	by	ADP
easat-3956	203	13	evaluators	evaluator	NOUN
easat-3956	203	14	,	,	PUNCT
easat-3956	203	15	and	and	CCONJ
easat-3956	203	16	response	response	NOUN
easat-3956	203	17	texts	text	NOUN
easat-3956	203	18	linked	link	VERB
easat-3956	203	19	to	to	ADP
easat-3956	203	20	the	the	DET
easat-3956	203	21	respective	respective	ADJ
easat-3956	203	22	question	question	NOUN
easat-3956	203	23	ids	id	NOUN
easat-3956	203	24	.	.	PUNCT
easat-3956	204	1	experimental	experimental	ADJ
easat-3956	204	2	findings	finding	NOUN
easat-3956	204	3	revealed	reveal	VERB
easat-3956	204	4	that	that	SCONJ
easat-3956	204	5	the	the	DET
easat-3956	204	6	proposed	propose	VERB
easat-3956	204	7	system	system	NOUN
easat-3956	204	8	significantly	significantly	ADV
easat-3956	204	9	enhances	enhance	VERB
easat-3956	204	10	the	the	DET
easat-3956	204	11	performance	performance	NOUN
easat-3956	204	12	of	of	ADP
easat-3956	204	13	arabic	arabic	ADJ
easat-3956	204	14	essay	essay	NOUN
easat-3956	204	15	grading	grade	VERB
easat-3956	204	16	in	in	ADP
easat-3956	204	17	comparison	comparison	NOUN
easat-3956	204	18	to	to	ADP
easat-3956	204	19	human	human	ADJ
easat-3956	204	20	evaluation	evaluation	NOUN
easat-3956	204	21	.	.	PUNCT
easat-3956	205	1	specifically	specifically	ADV
easat-3956	205	2	,	,	PUNCT
easat-3956	205	3	the	the	DET
easat-3956	205	4	mean	mean	ADJ
easat-3956	205	5	absolute	absolute	ADJ
easat-3956	205	6	error	error	NOUN
easat-3956	205	7	(	(	PUNCT
easat-3956	205	8	mae	mae	PROPN
easat-3956	205	9	)	)	PUNCT
easat-3956	205	10	between	between	ADP
easat-3956	205	11	the	the	DET
easat-3956	205	12	human	human	NOUN
easat-3956	205	13	-	-	PUNCT
easat-3956	205	14	assigned	assign	VERB
easat-3956	205	15	scores	score	NOUN
easat-3956	205	16	and	and	CCONJ
easat-3956	205	17	the	the	DET
easat-3956	205	18	automated	automate	VERB
easat-3956	205	19	scores	score	NOUN
easat-3956	205	20	derived	derive	VERB
easat-3956	205	21	from	from	ADP
easat-3956	205	22	cosine	cosine	NOUN
easat-3956	205	23	similarity	similarity	NOUN
easat-3956	205	24	was	be	AUX
easat-3956	205	25	markedly	markedly	ADV
easat-3956	205	26	lower	low	ADJ
easat-3956	205	27	when	when	SCONJ
easat-3956	205	28	employing	employ	VERB
easat-3956	205	29	arabic	arabic	ADJ
easat-3956	205	30	wordnet	wordnet	NOUN
easat-3956	205	31	,	,	PUNCT
easat-3956	205	32	achieving	achieve	VERB
easat-3956	205	33	an	an	DET
easat-3956	205	34	mae	mae	PROPN
easat-3956	205	35	of	of	ADP
easat-3956	205	36	0.117	0.117	NUM
easat-3956	205	37	,	,	PUNCT
easat-3956	205	38	in	in	ADP
easat-3956	205	39	contrast	contrast	NOUN
easat-3956	205	40	to	to	ADP
easat-3956	205	41	elevated	elevated	ADJ
easat-3956	205	42	values	value	NOUN
easat-3956	205	43	observed	observe	VERB
easat-3956	205	44	in	in	ADP
easat-3956	205	45	the	the	DET
easat-3956	205	46	absence	absence	NOUN
easat-3956	205	47	of	of	ADP
easat-3956	205	48	wordnet	wordnet	NOUN
easat-3956	205	49	.	.	PUNCT
easat-3956	206	1	this	this	DET
easat-3956	206	2	advancement	advancement	NOUN
easat-3956	206	3	signifies	signify	VERB
easat-3956	206	4	an	an	DET
easat-3956	206	5	improvement	improvement	NOUN
easat-3956	206	6	in	in	ADP
easat-3956	206	7	accuracy	accuracy	NOUN
easat-3956	206	8	of	of	ADP
easat-3956	206	9	2.648	2.648	NUM
easat-3956	206	10	%	%	NOUN
easat-3956	206	11	.	.	PUNCT
easat-3956	207	1	the	the	DET
easat-3956	207	2	emphasis	emphasis	NOUN
easat-3956	207	3	of	of	ADP
easat-3956	207	4	the	the	DET
easat-3956	207	5	study	study	NOUN
easat-3956	207	6	was	be	AUX
easat-3956	207	7	to	to	PART
easat-3956	207	8	devise	devise	VERB
easat-3956	207	9	an	an	DET
easat-3956	207	10	automated	automate	VERB
easat-3956	207	11	essay	essay	NOUN
easat-3956	207	12	grading	grade	VERB
easat-3956	207	13	model	model	NOUN
easat-3956	207	14	tailored	tailor	VERB
easat-3956	207	15	specifically	specifically	ADV
easat-3956	207	16	for	for	ADP
easat-3956	207	17	arabic	arabic	ADJ
easat-3956	207	18	compositions	composition	NOUN
easat-3956	207	19	,	,	PUNCT
easat-3956	207	20	highlighting	highlight	VERB
easat-3956	207	21	the	the	DET
easat-3956	207	22	significance	significance	NOUN
easat-3956	207	23	of	of	ADP
easat-3956	207	24	incorporating	incorporate	VERB
easat-3956	207	25	arabic	arabic	ADJ
easat-3956	207	26	wordnet	wordnet	NOUN
easat-3956	207	27	to	to	PART
easat-3956	207	28	bolster	bolster	VERB
easat-3956	207	29	grading	grade	VERB
easat-3956	207	30	precision	precision	NOUN
easat-3956	207	31	.	.	PUNCT
easat-3956	208	1	the	the	DET
easat-3956	208	2	results	result	NOUN
easat-3956	208	3	suggested	suggest	VERB
easat-3956	208	4	that	that	SCONJ
easat-3956	208	5	the	the	DET
easat-3956	208	6	automated	automate	VERB
easat-3956	208	7	grading	grade	VERB
easat-3956	208	8	mechanism	mechanism	NOUN
easat-3956	208	9	could	could	AUX
easat-3956	208	10	achieve	achieve	VERB
easat-3956	208	11	closer	close	ADJ
easat-3956	208	12	alignment	alignment	NOUN
easat-3956	208	13	with	with	ADP
easat-3956	208	14	human	human	ADJ
easat-3956	208	15	assessments	assessment	NOUN
easat-3956	208	16	when	when	SCONJ
easat-3956	208	17	utilizing	utilize	VERB
easat-3956	208	18	wordnet	wordnet	NOUN
easat-3956	208	19	.	.	PUNCT
easat-3956	209	1	recommended	recommend	VERB
easat-3956	209	2	future	future	ADJ
easat-3956	209	3	avenues	avenue	NOUN
easat-3956	209	4	include	include	VERB
easat-3956	209	5	the	the	DET
easat-3956	209	6	application	application	NOUN
easat-3956	209	7	of	of	ADP
easat-3956	209	8	machine	machine	NOUN
easat-3956	209	9	learning	learning	NOUN
easat-3956	209	10	and	and	CCONJ
easat-3956	209	11	neural	neural	ADJ
easat-3956	209	12	network	network	NOUN
easat-3956	209	13	paradigms	paradigm	NOUN
easat-3956	209	14	for	for	ADP
easat-3956	209	15	enhanced	enhanced	ADJ
easat-3956	209	16	accuracy	accuracy	NOUN
easat-3956	209	17	,	,	PUNCT
easat-3956	209	18	the	the	DET
easat-3956	209	19	use	use	NOUN
easat-3956	209	20	of	of	ADP
easat-3956	209	21	larger	large	ADJ
easat-3956	209	22	datasets	dataset	NOUN
easat-3956	209	23	,	,	PUNCT
easat-3956	209	24	and	and	CCONJ
easat-3956	209	25	the	the	DET
easat-3956	209	26	integration	integration	NOUN
easat-3956	209	27	of	of	ADP
easat-3956	209	28	word	word	NOUN
easat-3956	209	29	-	-	PUNCT
easat-3956	209	30	embedding	embed	VERB
easat-3956	209	31	methodologies	methodology	NOUN
easat-3956	209	32	[	[	X
easat-3956	209	33	25	25	NUM
easat-3956	209	34	]	]	PUNCT
easat-3956	209	35	.	.	PUNCT
easat-3956	210	1	in	in	ADP
easat-3956	210	2	the	the	DET
easat-3956	210	3	year	year	NOUN
easat-3956	210	4	2020	2020	NUM
easat-3956	210	5	,	,	PUNCT
easat-3956	210	6	wael	wael	PROPN
easat-3956	210	7	hassan	hassan	PROPN
easat-3956	210	8	gomaa	gomaa	PROPN
easat-3956	210	9	and	and	CCONJ
easat-3956	210	10	aly	aly	NOUN
easat-3956	210	11	fahmy	fahmy	PROPN
easat-3956	210	12	presented	present	VERB
easat-3956	210	13	the	the	DET
easat-3956	210	14	"	"	PUNCT
easat-3956	210	15	ans2vec	ans2vec	ADJ
easat-3956	210	16	"	"	PUNCT
easat-3956	210	17	framework	framework	NOUN
easat-3956	210	18	for	for	ADP
easat-3956	210	19	the	the	DET
easat-3956	210	20	evaluation	evaluation	NOUN
easat-3956	210	21	of	of	ADP
easat-3956	210	22	succinct	succinct	ADJ
easat-3956	210	23	responses	response	NOUN
easat-3956	210	24	,	,	PUNCT
easat-3956	210	25	notable	notable	ADJ
easat-3956	210	26	for	for	ADP
easat-3956	210	27	its	its	PRON
easat-3956	210	28	straightforwardness	straightforwardness	NOUN
easat-3956	210	29	and	and	CCONJ
easat-3956	210	30	reliance	reliance	NOUN
easat-3956	210	31	on	on	ADP
easat-3956	210	32	an	an	DET
easat-3956	210	33	unsupervised	unsupervised	ADJ
easat-3956	210	34	pre	pre	ADJ
easat-3956	210	35	-	-	ADJ
easat-3956	210	36	trained	train	VERB
easat-3956	210	37	sentence	sentence	NOUN
easat-3956	210	38	embedding	embed	VERB
easat-3956	210	39	model	model	NOUN
easat-3956	210	40	.	.	PUNCT
easat-3956	211	1	this	this	DET
easat-3956	211	2	framework	framework	NOUN
easat-3956	211	3	is	be	AUX
easat-3956	211	4	devoid	devoid	ADJ
easat-3956	211	5	of	of	ADP
easat-3956	211	6	the	the	DET
easat-3956	211	7	necessity	necessity	NOUN
easat-3956	211	8	for	for	ADP
easat-3956	211	9	natural	natural	ADJ
easat-3956	211	10	language	language	NOUN
easat-3956	211	11	processing	processing	NOUN
easat-3956	211	12	procedures	procedure	NOUN
easat-3956	211	13	such	such	ADJ
easat-3956	211	14	as	as	ADP
easat-3956	211	15	the	the	DET
easat-3956	211	16	elimination	elimination	NOUN
easat-3956	211	17	of	of	ADP
easat-3956	211	18	stop	stop	VERB
easat-3956	211	19	words	word	NOUN
easat-3956	211	20	or	or	CCONJ
easat-3956	211	21	tokenization	tokenization	NOUN
easat-3956	211	22	,	,	PUNCT
easat-3956	211	23	nor	nor	CCONJ
easat-3956	211	24	does	do	AUX
easat-3956	211	25	it	it	PRON
easat-3956	211	26	depend	depend	VERB
easat-3956	211	27	on	on	ADP
easat-3956	211	28	human	human	NOUN
easat-3956	211	29	-	-	PUNCT
easat-3956	211	30	annotated	annotate	VERB
easat-3956	211	31	datasets	dataset	NOUN
easat-3956	211	32	or	or	CCONJ
easat-3956	211	33	lexical	lexical	ADJ
easat-3956	211	34	resources	resource	NOUN
easat-3956	211	35	like	like	ADP
easat-3956	211	36	wordnet	wordnet	NOUN
easat-3956	211	37	.	.	PUNCT
easat-3956	212	1	"	"	PUNCT
easat-3956	212	2	ans2vec	ans2vec	ADJ
easat-3956	212	3	"	"	PUNCT
easat-3956	212	4	underwent	underwent	NOUN
easat-3956	212	5	validation	validation	NOUN
easat-3956	212	6	on	on	ADP
easat-3956	212	7	three	three	NUM
easat-3956	212	8	established	establish	VERB
easat-3956	212	9	benchmark	benchmark	NOUN
easat-3956	212	10	datasets	dataset	NOUN
easat-3956	212	11	:	:	PUNCT
easat-3956	212	12	the	the	DET
easat-3956	212	13	texas	texas	PROPN
easat-3956	212	14	dataset	dataset	PROPN
easat-3956	212	15	,	,	PUNCT
easat-3956	212	16	which	which	PRON
easat-3956	212	17	encompasses	encompass	VERB
easat-3956	212	18	80	80	NUM
easat-3956	212	19	inquiries	inquiry	NOUN
easat-3956	212	20	from	from	ADP
easat-3956	212	21	a	a	DET
easat-3956	212	22	data	data	NOUN
easat-3956	212	23	structures	structure	NOUN
easat-3956	212	24	course	course	NOUN
easat-3956	212	25	alongside	alongside	ADP
easat-3956	212	26	2,273	2,273	NUM
easat-3956	212	27	student	student	NOUN
easat-3956	212	28	replies	reply	NOUN
easat-3956	212	29	;	;	PUNCT
easat-3956	212	30	the	the	DET
easat-3956	212	31	cairo	cairo	PROPN
easat-3956	212	32	university	university	PROPN
easat-3956	212	33	dataset	dataset	NOUN
easat-3956	212	34	,	,	PUNCT
easat-3956	212	35	which	which	PRON
easat-3956	212	36	comprises	comprise	VERB
easat-3956	212	37	61	61	NUM
easat-3956	212	38	questions	question	NOUN
easat-3956	212	39	paired	pair	VERB
easat-3956	212	40	with	with	ADP
easat-3956	212	41	610	610	NUM
easat-3956	212	42	responses	response	NOUN
easat-3956	212	43	;	;	PUNCT
easat-3956	212	44	and	and	CCONJ
easat-3956	212	45	the	the	DET
easat-3956	212	46	scientsbank	scientsbank	NOUN
easat-3956	212	47	dataset	dataset	NOUN
easat-3956	212	48	,	,	PUNCT
easat-3956	212	49	which	which	PRON
easat-3956	212	50	classifies	classify	VERB
easat-3956	212	51	replies	reply	NOUN
easat-3956	212	52	into	into	ADP
easat-3956	212	53	five	five	NUM
easat-3956	212	54	distinct	distinct	ADJ
easat-3956	212	55	categories	category	NOUN
easat-3956	212	56	,	,	PUNCT
easat-3956	212	57	including	include	VERB
easat-3956	212	58	"	"	PUNCT
easat-3956	212	59	correct	correct	ADJ
easat-3956	212	60	"	"	PUNCT
easat-3956	212	61	and	and	CCONJ
easat-3956	212	62	"	"	PUNCT
easat-3956	212	63	partially	partially	ADV
easat-3956	212	64	correct	correct	ADJ
easat-3956	212	65	.	.	PUNCT
easat-3956	212	66	"	"	PUNCT
easat-3956	213	1	the	the	DET
easat-3956	213	2	system	system	NOUN
easat-3956	213	3	attained	attain	VERB
easat-3956	213	4	the	the	DET
easat-3956	213	5	highest	high	ADJ
easat-3956	213	6	pearson	pearson	NOUN
easat-3956	213	7	correlation	correlation	NOUN
easat-3956	213	8	coefficient	coefficient	NOUN
easat-3956	213	9	of	of	ADP
easat-3956	213	10	0.63	0.63	NUM
easat-3956	213	11	when	when	SCONJ
easat-3956	213	12	compared	compare	VERB
easat-3956	213	13	to	to	ADP
easat-3956	213	14	other	other	ADJ
easat-3956	213	15	analogous	analogous	ADJ
easat-3956	213	16	systems	system	NOUN
easat-3956	213	17	by	by	ADP
easat-3956	213	18	transforming	transform	VERB
easat-3956	213	19	both	both	DET
easat-3956	213	20	student	student	NOUN
easat-3956	213	21	and	and	CCONJ
easat-3956	213	22	model	model	NOUN
easat-3956	213	23	responses	response	NOUN
easat-3956	213	24	into	into	ADP
easat-3956	213	25	semantic	semantic	ADJ
easat-3956	213	26	vectors	vector	NOUN
easat-3956	213	27	and	and	CCONJ
easat-3956	213	28	assessing	assess	VERB
easat-3956	213	29	the	the	DET
easat-3956	213	30	similarity	similarity	NOUN
easat-3956	213	31	between	between	ADP
easat-3956	213	32	them	they	PRON
easat-3956	213	33	.	.	PUNCT
easat-3956	214	1	prospective	prospective	ADJ
easat-3956	214	2	research	research	NOUN
easat-3956	214	3	will	will	AUX
easat-3956	214	4	aim	aim	VERB
easat-3956	214	5	to	to	PART
easat-3956	214	6	explore	explore	VERB
easat-3956	214	7	alternative	alternative	ADJ
easat-3956	214	8	sent2vec	sent2vec	NOUN
easat-3956	214	9	methodologies	methodology	NOUN
easat-3956	214	10	,	,	PUNCT
easat-3956	214	11	merge	merge	VERB
easat-3956	214	12	their	their	PRON
easat-3956	214	13	approach	approach	NOUN
easat-3956	214	14	with	with	ADP
easat-3956	214	15	9167	9167	NUM
easat-3956	214	16	edelweiss	edelweiss	PROPN
easat-3956	214	17	applied	apply	VERB
easat-3956	214	18	science	science	NOUN
easat-3956	214	19	and	and	CCONJ
easat-3956	214	20	technology	technology	NOUN
easat-3956	214	21	issn	issn	PROPN
easat-3956	214	22	:	:	PUNCT
easat-3956	214	23	2576	2576	NUM
easat-3956	214	24	-	-	SYM
easat-3956	214	25	8484	8484	NUM
easat-3956	214	26	vol	vol	NOUN
easat-3956	214	27	.	.	PROPN
easat-3956	215	1	8	8	NUM
easat-3956	215	2	,	,	PUNCT
easat-3956	215	3	no	no	INTJ
easat-3956	215	4	.	.	NOUN
easat-3956	216	1	6	6	NUM
easat-3956	216	2	:	:	SYM
easat-3956	216	3	9158	9158	NUM
easat-3956	216	4	-	-	SYM
easat-3956	216	5	9176	9176	NUM
easat-3956	216	6	,	,	PUNCT
easat-3956	216	7	2024	2024	NUM
easat-3956	216	8	doi	doi	NOUN
easat-3956	216	9	:	:	PUNCT
easat-3956	216	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	216	11	©	©	NOUN
easat-3956	216	12	2024	2024	NUM
easat-3956	216	13	by	by	ADP
easat-3956	216	14	the	the	DET
easat-3956	216	15	authors	author	NOUN
easat-3956	216	16	;	;	PUNCT
easat-3956	216	17	licensee	licensee	PROPN
easat-3956	216	18	learning	learning	NOUN
easat-3956	216	19	gate	gate	VERB
easat-3956	216	20	conventional	conventional	ADJ
easat-3956	216	21	machine	machine	NOUN
easat-3956	216	22	learning	learning	NOUN
easat-3956	216	23	strategies	strategy	NOUN
easat-3956	216	24	,	,	PUNCT
easat-3956	216	25	and	and	CCONJ
easat-3956	216	26	extend	extend	VERB
easat-3956	216	27	the	the	DET
easat-3956	216	28	application	application	NOUN
easat-3956	216	29	of	of	ADP
easat-3956	216	30	the	the	DET
easat-3956	216	31	model	model	NOUN
easat-3956	216	32	to	to	ADP
easat-3956	216	33	datasets	dataset	NOUN
easat-3956	216	34	in	in	ADP
easat-3956	216	35	additional	additional	ADJ
easat-3956	216	36	languages	language	NOUN
easat-3956	216	37	,	,	PUNCT
easat-3956	216	38	including	include	VERB
easat-3956	216	39	arabic	arabic	ADJ
easat-3956	216	40	[	[	X
easat-3956	216	41	23	23	NUM
easat-3956	216	42	]	]	PUNCT
easat-3956	216	43	.	.	PUNCT
easat-3956	217	1	in	in	ADP
easat-3956	217	2	their	their	PRON
easat-3956	217	3	2020	2020	NUM
easat-3956	217	4	scholarly	scholarly	ADJ
easat-3956	217	5	article	article	NOUN
easat-3956	217	6	,	,	PUNCT
easat-3956	217	7	ouahrani	ouahrani	NOUN
easat-3956	217	8	and	and	CCONJ
easat-3956	217	9	bennouar	bennouar	NOUN
easat-3956	217	10	introduced	introduce	VERB
easat-3956	217	11	ar	ar	NOUN
easat-3956	217	12	-	-	NOUN
easat-3956	217	13	asag	asag	ADJ
easat-3956	217	14	,	,	PUNCT
easat-3956	217	15	a	a	DET
easat-3956	217	16	rigorously	rigorously	ADV
easat-3956	217	17	developed	develop	VERB
easat-3956	217	18	arabic	arabic	ADJ
easat-3956	217	19	dataset	dataset	NOUN
easat-3956	217	20	intended	intend	VERB
easat-3956	217	21	for	for	ADP
easat-3956	217	22	the	the	DET
easat-3956	217	23	assessment	assessment	NOUN
easat-3956	217	24	of	of	ADP
easat-3956	217	25	automated	automate	VERB
easat-3956	217	26	short	short	ADJ
easat-3956	217	27	answer	answer	NOUN
easat-3956	217	28	grading	grade	VERB
easat-3956	217	29	systems	system	NOUN
easat-3956	217	30	.	.	PUNCT
easat-3956	218	1	this	this	DET
easat-3956	218	2	dataset	dataset	NOUN
easat-3956	218	3	comprises	comprise	VERB
easat-3956	218	4	2,133	2,133	NUM
easat-3956	218	5	instances	instance	NOUN
easat-3956	218	6	of	of	ADP
easat-3956	218	7	both	both	DET
easat-3956	218	8	model	model	NOUN
easat-3956	218	9	and	and	CCONJ
easat-3956	218	10	student	student	NOUN
easat-3956	218	11	responses	response	NOUN
easat-3956	218	12	,	,	PUNCT
easat-3956	218	13	which	which	PRON
easat-3956	218	14	are	be	AUX
easat-3956	218	15	accessible	accessible	ADJ
easat-3956	218	16	in	in	ADP
easat-3956	218	17	a	a	DET
easat-3956	218	18	variety	variety	NOUN
easat-3956	218	19	of	of	ADP
easat-3956	218	20	file	file	NOUN
easat-3956	218	21	formats	format	NOUN
easat-3956	218	22	,	,	PUNCT
easat-3956	218	23	including	include	VERB
easat-3956	218	24	txt	txt	NOUN
easat-3956	218	25	,	,	PUNCT
easat-3956	218	26	xml	xml	NOUN
easat-3956	218	27	,	,	PUNCT
easat-3956	218	28	and	and	CCONJ
easat-3956	218	29	moodle	moodle	PROPN
easat-3956	218	30	xml	xml	PROPN
easat-3956	218	31	.	.	PUNCT
easat-3956	219	1	the	the	DET
easat-3956	219	2	authors	author	NOUN
easat-3956	219	3	explored	explore	VERB
easat-3956	219	4	an	an	DET
easat-3956	219	5	unsupervised	unsupervised	ADJ
easat-3956	219	6	,	,	PUNCT
easat-3956	219	7	corpusbased	corpusbase	VERB
easat-3956	219	8	approach	approach	NOUN
easat-3956	219	9	tailored	tailor	VERB
easat-3956	219	10	for	for	ADP
easat-3956	219	11	automatic	automatic	ADJ
easat-3956	219	12	grading	grading	NOUN
easat-3956	219	13	specific	specific	ADJ
easat-3956	219	14	to	to	ADP
easat-3956	219	15	the	the	DET
easat-3956	219	16	arabic	arabic	ADJ
easat-3956	219	17	language	language	NOUN
easat-3956	219	18	,	,	PUNCT
easat-3956	219	19	employing	employ	VERB
easat-3956	219	20	the	the	DET
easat-3956	219	21	coals	coal	NOUN
easat-3956	219	22	(	(	PUNCT
easat-3956	219	23	correlated	correlate	VERB
easat-3956	219	24	occurrence	occurrence	NOUN
easat-3956	219	25	analogue	analogue	NOUN
easat-3956	219	26	to	to	PART
easat-3956	219	27	lexical	lexical	VERB
easat-3956	219	28	semantic	semantic	ADJ
easat-3956	219	29	)	)	PUNCT
easat-3956	219	30	algorithm	algorithm	NOUN
easat-3956	219	31	to	to	PART
easat-3956	219	32	create	create	VERB
easat-3956	219	33	a	a	DET
easat-3956	219	34	semantic	semantic	ADJ
easat-3956	219	35	space	space	NOUN
easat-3956	219	36	that	that	PRON
easat-3956	219	37	reflects	reflect	VERB
easat-3956	219	38	word	word	NOUN
easat-3956	219	39	distribution	distribution	NOUN
easat-3956	219	40	patterns	pattern	NOUN
easat-3956	219	41	.	.	PUNCT
easat-3956	220	1	the	the	DET
easat-3956	220	2	study	study	NOUN
easat-3956	220	3	implemented	implement	VERB
easat-3956	220	4	a	a	DET
easat-3956	220	5	summation	summation	NOUN
easat-3956	220	6	vector	vector	NOUN
easat-3956	220	7	model	model	NOUN
easat-3956	220	8	that	that	PRON
easat-3956	220	9	integrates	integrate	VERB
easat-3956	220	10	term	term	NOUN
easat-3956	220	11	weighting	weighting	NOUN
easat-3956	220	12	and	and	CCONJ
easat-3956	220	13	frequently	frequently	ADV
easat-3956	220	14	occurring	occur	VERB
easat-3956	220	15	terms	term	NOUN
easat-3956	220	16	to	to	PART
easat-3956	220	17	evaluate	evaluate	VERB
easat-3956	220	18	the	the	DET
easat-3956	220	19	similarity	similarity	NOUN
easat-3956	220	20	between	between	ADP
easat-3956	220	21	model	model	NOUN
easat-3956	220	22	responses	response	NOUN
easat-3956	220	23	and	and	CCONJ
easat-3956	220	24	student	student	NOUN
easat-3956	220	25	submissions	submission	NOUN
easat-3956	220	26	.	.	PUNCT
easat-3956	221	1	the	the	DET
easat-3956	221	2	researchers	researcher	NOUN
easat-3956	221	3	conducted	conduct	VERB
easat-3956	221	4	experiments	experiment	NOUN
easat-3956	221	5	to	to	PART
easat-3956	221	6	assess	assess	VERB
easat-3956	221	7	the	the	DET
easat-3956	221	8	impact	impact	NOUN
easat-3956	221	9	of	of	ADP
easat-3956	221	10	factors	factor	NOUN
easat-3956	221	11	such	such	ADJ
easat-3956	221	12	as	as	ADP
easat-3956	221	13	domain	domain	NOUN
easat-3956	221	14	specificity	specificity	NOUN
easat-3956	221	15	,	,	PUNCT
easat-3956	221	16	the	the	DET
easat-3956	221	17	dimensionality	dimensionality	NOUN
easat-3956	221	18	of	of	ADP
easat-3956	221	19	the	the	DET
easat-3956	221	20	semantic	semantic	ADJ
easat-3956	221	21	space	space	NOUN
easat-3956	221	22	,	,	PUNCT
easat-3956	221	23	and	and	CCONJ
easat-3956	221	24	stemming	stem	VERB
easat-3956	221	25	methods	method	NOUN
easat-3956	221	26	on	on	ADP
easat-3956	221	27	the	the	DET
easat-3956	221	28	performance	performance	NOUN
easat-3956	221	29	of	of	ADP
easat-3956	221	30	the	the	DET
easat-3956	221	31	grading	grade	VERB
easat-3956	221	32	model	model	NOUN
easat-3956	221	33	.	.	PUNCT
easat-3956	222	1	the	the	DET
easat-3956	222	2	results	result	NOUN
easat-3956	222	3	indicated	indicate	VERB
easat-3956	222	4	promising	promise	VERB
easat-3956	222	5	outcomes	outcome	NOUN
easat-3956	222	6	for	for	ADP
easat-3956	222	7	the	the	DET
easat-3956	222	8	arabic	arabic	ADJ
easat-3956	222	9	language	language	NOUN
easat-3956	222	10	,	,	PUNCT
easat-3956	222	11	thereby	thereby	ADV
easat-3956	222	12	laying	lay	VERB
easat-3956	222	13	a	a	DET
easat-3956	222	14	foundation	foundation	NOUN
easat-3956	222	15	for	for	ADP
easat-3956	222	16	future	future	ADJ
easat-3956	222	17	research	research	NOUN
easat-3956	222	18	in	in	ADP
easat-3956	222	19	this	this	DET
easat-3956	222	20	area	area	NOUN
easat-3956	222	21	.	.	PUNCT
easat-3956	223	1	furthermore	furthermore	ADV
easat-3956	223	2	,	,	PUNCT
easat-3956	223	3	the	the	DET
easat-3956	223	4	authors	author	NOUN
easat-3956	223	5	suggest	suggest	VERB
easat-3956	223	6	that	that	SCONJ
easat-3956	223	7	forthcoming	forthcoming	ADJ
easat-3956	223	8	studies	study	NOUN
easat-3956	223	9	will	will	AUX
easat-3956	223	10	aim	aim	VERB
easat-3956	223	11	to	to	PART
easat-3956	223	12	enhance	enhance	VERB
easat-3956	223	13	grading	grade	VERB
easat-3956	223	14	precision	precision	NOUN
easat-3956	223	15	by	by	ADP
easat-3956	223	16	formulating	formulate	VERB
easat-3956	223	17	a	a	DET
easat-3956	223	18	supervised	supervised	ADJ
easat-3956	223	19	model	model	NOUN
easat-3956	223	20	that	that	PRON
easat-3956	223	21	incorporates	incorporate	VERB
easat-3956	223	22	additional	additional	ADJ
easat-3956	223	23	educator	educator	NOUN
easat-3956	223	24	insights	insight	NOUN
easat-3956	223	25	and	and	CCONJ
easat-3956	223	26	parameters	parameter	NOUN
easat-3956	223	27	that	that	PRON
easat-3956	223	28	mirror	mirror	VERB
easat-3956	223	29	real	real	ADJ
easat-3956	223	30	-	-	PUNCT
easat-3956	223	31	world	world	NOUN
easat-3956	223	32	grading	grade	VERB
easat-3956	223	33	challenges	challenge	NOUN
easat-3956	223	34	.	.	PUNCT
easat-3956	224	1	the	the	DET
easat-3956	224	2	language	language	NOUN
easat-3956	224	3	-	-	PUNCT
easat-3956	224	4	agnostic	agnostic	ADJ
easat-3956	224	5	nature	nature	NOUN
easat-3956	224	6	of	of	ADP
easat-3956	224	7	their	their	PRON
easat-3956	224	8	approach	approach	NOUN
easat-3956	224	9	offers	offer	VERB
easat-3956	224	10	avenues	avenue	NOUN
easat-3956	224	11	for	for	ADP
easat-3956	224	12	exploration	exploration	NOUN
easat-3956	224	13	and	and	CCONJ
easat-3956	224	14	implementation	implementation	NOUN
easat-3956	224	15	across	across	ADP
easat-3956	224	16	various	various	ADJ
easat-3956	224	17	languages	language	NOUN
easat-3956	224	18	[	[	X
easat-3956	224	19	14	14	NUM
easat-3956	224	20	]	]	SYM
easat-3956	224	21	.	.	PUNCT
easat-3956	225	1	2.3	2.3	NUM
easat-3956	225	2	.	.	PUNCT
easat-3956	226	1	path	path	NOUN
easat-3956	226	2	research	research	NOUN
easat-3956	226	3	using	use	VERB
easat-3956	226	4	hybrid	hybrid	ADJ
easat-3956	226	5	models	model	NOUN
easat-3956	226	6	(	(	PUNCT
easat-3956	226	7	combining	combine	VERB
easat-3956	226	8	algorithms	algorithm	NOUN
easat-3956	226	9	)	)	PUNCT
easat-3956	226	10	in	in	ADP
easat-3956	226	11	2021	2021	NUM
easat-3956	226	12	,	,	PUNCT
easat-3956	226	13	abdelrahman	abdelrahman	NOUN
easat-3956	226	14	elnaka	elnaka	NOUN
easat-3956	226	15	and	and	CCONJ
easat-3956	226	16	collaborators	collaborator	NOUN
easat-3956	226	17	developed	develop	VERB
easat-3956	226	18	arascore	arascore	ADJ
easat-3956	226	19	,	,	PUNCT
easat-3956	226	20	an	an	DET
easat-3956	226	21	innovative	innovative	ADJ
easat-3956	226	22	framework	framework	NOUN
easat-3956	226	23	for	for	ADP
easat-3956	226	24	automating	automate	VERB
easat-3956	226	25	the	the	DET
easat-3956	226	26	scoring	scoring	NOUN
easat-3956	226	27	of	of	ADP
easat-3956	226	28	arabic	arabic	ADJ
easat-3956	226	29	short	short	ADJ
easat-3956	226	30	responses	response	NOUN
easat-3956	226	31	.	.	PUNCT
easat-3956	227	1	the	the	DET
easat-3956	227	2	framework	framework	NOUN
easat-3956	227	3	comprises	comprise	VERB
easat-3956	227	4	four	four	NUM
easat-3956	227	5	key	key	ADJ
easat-3956	227	6	stages	stage	NOUN
easat-3956	227	7	:	:	PUNCT
easat-3956	227	8	inputting	inputte	VERB
easat-3956	227	9	arabic	arabic	ADJ
easat-3956	227	10	responses	response	NOUN
easat-3956	227	11	,	,	PUNCT
easat-3956	227	12	data	datum	NOUN
easat-3956	227	13	preprocessing	preprocessing	NOUN
easat-3956	227	14	,	,	PUNCT
easat-3956	227	15	feature	feature	NOUN
easat-3956	227	16	extraction	extraction	NOUN
easat-3956	227	17	,	,	PUNCT
easat-3956	227	18	and	and	CCONJ
easat-3956	227	19	predictive	predictive	ADJ
easat-3956	227	20	modeling	modeling	NOUN
easat-3956	227	21	.	.	PUNCT
easat-3956	228	1	the	the	DET
easat-3956	228	2	study	study	NOUN
easat-3956	228	3	evaluated	evaluate	VERB
easat-3956	228	4	the	the	DET
easat-3956	228	5	performance	performance	NOUN
easat-3956	228	6	of	of	ADP
easat-3956	228	7	support	support	NOUN
easat-3956	228	8	vector	vector	NOUN
easat-3956	228	9	machines	machine	NOUN
easat-3956	228	10	(	(	PUNCT
easat-3956	228	11	svm	svm	PROPN
easat-3956	228	12	)	)	PUNCT
easat-3956	228	13	and	and	CCONJ
easat-3956	228	14	random	random	ADJ
easat-3956	228	15	forest	forest	NOUN
easat-3956	228	16	models	model	NOUN
easat-3956	228	17	alongside	alongside	ADP
easat-3956	228	18	a	a	DET
easat-3956	228	19	multi	multi	ADJ
easat-3956	228	20	-	-	ADJ
easat-3956	228	21	layer	layer	ADJ
easat-3956	228	22	perceptron	perceptron	PROPN
easat-3956	228	23	classifier	classifier	PROPN
easat-3956	228	24	.	.	PUNCT
easat-3956	229	1	the	the	DET
easat-3956	229	2	researchers	researcher	NOUN
easat-3956	229	3	utilized	utilize	VERB
easat-3956	229	4	two	two	NUM
easat-3956	229	5	main	main	ADJ
easat-3956	229	6	corpora	corpora	NOUN
easat-3956	229	7	for	for	ADP
easat-3956	229	8	their	their	PRON
easat-3956	229	9	analysis	analysis	NOUN
easat-3956	229	10	.	.	PUNCT
easat-3956	230	1	the	the	DET
easat-3956	230	2	first	first	ADJ
easat-3956	230	3	corpus	corpus	NOUN
easat-3956	230	4	included	include	VERB
easat-3956	230	5	over	over	ADP
easat-3956	230	6	1,000	1,000	NUM
easat-3956	230	7	responses	response	NOUN
easat-3956	230	8	to	to	ADP
easat-3956	230	9	two	two	NUM
easat-3956	230	10	open	open	ADJ
easat-3956	230	11	-	-	PUNCT
easat-3956	230	12	ended	end	VERB
easat-3956	230	13	questions	question	NOUN
easat-3956	230	14	from	from	ADP
easat-3956	230	15	the	the	DET
easat-3956	230	16	automated	automate	VERB
easat-3956	230	17	student	student	NOUN
easat-3956	230	18	assessment	assessment	NOUN
easat-3956	230	19	prize	prize	NOUN
easat-3956	230	20	competition	competition	NOUN
easat-3956	230	21	,	,	PUNCT
easat-3956	230	22	originally	originally	ADV
easat-3956	230	23	in	in	ADP
easat-3956	230	24	english	english	PROPN
easat-3956	230	25	and	and	CCONJ
easat-3956	230	26	later	later	ADV
easat-3956	230	27	translated	translate	VERB
easat-3956	230	28	into	into	ADP
easat-3956	230	29	arabic	arabic	ADJ
easat-3956	230	30	.	.	PUNCT
easat-3956	231	1	these	these	DET
easat-3956	231	2	questions	question	NOUN
easat-3956	231	3	,	,	PUNCT
easat-3956	231	4	related	relate	VERB
easat-3956	231	5	to	to	ADP
easat-3956	231	6	science	science	NOUN
easat-3956	231	7	and	and	CCONJ
easat-3956	231	8	biology	biology	NOUN
easat-3956	231	9	,	,	PUNCT
easat-3956	231	10	were	be	AUX
easat-3956	231	11	scored	score	VERB
easat-3956	231	12	using	use	VERB
easat-3956	231	13	a	a	DET
easat-3956	231	14	rubric	rubric	NOUN
easat-3956	231	15	from	from	ADP
easat-3956	231	16	0	0	NUM
easat-3956	231	17	to	to	ADP
easat-3956	231	18	3	3	NUM
easat-3956	231	19	.	.	PUNCT
easat-3956	232	1	the	the	DET
easat-3956	232	2	second	second	ADJ
easat-3956	232	3	corpus	corpus	NOUN
easat-3956	232	4	,	,	PUNCT
easat-3956	232	5	the	the	DET
easat-3956	232	6	ar	ar	ADJ
easat-3956	232	7	-	-	PUNCT
easat-3956	232	8	asag	asag	ADJ
easat-3956	232	9	dataset	dataset	NOUN
easat-3956	232	10	,	,	PUNCT
easat-3956	232	11	contained	contain	VERB
easat-3956	232	12	48	48	NUM
easat-3956	232	13	questions	question	NOUN
easat-3956	232	14	,	,	PUNCT
easat-3956	232	15	each	each	PRON
easat-3956	232	16	with	with	ADP
easat-3956	232	17	an	an	DET
easat-3956	232	18	average	average	NOUN
easat-3956	232	19	of	of	ADP
easat-3956	232	20	50	50	NUM
easat-3956	232	21	responses	response	NOUN
easat-3956	232	22	.	.	PUNCT
easat-3956	233	1	additionally	additionally	ADV
easat-3956	233	2	,	,	PUNCT
easat-3956	233	3	the	the	DET
easat-3956	233	4	team	team	NOUN
easat-3956	233	5	created	create	VERB
easat-3956	233	6	a	a	DET
easat-3956	233	7	new	new	ADJ
easat-3956	233	8	dataset	dataset	NOUN
easat-3956	233	9	called	call	VERB
easat-3956	233	10	arascore	arascore	NOUN
easat-3956	233	11	-	-	PUNCT
easat-3956	233	12	dataset	dataset	NOUN
easat-3956	233	13	,	,	PUNCT
easat-3956	233	14	which	which	PRON
easat-3956	233	15	included	include	VERB
easat-3956	233	16	manually	manually	ADV
easat-3956	233	17	assessed	assess	VERB
easat-3956	233	18	arabic	arabic	ADJ
easat-3956	233	19	social	social	ADJ
easat-3956	233	20	studies	study	NOUN
easat-3956	233	21	examinations	examination	NOUN
easat-3956	233	22	from	from	ADP
easat-3956	233	23	an	an	DET
easat-3956	233	24	egyptian	egyptian	ADJ
easat-3956	233	25	educational	educational	ADJ
easat-3956	233	26	institution	institution	NOUN
easat-3956	233	27	,	,	PUNCT
easat-3956	233	28	focusing	focus	VERB
easat-3956	233	29	on	on	ADP
easat-3956	233	30	five	five	NUM
easat-3956	233	31	history	history	NOUN
easat-3956	233	32	and	and	CCONJ
easat-3956	233	33	geography	geography	NOUN
easat-3956	233	34	questions	question	NOUN
easat-3956	233	35	.	.	PUNCT
easat-3956	234	1	to	to	PART
easat-3956	234	2	improve	improve	VERB
easat-3956	234	3	the	the	DET
easat-3956	234	4	dataset	dataset	NOUN
easat-3956	234	5	's	's	PART
easat-3956	234	6	volume	volume	NOUN
easat-3956	234	7	and	and	CCONJ
easat-3956	234	8	quality	quality	NOUN
easat-3956	234	9	,	,	PUNCT
easat-3956	234	10	they	they	PRON
easat-3956	234	11	employed	employ	VERB
easat-3956	234	12	data	datum	NOUN
easat-3956	234	13	augmentation	augmentation	NOUN
easat-3956	234	14	techniques	technique	NOUN
easat-3956	234	15	,	,	PUNCT
easat-3956	234	16	particularly	particularly	ADV
easat-3956	234	17	back	back	NOUN
easat-3956	234	18	-	-	PUNCT
easat-3956	234	19	translation	translation	NOUN
easat-3956	234	20	,	,	PUNCT
easat-3956	234	21	which	which	PRON
easat-3956	234	22	involved	involve	VERB
easat-3956	234	23	translating	translate	VERB
easat-3956	234	24	text	text	NOUN
easat-3956	234	25	into	into	ADP
easat-3956	234	26	another	another	DET
easat-3956	234	27	language	language	NOUN
easat-3956	234	28	and	and	CCONJ
easat-3956	234	29	back	back	ADV
easat-3956	234	30	to	to	ADP
easat-3956	234	31	arabic	arabic	ADJ
easat-3956	234	32	to	to	PART
easat-3956	234	33	generate	generate	VERB
easat-3956	234	34	diverse	diverse	ADJ
easat-3956	234	35	responses	response	NOUN
easat-3956	234	36	.	.	PUNCT
easat-3956	235	1	the	the	DET
easat-3956	235	2	model	model	NOUN
easat-3956	235	3	achieved	achieve	VERB
easat-3956	235	4	an	an	DET
easat-3956	235	5	impressive	impressive	ADJ
easat-3956	235	6	84	84	NUM
easat-3956	235	7	%	%	NOUN
easat-3956	235	8	agreement	agreement	NOUN
easat-3956	235	9	between	between	ADP
easat-3956	235	10	its	its	PRON
easat-3956	235	11	predicted	predict	VERB
easat-3956	235	12	scores	score	NOUN
easat-3956	235	13	and	and	CCONJ
easat-3956	235	14	those	those	PRON
easat-3956	235	15	assigned	assign	VERB
easat-3956	235	16	by	by	ADP
easat-3956	235	17	human	human	ADJ
easat-3956	235	18	raters	rater	NOUN
easat-3956	235	19	.	.	PUNCT
easat-3956	236	1	a	a	DET
easat-3956	236	2	sentence	sentence	NOUN
easat-3956	236	3	embedding	embed	VERB
easat-3956	236	4	approach	approach	NOUN
easat-3956	236	5	proved	prove	VERB
easat-3956	236	6	particularly	particularly	ADV
easat-3956	236	7	effective	effective	ADJ
easat-3956	236	8	,	,	PUNCT
easat-3956	236	9	with	with	ADP
easat-3956	236	10	a	a	DET
easat-3956	236	11	feed	feed	NOUN
easat-3956	236	12	-	-	PUNCT
easat-3956	236	13	forward	forward	NOUN
easat-3956	236	14	deep	deep	ADJ
easat-3956	236	15	neural	neural	ADJ
easat-3956	236	16	network	network	NOUN
easat-3956	236	17	architecture	architecture	NOUN
easat-3956	236	18	outperforming	outperforming	NOUN
easat-3956	236	19	svm	svm	NOUN
easat-3956	236	20	and	and	CCONJ
easat-3956	236	21	random	random	ADJ
easat-3956	236	22	forest	forest	NOUN
easat-3956	236	23	models	model	NOUN
easat-3956	236	24	,	,	PUNCT
easat-3956	236	25	achieving	achieve	VERB
easat-3956	236	26	a	a	DET
easat-3956	236	27	classification	classification	NOUN
easat-3956	236	28	accuracy	accuracy	NOUN
easat-3956	236	29	of	of	ADP
easat-3956	236	30	95.701	95.701	NUM
easat-3956	236	31	%	%	NOUN
easat-3956	236	32	and	and	CCONJ
easat-3956	236	33	a	a	DET
easat-3956	236	34	mean	mean	NOUN
easat-3956	236	35	squared	square	VERB
easat-3956	236	36	error	error	NOUN
easat-3956	236	37	of	of	ADP
easat-3956	236	38	0.073	0.073	NUM
easat-3956	236	39	in	in	ADP
easat-3956	236	40	regression	regression	NOUN
easat-3956	236	41	analyses	analysis	NOUN
easat-3956	236	42	.	.	PUNCT
easat-3956	237	1	the	the	DET
easat-3956	237	2	arascore	arascore	ADV
easat-3956	237	3	-	-	PUNCT
easat-3956	237	4	dataset	dataset	NOUN
easat-3956	237	5	also	also	ADV
easat-3956	237	6	yielded	yield	VERB
easat-3956	237	7	favorable	favorable	ADJ
easat-3956	237	8	results	result	NOUN
easat-3956	237	9	,	,	PUNCT
easat-3956	237	10	surpassing	surpass	VERB
easat-3956	237	11	the	the	DET
easat-3956	237	12	performance	performance	NOUN
easat-3956	237	13	of	of	ADP
easat-3956	237	14	benchmark	benchmark	ADJ
easat-3956	237	15	datasets	dataset	NOUN
easat-3956	237	16	in	in	ADP
easat-3956	237	17	the	the	DET
easat-3956	237	18	field	field	NOUN
easat-3956	237	19	.	.	PUNCT
easat-3956	238	1	looking	look	VERB
easat-3956	238	2	ahead	ahead	ADV
easat-3956	238	3	,	,	PUNCT
easat-3956	238	4	the	the	DET
easat-3956	238	5	researchers	researcher	NOUN
easat-3956	238	6	plan	plan	VERB
easat-3956	238	7	to	to	PART
easat-3956	238	8	explore	explore	VERB
easat-3956	238	9	additional	additional	ADJ
easat-3956	238	10	data	datum	NOUN
easat-3956	238	11	augmentation	augmentation	NOUN
easat-3956	238	12	strategies	strategy	NOUN
easat-3956	238	13	,	,	PUNCT
easat-3956	238	14	such	such	ADJ
easat-3956	238	15	as	as	ADP
easat-3956	238	16	synonym	synonym	NOUN
easat-3956	238	17	substitution	substitution	NOUN
easat-3956	238	18	using	use	VERB
easat-3956	238	19	word	word	NOUN
easat-3956	238	20	embeddings	embedding	NOUN
easat-3956	238	21	from	from	ADP
easat-3956	238	22	aravec	aravec	PROPN
easat-3956	238	23	or	or	CCONJ
easat-3956	238	24	arabert	arabert	NOUN
easat-3956	238	25	,	,	PUNCT
easat-3956	238	26	to	to	PART
easat-3956	238	27	further	far	ADV
easat-3956	238	28	enhance	enhance	VERB
easat-3956	238	29	the	the	DET
easat-3956	238	30	dataset	dataset	NOUN
easat-3956	238	31	's	's	PART
easat-3956	238	32	quality	quality	NOUN
easat-3956	238	33	and	and	CCONJ
easat-3956	238	34	size	size	NOUN
easat-3956	238	35	[	[	X
easat-3956	238	36	22	22	NUM
easat-3956	238	37	]	]	PUNCT
easat-3956	238	38	.	.	PUNCT
easat-3956	239	1	in	in	ADP
easat-3956	239	2	2021	2021	NUM
easat-3956	239	3	,	,	PUNCT
easat-3956	239	4	hikmat	hikmat	PROPN
easat-3956	239	5	a.	a.	PROPN
easat-3956	239	6	abdeljaber	abdeljaber	PROPN
easat-3956	239	7	introduced	introduce	VERB
easat-3956	239	8	a	a	DET
easat-3956	239	9	framework	framework	NOUN
easat-3956	239	10	for	for	ADP
easat-3956	239	11	the	the	DET
easat-3956	239	12	automated	automate	VERB
easat-3956	239	13	assessment	assessment	NOUN
easat-3956	239	14	of	of	ADP
easat-3956	239	15	arabic	arabic	ADJ
easat-3956	239	16	short	short	ADJ
easat-3956	239	17	answers	answer	NOUN
easat-3956	239	18	utilizing	utilize	VERB
easat-3956	239	19	the	the	DET
easat-3956	239	20	longest	long	ADJ
easat-3956	239	21	common	common	ADJ
easat-3956	239	22	subsequence	subsequence	NOUN
easat-3956	239	23	(	(	PUNCT
easat-3956	239	24	lcs	lcs	NOUN
easat-3956	239	25	)	)	PUNCT
easat-3956	239	26	technique	technique	NOUN
easat-3956	239	27	alongside	alongside	ADP
easat-3956	239	28	arabic	arabic	ADJ
easat-3956	239	29	wordnet	wordnet	NOUN
easat-3956	239	30	.	.	PUNCT
easat-3956	240	1	this	this	DET
easat-3956	240	2	framework	framework	NOUN
easat-3956	240	3	consists	consist	VERB
easat-3956	240	4	of	of	ADP
easat-3956	240	5	three	three	NUM
easat-3956	240	6	primary	primary	ADJ
easat-3956	240	7	elements	element	NOUN
easat-3956	240	8	:	:	PUNCT
easat-3956	240	9	preprocessing	preprocessing	NOUN
easat-3956	240	10	,	,	PUNCT
easat-3956	240	11	text	text	NOUN
easat-3956	240	12	classification	classification	NOUN
easat-3956	240	13	,	,	PUNCT
easat-3956	240	14	and	and	CCONJ
easat-3956	240	15	evaluation	evaluation	NOUN
easat-3956	240	16	.	.	PUNCT
easat-3956	241	1	the	the	DET
easat-3956	241	2	preprocessing	preprocessing	NOUN
easat-3956	241	3	stage	stage	NOUN
easat-3956	241	4	entails	entail	VERB
easat-3956	241	5	processes	process	NOUN
easat-3956	241	6	such	such	ADJ
easat-3956	241	7	as	as	ADP
easat-3956	241	8	tokenization	tokenization	NOUN
easat-3956	241	9	,	,	PUNCT
easat-3956	241	10	elimination	elimination	NOUN
easat-3956	241	11	of	of	ADP
easat-3956	241	12	special	special	ADJ
easat-3956	241	13	characters	character	NOUN
easat-3956	241	14	and	and	CCONJ
easat-3956	241	15	stop	stop	VERB
easat-3956	241	16	words	word	NOUN
easat-3956	241	17	,	,	PUNCT
easat-3956	241	18	and	and	CCONJ
easat-3956	241	19	stemming	stem	VERB
easat-3956	241	20	.	.	PUNCT
easat-3956	242	1	the	the	DET
easat-3956	242	2	text	text	NOUN
easat-3956	242	3	classification	classification	NOUN
easat-3956	242	4	segment	segment	NOUN
easat-3956	242	5	employs	employ	VERB
easat-3956	242	6	a	a	DET
easat-3956	242	7	modification	modification	NOUN
easat-3956	242	8	of	of	ADP
easat-3956	242	9	the	the	DET
easat-3956	242	10	lcs	lcs	PROPN
easat-3956	242	11	algorithm	algorithm	PROPN
easat-3956	242	12	to	to	PART
easat-3956	242	13	assess	assess	VERB
easat-3956	242	14	student	student	NOUN
easat-3956	242	15	responses	response	NOUN
easat-3956	242	16	to	to	ADP
easat-3956	242	17	arabic	arabic	ADJ
easat-3956	242	18	essay	essay	ADJ
easat-3956	242	19	prompts	prompt	NOUN
easat-3956	242	20	.	.	PUNCT
easat-3956	243	1	experiments	experiment	NOUN
easat-3956	243	2	were	be	AUX
easat-3956	243	3	conducted	conduct	VERB
easat-3956	243	4	using	use	VERB
easat-3956	243	5	a	a	DET
easat-3956	243	6	dataset	dataset	NOUN
easat-3956	243	7	comprising	comprise	VERB
easat-3956	243	8	330	330	NUM
easat-3956	243	9	student	student	NOUN
easat-3956	243	10	submissions	submission	NOUN
easat-3956	243	11	,	,	PUNCT
easat-3956	243	12	resulting	result	VERB
easat-3956	243	13	in	in	ADP
easat-3956	243	14	a	a	DET
easat-3956	243	15	root	root	NOUN
easat-3956	243	16	mean	mean	NOUN
easat-3956	243	17	square	square	ADJ
easat-3956	243	18	error	error	NOUN
easat-3956	243	19	(	(	PUNCT
easat-3956	243	20	rmse	rmse	NOUN
easat-3956	243	21	)	)	PUNCT
easat-3956	243	22	of	of	ADP
easat-3956	243	23	0.81	0.81	NUM
easat-3956	243	24	and	and	CCONJ
easat-3956	243	25	a	a	DET
easat-3956	243	26	pearson	pearson	NOUN
easat-3956	243	27	correlation	correlation	NOUN
easat-3956	243	28	coefficient	coefficient	NOUN
easat-3956	243	29	of	of	ADP
easat-3956	243	30	0.94	0.94	NUM
easat-3956	243	31	.	.	PUNCT
easat-3956	244	1	these	these	DET
easat-3956	244	2	findings	finding	NOUN
easat-3956	244	3	suggest	suggest	VERB
easat-3956	244	4	that	that	SCONJ
easat-3956	244	5	the	the	DET
easat-3956	244	6	proposed	propose	VERB
easat-3956	244	7	methodology	methodology	NOUN
easat-3956	244	8	adeptly	adeptly	ADV
easat-3956	244	9	approximates	approximate	VERB
easat-3956	244	10	human	human	ADJ
easat-3956	244	11	scoring	scoring	NOUN
easat-3956	244	12	accuracy	accuracy	NOUN
easat-3956	244	13	.	.	PUNCT
easat-3956	245	1	nonetheless	nonetheless	ADV
easat-3956	245	2	,	,	PUNCT
easat-3956	245	3	the	the	DET
easat-3956	245	4	research	research	NOUN
easat-3956	245	5	possesses	possess	VERB
easat-3956	245	6	significant	significant	ADJ
easat-3956	245	7	constraints	constraint	NOUN
easat-3956	245	8	.	.	PUNCT
easat-3956	246	1	the	the	DET
easat-3956	246	2	dataset	dataset	NOUN
easat-3956	246	3	utilized	utilize	VERB
easat-3956	246	4	is	be	AUX
easat-3956	246	5	comparatively	comparatively	ADV
easat-3956	246	6	limited	limited	ADJ
easat-3956	246	7	due	due	ADP
easat-3956	246	8	to	to	ADP
easat-3956	246	9	the	the	DET
easat-3956	246	10	absence	absence	NOUN
easat-3956	246	11	of	of	ADP
easat-3956	246	12	a	a	DET
easat-3956	246	13	gold	gold	NOUN
easat-3956	246	14	standard	standard	NOUN
easat-3956	246	15	for	for	ADP
easat-3956	246	16	arabic	arabic	ADJ
easat-3956	246	17	,	,	PUNCT
easat-3956	246	18	and	and	CCONJ
easat-3956	246	19	it	it	PRON
easat-3956	246	20	fails	fail	VERB
easat-3956	246	21	to	to	PART
easat-3956	246	22	address	address	VERB
easat-3956	246	23	linguistic	linguistic	ADJ
easat-3956	246	24	inaccuracies	inaccuracy	NOUN
easat-3956	246	25	such	such	ADJ
easat-3956	246	26	as	as	ADP
easat-3956	246	27	spelling	spelling	NOUN
easat-3956	246	28	,	,	PUNCT
easat-3956	246	29	punctuation	punctuation	NOUN
easat-3956	246	30	,	,	PUNCT
easat-3956	246	31	and	and	CCONJ
easat-3956	246	32	grammatical	grammatical	ADJ
easat-3956	246	33	errors	error	NOUN
easat-3956	246	34	.	.	PUNCT
easat-3956	247	1	furthermore	furthermore	ADV
easat-3956	247	2	,	,	PUNCT
easat-3956	247	3	the	the	DET
easat-3956	247	4	9168	9168	NUM
easat-3956	247	5	edelweiss	edelweiss	PROPN
easat-3956	247	6	applied	apply	VERB
easat-3956	247	7	science	science	NOUN
easat-3956	247	8	and	and	CCONJ
easat-3956	247	9	technology	technology	NOUN
easat-3956	247	10	issn	issn	PROPN
easat-3956	247	11	:	:	PUNCT
easat-3956	247	12	2576	2576	NUM
easat-3956	247	13	-	-	SYM
easat-3956	247	14	8484	8484	NUM
easat-3956	247	15	vol	vol	NOUN
easat-3956	247	16	.	.	PROPN
easat-3956	247	17	8	8	NUM
easat-3956	247	18	,	,	PUNCT
easat-3956	247	19	no	no	INTJ
easat-3956	247	20	.	.	NOUN
easat-3956	248	1	6	6	NUM
easat-3956	248	2	:	:	SYM
easat-3956	248	3	9158	9158	NUM
easat-3956	248	4	-	-	SYM
easat-3956	248	5	9176	9176	NUM
easat-3956	248	6	,	,	PUNCT
easat-3956	248	7	2024	2024	NUM
easat-3956	248	8	doi	doi	NOUN
easat-3956	248	9	:	:	PUNCT
easat-3956	248	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	248	11	©	©	NOUN
easat-3956	248	12	2024	2024	NUM
easat-3956	248	13	by	by	ADP
easat-3956	248	14	the	the	DET
easat-3956	248	15	authors	author	NOUN
easat-3956	248	16	;	;	PUNCT
easat-3956	248	17	licensee	licensee	PROPN
easat-3956	248	18	learning	learning	NOUN
easat-3956	248	19	gate	gate	NOUN
easat-3956	248	20	analysis	analysis	NOUN
easat-3956	248	21	does	do	AUX
easat-3956	248	22	not	not	PART
easat-3956	248	23	encompass	encompass	VERB
easat-3956	248	24	sentence	sentence	NOUN
easat-3956	248	25	structure	structure	NOUN
easat-3956	248	26	nor	nor	CCONJ
easat-3956	248	27	does	do	AUX
easat-3956	248	28	it	it	PRON
easat-3956	248	29	provide	provide	VERB
easat-3956	248	30	evaluative	evaluative	ADJ
easat-3956	248	31	feedback	feedback	NOUN
easat-3956	248	32	.	.	PUNCT
easat-3956	249	1	abdeljaber	abdeljaber	PROPN
easat-3956	249	2	's	's	PART
easat-3956	249	3	investigation	investigation	NOUN
easat-3956	249	4	underscores	underscore	VERB
easat-3956	249	5	the	the	DET
easat-3956	249	6	promise	promise	NOUN
easat-3956	249	7	of	of	ADP
easat-3956	249	8	integrating	integrate	VERB
easat-3956	249	9	the	the	DET
easat-3956	249	10	lcs	lcs	PROPN
easat-3956	249	11	methodology	methodology	NOUN
easat-3956	249	12	with	with	ADP
easat-3956	249	13	arabic	arabic	ADJ
easat-3956	249	14	wordnet	wordnet	NOUN
easat-3956	249	15	to	to	PART
easat-3956	249	16	refine	refine	VERB
easat-3956	249	17	text	text	NOUN
easat-3956	249	18	similarity	similarity	NOUN
easat-3956	249	19	assessments	assessment	NOUN
easat-3956	249	20	.	.	PUNCT
easat-3956	250	1	nevertheless	nevertheless	ADV
easat-3956	250	2	,	,	PUNCT
easat-3956	250	3	the	the	DET
easat-3956	250	4	development	development	NOUN
easat-3956	250	5	of	of	ADP
easat-3956	250	6	a	a	DET
easat-3956	250	7	more	more	ADV
easat-3956	250	8	extensive	extensive	ADJ
easat-3956	250	9	arabic	arabic	ADJ
easat-3956	250	10	wordnet	wordnet	NOUN
easat-3956	250	11	could	could	AUX
easat-3956	250	12	greatly	greatly	ADV
easat-3956	250	13	enhance	enhance	VERB
easat-3956	250	14	future	future	ADJ
easat-3956	250	15	research	research	NOUN
easat-3956	250	16	endeavors	endeavor	NOUN
easat-3956	250	17	in	in	ADP
easat-3956	250	18	this	this	DET
easat-3956	250	19	arena	arena	NOUN
easat-3956	250	20	by	by	ADP
easat-3956	250	21	supplying	supply	VERB
easat-3956	250	22	improved	improved	ADJ
easat-3956	250	23	synonyms	synonym	NOUN
easat-3956	250	24	and	and	CCONJ
easat-3956	250	25	minimizing	minimize	VERB
easat-3956	250	26	lexical	lexical	ADJ
easat-3956	250	27	discrepancies	discrepancy	NOUN
easat-3956	250	28	between	between	ADP
easat-3956	250	29	student	student	NOUN
easat-3956	250	30	responses	response	NOUN
easat-3956	250	31	and	and	CCONJ
easat-3956	250	32	model	model	NOUN
easat-3956	250	33	answers	answer	NOUN
easat-3956	250	34	[	[	X
easat-3956	250	35	24	24	NUM
easat-3956	250	36	]	]	PUNCT
easat-3956	250	37	.	.	PUNCT
easat-3956	251	1	in	in	ADP
easat-3956	251	2	2021	2021	NUM
easat-3956	251	3	,	,	PUNCT
easat-3956	251	4	bassam	bassam	PROPN
easat-3956	251	5	al	al	PROPN
easat-3956	251	6	-	-	PUNCT
easat-3956	251	7	shargabi	shargabi	PROPN
easat-3956	251	8	,	,	PUNCT
easat-3956	251	9	rawan	rawan	PROPN
easat-3956	251	10	alzyadat	alzyadat	NOUN
easat-3956	251	11	,	,	PUNCT
easat-3956	251	12	and	and	CCONJ
easat-3956	251	13	fadi	fadi	PROPN
easat-3956	251	14	hamad	hamad	PROPN
easat-3956	251	15	developed	develop	VERB
easat-3956	251	16	the	the	DET
easat-3956	251	17	arabic	arabic	ADJ
easat-3956	251	18	essay	essay	NOUN
easat-3956	251	19	grading	grade	VERB
easat-3956	251	20	dataset	dataset	NOUN
easat-3956	251	21	(	(	PUNCT
easat-3956	251	22	aegd	aegd	ADJ
easat-3956	251	23	)	)	PUNCT
easat-3956	251	24	to	to	PART
easat-3956	251	25	facilitate	facilitate	VERB
easat-3956	251	26	the	the	DET
easat-3956	251	27	automation	automation	NOUN
easat-3956	251	28	of	of	ADP
easat-3956	251	29	arabic	arabic	ADJ
easat-3956	251	30	essay	essay	NOUN
easat-3956	251	31	grading	grade	VERB
easat-3956	251	32	(	(	PUNCT
easat-3956	251	33	aeg	aeg	PROPN
easat-3956	251	34	)	)	PUNCT
easat-3956	251	35	.	.	PUNCT
easat-3956	252	1	the	the	DET
easat-3956	252	2	dataset	dataset	NOUN
easat-3956	252	3	was	be	AUX
easat-3956	252	4	carefully	carefully	ADV
easat-3956	252	5	designed	design	VERB
easat-3956	252	6	and	and	CCONJ
easat-3956	252	7	validated	validate	VERB
easat-3956	252	8	,	,	PUNCT
easat-3956	252	9	comprising	comprise	VERB
easat-3956	252	10	questions	question	NOUN
easat-3956	252	11	and	and	CCONJ
easat-3956	252	12	exemplary	exemplary	ADJ
easat-3956	252	13	responses	response	NOUN
easat-3956	252	14	sourced	source	VERB
easat-3956	252	15	from	from	ADP
easat-3956	252	16	a	a	DET
easat-3956	252	17	variety	variety	NOUN
easat-3956	252	18	of	of	ADP
easat-3956	252	19	subjects	subject	NOUN
easat-3956	252	20	delivered	deliver	VERB
easat-3956	252	21	in	in	ADP
easat-3956	252	22	jordanian	jordanian	ADJ
easat-3956	252	23	educational	educational	ADJ
easat-3956	252	24	institutions	institution	NOUN
easat-3956	252	25	,	,	PUNCT
easat-3956	252	26	encompassing	encompass	VERB
easat-3956	252	27	islamic	islamic	ADJ
easat-3956	252	28	studies	study	NOUN
easat-3956	252	29	,	,	PUNCT
easat-3956	252	30	history	history	NOUN
easat-3956	252	31	,	,	PUNCT
easat-3956	252	32	geography	geography	NOUN
easat-3956	252	33	,	,	PUNCT
easat-3956	252	34	biology	biology	NOUN
easat-3956	252	35	,	,	PUNCT
easat-3956	252	36	computer	computer	NOUN
easat-3956	252	37	science	science	NOUN
easat-3956	252	38	,	,	PUNCT
easat-3956	252	39	geology	geology	NOUN
easat-3956	252	40	,	,	PUNCT
easat-3956	252	41	chemistry	chemistry	NOUN
easat-3956	252	42	,	,	PUNCT
easat-3956	252	43	and	and	CCONJ
easat-3956	252	44	physics	physics	NOUN
easat-3956	252	45	,	,	PUNCT
easat-3956	252	46	covering	cover	VERB
easat-3956	252	47	grades	grade	NOUN
easat-3956	252	48	9	9	NUM
easat-3956	252	49	to	to	ADP
easat-3956	252	50	11	11	NUM
easat-3956	252	51	.	.	PUNCT
easat-3956	253	1	dataset	dataset	ADJ
easat-3956	253	2	composition	composition	NOUN
easat-3956	253	3	and	and	CCONJ
easat-3956	253	4	collection	collection	NOUN
easat-3956	253	5	:	:	PUNCT
easat-3956	253	6	the	the	DET
easat-3956	253	7	aegd	aegd	NOUN
easat-3956	253	8	comprises	comprise	VERB
easat-3956	253	9	a	a	DET
easat-3956	253	10	total	total	NOUN
easat-3956	253	11	of	of	ADP
easat-3956	253	12	1,003	1,003	NUM
easat-3956	253	13	questions	question	NOUN
easat-3956	253	14	and	and	CCONJ
easat-3956	253	15	3,009	3,009	NUM
easat-3956	253	16	model	model	NOUN
easat-3956	253	17	answers	answer	NOUN
easat-3956	253	18	,	,	PUNCT
easat-3956	253	19	encompassing	encompass	VERB
easat-3956	253	20	a	a	DET
easat-3956	253	21	diverse	diverse	ADJ
easat-3956	253	22	array	array	NOUN
easat-3956	253	23	of	of	ADP
easat-3956	253	24	unique	unique	ADJ
easat-3956	253	25	arabic	arabic	ADJ
easat-3956	253	26	vocabulary	vocabulary	NOUN
easat-3956	253	27	(	(	PUNCT
easat-3956	253	28	10,364	10,364	NUM
easat-3956	253	29	distinct	distinct	ADJ
easat-3956	253	30	words	word	NOUN
easat-3956	253	31	)	)	PUNCT
easat-3956	253	32	.	.	PUNCT
easat-3956	254	1	the	the	DET
easat-3956	254	2	data	data	NOUN
easat-3956	254	3	collection	collection	NOUN
easat-3956	254	4	process	process	NOUN
easat-3956	254	5	involved	involve	VERB
easat-3956	254	6	gathering	gather	VERB
easat-3956	254	7	information	information	NOUN
easat-3956	254	8	from	from	ADP
easat-3956	254	9	teachers	teacher	NOUN
easat-3956	254	10	’	’	PART
easat-3956	254	11	manuals	manual	NOUN
easat-3956	254	12	and	and	CCONJ
easat-3956	254	13	soliciting	solicit	VERB
easat-3956	254	14	feedback	feedback	NOUN
easat-3956	254	15	from	from	ADP
easat-3956	254	16	educators	educator	NOUN
easat-3956	254	17	to	to	PART
easat-3956	254	18	incorporate	incorporate	VERB
easat-3956	254	19	supplementary	supplementary	ADJ
easat-3956	254	20	model	model	NOUN
easat-3956	254	21	answers	answer	NOUN
easat-3956	254	22	,	,	PUNCT
easat-3956	254	23	thereby	thereby	ADV
easat-3956	254	24	ensuring	ensure	VERB
easat-3956	254	25	the	the	DET
easat-3956	254	26	dataset	dataset	NOUN
easat-3956	254	27	's	's	PART
easat-3956	254	28	thoroughness	thoroughness	NOUN
easat-3956	254	29	and	and	CCONJ
easat-3956	254	30	pertinence	pertinence	NOUN
easat-3956	254	31	.	.	PUNCT
easat-3956	255	1	preprocessing	preprocessing	NOUN
easat-3956	255	2	and	and	CCONJ
easat-3956	255	3	evaluation	evaluation	NOUN
easat-3956	255	4	:	:	PUNCT
easat-3956	255	5	the	the	DET
easat-3956	255	6	dataset	dataset	ADJ
easat-3956	255	7	underwent	underwent	NOUN
easat-3956	255	8	preprocessing	preprocessing	NOUN
easat-3956	255	9	to	to	PART
easat-3956	255	10	identify	identify	VERB
easat-3956	255	11	grammatical	grammatical	ADJ
easat-3956	255	12	and	and	CCONJ
easat-3956	255	13	spelling	spelling	NOUN
easat-3956	255	14	inaccuracies	inaccuracy	NOUN
easat-3956	255	15	,	,	PUNCT
easat-3956	255	16	thereby	thereby	ADV
easat-3956	255	17	enhancing	enhance	VERB
easat-3956	255	18	its	its	PRON
easat-3956	255	19	suitability	suitability	NOUN
easat-3956	255	20	for	for	ADP
easat-3956	255	21	machine	machine	NOUN
easat-3956	255	22	learning	learn	VERB
easat-3956	255	23	utilization	utilization	NOUN
easat-3956	255	24	.	.	PUNCT
easat-3956	256	1	the	the	DET
easat-3956	256	2	assessment	assessment	NOUN
easat-3956	256	3	of	of	ADP
easat-3956	256	4	the	the	DET
easat-3956	256	5	aegd	aegd	NOUN
easat-3956	256	6	utilized	utilize	VERB
easat-3956	256	7	three	three	NUM
easat-3956	256	8	established	establish	VERB
easat-3956	256	9	machine	machine	NOUN
easat-3956	256	10	learning	learning	NOUN
easat-3956	256	11	algorithms	algorithm	NOUN
easat-3956	256	12	:	:	PUNCT
easat-3956	256	13	naïve	naïve	ADJ
easat-3956	256	14	bayes	bayes	NOUN
easat-3956	256	15	(	(	PUNCT
easat-3956	256	16	nb	nb	INTJ
easat-3956	256	17	)	)	PUNCT
easat-3956	256	18	,	,	PUNCT
easat-3956	256	19	decision	decision	NOUN
easat-3956	256	20	tree	tree	NOUN
easat-3956	256	21	(	(	PUNCT
easat-3956	256	22	j48	j48	NOUN
easat-3956	256	23	)	)	PUNCT
easat-3956	256	24	,	,	PUNCT
easat-3956	256	25	and	and	CCONJ
easat-3956	256	26	a	a	DET
easat-3956	256	27	meta	meta	NOUN
easat-3956	256	28	-	-	PUNCT
easat-3956	256	29	classifier	classifier	NOUN
easat-3956	256	30	.	.	PUNCT
easat-3956	257	1	the	the	DET
easat-3956	257	2	findings	finding	NOUN
easat-3956	257	3	revealed	reveal	VERB
easat-3956	257	4	a	a	DET
easat-3956	257	5	commendable	commendable	ADJ
easat-3956	257	6	accuracy	accuracy	NOUN
easat-3956	257	7	rate	rate	NOUN
easat-3956	257	8	of	of	ADP
easat-3956	257	9	81.29	81.29	NUM
easat-3956	257	10	%	%	NOUN
easat-3956	257	11	for	for	ADP
easat-3956	257	12	correctly	correctly	ADV
easat-3956	257	13	evaluated	evaluated	ADJ
easat-3956	257	14	essays	essay	NOUN
easat-3956	257	15	,	,	PUNCT
easat-3956	257	16	with	with	ADP
easat-3956	257	17	an	an	DET
easat-3956	257	18	error	error	NOUN
easat-3956	257	19	rate	rate	NOUN
easat-3956	257	20	of	of	ADP
easat-3956	257	21	18.71	18.71	NUM
easat-3956	257	22	%	%	NOUN
easat-3956	257	23	in	in	ADP
easat-3956	257	24	terms	term	NOUN
easat-3956	257	25	of	of	ADP
easat-3956	257	26	incorrectly	incorrectly	ADV
easat-3956	257	27	graded	grade	VERB
easat-3956	257	28	submissions	submission	NOUN
easat-3956	257	29	.	.	PUNCT
easat-3956	258	1	future	future	ADJ
easat-3956	258	2	work	work	NOUN
easat-3956	258	3	:	:	PUNCT
easat-3956	258	4	the	the	DET
easat-3956	258	5	authors	author	NOUN
easat-3956	258	6	intend	intend	VERB
easat-3956	258	7	to	to	PART
easat-3956	258	8	further	far	ADV
easat-3956	258	9	validate	validate	VERB
easat-3956	258	10	the	the	DET
easat-3956	258	11	dataset	dataset	NOUN
easat-3956	258	12	utilizing	utilize	VERB
easat-3956	258	13	deep	deep	ADJ
easat-3956	258	14	learning	learning	NOUN
easat-3956	258	15	methodologies	methodology	NOUN
easat-3956	258	16	and	and	CCONJ
easat-3956	258	17	to	to	PART
easat-3956	258	18	augment	augment	VERB
easat-3956	258	19	the	the	DET
easat-3956	258	20	dataset	dataset	NOUN
easat-3956	258	21	by	by	ADP
easat-3956	258	22	incorporating	incorporate	VERB
easat-3956	258	23	additional	additional	ADJ
easat-3956	258	24	subjects	subject	NOUN
easat-3956	258	25	to	to	PART
easat-3956	258	26	enrich	enrich	VERB
easat-3956	258	27	the	the	DET
easat-3956	258	28	arabic	arabic	ADJ
easat-3956	258	29	vocabulary	vocabulary	NOUN
easat-3956	258	30	included	include	VERB
easat-3956	258	31	.	.	PUNCT
easat-3956	259	1	this	this	DET
easat-3956	259	2	endeavor	endeavor	NOUN
easat-3956	259	3	represents	represent	VERB
easat-3956	259	4	a	a	DET
easat-3956	259	5	crucial	crucial	ADJ
easat-3956	259	6	advancement	advancement	NOUN
easat-3956	259	7	towards	towards	ADP
easat-3956	259	8	enhancing	enhance	VERB
easat-3956	259	9	automated	automate	VERB
easat-3956	259	10	grading	grade	VERB
easat-3956	259	11	systems	system	NOUN
easat-3956	259	12	for	for	ADP
easat-3956	259	13	arabic	arabic	ADJ
easat-3956	259	14	essays	essay	NOUN
easat-3956	259	15	by	by	ADP
easat-3956	259	16	providing	provide	VERB
easat-3956	259	17	a	a	DET
easat-3956	259	18	robust	robust	ADJ
easat-3956	259	19	and	and	CCONJ
easat-3956	259	20	varied	varied	ADJ
easat-3956	259	21	dataset	dataset	NOUN
easat-3956	259	22	for	for	ADP
easat-3956	259	23	machine	machine	NOUN
easat-3956	259	24	learning	learning	NOUN
easat-3956	259	25	applications	application	NOUN
easat-3956	259	26	[	[	X
easat-3956	259	27	26	26	NUM
easat-3956	259	28	]	]	PUNCT
easat-3956	259	29	.	.	PUNCT
easat-3956	260	1	in	in	ADP
easat-3956	260	2	the	the	DET
easat-3956	260	3	year	year	NOUN
easat-3956	260	4	2021	2021	NUM
easat-3956	260	5	,	,	PUNCT
easat-3956	260	6	hossam	hossam	NOUN
easat-3956	260	7	magdy	magdy	PROPN
easat-3956	260	8	balaha	balaha	NOUN
easat-3956	260	9	and	and	CCONJ
easat-3956	260	10	mahmoud	mahmoud	PROPN
easat-3956	260	11	saafan	saafan	PROPN
easat-3956	260	12	introduced	introduce	VERB
easat-3956	260	13	an	an	DET
easat-3956	260	14	automated	automate	VERB
easat-3956	260	15	exam	exam	NOUN
easat-3956	260	16	correction	correction	NOUN
easat-3956	260	17	framework	framework	NOUN
easat-3956	260	18	(	(	PUNCT
easat-3956	260	19	aecf	aecf	PROPN
easat-3956	260	20	)	)	PUNCT
easat-3956	260	21	aimed	aim	VERB
easat-3956	260	22	at	at	ADP
easat-3956	260	23	the	the	DET
easat-3956	260	24	evaluation	evaluation	NOUN
easat-3956	260	25	of	of	ADP
easat-3956	260	26	multiple	multiple	ADJ
easat-3956	260	27	-	-	PUNCT
easat-3956	260	28	choice	choice	NOUN
easat-3956	260	29	questions	question	NOUN
easat-3956	260	30	(	(	PUNCT
easat-3956	260	31	mcqs	mcqs	NOUN
easat-3956	260	32	)	)	PUNCT
easat-3956	260	33	,	,	PUNCT
easat-3956	260	34	essays	essay	NOUN
easat-3956	260	35	,	,	PUNCT
easat-3956	260	36	and	and	CCONJ
easat-3956	260	37	equation	equation	NOUN
easat-3956	260	38	matching	matching	NOUN
easat-3956	260	39	.	.	PUNCT
easat-3956	261	1	the	the	DET
easat-3956	261	2	framework	framework	NOUN
easat-3956	261	3	is	be	AUX
easat-3956	261	4	composed	compose	VERB
easat-3956	261	5	of	of	ADP
easat-3956	261	6	five	five	NUM
easat-3956	261	7	principal	principal	ADJ
easat-3956	261	8	phases	phase	NOUN
easat-3956	261	9	,	,	PUNCT
easat-3956	261	10	commencing	commence	VERB
easat-3956	261	11	with	with	ADP
easat-3956	261	12	the	the	DET
easat-3956	261	13	text	text	NOUN
easat-3956	261	14	preprocessing	preprocessing	NOUN
easat-3956	261	15	phase	phase	NOUN
easat-3956	261	16	,	,	PUNCT
easat-3956	261	17	wherein	wherein	SCONJ
easat-3956	261	18	the	the	DET
easat-3956	261	19	text	text	NOUN
easat-3956	261	20	is	be	AUX
easat-3956	261	21	refined	refine	VERB
easat-3956	261	22	and	and	CCONJ
easat-3956	261	23	prepared	prepare	VERB
easat-3956	261	24	for	for	ADP
easat-3956	261	25	subsequent	subsequent	ADJ
easat-3956	261	26	utilization	utilization	NOUN
easat-3956	261	27	.	.	PUNCT
easat-3956	262	1	this	this	PRON
easat-3956	262	2	is	be	AUX
easat-3956	262	3	succeeded	succeed	VERB
easat-3956	262	4	by	by	ADP
easat-3956	262	5	the	the	DET
easat-3956	262	6	text	text	NOUN
easat-3956	262	7	tokenization	tokenization	NOUN
easat-3956	262	8	phase	phase	NOUN
easat-3956	262	9	,	,	PUNCT
easat-3956	262	10	during	during	ADP
easat-3956	262	11	which	which	PRON
easat-3956	262	12	the	the	DET
easat-3956	262	13	text	text	NOUN
easat-3956	262	14	is	be	AUX
easat-3956	262	15	segmented	segment	VERB
easat-3956	262	16	into	into	ADP
easat-3956	262	17	smaller	small	ADJ
easat-3956	262	18	components	component	NOUN
easat-3956	262	19	referred	refer	VERB
easat-3956	262	20	to	to	ADP
easat-3956	262	21	as	as	ADP
easat-3956	262	22	tokens	token	NOUN
easat-3956	262	23	.	.	PUNCT
easat-3956	263	1	the	the	DET
easat-3956	263	2	following	follow	VERB
easat-3956	263	3	phase	phase	NOUN
easat-3956	263	4	encompasses	encompass	VERB
easat-3956	263	5	the	the	DET
easat-3956	263	6	extraction	extraction	NOUN
easat-3956	263	7	of	of	ADP
easat-3956	263	8	features	feature	NOUN
easat-3956	263	9	from	from	ADP
easat-3956	263	10	the	the	DET
easat-3956	263	11	text	text	NOUN
easat-3956	263	12	,	,	PUNCT
easat-3956	263	13	whereby	whereby	SCONJ
easat-3956	263	14	pertinent	pertinent	ADJ
easat-3956	263	15	attributes	attribute	NOUN
easat-3956	263	16	are	be	AUX
easat-3956	263	17	discerned	discern	VERB
easat-3956	263	18	for	for	ADP
easat-3956	263	19	analytical	analytical	ADJ
easat-3956	263	20	purposes	purpose	NOUN
easat-3956	263	21	.	.	PUNCT
easat-3956	264	1	the	the	DET
easat-3956	264	2	fourth	fourth	ADJ
easat-3956	264	3	phase	phase	NOUN
easat-3956	264	4	emphasizes	emphasize	VERB
easat-3956	264	5	the	the	DET
easat-3956	264	6	calculation	calculation	NOUN
easat-3956	264	7	of	of	ADP
easat-3956	264	8	semantic	semantic	ADJ
easat-3956	264	9	similarity	similarity	NOUN
easat-3956	264	10	,	,	PUNCT
easat-3956	264	11	evaluating	evaluate	VERB
easat-3956	264	12	the	the	DET
easat-3956	264	13	extent	extent	NOUN
easat-3956	264	14	to	to	PART
easat-3956	264	15	which	which	PRON
easat-3956	264	16	students	student	NOUN
easat-3956	264	17	'	'	PART
easat-3956	264	18	responses	response	NOUN
easat-3956	264	19	align	align	VERB
easat-3956	264	20	with	with	ADP
easat-3956	264	21	the	the	DET
easat-3956	264	22	correct	correct	ADJ
easat-3956	264	23	answers	answer	NOUN
easat-3956	264	24	.	.	PUNCT
easat-3956	265	1	ultimately	ultimately	ADV
easat-3956	265	2	,	,	PUNCT
easat-3956	265	3	the	the	DET
easat-3956	265	4	framework	framework	NOUN
easat-3956	265	5	integrates	integrate	VERB
easat-3956	265	6	various	various	ADJ
easat-3956	265	7	software	software	NOUN
easat-3956	265	8	packages	package	NOUN
easat-3956	265	9	to	to	PART
easat-3956	265	10	proficiently	proficiently	ADV
easat-3956	265	11	execute	execute	VERB
easat-3956	265	12	these	these	DET
easat-3956	265	13	processes	process	NOUN
easat-3956	265	14	.	.	PUNCT
easat-3956	266	1	the	the	DET
easat-3956	266	2	researchers	researcher	NOUN
easat-3956	266	3	conducted	conduct	VERB
easat-3956	266	4	eight	eight	NUM
easat-3956	266	5	experimental	experimental	ADJ
easat-3956	266	6	trials	trial	NOUN
easat-3956	266	7	utilizing	utilize	VERB
easat-3956	266	8	two	two	NUM
easat-3956	266	9	datasets	dataset	NOUN
easat-3956	266	10	:	:	PUNCT
easat-3956	266	11	the	the	DET
easat-3956	266	12	quora	quora	NOUN
easat-3956	266	13	questions	question	VERB
easat-3956	266	14	pairs	pair	NOUN
easat-3956	266	15	dataset	dataset	VERB
easat-3956	266	16	and	and	CCONJ
easat-3956	266	17	the	the	DET
easat-3956	266	18	unt	unt	PROPN
easat-3956	266	19	computer	computer	NOUN
easat-3956	266	20	science	science	NOUN
easat-3956	266	21	short	short	ADJ
easat-3956	266	22	answer	answer	NOUN
easat-3956	266	23	dataset	dataset	NOUN
easat-3956	266	24	.	.	PUNCT
easat-3956	267	1	they	they	PRON
easat-3956	267	2	attained	attain	VERB
easat-3956	267	3	a	a	DET
easat-3956	267	4	peak	peak	NOUN
easat-3956	267	5	accuracy	accuracy	NOUN
easat-3956	267	6	of	of	ADP
easat-3956	267	7	77.95	77.95	NUM
easat-3956	267	8	%	%	NOUN
easat-3956	267	9	without	without	ADP
easat-3956	267	10	the	the	DET
easat-3956	267	11	fine	fine	ADV
easat-3956	267	12	-	-	PUNCT
easat-3956	267	13	tuning	tuning	NOUN
easat-3956	267	14	of	of	ADP
easat-3956	267	15	the	the	DET
easat-3956	267	16	pre	pre	ADJ
easat-3956	267	17	-	-	ADJ
easat-3956	267	18	trained	train	VERB
easat-3956	267	19	models	model	NOUN
easat-3956	267	20	,	,	PUNCT
easat-3956	267	21	particularly	particularly	ADV
easat-3956	267	22	employing	employ	VERB
easat-3956	267	23	the	the	DET
easat-3956	267	24	universal	universal	ADJ
easat-3956	267	25	sentence	sentence	NOUN
easat-3956	267	26	encoder	encoder	NOUN
easat-3956	267	27	(	(	PUNCT
easat-3956	267	28	use	use	NOUN
easat-3956	267	29	)	)	PUNCT
easat-3956	267	30	.	.	PUNCT
easat-3956	268	1	furthermore	furthermore	ADV
easat-3956	268	2	,	,	PUNCT
easat-3956	268	3	the	the	DET
easat-3956	268	4	proposed	propose	VERB
easat-3956	268	5	similarity	similarity	NOUN
easat-3956	268	6	checker	checker	NOUN
easat-3956	268	7	algorithm	algorithm	NOUN
easat-3956	268	8	(	(	PUNCT
easat-3956	268	9	hmbmms	hmbmms	NOUN
easat-3956	268	10	-	-	PUNCT
easat-3956	268	11	ema	ema	NOUN
easat-3956	268	12	)	)	PUNCT
easat-3956	268	13	reported	report	VERB
easat-3956	268	14	an	an	DET
easat-3956	268	15	accuracy	accuracy	NOUN
easat-3956	268	16	of	of	ADP
easat-3956	268	17	100	100	NUM
easat-3956	268	18	%	%	NOUN
easat-3956	268	19	when	when	SCONJ
easat-3956	268	20	evaluated	evaluate	VERB
easat-3956	268	21	with	with	ADP
easat-3956	268	22	the	the	DET
easat-3956	268	23	sympy	sympy	PROPN
easat-3956	268	24	python	python	PROPN
easat-3956	268	25	package	package	NOUN
easat-3956	268	26	,	,	PUNCT
easat-3956	268	27	while	while	SCONJ
easat-3956	268	28	an	an	DET
easat-3956	268	29	alternative	alternative	ADJ
easat-3956	268	30	method	method	NOUN
easat-3956	268	31	(	(	PUNCT
easat-3956	268	32	hmb	hmb	PROPN
easat-3956	268	33	-	-	PUNCT
easat-3956	268	34	emd	emd	NOUN
easat-3956	268	35	-	-	PUNCT
easat-3956	268	36	v1	v1	NOUN
easat-3956	268	37	)	)	PUNCT
easat-3956	268	38	demonstrated	demonstrate	VERB
easat-3956	268	39	an	an	DET
easat-3956	268	40	accuracy	accuracy	NOUN
easat-3956	268	41	of	of	ADP
easat-3956	268	42	71.33	71.33	NUM
easat-3956	268	43	%	%	NOUN
easat-3956	268	44	.	.	PUNCT
easat-3956	269	1	this	this	DET
easat-3956	269	2	investigation	investigation	NOUN
easat-3956	269	3	delivers	deliver	VERB
easat-3956	269	4	a	a	DET
easat-3956	269	5	thorough	thorough	ADJ
easat-3956	269	6	examination	examination	NOUN
easat-3956	269	7	of	of	ADP
easat-3956	269	8	the	the	DET
easat-3956	269	9	extant	extant	ADJ
easat-3956	269	10	literature	literature	NOUN
easat-3956	269	11	on	on	ADP
easat-3956	269	12	text	text	NOUN
easat-3956	269	13	semantic	semantic	ADJ
easat-3956	269	14	similarity	similarity	NOUN
easat-3956	269	15	and	and	CCONJ
easat-3956	269	16	automated	automate	VERB
easat-3956	269	17	correction	correction	NOUN
easat-3956	269	18	systems	system	NOUN
easat-3956	269	19	.	.	PUNCT
easat-3956	270	1	several	several	ADJ
easat-3956	270	2	embedding	embed	VERB
easat-3956	270	3	models	model	NOUN
easat-3956	270	4	,	,	PUNCT
easat-3956	270	5	encompassing	encompass	VERB
easat-3956	270	6	word2vec	word2vec	SYM
easat-3956	270	7	,	,	PUNCT
easat-3956	270	8	fasttext	fasttext	NOUN
easat-3956	270	9	,	,	PUNCT
easat-3956	270	10	glove	glove	NOUN
easat-3956	270	11	,	,	PUNCT
easat-3956	270	12	and	and	CCONJ
easat-3956	270	13	use	use	NOUN
easat-3956	270	14	,	,	PUNCT
easat-3956	270	15	were	be	AUX
easat-3956	270	16	utilized	utilize	VERB
easat-3956	270	17	in	in	ADP
easat-3956	270	18	the	the	DET
easat-3956	270	19	experiments	experiment	NOUN
easat-3956	270	20	.	.	PUNCT
easat-3956	271	1	the	the	DET
easat-3956	271	2	researchers	researcher	NOUN
easat-3956	271	3	proposed	propose	VERB
easat-3956	271	4	that	that	SCONJ
easat-3956	271	5	future	future	ADJ
easat-3956	271	6	endeavors	endeavor	NOUN
easat-3956	271	7	could	could	AUX
easat-3956	271	8	expand	expand	VERB
easat-3956	271	9	the	the	DET
easat-3956	271	10	aecf	aecf	NOUN
easat-3956	271	11	to	to	PART
easat-3956	271	12	encompass	encompass	VERB
easat-3956	271	13	additional	additional	ADJ
easat-3956	271	14	question	question	NOUN
easat-3956	271	15	formats	format	NOUN
easat-3956	271	16	and	and	CCONJ
easat-3956	271	17	enhance	enhance	VERB
easat-3956	271	18	the	the	DET
easat-3956	271	19	hmb	hmb	NOUN
easat-3956	271	20	-	-	PUNCT
easat-3956	271	21	mms	mms	ADJ
easat-3956	271	22	-	-	PUNCT
easat-3956	271	23	ema	ema	NOUN
easat-3956	271	24	algorithm	algorithm	NOUN
easat-3956	271	25	to	to	PART
easat-3956	271	26	address	address	VERB
easat-3956	271	27	more	more	ADV
easat-3956	271	28	intricate	intricate	ADJ
easat-3956	271	29	arithmetic	arithmetic	ADJ
easat-3956	271	30	operations	operation	NOUN
easat-3956	271	31	.	.	PUNCT
easat-3956	272	1	they	they	PRON
easat-3956	272	2	also	also	ADV
easat-3956	272	3	advocated	advocate	VERB
easat-3956	272	4	for	for	ADP
easat-3956	272	5	the	the	DET
easat-3956	272	6	exploration	exploration	NOUN
easat-3956	272	7	of	of	ADP
easat-3956	272	8	alternative	alternative	ADJ
easat-3956	272	9	machine	machine	NOUN
easat-3956	272	10	learning	learning	NOUN
easat-3956	272	11	and	and	CCONJ
easat-3956	272	12	deep	deep	ADJ
easat-3956	272	13	learning	learning	NOUN
easat-3956	272	14	methodologies	methodology	NOUN
easat-3956	272	15	to	to	PART
easat-3956	272	16	augment	augment	VERB
easat-3956	272	17	the	the	DET
easat-3956	272	18	framework	framework	NOUN
easat-3956	272	19	's	's	PART
easat-3956	272	20	efficacy	efficacy	NOUN
easat-3956	272	21	[	[	X
easat-3956	272	22	17	17	NUM
easat-3956	272	23	]	]	PUNCT
easat-3956	272	24	.	.	PUNCT
easat-3956	273	1	in	in	ADP
easat-3956	273	2	2022	2022	NUM
easat-3956	273	3	,	,	PUNCT
easat-3956	273	4	mustafa	mustafa	PROPN
easat-3956	273	5	abdul	abdul	PROPN
easat-3956	273	6	salam	salam	PROPN
easat-3956	273	7	and	and	CCONJ
easat-3956	273	8	his	his	PRON
easat-3956	273	9	collaborators	collaborator	NOUN
easat-3956	273	10	presented	present	VERB
easat-3956	273	11	a	a	DET
easat-3956	273	12	hybrid	hybrid	ADJ
easat-3956	273	13	automatic	automatic	ADJ
easat-3956	273	14	evaluation	evaluation	NOUN
easat-3956	273	15	framework	framework	NOUN
easat-3956	273	16	for	for	ADP
easat-3956	273	17	arabic	arabic	ADJ
easat-3956	273	18	short	short	ADJ
easat-3956	273	19	answer	answer	NOUN
easat-3956	273	20	responses	response	NOUN
easat-3956	273	21	.	.	PUNCT
easat-3956	274	1	this	this	DET
easat-3956	274	2	pioneering	pioneer	VERB
easat-3956	274	3	framework	framework	NOUN
easat-3956	274	4	enhances	enhance	VERB
easat-3956	274	5	the	the	DET
easat-3956	274	6	long	long	ADJ
easat-3956	274	7	shortterm	shortterm	NOUN
easat-3956	274	8	memory	memory	NOUN
easat-3956	274	9	(	(	PUNCT
easat-3956	274	10	lstm	lstm	ADJ
easat-3956	274	11	)	)	PUNCT
easat-3956	274	12	deep	deep	ADJ
easat-3956	274	13	learning	learning	NOUN
easat-3956	274	14	architecture	architecture	NOUN
easat-3956	274	15	by	by	ADP
easat-3956	274	16	employing	employ	VERB
easat-3956	274	17	a	a	DET
easat-3956	274	18	contemporary	contemporary	ADJ
easat-3956	274	19	optimization	optimization	NOUN
easat-3956	274	20	technique	technique	NOUN
easat-3956	274	21	termed	term	VERB
easat-3956	274	22	the	the	DET
easat-3956	274	23	grey	grey	ADJ
easat-3956	274	24	wolf	wolf	NOUN
easat-3956	274	25	optimizer	optimizer	NOUN
easat-3956	274	26	(	(	PUNCT
easat-3956	274	27	gwo	gwo	PROPN
easat-3956	274	28	)	)	PUNCT
easat-3956	274	29	.	.	PUNCT
easat-3956	275	1	the	the	DET
easat-3956	275	2	gwo	gwo	PROPN
easat-3956	275	3	improves	improve	VERB
easat-3956	275	4	the	the	DET
easat-3956	275	5	efficacy	efficacy	NOUN
easat-3956	275	6	of	of	ADP
easat-3956	275	7	the	the	DET
easat-3956	275	8	lstm	lstm	NOUN
easat-3956	275	9	by	by	ADP
easat-3956	275	10	autonomously	autonomously	ADV
easat-3956	275	11	determining	determine	VERB
easat-3956	275	12	the	the	DET
easat-3956	275	13	most	most	ADV
easat-3956	275	14	suitable	suitable	ADJ
easat-3956	275	15	dropout	dropout	NOUN
easat-3956	275	16	and	and	CCONJ
easat-3956	275	17	recurrent	recurrent	ADJ
easat-3956	275	18	dropout	dropout	NOUN
easat-3956	275	19	rates	rate	NOUN
easat-3956	275	20	for	for	ADP
easat-3956	275	21	its	its	PRON
easat-3956	275	22	hyperparameters	hyperparameter	NOUN
easat-3956	275	23	,	,	PUNCT
easat-3956	275	24	thus	thus	ADV
easat-3956	275	25	eliminating	eliminate	VERB
easat-3956	275	26	the	the	DET
easat-3956	275	27	dependence	dependence	NOUN
easat-3956	275	28	on	on	ADP
easat-3956	275	29	manual	manual	ADJ
easat-3956	275	30	tuning	tuning	NOUN
easat-3956	275	31	.	.	PUNCT
easat-3956	276	1	this	this	DET
easat-3956	276	2	optimization	optimization	NOUN
easat-3956	276	3	not	not	PART
easat-3956	276	4	only	only	ADV
easat-3956	276	5	augments	augment	VERB
easat-3956	276	6	the	the	DET
easat-3956	276	7	generalization	generalization	NOUN
easat-3956	276	8	capabilities	capability	NOUN
easat-3956	276	9	of	of	ADP
easat-3956	276	10	the	the	DET
easat-3956	276	11	lstm	lstm	NOUN
easat-3956	276	12	model	model	NOUN
easat-3956	276	13	but	but	CCONJ
easat-3956	276	14	also	also	ADV
easat-3956	276	15	alleviates	alleviate	VERB
easat-3956	276	16	the	the	DET
easat-3956	276	17	problem	problem	NOUN
easat-3956	276	18	of	of	ADP
easat-3956	276	19	9169	9169	NUM
easat-3956	276	20	edelweiss	edelweiss	PROPN
easat-3956	276	21	applied	apply	VERB
easat-3956	276	22	science	science	NOUN
easat-3956	276	23	and	and	CCONJ
easat-3956	276	24	technology	technology	NOUN
easat-3956	276	25	issn	issn	PROPN
easat-3956	276	26	:	:	PUNCT
easat-3956	276	27	2576	2576	NUM
easat-3956	276	28	-	-	SYM
easat-3956	276	29	8484	8484	NUM
easat-3956	276	30	vol	vol	NOUN
easat-3956	276	31	.	.	PROPN
easat-3956	276	32	8	8	NUM
easat-3956	276	33	,	,	PUNCT
easat-3956	276	34	no	no	INTJ
easat-3956	276	35	.	.	NOUN
easat-3956	277	1	6	6	NUM
easat-3956	277	2	:	:	SYM
easat-3956	277	3	9158	9158	NUM
easat-3956	277	4	-	-	SYM
easat-3956	277	5	9176	9176	NUM
easat-3956	277	6	,	,	PUNCT
easat-3956	277	7	2024	2024	NUM
easat-3956	277	8	doi	doi	NOUN
easat-3956	277	9	:	:	PUNCT
easat-3956	277	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	277	11	©	©	NOUN
easat-3956	277	12	2024	2024	NUM
easat-3956	277	13	by	by	ADP
easat-3956	277	14	the	the	DET
easat-3956	277	15	authors	author	NOUN
easat-3956	277	16	;	;	PUNCT
easat-3956	277	17	licensee	licensee	PROPN
easat-3956	277	18	learning	learn	VERB
easat-3956	277	19	gate	gate	NOUN
easat-3956	277	20	overfitting	overfitting	NOUN
easat-3956	277	21	,	,	PUNCT
easat-3956	277	22	ultimately	ultimately	ADV
easat-3956	277	23	benefiting	benefit	VERB
easat-3956	277	24	the	the	DET
easat-3956	277	25	assessment	assessment	NOUN
easat-3956	277	26	procedure	procedure	NOUN
easat-3956	277	27	and	and	CCONJ
easat-3956	277	28	conserving	conserve	VERB
easat-3956	277	29	educators	educator	NOUN
easat-3956	277	30	’	'	PUNCT
easat-3956	277	31	time	time	NOUN
easat-3956	277	32	.	.	PUNCT
easat-3956	278	1	the	the	DET
easat-3956	278	2	researchers	researcher	NOUN
easat-3956	278	3	executed	execute	VERB
easat-3956	278	4	eight	eight	NUM
easat-3956	278	5	experimental	experimental	ADJ
easat-3956	278	6	trials	trial	NOUN
easat-3956	278	7	,	,	PUNCT
easat-3956	278	8	each	each	PRON
easat-3956	278	9	involving	involve	VERB
easat-3956	278	10	diverse	diverse	ADJ
easat-3956	278	11	datasets	dataset	NOUN
easat-3956	278	12	.	.	PUNCT
easat-3956	279	1	the	the	DET
easat-3956	279	2	findings	finding	NOUN
easat-3956	279	3	demonstrated	demonstrate	VERB
easat-3956	279	4	that	that	SCONJ
easat-3956	279	5	the	the	DET
easat-3956	279	6	hybrid	hybrid	ADJ
easat-3956	279	7	lstm	lstm	ADJ
easat-3956	279	8	-	-	PUNCT
easat-3956	279	9	gwo	gwo	PROPN
easat-3956	279	10	model	model	NOUN
easat-3956	279	11	surpassed	surpass	VERB
easat-3956	279	12	multiple	multiple	ADJ
easat-3956	279	13	other	other	ADJ
easat-3956	279	14	models	model	NOUN
easat-3956	279	15	,	,	PUNCT
easat-3956	279	16	including	include	VERB
easat-3956	279	17	conventional	conventional	ADJ
easat-3956	279	18	lstm	lstm	NOUN
easat-3956	279	19	,	,	PUNCT
easat-3956	279	20	support	support	NOUN
easat-3956	279	21	vector	vector	NOUN
easat-3956	279	22	machine	machine	NOUN
easat-3956	279	23	(	(	PUNCT
easat-3956	279	24	svm	svm	PROPN
easat-3956	279	25	)	)	PUNCT
easat-3956	279	26	,	,	PUNCT
easat-3956	279	27	as	as	ADV
easat-3956	279	28	well	well	ADV
easat-3956	279	29	as	as	ADP
easat-3956	279	30	variations	variation	NOUN
easat-3956	279	31	such	such	ADJ
easat-3956	279	32	as	as	ADP
easat-3956	279	33	svm	svm	ADJ
easat-3956	279	34	-	-	PUNCT
easat-3956	279	35	gwo	gwo	NOUN
easat-3956	279	36	,	,	PUNCT
easat-3956	279	37	ngram	ngram	NOUN
easat-3956	279	38	,	,	PUNCT
easat-3956	279	39	word2vec	word2vec	PROPN
easat-3956	279	40	,	,	PUNCT
easat-3956	279	41	latent	latent	ADJ
easat-3956	279	42	semantic	semantic	ADJ
easat-3956	279	43	analysis	analysis	NOUN
easat-3956	279	44	(	(	PUNCT
easat-3956	279	45	lsa	lsa	NOUN
easat-3956	279	46	)	)	PUNCT
easat-3956	279	47	,	,	PUNCT
easat-3956	279	48	arabic	arabic	ADJ
easat-3956	279	49	wordnet	wordnet	NOUN
easat-3956	279	50	,	,	PUNCT
easat-3956	279	51	and	and	CCONJ
easat-3956	279	52	malstm	malstm	PROPN
easat-3956	279	53	(	(	PUNCT
easat-3956	279	54	manhattan	manhattan	PROPN
easat-3956	279	55	lstm	lstm	PROPN
easat-3956	279	56	)	)	PUNCT
easat-3956	279	57	.	.	PUNCT
easat-3956	280	1	the	the	DET
easat-3956	280	2	efficacy	efficacy	NOUN
easat-3956	280	3	of	of	ADP
easat-3956	280	4	the	the	DET
easat-3956	280	5	models	model	NOUN
easat-3956	280	6	was	be	AUX
easat-3956	280	7	evaluated	evaluate	VERB
easat-3956	280	8	using	use	VERB
easat-3956	280	9	metrics	metric	NOUN
easat-3956	280	10	such	such	ADJ
easat-3956	280	11	as	as	ADP
easat-3956	280	12	root	root	NOUN
easat-3956	280	13	mean	mean	ADJ
easat-3956	280	14	square	square	ADJ
easat-3956	280	15	error	error	NOUN
easat-3956	280	16	(	(	PUNCT
easat-3956	280	17	rmse	rmse	NOUN
easat-3956	280	18	)	)	PUNCT
easat-3956	280	19	,	,	PUNCT
easat-3956	280	20	r	r	NOUN
easat-3956	280	21	-	-	PUNCT
easat-3956	280	22	squared	square	VERB
easat-3956	280	23	,	,	PUNCT
easat-3956	280	24	and	and	CCONJ
easat-3956	280	25	the	the	DET
easat-3956	280	26	pearson	pearson	PROPN
easat-3956	280	27	correlation	correlation	NOUN
easat-3956	280	28	coefficient	coefficient	NOUN
easat-3956	280	29	.	.	PUNCT
easat-3956	281	1	despite	despite	SCONJ
easat-3956	281	2	the	the	DET
easat-3956	281	3	encouraging	encouraging	ADJ
easat-3956	281	4	results	result	NOUN
easat-3956	281	5	,	,	PUNCT
easat-3956	281	6	the	the	DET
easat-3956	281	7	investigation	investigation	NOUN
easat-3956	281	8	recognized	recognize	VERB
easat-3956	281	9	limitations	limitation	NOUN
easat-3956	281	10	associated	associate	VERB
easat-3956	281	11	with	with	ADP
easat-3956	281	12	an	an	DET
easat-3956	281	13	exclusive	exclusive	ADJ
easat-3956	281	14	reliance	reliance	NOUN
easat-3956	281	15	on	on	ADP
easat-3956	281	16	traditional	traditional	ADJ
easat-3956	281	17	deep	deep	ADJ
easat-3956	281	18	learning	learning	NOUN
easat-3956	281	19	and	and	CCONJ
easat-3956	281	20	machine	machine	NOUN
easat-3956	281	21	learning	learning	NOUN
easat-3956	281	22	methodologies	methodology	NOUN
easat-3956	281	23	.	.	PUNCT
easat-3956	282	1	the	the	DET
easat-3956	282	2	authors	author	NOUN
easat-3956	282	3	indicated	indicate	VERB
easat-3956	282	4	their	their	PRON
easat-3956	282	5	intention	intention	NOUN
easat-3956	282	6	to	to	PART
easat-3956	282	7	delve	delve	VERB
easat-3956	282	8	into	into	ADP
easat-3956	282	9	more	more	ADV
easat-3956	282	10	sophisticated	sophisticated	ADJ
easat-3956	282	11	language	language	NOUN
easat-3956	282	12	models	model	NOUN
easat-3956	282	13	,	,	PUNCT
easat-3956	282	14	like	like	ADP
easat-3956	282	15	bert	bert	PROPN
easat-3956	282	16	and	and	CCONJ
easat-3956	282	17	its	its	PRON
easat-3956	282	18	derivatives	derivative	NOUN
easat-3956	282	19	,	,	PUNCT
easat-3956	282	20	in	in	ADP
easat-3956	282	21	subsequent	subsequent	ADJ
easat-3956	282	22	research	research	NOUN
easat-3956	282	23	endeavors	endeavor	NOUN
easat-3956	282	24	.	.	PUNCT
easat-3956	283	1	they	they	PRON
easat-3956	283	2	also	also	ADV
easat-3956	283	3	aspired	aspire	VERB
easat-3956	283	4	to	to	PART
easat-3956	283	5	broaden	broaden	VERB
easat-3956	283	6	the	the	DET
easat-3956	283	7	utility	utility	NOUN
easat-3956	283	8	of	of	ADP
easat-3956	283	9	their	their	PRON
easat-3956	283	10	grading	grade	VERB
easat-3956	283	11	system	system	NOUN
easat-3956	283	12	beyond	beyond	ADP
easat-3956	283	13	arabic	arabic	ADJ
easat-3956	283	14	to	to	PART
easat-3956	283	15	encompass	encompass	VERB
easat-3956	283	16	additional	additional	ADJ
easat-3956	283	17	languages	language	NOUN
easat-3956	283	18	and	and	CCONJ
easat-3956	283	19	to	to	PART
easat-3956	283	20	amalgamate	amalgamate	VERB
easat-3956	283	21	various	various	ADJ
easat-3956	283	22	methodologies	methodology	NOUN
easat-3956	283	23	to	to	PART
easat-3956	283	24	further	far	ADV
easat-3956	283	25	enhance	enhance	VERB
easat-3956	283	26	outcomes	outcome	NOUN
easat-3956	283	27	.	.	PUNCT
easat-3956	284	1	the	the	DET
easat-3956	284	2	results	result	NOUN
easat-3956	284	3	imply	imply	VERB
easat-3956	284	4	that	that	SCONJ
easat-3956	284	5	the	the	DET
easat-3956	284	6	lstm	lstm	PROPN
easat-3956	284	7	-	-	PUNCT
easat-3956	284	8	gwo	gwo	PROPN
easat-3956	284	9	model	model	NOUN
easat-3956	284	10	is	be	AUX
easat-3956	284	11	not	not	PART
easat-3956	284	12	only	only	ADV
easat-3956	284	13	proficient	proficient	ADJ
easat-3956	284	14	in	in	ADP
easat-3956	284	15	assessing	assess	VERB
easat-3956	284	16	arabic	arabic	ADJ
easat-3956	284	17	short	short	ADJ
easat-3956	284	18	answers	answer	NOUN
easat-3956	284	19	but	but	CCONJ
easat-3956	284	20	also	also	ADV
easat-3956	284	21	possesses	possess	VERB
easat-3956	284	22	potential	potential	NOUN
easat-3956	284	23	for	for	ADP
easat-3956	284	24	wider	wide	ADJ
easat-3956	284	25	applications	application	NOUN
easat-3956	284	26	within	within	ADP
easat-3956	284	27	automated	automate	VERB
easat-3956	284	28	evaluation	evaluation	NOUN
easat-3956	284	29	systems	system	NOUN
easat-3956	284	30	[	[	X
easat-3956	284	31	20	20	NUM
easat-3956	284	32	]	]	PUNCT
easat-3956	284	33	.	.	PUNCT
easat-3956	285	1	in	in	ADP
easat-3956	285	2	their	their	PRON
easat-3956	285	3	2022	2022	NUM
easat-3956	285	4	publication	publication	NOUN
easat-3956	285	5	,	,	PUNCT
easat-3956	285	6	mijbel	mijbel	NOUN
easat-3956	285	7	and	and	CCONJ
easat-3956	285	8	sadiq	sadiq	PROPN
easat-3956	285	9	introduced	introduce	VERB
easat-3956	285	10	an	an	DET
easat-3956	285	11	innovative	innovative	ADJ
easat-3956	285	12	methodology	methodology	NOUN
easat-3956	285	13	for	for	ADP
easat-3956	285	14	evaluating	evaluate	VERB
easat-3956	285	15	short	short	ADJ
easat-3956	285	16	-	-	PUNCT
easat-3956	285	17	form	form	NOUN
easat-3956	285	18	answers	answer	NOUN
easat-3956	285	19	grounded	ground	VERB
easat-3956	285	20	in	in	ADP
easat-3956	285	21	the	the	DET
easat-3956	285	22	principles	principle	NOUN
easat-3956	285	23	of	of	ADP
easat-3956	285	24	semantic	semantic	ADJ
easat-3956	285	25	networks	network	NOUN
easat-3956	285	26	.	.	PUNCT
easat-3956	286	1	this	this	DET
easat-3956	286	2	technique	technique	NOUN
easat-3956	286	3	entails	entail	VERB
easat-3956	286	4	the	the	DET
easat-3956	286	5	representation	representation	NOUN
easat-3956	286	6	of	of	ADP
easat-3956	286	7	both	both	DET
easat-3956	286	8	model	model	NOUN
easat-3956	286	9	answers	answer	NOUN
easat-3956	286	10	and	and	CCONJ
easat-3956	286	11	student	student	NOUN
easat-3956	286	12	submissions	submission	NOUN
easat-3956	286	13	as	as	ADP
easat-3956	286	14	semantic	semantic	ADJ
easat-3956	286	15	networks	network	NOUN
easat-3956	286	16	,	,	PUNCT
easat-3956	286	17	which	which	PRON
easat-3956	286	18	depict	depict	VERB
easat-3956	286	19	knowledge	knowledge	NOUN
easat-3956	286	20	by	by	ADP
easat-3956	286	21	interlinking	interlink	VERB
easat-3956	286	22	concepts	concept	NOUN
easat-3956	286	23	through	through	ADP
easat-3956	286	24	semantic	semantic	ADJ
easat-3956	286	25	associations	association	NOUN
easat-3956	286	26	.	.	PUNCT
easat-3956	287	1	the	the	DET
easat-3956	287	2	objective	objective	NOUN
easat-3956	287	3	of	of	ADP
easat-3956	287	4	this	this	DET
easat-3956	287	5	approach	approach	NOUN
easat-3956	287	6	is	be	AUX
easat-3956	287	7	to	to	PART
easat-3956	287	8	assess	assess	VERB
easat-3956	287	9	answers	answer	NOUN
easat-3956	287	10	by	by	ADP
easat-3956	287	11	determining	determine	VERB
easat-3956	287	12	similarities	similarity	NOUN
easat-3956	287	13	that	that	PRON
easat-3956	287	14	extend	extend	VERB
easat-3956	287	15	beyond	beyond	ADP
easat-3956	287	16	mere	mere	ADJ
easat-3956	287	17	word	word	NOUN
easat-3956	287	18	frequency	frequency	NOUN
easat-3956	287	19	,	,	PUNCT
easat-3956	287	20	instead	instead	ADV
easat-3956	287	21	focusing	focus	VERB
easat-3956	287	22	on	on	ADP
easat-3956	287	23	the	the	DET
easat-3956	287	24	interconnections	interconnection	NOUN
easat-3956	287	25	among	among	ADP
easat-3956	287	26	nodes	node	NOUN
easat-3956	287	27	and	and	CCONJ
easat-3956	287	28	the	the	DET
easat-3956	287	29	relationships	relationship	NOUN
easat-3956	287	30	present	present	ADJ
easat-3956	287	31	within	within	ADP
easat-3956	287	32	the	the	DET
easat-3956	287	33	semantic	semantic	ADJ
easat-3956	287	34	networks	network	NOUN
easat-3956	287	35	.	.	PUNCT
easat-3956	288	1	the	the	DET
easat-3956	288	2	methodology	methodology	NOUN
easat-3956	288	3	commences	commence	VERB
easat-3956	288	4	with	with	ADP
easat-3956	288	5	preprocessing	preprocessing	NOUN
easat-3956	288	6	,	,	PUNCT
easat-3956	288	7	which	which	PRON
easat-3956	288	8	includes	include	VERB
easat-3956	288	9	parts	part	NOUN
easat-3956	288	10	of	of	ADP
easat-3956	288	11	speech	speech	NOUN
easat-3956	288	12	(	(	PUNCT
easat-3956	288	13	pos	pos	NOUN
easat-3956	288	14	)	)	PUNCT
easat-3956	288	15	tagging	tagging	NOUN
easat-3956	288	16	,	,	PUNCT
easat-3956	288	17	and	and	CCONJ
easat-3956	288	18	progresses	progress	VERB
easat-3956	288	19	to	to	ADP
easat-3956	288	20	the	the	DET
easat-3956	288	21	construction	construction	NOUN
easat-3956	288	22	of	of	ADP
easat-3956	288	23	semantic	semantic	ADJ
easat-3956	288	24	networks	network	NOUN
easat-3956	288	25	that	that	PRON
easat-3956	288	26	consist	consist	VERB
easat-3956	288	27	of	of	ADP
easat-3956	288	28	nodes	node	NOUN
easat-3956	288	29	(	(	PUNCT
easat-3956	288	30	representing	represent	VERB
easat-3956	288	31	words	word	NOUN
easat-3956	288	32	)	)	PUNCT
easat-3956	288	33	and	and	CCONJ
easat-3956	288	34	edges	edge	NOUN
easat-3956	288	35	(	(	PUNCT
easat-3956	288	36	denoting	denote	VERB
easat-3956	288	37	relationships	relationship	NOUN
easat-3956	288	38	)	)	PUNCT
easat-3956	288	39	.	.	PUNCT
easat-3956	289	1	the	the	DET
easat-3956	289	2	assessment	assessment	NOUN
easat-3956	289	3	of	of	ADP
easat-3956	289	4	student	student	NOUN
easat-3956	289	5	responses	response	NOUN
easat-3956	289	6	is	be	AUX
easat-3956	289	7	based	base	VERB
easat-3956	289	8	on	on	ADP
easat-3956	289	9	the	the	DET
easat-3956	289	10	mohler	mohler	NOUN
easat-3956	289	11	dataset	dataset	NOUN
easat-3956	289	12	,	,	PUNCT
easat-3956	289	13	a	a	DET
easat-3956	289	14	resource	resource	NOUN
easat-3956	289	15	frequently	frequently	ADV
easat-3956	289	16	utilized	utilize	VERB
easat-3956	289	17	in	in	ADP
easat-3956	289	18	research	research	NOUN
easat-3956	289	19	pertaining	pertain	VERB
easat-3956	289	20	to	to	ADP
easat-3956	289	21	automatic	automatic	ADJ
easat-3956	289	22	short	short	ADJ
easat-3956	289	23	answer	answer	NOUN
easat-3956	289	24	grading	grade	VERB
easat-3956	289	25	(	(	PUNCT
easat-3956	289	26	asag	asag	ADJ
easat-3956	289	27	)	)	PUNCT
easat-3956	289	28	.	.	PUNCT
easat-3956	290	1	this	this	DET
easat-3956	290	2	dataset	dataset	NOUN
easat-3956	290	3	comprises	comprise	VERB
easat-3956	290	4	12	12	NUM
easat-3956	290	5	assessments	assessment	NOUN
easat-3956	290	6	in	in	ADP
easat-3956	290	7	the	the	DET
easat-3956	290	8	domain	domain	NOUN
easat-3956	290	9	of	of	ADP
easat-3956	290	10	computer	computer	NOUN
easat-3956	290	11	science	science	NOUN
easat-3956	290	12	,	,	PUNCT
easat-3956	290	13	covering	cover	VERB
easat-3956	290	14	87	87	NUM
easat-3956	290	15	questions	question	NOUN
easat-3956	290	16	,	,	PUNCT
easat-3956	290	17	with	with	ADP
easat-3956	290	18	corresponding	correspond	VERB
easat-3956	290	19	reference	reference	NOUN
easat-3956	290	20	answers	answer	VERB
easat-3956	290	21	for	for	ADP
easat-3956	290	22	each	each	DET
easat-3956	290	23	item	item	NOUN
easat-3956	290	24	.	.	PUNCT
easat-3956	291	1	the	the	DET
easat-3956	291	2	evaluations	evaluation	NOUN
easat-3956	291	3	of	of	ADP
easat-3956	291	4	student	student	NOUN
easat-3956	291	5	responses	response	NOUN
easat-3956	291	6	were	be	AUX
easat-3956	291	7	conducted	conduct	VERB
easat-3956	291	8	independently	independently	ADV
easat-3956	291	9	by	by	ADP
easat-3956	291	10	two	two	NUM
easat-3956	291	11	human	human	ADJ
easat-3956	291	12	raters	rater	NOUN
easat-3956	291	13	on	on	ADP
easat-3956	291	14	a	a	DET
easat-3956	291	15	scale	scale	NOUN
easat-3956	291	16	from	from	ADP
easat-3956	291	17	1	1	NUM
easat-3956	291	18	to	to	ADP
easat-3956	291	19	5	5	NUM
easat-3956	291	20	,	,	PUNCT
easat-3956	291	21	assessing	assess	VERB
easat-3956	291	22	their	their	PRON
easat-3956	291	23	relevance	relevance	NOUN
easat-3956	291	24	and	and	CCONJ
easat-3956	291	25	similarity	similarity	NOUN
easat-3956	291	26	to	to	ADP
easat-3956	291	27	the	the	DET
easat-3956	291	28	provided	provide	VERB
easat-3956	291	29	reference	reference	NOUN
easat-3956	291	30	answers	answer	NOUN
easat-3956	291	31	.	.	PUNCT
easat-3956	292	1	the	the	DET
easat-3956	292	2	findings	finding	NOUN
easat-3956	292	3	demonstrated	demonstrate	VERB
easat-3956	292	4	that	that	SCONJ
easat-3956	292	5	optimal	optimal	ADJ
easat-3956	292	6	performance	performance	NOUN
easat-3956	292	7	in	in	ADP
easat-3956	292	8	answer	answer	NOUN
easat-3956	292	9	evaluation	evaluation	NOUN
easat-3956	292	10	was	be	AUX
easat-3956	292	11	obtained	obtain	VERB
easat-3956	292	12	through	through	ADP
easat-3956	292	13	specific	specific	ADJ
easat-3956	292	14	weightings	weighting	NOUN
easat-3956	292	15	assigned	assign	VERB
easat-3956	292	16	to	to	ADP
easat-3956	292	17	nodes	node	NOUN
easat-3956	292	18	,	,	PUNCT
easat-3956	292	19	relationships	relationship	NOUN
easat-3956	292	20	,	,	PUNCT
easat-3956	292	21	and	and	CCONJ
easat-3956	292	22	pos	pos	NOUN
easat-3956	292	23	similarities	similarity	NOUN
easat-3956	292	24	(	(	PUNCT
easat-3956	292	25	α	α	NOUN
easat-3956	292	26	=	=	SYM
easat-3956	292	27	0.1	0.1	NUM
easat-3956	292	28	,	,	PUNCT
easat-3956	292	29	β	β	X
easat-3956	292	30	=	=	SYM
easat-3956	292	31	0.6	0.6	NUM
easat-3956	292	32	,	,	PUNCT
easat-3956	292	33	γ	γ	X
easat-3956	292	34	=	=	SYM
easat-3956	292	35	0.3	0.3	NUM
easat-3956	292	36	)	)	PUNCT
easat-3956	292	37	.	.	PUNCT
easat-3956	293	1	the	the	DET
easat-3956	293	2	authors	author	NOUN
easat-3956	293	3	underscored	underscore	VERB
easat-3956	293	4	the	the	DET
easat-3956	293	5	significance	significance	NOUN
easat-3956	293	6	of	of	ADP
easat-3956	293	7	recognizing	recognize	VERB
easat-3956	293	8	that	that	SCONJ
easat-3956	293	9	human	human	ADJ
easat-3956	293	10	evaluations	evaluation	NOUN
easat-3956	293	11	of	of	ADP
easat-3956	293	12	answers	answer	NOUN
easat-3956	293	13	frequently	frequently	ADV
easat-3956	293	14	integrate	integrate	VERB
easat-3956	293	15	experiences	experience	NOUN
easat-3956	293	16	and	and	CCONJ
easat-3956	293	17	contexts	context	NOUN
easat-3956	293	18	that	that	PRON
easat-3956	293	19	transcend	transcend	VERB
easat-3956	293	20	simple	simple	ADJ
easat-3956	293	21	semantic	semantic	ADJ
easat-3956	293	22	or	or	CCONJ
easat-3956	293	23	lexical	lexical	ADJ
easat-3956	293	24	comparisons	comparison	NOUN
easat-3956	293	25	.	.	PUNCT
easat-3956	294	1	they	they	PRON
easat-3956	294	2	propose	propose	VERB
easat-3956	294	3	that	that	SCONJ
easat-3956	294	4	future	future	ADJ
easat-3956	294	5	research	research	NOUN
easat-3956	294	6	could	could	AUX
easat-3956	294	7	broaden	broaden	VERB
easat-3956	294	8	this	this	DET
easat-3956	294	9	methodology	methodology	NOUN
easat-3956	294	10	to	to	PART
easat-3956	294	11	encompass	encompass	VERB
easat-3956	294	12	essaytype	essaytype	NOUN
easat-3956	294	13	questions	question	NOUN
easat-3956	294	14	and	and	CCONJ
easat-3956	294	15	enhance	enhance	VERB
easat-3956	294	16	techniques	technique	NOUN
easat-3956	294	17	for	for	ADP
easat-3956	294	18	attaining	attain	VERB
easat-3956	294	19	more	more	ADV
easat-3956	294	20	precise	precise	ADJ
easat-3956	294	21	assessments	assessment	NOUN
easat-3956	294	22	of	of	ADP
easat-3956	294	23	similarity	similarity	NOUN
easat-3956	294	24	[	[	X
easat-3956	294	25	15	15	NUM
easat-3956	294	26	]	]	PUNCT
easat-3956	294	27	.	.	PUNCT
easat-3956	295	1	in	in	ADP
easat-3956	295	2	the	the	DET
easat-3956	295	3	year	year	NOUN
easat-3956	295	4	2023	2023	NUM
easat-3956	295	5	,	,	PUNCT
easat-3956	295	6	rasha	rasha	PROPN
easat-3956	295	7	m.	m.	NOUN
easat-3956	295	8	badry	badry	PROPN
easat-3956	295	9	and	and	CCONJ
easat-3956	295	10	her	her	PRON
easat-3956	295	11	research	research	NOUN
easat-3956	295	12	team	team	NOUN
easat-3956	295	13	formulated	formulate	VERB
easat-3956	295	14	an	an	DET
easat-3956	295	15	automatic	automatic	ADJ
easat-3956	295	16	arabic	arabic	ADJ
easat-3956	295	17	grading	grade	VERB
easat-3956	295	18	system	system	NOUN
easat-3956	295	19	tailored	tailor	VERB
easat-3956	295	20	for	for	ADP
easat-3956	295	21	short	short	ADJ
easat-3956	295	22	answer	answer	NOUN
easat-3956	295	23	questions	question	NOUN
easat-3956	295	24	by	by	ADP
easat-3956	295	25	employing	employ	VERB
easat-3956	295	26	natural	natural	ADJ
easat-3956	295	27	language	language	NOUN
easat-3956	295	28	processing	processing	NOUN
easat-3956	295	29	(	(	PUNCT
easat-3956	295	30	nlp	nlp	NOUN
easat-3956	295	31	)	)	PUNCT
easat-3956	295	32	methodologies	methodology	NOUN
easat-3956	295	33	to	to	PART
easat-3956	295	34	evaluate	evaluate	VERB
easat-3956	295	35	student	student	NOUN
easat-3956	295	36	submissions	submission	NOUN
easat-3956	295	37	.	.	PUNCT
easat-3956	296	1	their	their	PRON
easat-3956	296	2	methodology	methodology	NOUN
easat-3956	296	3	is	be	AUX
easat-3956	296	4	predicated	predicate	VERB
easat-3956	296	5	on	on	ADP
easat-3956	296	6	latent	latent	ADJ
easat-3956	296	7	semantic	semantic	ADJ
easat-3956	296	8	analysis	analysis	NOUN
easat-3956	296	9	(	(	PUNCT
easat-3956	296	10	lsa	lsa	NOUN
easat-3956	296	11	)	)	PUNCT
easat-3956	296	12	to	to	PART
easat-3956	296	13	assess	assess	VERB
easat-3956	296	14	the	the	DET
easat-3956	296	15	semantic	semantic	ADJ
easat-3956	296	16	congruence	congruence	NOUN
easat-3956	296	17	between	between	ADP
easat-3956	296	18	student	student	NOUN
easat-3956	296	19	responses	response	NOUN
easat-3956	296	20	and	and	CCONJ
easat-3956	296	21	model	model	NOUN
easat-3956	296	22	answers	answer	NOUN
easat-3956	296	23	.	.	PUNCT
easat-3956	297	1	the	the	DET
easat-3956	297	2	system	system	NOUN
easat-3956	297	3	encompasses	encompass	VERB
easat-3956	297	4	several	several	ADJ
easat-3956	297	5	pivotal	pivotal	ADJ
easat-3956	297	6	stages	stage	NOUN
easat-3956	297	7	:	:	PUNCT
easat-3956	297	8	data	datum	NOUN
easat-3956	297	9	preprocessing	preprocessing	NOUN
easat-3956	297	10	,	,	PUNCT
easat-3956	297	11	which	which	PRON
easat-3956	297	12	entails	entail	VERB
easat-3956	297	13	tokenization	tokenization	NOUN
easat-3956	297	14	,	,	PUNCT
easat-3956	297	15	elimination	elimination	NOUN
easat-3956	297	16	of	of	ADP
easat-3956	297	17	stop	stop	NOUN
easat-3956	297	18	words	word	NOUN
easat-3956	297	19	,	,	PUNCT
easat-3956	297	20	and	and	CCONJ
easat-3956	297	21	lemmatization	lemmatization	NOUN
easat-3956	297	22	;	;	PUNCT
easat-3956	297	23	lsa	lsa	NOUN
easat-3956	297	24	execution	execution	NOUN
easat-3956	297	25	;	;	PUNCT
easat-3956	297	26	representation	representation	NOUN
easat-3956	297	27	of	of	ADP
easat-3956	297	28	term	term	NOUN
easat-3956	297	29	weights	weight	NOUN
easat-3956	297	30	;	;	PUNCT
easat-3956	297	31	and	and	CCONJ
easat-3956	297	32	the	the	DET
easat-3956	297	33	computation	computation	NOUN
easat-3956	297	34	of	of	ADP
easat-3956	297	35	semantic	semantic	ADJ
easat-3956	297	36	scores	score	NOUN
easat-3956	297	37	.	.	PUNCT
easat-3956	298	1	they	they	PRON
easat-3956	298	2	utilized	utilize	VERB
easat-3956	298	3	the	the	DET
easat-3956	298	4	ar	ar	NOUN
easat-3956	298	5	-	-	PUNCT
easat-3956	298	6	asag	asag	ADJ
easat-3956	298	7	dataset	dataset	NOUN
easat-3956	298	8	,	,	PUNCT
easat-3956	298	9	comprising	comprise	VERB
easat-3956	298	10	2,133	2,133	NUM
easat-3956	298	11	pairs	pair	NOUN
easat-3956	298	12	of	of	ADP
easat-3956	298	13	model	model	NOUN
easat-3956	298	14	and	and	CCONJ
easat-3956	298	15	student	student	NOUN
easat-3956	298	16	responses	response	NOUN
easat-3956	298	17	,	,	PUNCT
easat-3956	298	18	for	for	ADP
easat-3956	298	19	their	their	PRON
easat-3956	298	20	empirical	empirical	ADJ
easat-3956	298	21	investigation	investigation	NOUN
easat-3956	298	22	.	.	PUNCT
easat-3956	299	1	the	the	DET
easat-3956	299	2	researchers	researcher	NOUN
easat-3956	299	3	executed	execute	VERB
easat-3956	299	4	two	two	NUM
easat-3956	299	5	experiments	experiment	NOUN
easat-3956	299	6	contrasting	contrast	VERB
easat-3956	299	7	local	local	ADJ
easat-3956	299	8	and	and	CCONJ
easat-3956	299	9	hybrid	hybrid	ADJ
easat-3956	299	10	weighting	weighting	NOUN
easat-3956	299	11	frameworks	framework	NOUN
easat-3956	299	12	.	.	PUNCT
easat-3956	300	1	the	the	DET
easat-3956	300	2	hybrid	hybrid	ADJ
easat-3956	300	3	methodology	methodology	NOUN
easat-3956	300	4	produced	produce	VERB
easat-3956	300	5	superior	superior	ADJ
easat-3956	300	6	outcomes	outcome	NOUN
easat-3956	300	7	,	,	PUNCT
easat-3956	300	8	attaining	attain	VERB
easat-3956	300	9	an	an	DET
easat-3956	300	10	f1	f1	NOUN
easat-3956	300	11	-	-	PUNCT
easat-3956	300	12	score	score	NOUN
easat-3956	300	13	of	of	ADP
easat-3956	300	14	82.82	82.82	NUM
easat-3956	300	15	%	%	NOUN
easat-3956	300	16	and	and	CCONJ
easat-3956	300	17	a	a	DET
easat-3956	300	18	root	root	NOUN
easat-3956	300	19	mean	mean	NOUN
easat-3956	300	20	square	square	ADJ
easat-3956	300	21	error	error	NOUN
easat-3956	300	22	(	(	PUNCT
easat-3956	300	23	rmse	rmse	NOUN
easat-3956	300	24	)	)	PUNCT
easat-3956	300	25	of	of	ADP
easat-3956	300	26	0.798	0.798	NUM
easat-3956	300	27	.	.	PUNCT
easat-3956	301	1	notwithstanding	notwithstanding	ADP
easat-3956	301	2	the	the	DET
easat-3956	301	3	emphasis	emphasis	NOUN
easat-3956	301	4	on	on	ADP
easat-3956	301	5	arabic	arabic	ADJ
easat-3956	301	6	—	—	PUNCT
easat-3956	301	7	a	a	DET
easat-3956	301	8	language	language	NOUN
easat-3956	301	9	with	with	ADP
easat-3956	301	10	scarce	scarce	ADJ
easat-3956	301	11	resources	resource	NOUN
easat-3956	301	12	for	for	ADP
easat-3956	301	13	automated	automate	VERB
easat-3956	301	14	evaluation	evaluation	NOUN
easat-3956	301	15	—	—	PUNCT
easat-3956	301	16	the	the	DET
easat-3956	301	17	findings	finding	NOUN
easat-3956	301	18	underscore	underscore	VERB
easat-3956	301	19	the	the	DET
easat-3956	301	20	model	model	NOUN
easat-3956	301	21	's	's	PART
easat-3956	301	22	efficacy	efficacy	NOUN
easat-3956	301	23	.	.	PUNCT
easat-3956	302	1	the	the	DET
easat-3956	302	2	manuscript	manuscript	NOUN
easat-3956	302	3	concludes	conclude	VERB
easat-3956	302	4	with	with	ADP
easat-3956	302	5	aspirations	aspiration	NOUN
easat-3956	302	6	for	for	ADP
easat-3956	302	7	future	future	ADJ
easat-3956	302	8	developments	development	NOUN
easat-3956	302	9	,	,	PUNCT
easat-3956	302	10	including	include	VERB
easat-3956	302	11	evaluating	evaluate	VERB
easat-3956	302	12	the	the	DET
easat-3956	302	13	system	system	NOUN
easat-3956	302	14	across	across	ADP
easat-3956	302	15	additional	additional	ADJ
easat-3956	302	16	languages	language	NOUN
easat-3956	302	17	and	and	CCONJ
easat-3956	302	18	incorporating	incorporate	VERB
easat-3956	302	19	arabic	arabic	ADJ
easat-3956	302	20	wordnet	wordnet	NOUN
easat-3956	302	21	to	to	PART
easat-3956	302	22	enhance	enhance	VERB
easat-3956	302	23	scoring	scoring	NOUN
easat-3956	302	24	precision	precision	NOUN
easat-3956	302	25	.	.	PUNCT
easat-3956	303	1	through	through	ADP
easat-3956	303	2	this	this	DET
easat-3956	303	3	inquiry	inquiry	NOUN
easat-3956	303	4	,	,	PUNCT
easat-3956	303	5	they	they	PRON
easat-3956	303	6	seek	seek	VERB
easat-3956	303	7	to	to	PART
easat-3956	303	8	propel	propel	VERB
easat-3956	303	9	automated	automate	VERB
easat-3956	303	10	grading	grading	NOUN
easat-3956	303	11	within	within	ADP
easat-3956	303	12	arabic	arabic	ADJ
easat-3956	303	13	language	language	NOUN
easat-3956	303	14	processing	processing	NOUN
easat-3956	303	15	[	[	X
easat-3956	303	16	19	19	NUM
easat-3956	303	17	]	]	PUNCT
easat-3956	303	18	.	.	PUNCT
easat-3956	304	1	in	in	ADP
easat-3956	304	2	2023	2023	NUM
easat-3956	304	3	,	,	PUNCT
easat-3956	304	4	nourmeen	nourmeen	NOUN
easat-3956	304	5	lotfy	lotfy	VERB
easat-3956	304	6	and	and	CCONJ
easat-3956	304	7	her	her	PRON
easat-3956	304	8	research	research	NOUN
easat-3956	304	9	team	team	NOUN
easat-3956	304	10	introduced	introduce	VERB
easat-3956	304	11	an	an	DET
easat-3956	304	12	enhanced	enhanced	ADJ
easat-3956	304	13	automatic	automatic	ADJ
easat-3956	304	14	arabic	arabic	ADJ
easat-3956	304	15	essay	essay	NOUN
easat-3956	304	16	scoring	scoring	NOUN
easat-3956	304	17	system	system	NOUN
easat-3956	304	18	that	that	PRON
easat-3956	304	19	leverages	leverage	VERB
easat-3956	304	20	machine	machine	NOUN
easat-3956	304	21	learning	learn	VERB
easat-3956	304	22	techniques	technique	NOUN
easat-3956	304	23	to	to	PART
easat-3956	304	24	enhance	enhance	VERB
easat-3956	304	25	grading	grade	VERB
easat-3956	304	26	precision	precision	NOUN
easat-3956	304	27	.	.	PUNCT
easat-3956	305	1	this	this	DET
easat-3956	305	2	system	system	NOUN
easat-3956	305	3	incorporates	incorporate	VERB
easat-3956	305	4	a	a	DET
easat-3956	305	5	preliminary	preliminary	ADJ
easat-3956	305	6	data	datum	NOUN
easat-3956	305	7	cleansing	cleansing	NOUN
easat-3956	305	8	and	and	CCONJ
easat-3956	305	9	natural	natural	ADJ
easat-3956	305	10	language	language	NOUN
easat-3956	305	11	processing	processing	NOUN
easat-3956	305	12	stage	stage	NOUN
easat-3956	305	13	,	,	PUNCT
easat-3956	305	14	succeeded	succeed	VERB
easat-3956	305	15	by	by	ADP
easat-3956	305	16	a	a	DET
easat-3956	305	17	grading	grade	VERB
easat-3956	305	18	mechanism	mechanism	NOUN
easat-3956	305	19	that	that	PRON
easat-3956	305	20	employs	employ	VERB
easat-3956	305	21	both	both	PRON
easat-3956	305	22	string	string	NOUN
easat-3956	305	23	-	-	PUNCT
easat-3956	305	24	based	base	VERB
easat-3956	305	25	and	and	CCONJ
easat-3956	305	26	corpus	corpus	NOUN
easat-3956	305	27	-	-	PUNCT
easat-3956	305	28	based	base	VERB
easat-3956	305	29	similarity	similarity	NOUN
easat-3956	305	30	algorithms	algorithm	NOUN
easat-3956	305	31	,	,	PUNCT
easat-3956	305	32	notably	notably	ADV
easat-3956	305	33	9170	9170	NUM
easat-3956	305	34	edelweiss	edelweiss	PROPN
easat-3956	305	35	applied	apply	VERB
easat-3956	305	36	science	science	NOUN
easat-3956	305	37	and	and	CCONJ
easat-3956	305	38	technology	technology	NOUN
easat-3956	305	39	issn	issn	PROPN
easat-3956	305	40	:	:	PUNCT
easat-3956	305	41	2576	2576	NUM
easat-3956	305	42	-	-	SYM
easat-3956	305	43	8484	8484	NUM
easat-3956	305	44	vol	vol	NOUN
easat-3956	305	45	.	.	PROPN
easat-3956	305	46	8	8	NUM
easat-3956	305	47	,	,	PUNCT
easat-3956	305	48	no	no	INTJ
easat-3956	305	49	.	.	NOUN
easat-3956	306	1	6	6	NUM
easat-3956	306	2	:	:	SYM
easat-3956	306	3	9158	9158	NUM
easat-3956	306	4	-	-	SYM
easat-3956	306	5	9176	9176	NUM
easat-3956	306	6	,	,	PUNCT
easat-3956	306	7	2024	2024	NUM
easat-3956	306	8	doi	doi	NOUN
easat-3956	306	9	:	:	PUNCT
easat-3956	306	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	306	11	©	©	NOUN
easat-3956	306	12	2024	2024	NUM
easat-3956	306	13	by	by	ADP
easat-3956	306	14	the	the	DET
easat-3956	306	15	authors	author	NOUN
easat-3956	306	16	;	;	PUNCT
easat-3956	306	17	licensee	licensee	NOUN
easat-3956	306	18	learning	learning	NOUN
easat-3956	306	19	gate	gate	NOUN
easat-3956	306	20	excelling	excel	VERB
easat-3956	306	21	with	with	ADP
easat-3956	306	22	co	co	ADJ
easat-3956	306	23	-	-	ADJ
easat-3956	306	24	occurrence	occurrence	ADJ
easat-3956	306	25	similarity	similarity	NOUN
easat-3956	306	26	metrics	metric	NOUN
easat-3956	306	27	.	.	PUNCT
easat-3956	307	1	the	the	DET
easat-3956	307	2	adaptive	adaptive	ADJ
easat-3956	307	3	fusion	fusion	NOUN
easat-3956	307	4	engine	engine	NOUN
easat-3956	307	5	significantly	significantly	ADV
easat-3956	307	6	boosts	boost	VERB
easat-3956	307	7	grading	grade	VERB
easat-3956	307	8	efficacy	efficacy	NOUN
easat-3956	307	9	through	through	ADP
easat-3956	307	10	feature	feature	NOUN
easat-3956	307	11	selection	selection	NOUN
easat-3956	307	12	approaches	approach	NOUN
easat-3956	307	13	such	such	ADJ
easat-3956	307	14	as	as	ADP
easat-3956	307	15	recursive	recursive	ADJ
easat-3956	307	16	feature	feature	NOUN
easat-3956	307	17	elimination	elimination	NOUN
easat-3956	307	18	(	(	PUNCT
easat-3956	307	19	rfe	rfe	NOUN
easat-3956	307	20	)	)	PUNCT
easat-3956	307	21	and	and	CCONJ
easat-3956	307	22	boruta	boruta	NOUN
easat-3956	307	23	.	.	PUNCT
easat-3956	308	1	additionally	additionally	ADV
easat-3956	308	2	,	,	PUNCT
easat-3956	308	3	the	the	DET
easat-3956	308	4	system	system	NOUN
easat-3956	308	5	integrates	integrate	VERB
easat-3956	308	6	a	a	DET
easat-3956	308	7	variety	variety	NOUN
easat-3956	308	8	of	of	ADP
easat-3956	308	9	machine	machine	NOUN
easat-3956	308	10	learning	learning	NOUN
easat-3956	308	11	methods	method	NOUN
easat-3956	308	12	,	,	PUNCT
easat-3956	308	13	including	include	VERB
easat-3956	308	14	random	random	ADJ
easat-3956	308	15	forest	forest	NOUN
easat-3956	308	16	,	,	PUNCT
easat-3956	308	17	decision	decision	NOUN
easat-3956	308	18	trees	tree	NOUN
easat-3956	308	19	,	,	PUNCT
easat-3956	308	20	and	and	CCONJ
easat-3956	308	21	k	k	X
easat-3956	308	22	-	-	PUNCT
easat-3956	308	23	nearest	near	ADJ
easat-3956	308	24	neighbor	neighbor	NOUN
easat-3956	308	25	,	,	PUNCT
easat-3956	308	26	to	to	PART
easat-3956	308	27	maximize	maximize	VERB
easat-3956	308	28	operational	operational	ADJ
easat-3956	308	29	efficiency	efficiency	NOUN
easat-3956	308	30	.	.	PUNCT
easat-3956	309	1	the	the	DET
easat-3956	309	2	performance	performance	NOUN
easat-3956	309	3	assessment	assessment	NOUN
easat-3956	309	4	utilized	utilize	VERB
easat-3956	309	5	indicators	indicator	NOUN
easat-3956	309	6	like	like	ADP
easat-3956	309	7	pearson	pearson	PROPN
easat-3956	309	8	's	's	PART
easat-3956	309	9	correlation	correlation	NOUN
easat-3956	309	10	coefficient	coefficient	NOUN
easat-3956	309	11	and	and	CCONJ
easat-3956	309	12	mean	mean	VERB
easat-3956	309	13	absolute	absolute	ADJ
easat-3956	309	14	error	error	NOUN
easat-3956	309	15	,	,	PUNCT
easat-3956	309	16	attaining	attain	VERB
easat-3956	309	17	remarkable	remarkable	ADJ
easat-3956	309	18	figures	figure	NOUN
easat-3956	309	19	of	of	ADP
easat-3956	309	20	91.30	91.30	NUM
easat-3956	309	21	%	%	NOUN
easat-3956	309	22	and	and	CCONJ
easat-3956	309	23	94.20	94.20	NUM
easat-3956	309	24	%	%	NOUN
easat-3956	309	25	,	,	PUNCT
easat-3956	309	26	respectively	respectively	ADV
easat-3956	309	27	,	,	PUNCT
easat-3956	309	28	using	use	VERB
easat-3956	309	29	a	a	DET
easat-3956	309	30	dataset	dataset	NOUN
easat-3956	309	31	comprising	comprise	VERB
easat-3956	309	32	270	270	NUM
easat-3956	309	33	student	student	NOUN
easat-3956	309	34	submissions	submission	NOUN
easat-3956	309	35	from	from	ADP
easat-3956	309	36	a	a	DET
easat-3956	309	37	sociology	sociology	NOUN
easat-3956	309	38	class	class	NOUN
easat-3956	309	39	.	.	PUNCT
easat-3956	310	1	the	the	DET
easat-3956	310	2	manuscript	manuscript	NOUN
easat-3956	310	3	emphasizes	emphasize	VERB
easat-3956	310	4	the	the	DET
easat-3956	310	5	shortcomings	shortcoming	NOUN
easat-3956	310	6	of	of	ADP
easat-3956	310	7	existing	exist	VERB
easat-3956	310	8	arabic	arabic	ADJ
easat-3956	310	9	essay	essay	PROPN
easat-3956	310	10	assessment	assessment	NOUN
easat-3956	310	11	systems	system	NOUN
easat-3956	310	12	,	,	PUNCT
easat-3956	310	13	particularly	particularly	ADV
easat-3956	310	14	concerning	concern	VERB
easat-3956	310	15	accuracy	accuracy	NOUN
easat-3956	310	16	and	and	CCONJ
easat-3956	310	17	processing	processing	NOUN
easat-3956	310	18	duration	duration	NOUN
easat-3956	310	19	.	.	PUNCT
easat-3956	311	1	the	the	DET
easat-3956	311	2	research	research	NOUN
easat-3956	311	3	accentuates	accentuate	VERB
easat-3956	311	4	the	the	DET
easat-3956	311	5	capacity	capacity	NOUN
easat-3956	311	6	of	of	ADP
easat-3956	311	7	machine	machine	NOUN
easat-3956	311	8	learning	learn	VERB
easat-3956	311	9	to	to	PART
easat-3956	311	10	furnish	furnish	VERB
easat-3956	311	11	accurate	accurate	ADJ
easat-3956	311	12	and	and	CCONJ
easat-3956	311	13	effective	effective	ADJ
easat-3956	311	14	grading	grade	VERB
easat-3956	311	15	solutions	solution	NOUN
easat-3956	311	16	.	.	PUNCT
easat-3956	312	1	future	future	ADJ
easat-3956	312	2	research	research	NOUN
easat-3956	312	3	will	will	AUX
easat-3956	312	4	aim	aim	VERB
easat-3956	312	5	to	to	PART
easat-3956	312	6	broaden	broaden	VERB
easat-3956	312	7	the	the	DET
easat-3956	312	8	dataset	dataset	NOUN
easat-3956	312	9	,	,	PUNCT
easat-3956	312	10	explore	explore	VERB
easat-3956	312	11	various	various	ADJ
easat-3956	312	12	academic	academic	ADJ
easat-3956	312	13	disciplines	discipline	NOUN
easat-3956	312	14	,	,	PUNCT
easat-3956	312	15	and	and	CCONJ
easat-3956	312	16	employ	employ	VERB
easat-3956	312	17	pre	pre	ADJ
easat-3956	312	18	-	-	ADJ
easat-3956	312	19	trained	train	VERB
easat-3956	312	20	transformer	transformer	NOUN
easat-3956	312	21	models	model	NOUN
easat-3956	312	22	to	to	PART
easat-3956	312	23	improve	improve	VERB
easat-3956	312	24	accuracy	accuracy	NOUN
easat-3956	312	25	and	and	CCONJ
easat-3956	312	26	generalizability	generalizability	NOUN
easat-3956	312	27	[	[	X
easat-3956	312	28	18	18	NUM
easat-3956	312	29	]	]	PUNCT
easat-3956	312	30	further	far	ADV
easat-3956	312	31	.	.	PUNCT
easat-3956	313	1	in	in	ADP
easat-3956	313	2	their	their	PRON
easat-3956	313	3	2023	2023	NUM
easat-3956	313	4	research	research	NOUN
easat-3956	313	5	,	,	PUNCT
easat-3956	313	6	maram	maram	NOUN
easat-3956	313	7	meccawy	meccawy	PROPN
easat-3956	313	8	and	and	CCONJ
easat-3956	313	9	associates	associate	NOUN
easat-3956	313	10	examined	examine	VERB
easat-3956	313	11	the	the	DET
easat-3956	313	12	efficacy	efficacy	NOUN
easat-3956	313	13	of	of	ADP
easat-3956	313	14	automatic	automatic	ADJ
easat-3956	313	15	essay	essay	NOUN
easat-3956	313	16	scoring	score	VERB
easat-3956	313	17	for	for	ADP
easat-3956	313	18	arabic	arabic	ADJ
easat-3956	313	19	short	short	ADJ
easat-3956	313	20	response	response	NOUN
easat-3956	313	21	items	item	NOUN
easat-3956	313	22	,	,	PUNCT
easat-3956	313	23	with	with	ADP
easat-3956	313	24	a	a	DET
easat-3956	313	25	particular	particular	ADJ
easat-3956	313	26	emphasis	emphasis	NOUN
easat-3956	313	27	on	on	ADP
easat-3956	313	28	improving	improve	VERB
easat-3956	313	29	scoring	scoring	NOUN
easat-3956	313	30	precision	precision	NOUN
easat-3956	313	31	attributable	attributable	ADJ
easat-3956	313	32	to	to	ADP
easat-3956	313	33	the	the	DET
easat-3956	313	34	language	language	NOUN
easat-3956	313	35	's	's	PART
easat-3956	313	36	inherent	inherent	ADJ
easat-3956	313	37	complexities	complexity	NOUN
easat-3956	313	38	.	.	PUNCT
easat-3956	314	1	the	the	DET
easat-3956	314	2	investigation	investigation	NOUN
easat-3956	314	3	encompassed	encompass	VERB
easat-3956	314	4	multiple	multiple	ADJ
easat-3956	314	5	phases	phase	NOUN
easat-3956	314	6	,	,	PUNCT
easat-3956	314	7	beginning	begin	VERB
easat-3956	314	8	with	with	ADP
easat-3956	314	9	the	the	DET
easat-3956	314	10	collection	collection	NOUN
easat-3956	314	11	of	of	ADP
easat-3956	314	12	student	student	NOUN
easat-3956	314	13	responses	response	NOUN
easat-3956	314	14	(	(	PUNCT
easat-3956	314	15	sas	sas	PROPN
easat-3956	314	16	)	)	PUNCT
easat-3956	314	17	and	and	CCONJ
easat-3956	314	18	model	model	NOUN
easat-3956	314	19	responses	response	NOUN
easat-3956	314	20	(	(	PUNCT
easat-3956	314	21	mas	mas	PROPN
easat-3956	314	22	)	)	PUNCT
easat-3956	314	23	,	,	PUNCT
easat-3956	314	24	and	and	CCONJ
easat-3956	314	25	subsequently	subsequently	ADV
easat-3956	314	26	engaged	engage	VERB
easat-3956	314	27	in	in	ADP
easat-3956	314	28	preprocessing	preprocesse	VERB
easat-3956	314	29	activities	activity	NOUN
easat-3956	314	30	such	such	ADJ
easat-3956	314	31	as	as	ADP
easat-3956	314	32	data	data	NOUN
easat-3956	314	33	cleansing	cleansing	NOUN
easat-3956	314	34	,	,	PUNCT
easat-3956	314	35	normalization	normalization	NOUN
easat-3956	314	36	,	,	PUNCT
easat-3956	314	37	and	and	CCONJ
easat-3956	314	38	stemming	stem	VERB
easat-3956	314	39	.	.	PUNCT
easat-3956	315	1	the	the	DET
easat-3956	315	2	researchers	researcher	NOUN
easat-3956	315	3	evaluated	evaluate	VERB
easat-3956	315	4	three	three	NUM
easat-3956	315	5	methodologies	methodology	NOUN
easat-3956	315	6	—	—	PUNCT
easat-3956	315	7	wordnet	wordnet	NOUN
easat-3956	315	8	,	,	PUNCT
easat-3956	315	9	word2vec	word2vec	X
easat-3956	315	10	,	,	PUNCT
easat-3956	315	11	and	and	CCONJ
easat-3956	315	12	bert	bert	PROPN
easat-3956	315	13	—	—	PUNCT
easat-3956	315	14	employing	employ	VERB
easat-3956	315	15	cosine	cosine	NOUN
easat-3956	315	16	similarity	similarity	NOUN
easat-3956	315	17	to	to	PART
easat-3956	315	18	assess	assess	VERB
easat-3956	315	19	the	the	DET
easat-3956	315	20	correspondence	correspondence	NOUN
easat-3956	315	21	between	between	ADP
easat-3956	315	22	sas	sas	PROPN
easat-3956	315	23	and	and	CCONJ
easat-3956	315	24	mas	mas	PROPN
easat-3956	315	25	.	.	PUNCT
easat-3956	316	1	they	they	PRON
easat-3956	316	2	utilized	utilize	VERB
easat-3956	316	3	two	two	NUM
easat-3956	316	4	distinct	distinct	ADJ
easat-3956	316	5	datasets	dataset	NOUN
easat-3956	316	6	,	,	PUNCT
easat-3956	316	7	one	one	NUM
easat-3956	316	8	derived	derive	VERB
easat-3956	316	9	from	from	ADP
easat-3956	316	10	a	a	DET
easat-3956	316	11	cybercrime	cybercrime	NOUN
easat-3956	316	12	examination	examination	NOUN
easat-3956	316	13	containing	contain	VERB
easat-3956	316	14	2,133	2,133	NUM
easat-3956	316	15	sas	sa	NOUN
easat-3956	316	16	,	,	PUNCT
easat-3956	316	17	and	and	CCONJ
easat-3956	316	18	another	another	PRON
easat-3956	316	19	from	from	ADP
easat-3956	316	20	a	a	DET
easat-3956	316	21	jordanian	jordanian	ADJ
easat-3956	316	22	history	history	NOUN
easat-3956	316	23	assessment	assessment	NOUN
easat-3956	316	24	featuring	feature	VERB
easat-3956	316	25	11	11	NUM
easat-3956	316	26	queries	query	NOUN
easat-3956	316	27	.	.	PUNCT
easat-3956	317	1	among	among	ADP
easat-3956	317	2	the	the	DET
easat-3956	317	3	tested	test	VERB
easat-3956	317	4	methodologies	methodology	NOUN
easat-3956	317	5	,	,	PUNCT
easat-3956	317	6	bert	bert	PROPN
easat-3956	317	7	exhibited	exhibit	VERB
easat-3956	317	8	superior	superior	ADJ
easat-3956	317	9	performance	performance	NOUN
easat-3956	317	10	,	,	PUNCT
easat-3956	317	11	attaining	attain	VERB
easat-3956	317	12	a	a	DET
easat-3956	317	13	pearson	pearson	NOUN
easat-3956	317	14	correlation	correlation	NOUN
easat-3956	317	15	coefficient	coefficient	NOUN
easat-3956	317	16	of	of	ADP
easat-3956	317	17	0.84	0.84	NUM
easat-3956	317	18	and	and	CCONJ
easat-3956	317	19	a	a	DET
easat-3956	317	20	root	root	NOUN
easat-3956	317	21	mean	mean	NOUN
easat-3956	317	22	square	square	ADJ
easat-3956	317	23	error	error	NOUN
easat-3956	317	24	(	(	PUNCT
easat-3956	317	25	rmse	rmse	NOUN
easat-3956	317	26	)	)	PUNCT
easat-3956	317	27	of	of	ADP
easat-3956	317	28	1.003	1.003	NUM
easat-3956	317	29	.	.	PUNCT
easat-3956	318	1	notwithstanding	notwithstanding	ADP
easat-3956	318	2	the	the	DET
easat-3956	318	3	encouraging	encouraging	ADJ
easat-3956	318	4	findings	finding	NOUN
easat-3956	318	5	,	,	PUNCT
easat-3956	318	6	the	the	DET
easat-3956	318	7	authors	author	NOUN
easat-3956	318	8	acknowledged	acknowledge	VERB
easat-3956	318	9	the	the	DET
easat-3956	318	10	necessity	necessity	NOUN
easat-3956	318	11	for	for	ADP
easat-3956	318	12	additional	additional	ADJ
easat-3956	318	13	inquiry	inquiry	NOUN
easat-3956	318	14	to	to	PART
easat-3956	318	15	further	far	ADV
easat-3956	318	16	refine	refine	VERB
easat-3956	318	17	the	the	DET
easat-3956	318	18	accuracy	accuracy	NOUN
easat-3956	318	19	of	of	ADP
easat-3956	318	20	arabic	arabic	ADJ
easat-3956	318	21	automatic	automatic	ADJ
easat-3956	318	22	essay	essay	NOUN
easat-3956	318	23	scoring	scoring	NOUN
easat-3956	318	24	systems	system	NOUN
easat-3956	318	25	for	for	ADP
easat-3956	318	26	effective	effective	ADJ
easat-3956	318	27	online	online	ADJ
easat-3956	318	28	implementation	implementation	NOUN
easat-3956	318	29	.	.	PUNCT
easat-3956	319	1	the	the	DET
easat-3956	319	2	study	study	NOUN
easat-3956	319	3	highlighted	highlight	VERB
easat-3956	319	4	the	the	DET
easat-3956	319	5	significance	significance	NOUN
easat-3956	319	6	of	of	ADP
easat-3956	319	7	contextual	contextual	ADJ
easat-3956	319	8	word	word	NOUN
easat-3956	319	9	embeddings	embedding	NOUN
easat-3956	319	10	in	in	ADP
easat-3956	319	11	enhancing	enhance	VERB
easat-3956	319	12	automated	automate	VERB
easat-3956	319	13	evaluations	evaluation	NOUN
easat-3956	319	14	in	in	ADP
easat-3956	319	15	arabic	arabic	ADJ
easat-3956	319	16	.	.	PUNCT
easat-3956	320	1	in	in	ADP
easat-3956	320	2	summary	summary	NOUN
easat-3956	320	3	,	,	PUNCT
easat-3956	320	4	while	while	SCONJ
easat-3956	320	5	advancements	advancement	NOUN
easat-3956	320	6	were	be	AUX
easat-3956	320	7	achieved	achieve	VERB
easat-3956	320	8	,	,	PUNCT
easat-3956	320	9	the	the	DET
easat-3956	320	10	authors	author	NOUN
easat-3956	320	11	advocated	advocate	VERB
easat-3956	320	12	for	for	ADP
easat-3956	320	13	ongoing	ongoing	ADJ
easat-3956	320	14	investigation	investigation	NOUN
easat-3956	320	15	within	within	ADP
easat-3956	320	16	this	this	DET
easat-3956	320	17	domain	domain	NOUN
easat-3956	320	18	[	[	X
easat-3956	320	19	29	29	NUM
easat-3956	320	20	]	]	PUNCT
easat-3956	320	21	.	.	PUNCT
easat-3956	321	1	in	in	ADP
easat-3956	321	2	the	the	DET
easat-3956	321	3	2023	2023	NUM
easat-3956	321	4	investigation	investigation	NOUN
easat-3956	321	5	conducted	conduct	VERB
easat-3956	321	6	by	by	ADP
easat-3956	321	7	su	su	PROPN
easat-3956	321	8	-	-	PUNCT
easat-3956	321	9	youn	youn	PROPN
easat-3956	321	10	yoon	yoon	PROPN
easat-3956	321	11	,	,	PUNCT
easat-3956	321	12	an	an	DET
easat-3956	321	13	automated	automate	VERB
easat-3956	321	14	assessment	assessment	NOUN
easat-3956	321	15	framework	framework	NOUN
easat-3956	321	16	for	for	ADP
easat-3956	321	17	brief	brief	ADJ
easat-3956	321	18	responses	response	NOUN
easat-3956	321	19	was	be	AUX
easat-3956	321	20	established	establish	VERB
easat-3956	321	21	utilizing	utilize	VERB
easat-3956	321	22	a	a	DET
easat-3956	321	23	large	large	ADJ
easat-3956	321	24	language	language	NOUN
easat-3956	321	25	model	model	NOUN
easat-3956	321	26	(	(	PUNCT
easat-3956	321	27	llm	llm	NOUN
easat-3956	321	28	)	)	PUNCT
easat-3956	321	29	alongside	alongside	ADP
easat-3956	321	30	one	one	NUM
easat-3956	321	31	-	-	PUNCT
easat-3956	321	32	shot	shot	NOUN
easat-3956	321	33	prompting	prompting	NOUN
easat-3956	321	34	and	and	CCONJ
easat-3956	321	35	a	a	DET
easat-3956	321	36	neural	neural	ADJ
easat-3956	321	37	textual	textual	ADJ
easat-3956	321	38	similarity	similarity	NOUN
easat-3956	321	39	evaluation	evaluation	NOUN
easat-3956	321	40	mechanism	mechanism	NOUN
easat-3956	321	41	.	.	PUNCT
easat-3956	322	1	the	the	DET
easat-3956	322	2	methodology	methodology	NOUN
easat-3956	322	3	commenced	commence	VERB
easat-3956	322	4	with	with	ADP
easat-3956	322	5	the	the	DET
easat-3956	322	6	identification	identification	NOUN
easat-3956	322	7	of	of	ADP
easat-3956	322	8	justification	justification	NOUN
easat-3956	322	9	keys	key	NOUN
easat-3956	322	10	for	for	ADP
easat-3956	322	11	each	each	DET
easat-3956	322	12	sub	sub	NOUN
easat-3956	322	13	-	-	NOUN
easat-3956	322	14	question	question	NOUN
easat-3956	322	15	through	through	ADP
easat-3956	322	16	one	one	NUM
easat-3956	322	17	-	-	PUNCT
easat-3956	322	18	shot	shot	NOUN
easat-3956	322	19	prompting	prompting	NOUN
easat-3956	322	20	.	.	PUNCT
easat-3956	323	1	following	follow	VERB
easat-3956	323	2	this	this	PRON
easat-3956	323	3	,	,	PUNCT
easat-3956	323	4	similarity	similarity	NOUN
easat-3956	323	5	metrics	metric	NOUN
easat-3956	323	6	between	between	ADP
easat-3956	323	7	these	these	DET
easat-3956	323	8	keys	key	NOUN
easat-3956	323	9	and	and	CCONJ
easat-3956	323	10	benchmark	benchmark	NOUN
easat-3956	323	11	answers	answer	NOUN
easat-3956	323	12	were	be	AUX
easat-3956	323	13	computed	compute	VERB
easat-3956	323	14	employing	employ	VERB
easat-3956	323	15	the	the	DET
easat-3956	323	16	sentencebert	sentencebert	ADJ
easat-3956	323	17	architecture	architecture	NOUN
easat-3956	323	18	,	,	PUNCT
easat-3956	323	19	resulting	result	VERB
easat-3956	323	20	in	in	ADP
easat-3956	323	21	analytic	analytic	ADJ
easat-3956	323	22	scores	score	NOUN
easat-3956	323	23	that	that	PRON
easat-3956	323	24	were	be	AUX
easat-3956	323	25	subsequently	subsequently	ADV
easat-3956	323	26	amalgamated	amalgamated	ADJ
easat-3956	323	27	to	to	PART
easat-3956	323	28	produce	produce	VERB
easat-3956	323	29	a	a	DET
easat-3956	323	30	comprehensive	comprehensive	ADJ
easat-3956	323	31	score	score	NOUN
easat-3956	323	32	.	.	PUNCT
easat-3956	324	1	the	the	DET
easat-3956	324	2	inquiry	inquiry	NOUN
easat-3956	324	3	employed	employ	VERB
easat-3956	324	4	a	a	DET
easat-3956	324	5	segment	segment	NOUN
easat-3956	324	6	of	of	ADP
easat-3956	324	7	the	the	DET
easat-3956	324	8	automated	automate	VERB
easat-3956	324	9	student	student	NOUN
easat-3956	324	10	assessment	assessment	NOUN
easat-3956	324	11	prize	prize	PROPN
easat-3956	324	12	short	short	ADJ
easat-3956	324	13	answer	answer	NOUN
easat-3956	324	14	scoring	scoring	NOUN
easat-3956	324	15	(	(	PUNCT
easat-3956	324	16	asap	asap	NOUN
easat-3956	324	17	-	-	PUNCT
easat-3956	324	18	sas	sas	PROPN
easat-3956	324	19	)	)	PUNCT
easat-3956	324	20	corpus	corpus	NOUN
easat-3956	324	21	,	,	PUNCT
easat-3956	324	22	concentrating	concentrate	VERB
easat-3956	324	23	specifically	specifically	ADV
easat-3956	324	24	on	on	ADP
easat-3956	324	25	four	four	NUM
easat-3956	324	26	inquiries	inquiry	NOUN
easat-3956	324	27	from	from	ADP
easat-3956	324	28	the	the	DET
easat-3956	324	29	realms	realm	NOUN
easat-3956	324	30	of	of	ADP
easat-3956	324	31	science	science	NOUN
easat-3956	324	32	and	and	CCONJ
easat-3956	324	33	biology	biology	NOUN
easat-3956	324	34	.	.	PUNCT
easat-3956	325	1	the	the	DET
easat-3956	325	2	dataset	dataset	NOUN
easat-3956	325	3	was	be	AUX
easat-3956	325	4	partitioned	partition	VERB
easat-3956	325	5	into	into	ADP
easat-3956	325	6	training	training	NOUN
easat-3956	325	7	(	(	PUNCT
easat-3956	325	8	80	80	NUM
easat-3956	325	9	%	%	NOUN
easat-3956	325	10	)	)	PUNCT
easat-3956	325	11	,	,	PUNCT
easat-3956	325	12	development	development	NOUN
easat-3956	325	13	(	(	PUNCT
easat-3956	325	14	10	10	NUM
easat-3956	325	15	%	%	NOUN
easat-3956	325	16	)	)	PUNCT
easat-3956	325	17	,	,	PUNCT
easat-3956	325	18	and	and	CCONJ
easat-3956	325	19	testing	testing	NOUN
easat-3956	325	20	(	(	PUNCT
easat-3956	325	21	10	10	NUM
easat-3956	325	22	%	%	NOUN
easat-3956	325	23	)	)	PUNCT
easat-3956	325	24	segments	segment	NOUN
easat-3956	325	25	.	.	PUNCT
easat-3956	326	1	from	from	ADP
easat-3956	326	2	the	the	DET
easat-3956	326	3	training	training	NOUN
easat-3956	326	4	subset	subset	NOUN
easat-3956	326	5	,	,	PUNCT
easat-3956	326	6	64	64	NUM
easat-3956	326	7	responses	response	NOUN
easat-3956	326	8	were	be	AUX
easat-3956	326	9	manually	manually	ADV
easat-3956	326	10	annotated	annotate	VERB
easat-3956	326	11	to	to	PART
easat-3956	326	12	enhance	enhance	VERB
easat-3956	326	13	reference	reference	NOUN
easat-3956	326	14	answer	answer	NOUN
easat-3956	326	15	quality	quality	NOUN
easat-3956	326	16	.	.	PUNCT
easat-3956	327	1	the	the	DET
easat-3956	327	2	model	model	NOUN
easat-3956	327	3	attained	attain	VERB
easat-3956	327	4	an	an	DET
easat-3956	327	5	impressive	impressive	ADJ
easat-3956	327	6	accuracy	accuracy	NOUN
easat-3956	327	7	rate	rate	NOUN
easat-3956	327	8	of	of	ADP
easat-3956	327	9	90.3	90.3	NUM
easat-3956	327	10	%	%	NOUN
easat-3956	327	11	,	,	PUNCT
easat-3956	327	12	successfully	successfully	ADV
easat-3956	327	13	identifying	identify	VERB
easat-3956	327	14	justification	justification	NOUN
easat-3956	327	15	keys	key	NOUN
easat-3956	327	16	in	in	ADP
easat-3956	327	17	the	the	DET
easat-3956	327	18	majority	majority	NOUN
easat-3956	327	19	of	of	ADP
easat-3956	327	20	instances	instance	NOUN
easat-3956	327	21	.	.	PUNCT
easat-3956	328	1	nevertheless	nevertheless	ADV
easat-3956	328	2	,	,	PUNCT
easat-3956	328	3	certain	certain	ADJ
easat-3956	328	4	constraints	constraint	NOUN
easat-3956	328	5	were	be	AUX
easat-3956	328	6	acknowledged	acknowledge	VERB
easat-3956	328	7	,	,	PUNCT
easat-3956	328	8	including	include	VERB
easat-3956	328	9	the	the	DET
easat-3956	328	10	absence	absence	NOUN
easat-3956	328	11	of	of	ADP
easat-3956	328	12	evaluation	evaluation	NOUN
easat-3956	328	13	concerning	concern	VERB
easat-3956	328	14	justification	justification	NOUN
easat-3956	328	15	keys	key	NOUN
easat-3956	328	16	and	and	CCONJ
easat-3956	328	17	analytic	analytic	ADJ
easat-3956	328	18	scores	score	NOUN
easat-3956	328	19	,	,	PUNCT
easat-3956	328	20	which	which	PRON
easat-3956	328	21	will	will	AUX
easat-3956	328	22	be	be	AUX
easat-3956	328	23	tackled	tackle	VERB
easat-3956	328	24	in	in	ADP
easat-3956	328	25	forthcoming	forthcoming	ADJ
easat-3956	328	26	studies	study	NOUN
easat-3956	328	27	.	.	PUNCT
easat-3956	329	1	the	the	DET
easat-3956	329	2	research	research	NOUN
easat-3956	329	3	emphasized	emphasize	VERB
easat-3956	329	4	that	that	SCONJ
easat-3956	329	5	although	although	SCONJ
easat-3956	329	6	the	the	DET
easat-3956	329	7	model	model	NOUN
easat-3956	329	8	demonstrated	demonstrate	VERB
easat-3956	329	9	considerable	considerable	ADJ
easat-3956	329	10	performance	performance	NOUN
easat-3956	329	11	enhancements	enhancement	NOUN
easat-3956	329	12	in	in	ADP
easat-3956	329	13	comparison	comparison	NOUN
easat-3956	329	14	to	to	ADP
easat-3956	329	15	existing	exist	VERB
easat-3956	329	16	benchmarks	benchmark	NOUN
easat-3956	329	17	,	,	PUNCT
easat-3956	329	18	a	a	DET
easat-3956	329	19	disparity	disparity	NOUN
easat-3956	329	20	remains	remain	VERB
easat-3956	329	21	in	in	ADP
easat-3956	329	22	attaining	attain	VERB
easat-3956	329	23	near	near	ADP
easat-3956	329	24	-	-	PUNCT
easat-3956	329	25	human	human	ADJ
easat-3956	329	26	scoring	scoring	NOUN
easat-3956	329	27	accuracy	accuracy	NOUN
easat-3956	329	28	.	.	PUNCT
easat-3956	330	1	subsequent	subsequent	ADJ
easat-3956	330	2	endeavors	endeavor	NOUN
easat-3956	330	3	are	be	AUX
easat-3956	330	4	aimed	aim	VERB
easat-3956	330	5	at	at	ADP
easat-3956	330	6	augmenting	augment	VERB
easat-3956	330	7	model	model	NOUN
easat-3956	330	8	efficacy	efficacy	NOUN
easat-3956	330	9	,	,	PUNCT
easat-3956	330	10	assessing	assess	VERB
easat-3956	330	11	justification	justification	NOUN
easat-3956	330	12	keys	key	VERB
easat-3956	330	13	with	with	ADP
easat-3956	330	14	greater	great	ADJ
easat-3956	330	15	precision	precision	NOUN
easat-3956	330	16	,	,	PUNCT
easat-3956	330	17	and	and	CCONJ
easat-3956	330	18	broadening	broaden	VERB
easat-3956	330	19	the	the	DET
easat-3956	330	20	array	array	NOUN
easat-3956	330	21	of	of	ADP
easat-3956	330	22	correct	correct	ADJ
easat-3956	330	23	responses	response	NOUN
easat-3956	330	24	within	within	ADP
easat-3956	330	25	the	the	DET
easat-3956	330	26	scoring	scoring	NOUN
easat-3956	330	27	criteria	criterion	NOUN
easat-3956	330	28	.	.	PUNCT
easat-3956	331	1	by	by	ADP
easat-3956	331	2	capitalizing	capitalize	VERB
easat-3956	331	3	on	on	ADP
easat-3956	331	4	llm	llm	NOUN
easat-3956	331	5	-	-	PUNCT
easat-3956	331	6	based	base	VERB
easat-3956	331	7	prompting	prompting	NOUN
easat-3956	331	8	,	,	PUNCT
easat-3956	331	9	the	the	DET
easat-3956	331	10	study	study	NOUN
easat-3956	331	11	posits	posit	NOUN
easat-3956	331	12	that	that	SCONJ
easat-3956	331	13	annotations	annotation	NOUN
easat-3956	331	14	can	can	AUX
easat-3956	331	15	be	be	AUX
easat-3956	331	16	economically	economically	ADV
easat-3956	331	17	enriched	enrich	VERB
easat-3956	331	18	,	,	PUNCT
easat-3956	331	19	potentially	potentially	ADV
easat-3956	331	20	enhancing	enhance	VERB
easat-3956	331	21	the	the	DET
easat-3956	331	22	interpretability	interpretability	NOUN
easat-3956	331	23	of	of	ADP
easat-3956	331	24	scoring	scoring	NOUN
easat-3956	331	25	models	model	NOUN
easat-3956	331	26	and	and	CCONJ
easat-3956	331	27	their	their	PRON
easat-3956	331	28	overall	overall	ADJ
easat-3956	331	29	efficacy	efficacy	NOUN
easat-3956	331	30	within	within	ADP
easat-3956	331	31	automated	automate	VERB
easat-3956	331	32	grading	grade	VERB
easat-3956	331	33	systems	system	NOUN
easat-3956	331	34	for	for	ADP
easat-3956	331	35	brief	brief	ADJ
easat-3956	331	36	responses	response	NOUN
easat-3956	331	37	[	[	X
easat-3956	331	38	30	30	NUM
easat-3956	331	39	]	]	PUNCT
easat-3956	331	40	.	.	PUNCT
easat-3956	332	1	in	in	ADP
easat-3956	332	2	their	their	PRON
easat-3956	332	3	2024	2024	NUM
easat-3956	332	4	publication	publication	NOUN
easat-3956	332	5	,	,	PUNCT
easat-3956	332	6	konade	konade	PROPN
easat-3956	332	7	et	et	PROPN
easat-3956	332	8	al	al	PROPN
easat-3956	332	9	.	.	PROPN
easat-3956	332	10	introduced	introduce	VERB
easat-3956	332	11	an	an	DET
easat-3956	332	12	automated	automate	VERB
easat-3956	332	13	evaluation	evaluation	NOUN
easat-3956	332	14	framework	framework	NOUN
easat-3956	332	15	leveraging	leverage	VERB
easat-3956	332	16	the	the	DET
easat-3956	332	17	sentence	sentence	NOUN
easat-3956	332	18	-	-	PUNCT
easat-3956	332	19	bert	bert	PROPN
easat-3956	332	20	(	(	PUNCT
easat-3956	332	21	sbert	sbert	NOUN
easat-3956	332	22	)	)	PUNCT
easat-3956	332	23	architecture	architecture	NOUN
easat-3956	332	24	to	to	PART
easat-3956	332	25	augment	augment	VERB
easat-3956	332	26	semantic	semantic	ADJ
easat-3956	332	27	analysis	analysis	NOUN
easat-3956	332	28	within	within	ADP
easat-3956	332	29	the	the	DET
easat-3956	332	30	grading	grade	VERB
easat-3956	332	31	paradigm	paradigm	NOUN
easat-3956	332	32	.	.	PUNCT
easat-3956	333	1	by	by	ADP
easat-3956	333	2	producing	produce	VERB
easat-3956	333	3	vector	vector	NOUN
easat-3956	333	4	embeddings	embedding	NOUN
easat-3956	333	5	for	for	ADP
easat-3956	333	6	sentences	sentence	NOUN
easat-3956	333	7	,	,	PUNCT
easat-3956	333	8	sbert	sbert	NOUN
easat-3956	333	9	emerged	emerge	VERB
easat-3956	333	10	as	as	ADP
easat-3956	333	11	an	an	DET
easat-3956	333	12	essential	essential	ADJ
easat-3956	333	13	element	element	NOUN
easat-3956	333	14	in	in	ADP
easat-3956	333	15	facilitating	facilitate	VERB
easat-3956	333	16	a	a	DET
easat-3956	333	17	proficient	proficient	ADJ
easat-3956	333	18	and	and	CCONJ
easat-3956	333	19	resilient	resilient	ADJ
easat-3956	333	20	assessment	assessment	NOUN
easat-3956	333	21	of	of	ADP
easat-3956	333	22	descriptive	descriptive	ADJ
easat-3956	333	23	responses	response	NOUN
easat-3956	333	24	.	.	PUNCT
easat-3956	334	1	the	the	DET
easat-3956	334	2	system	system	NOUN
easat-3956	334	3	exhibited	exhibit	VERB
easat-3956	334	4	a	a	DET
easat-3956	334	5	remarkable	remarkable	ADJ
easat-3956	334	6	accuracy	accuracy	NOUN
easat-3956	334	7	rate	rate	NOUN
easat-3956	334	8	of	of	ADP
easat-3956	334	9	95.1	95.1	NUM
easat-3956	334	10	%	%	NOUN
easat-3956	334	11	in	in	ADP
easat-3956	334	12	the	the	DET
easat-3956	334	13	evaluation	evaluation	NOUN
easat-3956	334	14	of	of	ADP
easat-3956	334	15	theoretical	theoretical	ADJ
easat-3956	334	16	answers	answer	NOUN
easat-3956	334	17	,	,	PUNCT
easat-3956	334	18	suggesting	suggest	VERB
easat-3956	334	19	its	its	PRON
easat-3956	334	20	capability	capability	NOUN
easat-3956	334	21	to	to	PART
easat-3956	334	22	surpass	surpass	VERB
easat-3956	334	23	conventional	conventional	ADJ
easat-3956	334	24	human	human	ADJ
easat-3956	334	25	grading	grade	VERB
easat-3956	334	26	practices	practice	NOUN
easat-3956	334	27	.	.	PUNCT
easat-3956	335	1	although	although	SCONJ
easat-3956	335	2	the	the	DET
easat-3956	335	3	paper	paper	NOUN
easat-3956	335	4	does	do	AUX
easat-3956	335	5	not	not	PART
easat-3956	335	6	detail	detail	VERB
easat-3956	335	7	the	the	DET
easat-3956	335	8	specific	specific	ADJ
easat-3956	335	9	dataset	dataset	NOUN
easat-3956	335	10	employed	employ	VERB
easat-3956	335	11	during	during	ADP
easat-3956	335	12	the	the	DET
easat-3956	335	13	9171	9171	NUM
easat-3956	335	14	edelweiss	edelweiss	PROPN
easat-3956	335	15	applied	apply	VERB
easat-3956	335	16	science	science	NOUN
easat-3956	335	17	and	and	CCONJ
easat-3956	335	18	technology	technology	NOUN
easat-3956	335	19	issn	issn	PROPN
easat-3956	335	20	:	:	PUNCT
easat-3956	335	21	2576	2576	NUM
easat-3956	335	22	-	-	SYM
easat-3956	335	23	8484	8484	NUM
easat-3956	335	24	vol	vol	NOUN
easat-3956	335	25	.	.	PROPN
easat-3956	336	1	8	8	NUM
easat-3956	336	2	,	,	PUNCT
easat-3956	336	3	no	no	INTJ
easat-3956	336	4	.	.	NOUN
easat-3956	337	1	6	6	NUM
easat-3956	337	2	:	:	SYM
easat-3956	337	3	9158	9158	NUM
easat-3956	337	4	-	-	SYM
easat-3956	337	5	9176	9176	NUM
easat-3956	337	6	,	,	PUNCT
easat-3956	337	7	2024	2024	NUM
easat-3956	337	8	doi	doi	NOUN
easat-3956	337	9	:	:	PUNCT
easat-3956	337	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	337	11	©	©	NOUN
easat-3956	337	12	2024	2024	NUM
easat-3956	337	13	by	by	ADP
easat-3956	337	14	the	the	DET
easat-3956	337	15	authors	author	NOUN
easat-3956	337	16	;	;	PUNCT
easat-3956	337	17	licensee	licensee	PROPN
easat-3956	337	18	learning	learn	VERB
easat-3956	337	19	gate	gate	PROPN
easat-3956	337	20	implementation	implementation	NOUN
easat-3956	337	21	,	,	PUNCT
easat-3956	337	22	it	it	PRON
easat-3956	337	23	underscores	underscore	VERB
easat-3956	337	24	the	the	DET
easat-3956	337	25	efficacy	efficacy	NOUN
easat-3956	337	26	of	of	ADP
easat-3956	337	27	sbert	sbert	NOUN
easat-3956	337	28	in	in	ADP
easat-3956	337	29	the	the	DET
easat-3956	337	30	realm	realm	NOUN
easat-3956	337	31	of	of	ADP
easat-3956	337	32	automated	automate	VERB
easat-3956	337	33	assessment	assessment	NOUN
easat-3956	337	34	.	.	PUNCT
easat-3956	338	1	the	the	DET
easat-3956	338	2	authors	author	NOUN
easat-3956	338	3	recognize	recognize	VERB
easat-3956	338	4	the	the	DET
easat-3956	338	5	shortcomings	shortcoming	NOUN
easat-3956	338	6	of	of	ADP
easat-3956	338	7	various	various	ADJ
easat-3956	338	8	pre	pre	ADJ
easat-3956	338	9	-	-	ADJ
easat-3956	338	10	existing	exist	VERB
easat-3956	338	11	evaluation	evaluation	NOUN
easat-3956	338	12	methodologies	methodology	NOUN
easat-3956	338	13	,	,	PUNCT
easat-3956	338	14	accentuating	accentuate	VERB
easat-3956	338	15	the	the	DET
easat-3956	338	16	necessity	necessity	NOUN
easat-3956	338	17	for	for	ADP
easat-3956	338	18	more	more	ADV
easat-3956	338	19	efficient	efficient	ADJ
easat-3956	338	20	and	and	CCONJ
easat-3956	338	21	precise	precise	ADJ
easat-3956	338	22	automated	automate	VERB
easat-3956	338	23	assessment	assessment	NOUN
easat-3956	338	24	systems	system	NOUN
easat-3956	338	25	,	,	PUNCT
easat-3956	338	26	particularly	particularly	ADV
easat-3956	338	27	in	in	ADP
easat-3956	338	28	light	light	NOUN
easat-3956	338	29	of	of	ADP
easat-3956	338	30	the	the	DET
easat-3956	338	31	increasing	increase	VERB
easat-3956	338	32	student	student	NOUN
easat-3956	338	33	population	population	NOUN
easat-3956	338	34	in	in	ADP
easat-3956	338	35	educational	educational	ADJ
easat-3956	338	36	contexts	contexts	NOUN
easat-3956	338	37	.	.	PUNCT
easat-3956	339	1	moreover	moreover	ADV
easat-3956	339	2	,	,	PUNCT
easat-3956	339	3	notwithstanding	notwithstanding	SCONJ
easat-3956	339	4	the	the	DET
easat-3956	339	5	high	high	ADJ
easat-3956	339	6	level	level	NOUN
easat-3956	339	7	of	of	ADP
easat-3956	339	8	accuracy	accuracy	NOUN
easat-3956	339	9	attained	attain	VERB
easat-3956	339	10	,	,	PUNCT
easat-3956	339	11	the	the	DET
easat-3956	339	12	investigation	investigation	NOUN
easat-3956	339	13	highlights	highlight	VERB
easat-3956	339	14	the	the	DET
easat-3956	339	15	difficulties	difficulty	NOUN
easat-3956	339	16	associated	associate	VERB
easat-3956	339	17	with	with	ADP
easat-3956	339	18	sustaining	sustain	VERB
easat-3956	339	19	uniform	uniform	ADJ
easat-3956	339	20	performance	performance	NOUN
easat-3956	339	21	across	across	ADP
easat-3956	339	22	diverse	diverse	ADJ
easat-3956	339	23	subjects	subject	NOUN
easat-3956	339	24	,	,	PUNCT
easat-3956	339	25	implying	imply	VERB
easat-3956	339	26	constraints	constraint	NOUN
easat-3956	339	27	in	in	ADP
easat-3956	339	28	the	the	DET
easat-3956	339	29	system	system	NOUN
easat-3956	339	30	's	's	PART
easat-3956	339	31	generalizability	generalizability	NOUN
easat-3956	339	32	.	.	PUNCT
easat-3956	340	1	the	the	DET
easat-3956	340	2	paper	paper	NOUN
easat-3956	340	3	articulates	articulate	VERB
easat-3956	340	4	the	the	DET
easat-3956	340	5	imperative	imperative	NOUN
easat-3956	340	6	for	for	ADP
easat-3956	340	7	automation	automation	NOUN
easat-3956	340	8	in	in	ADP
easat-3956	340	9	grading	grade	VERB
easat-3956	340	10	,	,	PUNCT
easat-3956	340	11	ultimately	ultimately	ADV
easat-3956	340	12	endorsing	endorse	VERB
easat-3956	340	13	the	the	DET
easat-3956	340	14	widespread	widespread	ADJ
easat-3956	340	15	adoption	adoption	NOUN
easat-3956	340	16	of	of	ADP
easat-3956	340	17	such	such	ADJ
easat-3956	340	18	systems	system	NOUN
easat-3956	340	19	to	to	PART
easat-3956	340	20	foster	foster	VERB
easat-3956	340	21	consistent	consistent	ADJ
easat-3956	340	22	and	and	CCONJ
easat-3956	340	23	objective	objective	ADJ
easat-3956	340	24	assessment	assessment	NOUN
easat-3956	340	25	practices	practice	NOUN
easat-3956	340	26	within	within	ADP
easat-3956	340	27	educational	educational	ADJ
easat-3956	340	28	settings	setting	NOUN
easat-3956	340	29	[	[	X
easat-3956	340	30	13	13	NUM
easat-3956	340	31	]	]	PUNCT
easat-3956	340	32	.	.	PUNCT
easat-3956	341	1	in	in	ADP
easat-3956	341	2	a	a	DET
easat-3956	341	3	research	research	NOUN
easat-3956	341	4	initiative	initiative	NOUN
easat-3956	341	5	spearheaded	spearhead	VERB
easat-3956	341	6	by	by	ADP
easat-3956	341	7	siddharth	siddharth	PROPN
easat-3956	341	8	jain	jain	PROPN
easat-3956	341	9	and	and	CCONJ
easat-3956	341	10	associates	associate	NOUN
easat-3956	341	11	from	from	ADP
easat-3956	341	12	the	the	DET
easat-3956	341	13	department	department	NOUN
easat-3956	341	14	of	of	ADP
easat-3956	341	15	computer	computer	NOUN
easat-3956	341	16	science	science	NOUN
easat-3956	341	17	engineering	engineering	NOUN
easat-3956	341	18	at	at	ADP
easat-3956	341	19	acropolis	acropolis	PROPN
easat-3956	341	20	institute	institute	PROPN
easat-3956	341	21	of	of	ADP
easat-3956	341	22	technology	technology	NOUN
easat-3956	341	23	and	and	CCONJ
easat-3956	341	24	research	research	NOUN
easat-3956	341	25	in	in	ADP
easat-3956	341	26	indore	indore	PROPN
easat-3956	341	27	,	,	PUNCT
easat-3956	341	28	india	india	PROPN
easat-3956	341	29	,	,	PUNCT
easat-3956	341	30	an	an	DET
easat-3956	341	31	innovative	innovative	ADJ
easat-3956	341	32	automated	automate	VERB
easat-3956	341	33	grading	grade	VERB
easat-3956	341	34	system	system	NOUN
easat-3956	341	35	has	have	AUX
easat-3956	341	36	been	be	AUX
easat-3956	341	37	created	create	VERB
easat-3956	341	38	to	to	PART
easat-3956	341	39	improve	improve	VERB
easat-3956	341	40	the	the	DET
easat-3956	341	41	educational	educational	ADJ
easat-3956	341	42	experience	experience	NOUN
easat-3956	341	43	.	.	PUNCT
easat-3956	342	1	this	this	DET
easat-3956	342	2	system	system	NOUN
easat-3956	342	3	mandates	mandate	VERB
easat-3956	342	4	that	that	SCONJ
easat-3956	342	5	users	user	NOUN
easat-3956	342	6	,	,	PUNCT
easat-3956	342	7	particularly	particularly	ADV
easat-3956	342	8	students	student	NOUN
easat-3956	342	9	,	,	PUNCT
easat-3956	342	10	register	register	VERB
easat-3956	342	11	and	and	CCONJ
easat-3956	342	12	utilize	utilize	VERB
easat-3956	342	13	a	a	DET
easat-3956	342	14	class	class	NOUN
easat-3956	342	15	code	code	NOUN
easat-3956	342	16	to	to	PART
easat-3956	342	17	enroll	enroll	VERB
easat-3956	342	18	in	in	ADP
easat-3956	342	19	their	their	PRON
easat-3956	342	20	designated	designate	VERB
easat-3956	342	21	classes	class	NOUN
easat-3956	342	22	.	.	PUNCT
easat-3956	343	1	after	after	ADP
easat-3956	343	2	obtaining	obtain	VERB
easat-3956	343	3	the	the	DET
easat-3956	343	4	code	code	NOUN
easat-3956	343	5	from	from	ADP
easat-3956	343	6	the	the	DET
easat-3956	343	7	instructor	instructor	NOUN
easat-3956	343	8	through	through	ADP
easat-3956	343	9	email	email	NOUN
easat-3956	343	10	communication	communication	NOUN
easat-3956	343	11	,	,	PUNCT
easat-3956	343	12	students	student	NOUN
easat-3956	343	13	gain	gain	VERB
easat-3956	343	14	access	access	NOUN
easat-3956	343	15	to	to	ADP
easat-3956	343	16	a	a	DET
easat-3956	343	17	platform	platform	NOUN
easat-3956	343	18	that	that	PRON
easat-3956	343	19	enables	enable	VERB
easat-3956	343	20	them	they	PRON
easat-3956	343	21	to	to	PART
easat-3956	343	22	track	track	VERB
easat-3956	343	23	their	their	PRON
easat-3956	343	24	progress	progress	NOUN
easat-3956	343	25	,	,	PUNCT
easat-3956	343	26	class	class	NOUN
easat-3956	343	27	notes	note	NOUN
easat-3956	343	28	,	,	PUNCT
easat-3956	343	29	and	and	CCONJ
easat-3956	343	30	assignments	assignment	NOUN
easat-3956	343	31	.	.	PUNCT
easat-3956	344	1	for	for	ADP
easat-3956	344	2	submission	submission	NOUN
easat-3956	344	3	of	of	ADP
easat-3956	344	4	assignments	assignment	NOUN
easat-3956	344	5	,	,	PUNCT
easat-3956	344	6	students	student	NOUN
easat-3956	344	7	are	be	AUX
easat-3956	344	8	required	require	VERB
easat-3956	344	9	to	to	PART
easat-3956	344	10	compile	compile	VERB
easat-3956	344	11	their	their	PRON
easat-3956	344	12	work	work	NOUN
easat-3956	344	13	into	into	ADP
easat-3956	344	14	a	a	DET
easat-3956	344	15	singular	singular	ADJ
easat-3956	344	16	pdf	pdf	NOUN
easat-3956	344	17	document	document	NOUN
easat-3956	344	18	,	,	PUNCT
easat-3956	344	19	which	which	PRON
easat-3956	344	20	they	they	PRON
easat-3956	344	21	subsequently	subsequently	ADV
easat-3956	344	22	upload	upload	VERB
easat-3956	344	23	to	to	ADP
easat-3956	344	24	the	the	DET
easat-3956	344	25	system	system	NOUN
easat-3956	344	26	.	.	PUNCT
easat-3956	345	1	the	the	DET
easat-3956	345	2	system	system	NOUN
easat-3956	345	3	then	then	ADV
easat-3956	345	4	assesses	assess	VERB
easat-3956	345	5	this	this	DET
easat-3956	345	6	submitted	submit	VERB
easat-3956	345	7	document	document	NOUN
easat-3956	345	8	against	against	ADP
easat-3956	345	9	the	the	DET
easat-3956	345	10	instructor	instructor	NOUN
easat-3956	345	11	's	's	PART
easat-3956	345	12	reference	reference	NOUN
easat-3956	345	13	copy	copy	NOUN
easat-3956	345	14	and	and	CCONJ
easat-3956	345	15	assigns	assign	VERB
easat-3956	345	16	a	a	DET
easat-3956	345	17	grade	grade	NOUN
easat-3956	345	18	based	base	VERB
easat-3956	345	19	on	on	ADP
easat-3956	345	20	established	establish	VERB
easat-3956	345	21	grading	grade	VERB
easat-3956	345	22	benchmarks	benchmark	NOUN
easat-3956	345	23	.	.	PUNCT
easat-3956	346	1	instructors	instructor	NOUN
easat-3956	346	2	maintain	maintain	VERB
easat-3956	346	3	the	the	DET
easat-3956	346	4	capacity	capacity	NOUN
easat-3956	346	5	to	to	PART
easat-3956	346	6	introduce	introduce	VERB
easat-3956	346	7	assignments	assignment	NOUN
easat-3956	346	8	as	as	SCONJ
easat-3956	346	9	deemed	deem	VERB
easat-3956	346	10	necessary	necessary	ADJ
easat-3956	346	11	.	.	PUNCT
easat-3956	347	1	although	although	SCONJ
easat-3956	347	2	the	the	DET
easat-3956	347	3	paper	paper	NOUN
easat-3956	347	4	does	do	AUX
easat-3956	347	5	not	not	PART
easat-3956	347	6	specify	specify	VERB
easat-3956	347	7	the	the	DET
easat-3956	347	8	particular	particular	ADJ
easat-3956	347	9	dataset	dataset	NOUN
easat-3956	347	10	utilized	utilize	VERB
easat-3956	347	11	,	,	PUNCT
easat-3956	347	12	it	it	PRON
easat-3956	347	13	underscores	underscore	VERB
easat-3956	347	14	the	the	DET
easat-3956	347	15	system	system	NOUN
easat-3956	347	16	's	's	PART
easat-3956	347	17	interface	interface	NOUN
easat-3956	347	18	and	and	CCONJ
easat-3956	347	19	operational	operational	ADJ
easat-3956	347	20	capabilities	capability	NOUN
easat-3956	347	21	.	.	PUNCT
easat-3956	348	1	the	the	DET
easat-3956	348	2	deployment	deployment	NOUN
easat-3956	348	3	of	of	ADP
easat-3956	348	4	this	this	DET
easat-3956	348	5	automated	automate	VERB
easat-3956	348	6	grading	grade	VERB
easat-3956	348	7	system	system	NOUN
easat-3956	348	8	employs	employ	VERB
easat-3956	348	9	machine	machine	NOUN
easat-3956	348	10	learning	learning	NOUN
easat-3956	348	11	methodologies	methodology	NOUN
easat-3956	348	12	and	and	CCONJ
easat-3956	348	13	data	datum	NOUN
easat-3956	348	14	integration	integration	NOUN
easat-3956	348	15	,	,	PUNCT
easat-3956	348	16	providing	provide	VERB
easat-3956	348	17	considerable	considerable	ADJ
easat-3956	348	18	benefits	benefit	NOUN
easat-3956	348	19	to	to	ADP
easat-3956	348	20	the	the	DET
easat-3956	348	21	educational	educational	ADJ
easat-3956	348	22	domain	domain	NOUN
easat-3956	348	23	.	.	PUNCT
easat-3956	349	1	it	it	PRON
easat-3956	349	2	optimizes	optimize	VERB
easat-3956	349	3	the	the	DET
easat-3956	349	4	grading	grade	VERB
easat-3956	349	5	procedure	procedure	NOUN
easat-3956	349	6	,	,	PUNCT
easat-3956	349	7	conserves	conserve	VERB
easat-3956	349	8	time	time	NOUN
easat-3956	349	9	,	,	PUNCT
easat-3956	349	10	diminishes	diminish	VERB
easat-3956	349	11	errors	error	NOUN
easat-3956	349	12	,	,	PUNCT
easat-3956	349	13	and	and	CCONJ
easat-3956	349	14	guarantees	guarantee	VERB
easat-3956	349	15	uniformity	uniformity	NOUN
easat-3956	349	16	in	in	ADP
easat-3956	349	17	grading	grade	VERB
easat-3956	349	18	standards	standard	NOUN
easat-3956	349	19	.	.	PUNCT
easat-3956	350	1	furthermore	furthermore	ADV
easat-3956	350	2	,	,	PUNCT
easat-3956	350	3	the	the	DET
easat-3956	350	4	system	system	NOUN
easat-3956	350	5	offers	offer	VERB
easat-3956	350	6	tailored	tailor	VERB
easat-3956	350	7	feedback	feedback	NOUN
easat-3956	350	8	to	to	ADP
easat-3956	350	9	students	student	NOUN
easat-3956	350	10	,	,	PUNCT
easat-3956	350	11	thereby	thereby	ADV
easat-3956	350	12	promoting	promote	VERB
easat-3956	350	13	their	their	PRON
easat-3956	350	14	academic	academic	ADJ
easat-3956	350	15	development	development	NOUN
easat-3956	350	16	.	.	PUNCT
easat-3956	351	1	the	the	DET
easat-3956	351	2	proposed	propose	VERB
easat-3956	351	3	solution	solution	NOUN
easat-3956	351	4	is	be	AUX
easat-3956	351	5	crafted	craft	VERB
easat-3956	351	6	to	to	PART
easat-3956	351	7	be	be	AUX
easat-3956	351	8	scalable	scalable	ADJ
easat-3956	351	9	and	and	CCONJ
easat-3956	351	10	adaptable	adaptable	ADJ
easat-3956	351	11	,	,	PUNCT
easat-3956	351	12	catering	cater	VERB
easat-3956	351	13	to	to	PART
easat-3956	351	14	diverse	diverse	VERB
easat-3956	351	15	educational	educational	ADJ
easat-3956	351	16	institutions	institution	NOUN
easat-3956	351	17	and	and	CCONJ
easat-3956	351	18	curricula	curricula	NOUN
easat-3956	351	19	.	.	PUNCT
easat-3956	352	1	ongoing	ongoing	ADJ
easat-3956	352	2	enhancements	enhancement	NOUN
easat-3956	352	3	informed	inform	VERB
easat-3956	352	4	by	by	ADP
easat-3956	352	5	user	user	NOUN
easat-3956	352	6	feedback	feedback	NOUN
easat-3956	352	7	are	be	AUX
easat-3956	352	8	also	also	ADV
easat-3956	352	9	emphasized	emphasize	VERB
easat-3956	352	10	to	to	PART
easat-3956	352	11	ensure	ensure	VERB
easat-3956	352	12	that	that	SCONJ
easat-3956	352	13	the	the	DET
easat-3956	352	14	system	system	NOUN
easat-3956	352	15	is	be	AUX
easat-3956	352	16	aligned	align	VERB
easat-3956	352	17	with	with	ADP
easat-3956	352	18	instructional	instructional	ADJ
easat-3956	352	19	goals	goal	NOUN
easat-3956	352	20	.	.	PUNCT
easat-3956	353	1	in	in	ADP
easat-3956	353	2	summary	summary	NOUN
easat-3956	353	3	,	,	PUNCT
easat-3956	353	4	the	the	DET
easat-3956	353	5	automated	automate	VERB
easat-3956	353	6	grading	grade	VERB
easat-3956	353	7	recommendation	recommendation	NOUN
easat-3956	353	8	system	system	NOUN
easat-3956	353	9	aspires	aspire	VERB
easat-3956	353	10	to	to	PART
easat-3956	353	11	enrich	enrich	VERB
easat-3956	353	12	the	the	DET
easat-3956	353	13	learning	learning	NOUN
easat-3956	353	14	experience	experience	NOUN
easat-3956	353	15	,	,	PUNCT
easat-3956	353	16	support	support	NOUN
easat-3956	353	17	educators	educator	NOUN
easat-3956	353	18	in	in	ADP
easat-3956	353	19	their	their	PRON
easat-3956	353	20	assessments	assessment	NOUN
easat-3956	353	21	,	,	PUNCT
easat-3956	353	22	and	and	CCONJ
easat-3956	353	23	foster	foster	ADJ
easat-3956	353	24	equitable	equitable	ADJ
easat-3956	353	25	and	and	CCONJ
easat-3956	353	26	precise	precise	ADJ
easat-3956	353	27	evaluations	evaluation	NOUN
easat-3956	353	28	[	[	X
easat-3956	353	29	28	28	NUM
easat-3956	353	30	]	]	PUNCT
easat-3956	353	31	.	.	PUNCT
easat-3956	354	1	table	table	NOUN
easat-3956	354	2	1	1	NUM
easat-3956	354	3	:	:	PUNCT
easat-3956	354	4	summary	summary	NOUN
easat-3956	354	5	table	table	NOUN
easat-3956	354	6	of	of	ADP
easat-3956	354	7	research	research	NOUN
easat-3956	354	8	on	on	ADP
easat-3956	354	9	automatic	automatic	ADJ
easat-3956	354	10	assessment	assessment	NOUN
easat-3956	354	11	of	of	ADP
easat-3956	354	12	short	short	ADJ
easat-3956	354	13	answers	answer	NOUN
easat-3956	354	14	.	.	PUNCT
easat-3956	355	1	authors	author	NOUN
easat-3956	355	2	year	year	VERB
easat-3956	355	3	theoretical	theoretical	ADJ
easat-3956	355	4	framework	framework	NOUN
easat-3956	355	5	dataset	dataset	VERB
easat-3956	355	6	major	major	ADJ
easat-3956	355	7	findings	finding	NOUN
easat-3956	355	8	limitations	limitation	NOUN
easat-3956	355	9	/	/	SYM
easat-3956	355	10	ga	ga	PROPN
easat-3956	355	11	ps	ps	PROPN
easat-3956	355	12	soulimani	soulimani	PROPN
easat-3956	355	13	younes	younes	PROPN
easat-3956	355	14	alaoui	alaoui	VERB
easat-3956	355	15	et	et	PROPN
easat-3956	355	16	al	al	PROPN
easat-3956	355	17	.	.	PROPN
easat-3956	355	18	2024	2024	NUM
easat-3956	355	19	deep	deep	ADJ
easat-3956	355	20	learning	learning	NOUN
easat-3956	355	21	(	(	PUNCT
easat-3956	355	22	lstm	lstm	NOUN
easat-3956	355	23	,	,	PUNCT
easat-3956	355	24	transformer	transformer	NOUN
easat-3956	355	25	,	,	PUNCT
easat-3956	355	26	bert	bert	ADJ
easat-3956	355	27	)	)	PUNCT
easat-3956	355	28	moroccan	moroccan	PROPN
easat-3956	355	29	students	student	NOUN
easat-3956	355	30	'	'	PART
easat-3956	355	31	answers	answer	VERB
easat-3956	355	32	high	high	ADJ
easat-3956	355	33	accuracy	accuracy	NOUN
easat-3956	355	34	during	during	ADP
easat-3956	355	35	training	training	NOUN
easat-3956	355	36	,	,	PUNCT
easat-3956	355	37	performance	performance	NOUN
easat-3956	355	38	drop	drop	NOUN
easat-3956	355	39	in	in	ADP
easat-3956	355	40	testing	test	VERB
easat-3956	355	41	limited	limit	VERB
easat-3956	355	42	arabic	arabic	ADJ
easat-3956	355	43	datasets	dataset	NOUN
easat-3956	355	44	wang	wang	PROPN
easat-3956	355	45	yaqing	yaqe	VERB
easat-3956	355	46	et	et	PROPN
easat-3956	355	47	al	al	PROPN
easat-3956	355	48	.	.	PROPN
easat-3956	356	1	2023	2023	NUM
easat-3956	356	2	aupel	aupel	PROPN
easat-3956	356	3	framework	framework	NOUN
easat-3956	356	4	,	,	PUNCT
easat-3956	356	5	llm	llm	PROPN
easat-3956	356	6	models	model	NOUN
easat-3956	356	7	email	email	NOUN
easat-3956	356	8	dataset	dataset	NOUN
easat-3956	356	9	(	(	PUNCT
easat-3956	356	10	279	279	NUM
easat-3956	356	11	accounts	account	NOUN
easat-3956	356	12	)	)	PUNCT
easat-3956	356	13	outperformed	outperform	VERB
easat-3956	356	14	bleu	bleu	NOUN
easat-3956	356	15	/	/	SYM
easat-3956	356	16	roug	roug	NOUN
easat-3956	356	17	e	e	NOUN
easat-3956	356	18	in	in	ADP
easat-3956	356	19	scoring	scoring	NOUN
easat-3956	356	20	personalization	personalization	NOUN
easat-3956	356	21	does	do	AUX
easat-3956	356	22	not	not	PART
easat-3956	356	23	cover	cover	VERB
easat-3956	356	24	all	all	DET
easat-3956	356	25	text	text	NOUN
easat-3956	356	26	quality	quality	NOUN
easat-3956	356	27	aspects	aspect	NOUN
easat-3956	356	28	omran	omran	PROPN
easat-3956	356	29	ali	ali	PROPN
easat-3956	356	30	et	et	PROPN
easat-3956	356	31	al	al	PROPN
easat-3956	356	32	.	.	PROPN
easat-3956	357	1	2013	2013	NUM
easat-3956	357	2	sentence	sentence	NOUN
easat-3956	357	3	matching	matching	NOUN
easat-3956	357	4	mohler	mohler	NOUN
easat-3956	357	5	dataset	dataset	NOUN
easat-3956	357	6	(	(	PUNCT
easat-3956	357	7	360	360	NUM
easat-3956	357	8	82	82	NUM
easat-3956	357	9	%	%	NOUN
easat-3956	357	10	correlation	correlation	NOUN
easat-3956	357	11	with	with	ADP
easat-3956	357	12	human	human	ADJ
easat-3956	357	13	english	english	PROPN
easat-3956	357	14	-	-	PUNCT
easat-3956	357	15	only	only	ADV
easat-3956	357	16	focus	focus	NOUN
easat-3956	357	17	9172	9172	NUM
easat-3956	357	18	edelweiss	edelweiss	PROPN
easat-3956	357	19	applied	apply	VERB
easat-3956	357	20	science	science	NOUN
easat-3956	357	21	and	and	CCONJ
easat-3956	357	22	technology	technology	NOUN
easat-3956	357	23	issn	issn	PROPN
easat-3956	357	24	:	:	PUNCT
easat-3956	357	25	2576	2576	NUM
easat-3956	357	26	-	-	SYM
easat-3956	357	27	8484	8484	NUM
easat-3956	357	28	vol	vol	NOUN
easat-3956	357	29	.	.	PROPN
easat-3956	357	30	8	8	NUM
easat-3956	357	31	,	,	PUNCT
easat-3956	357	32	no	no	INTJ
easat-3956	357	33	.	.	NOUN
easat-3956	358	1	6	6	NUM
easat-3956	358	2	:	:	SYM
easat-3956	358	3	9158	9158	NUM
easat-3956	358	4	-	-	SYM
easat-3956	358	5	9176	9176	NUM
easat-3956	358	6	,	,	PUNCT
easat-3956	358	7	2024	2024	NUM
easat-3956	358	8	doi	doi	NOUN
easat-3956	358	9	:	:	PUNCT
easat-3956	358	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	358	11	©	©	NOUN
easat-3956	358	12	2024	2024	NUM
easat-3956	358	13	by	by	ADP
easat-3956	358	14	the	the	DET
easat-3956	358	15	authors	author	NOUN
easat-3956	358	16	;	;	PUNCT
easat-3956	358	17	licensee	licensee	PROPN
easat-3956	358	18	learning	learn	VERB
easat-3956	358	19	gate	gate	NOUN
easat-3956	358	20	methods	method	NOUN
easat-3956	358	21	answers	answer	NOUN
easat-3956	358	22	)	)	PUNCT
easat-3956	358	23	grading	grade	VERB
easat-3956	358	24	meccawy	meccawy	PROPN
easat-3956	358	25	maram	maram	PROPN
easat-3956	358	26	et	et	PROPN
easat-3956	358	27	al	al	PROPN
easat-3956	358	28	.	.	PROPN
easat-3956	358	29	2023	2023	NUM
easat-3956	358	30	text	text	NOUN
easat-3956	358	31	mining	mining	NOUN
easat-3956	358	32	,	,	PUNCT
easat-3956	358	33	llms	llm	NOUN
easat-3956	358	34	engsaf	engsaf	PROPN
easat-3956	358	35	dataset	dataset	NOUN
easat-3956	358	36	(	(	PUNCT
easat-3956	358	37	5.8k	5.8k	PROPN
easat-3956	358	38	answers	answer	NOUN
easat-3956	358	39	)	)	PUNCT
easat-3956	358	40	effective	effective	ADJ
easat-3956	358	41	feedback	feedback	NOUN
easat-3956	358	42	generation	generation	NOUN
easat-3956	358	43	for	for	ADP
easat-3956	358	44	engineering	engineering	NOUN
easat-3956	358	45	limited	limit	VERB
easat-3956	358	46	to	to	ADP
easat-3956	358	47	engineering	engineering	NOUN
easat-3956	358	48	domains	domain	NOUN
easat-3956	358	49	tulu	tulu	VERB
easat-3956	358	50	cagatay	cagatay	NOUN
easat-3956	358	51	et	et	PROPN
easat-3956	358	52	al	al	PROPN
easat-3956	358	53	.	.	PROPN
easat-3956	358	54	2021	2021	NUM
easat-3956	358	55	malstm	malstm	PROPN
easat-3956	358	56	,	,	PUNCT
easat-3956	358	57	semspace	semspace	NOUN
easat-3956	358	58	vectors	vector	NOUN
easat-3956	358	59	mohler	mohler	NOUN
easat-3956	358	60	asag	asag	NOUN
easat-3956	358	61	,	,	PUNCT
easat-3956	358	62	cunlp	cunlp	ADJ
easat-3956	358	63	datasets	dataset	NOUN
easat-3956	358	64	pearson	pearson	NOUN
easat-3956	358	65	correlation	correlation	NOUN
easat-3956	358	66	up	up	ADP
easat-3956	358	67	to	to	PART
easat-3956	358	68	0.95	0.95	NUM
easat-3956	358	69	training	training	NOUN
easat-3956	358	70	time	time	NOUN
easat-3956	358	71	affects	affect	VERB
easat-3956	358	72	performance	performance	NOUN
easat-3956	358	73	mizumoto	mizumoto	NOUN
easat-3956	358	74	atsushi	atsushi	PROPN
easat-3956	358	75	et	et	PROPN
easat-3956	358	76	al	al	PROPN
easat-3956	358	77	.	.	PROPN
easat-3956	358	78	2023	2023	NUM
easat-3956	358	79	gpt	gpt	NOUN
easat-3956	358	80	for	for	ADP
easat-3956	358	81	aes	aes	PROPN
easat-3956	358	82	toefl11	toefl11	NOUN
easat-3956	358	83	dataset	dataset	PROPN
easat-3956	358	84	(	(	PUNCT
easat-3956	358	85	12100	12100	NUM
easat-3956	358	86	essays	essay	NOUN
easat-3956	358	87	)	)	PUNCT
easat-3956	358	88	close	close	ADJ
easat-3956	358	89	match	match	NOUN
easat-3956	358	90	with	with	ADP
easat-3956	358	91	toefl11	toefl11	NOUN
easat-3956	358	92	benchmarks	benchmark	NOUN
easat-3956	358	93	difficulty	difficulty	NOUN
easat-3956	358	94	differentiating	differentiate	VERB
easat-3956	358	95	scoring	scoring	NOUN
easat-3956	358	96	levels	level	NOUN
easat-3956	358	97	sun	sun	PROPN
easat-3956	358	98	kun	kun	PROPN
easat-3956	358	99	,	,	PUNCT
easat-3956	358	100	wang	wang	PROPN
easat-3956	358	101	rong	rong	PROPN
easat-3956	358	102	2024	2024	NUM
easat-3956	358	103	fine	fine	ADJ
easat-3956	358	104	-	-	PUNCT
easat-3956	358	105	tuning	tuning	NOUN
easat-3956	358	106	,	,	PUNCT
easat-3956	358	107	multiple	multiple	ADJ
easat-3956	358	108	regression	regression	NOUN
easat-3956	358	109	ellipse	ellipse	NOUN
easat-3956	358	110	,	,	PUNCT
easat-3956	358	111	ielts	ielt	NOUN
easat-3956	358	112	datasets	dataset	NOUN
easat-3956	358	113	multidimensional	multidimensional	ADJ
easat-3956	358	114	scoring	scoring	NOUN
easat-3956	358	115	for	for	ADP
easat-3956	358	116	essays	essay	NOUN
easat-3956	358	117	lack	lack	NOUN
easat-3956	358	118	of	of	ADP
easat-3956	358	119	evaluation	evaluation	NOUN
easat-3956	358	120	for	for	ADP
easat-3956	358	121	justification	justification	NOUN
easat-3956	358	122	keys	key	VERB
easat-3956	358	123	hussein	hussein	PROPN
easat-3956	358	124	mohamed	mohamed	PROPN
easat-3956	358	125	a.	a.	PROPN
easat-3956	358	126	et	et	PROPN
easat-3956	358	127	al	al	PROPN
easat-3956	358	128	.	.	PROPN
easat-3956	358	129	2020	2020	NUM
easat-3956	358	130	deep	deep	ADJ
easat-3956	358	131	learning	learning	NOUN
easat-3956	358	132	(	(	PUNCT
easat-3956	358	133	lstm	lstm	PROPN
easat-3956	358	134	,	,	PUNCT
easat-3956	358	135	cnn	cnn	PROPN
easat-3956	358	136	)	)	PUNCT
easat-3956	358	137	asap	asap	AUX
easat-3956	358	138	dataset	dataset	VERB
easat-3956	358	139	trait	trait	NOUN
easat-3956	358	140	-	-	PUNCT
easat-3956	358	141	based	base	VERB
easat-3956	358	142	evaluation	evaluation	NOUN
easat-3956	358	143	improved	improve	VERB
easat-3956	358	144	accuracy	accuracy	NOUN
easat-3956	358	145	needs	need	VERB
easat-3956	358	146	further	further	ADJ
easat-3956	358	147	feedback	feedback	NOUN
easat-3956	358	148	and	and	CCONJ
easat-3956	358	149	analysis	analysis	NOUN
easat-3956	358	150	balaha	balaha	ADP
easat-3956	358	151	hossam	hossam	PROPN
easat-3956	358	152	et	et	PROPN
easat-3956	358	153	al	al	PROPN
easat-3956	358	154	.	.	PROPN
easat-3956	358	155	2021	2021	NUM
easat-3956	358	156	automated	automate	VERB
easat-3956	358	157	exam	exam	NOUN
easat-3956	358	158	correction	correction	NOUN
easat-3956	358	159	framework	framework	NOUN
easat-3956	358	160	unt	unt	NOUN
easat-3956	358	161	,	,	PUNCT
easat-3956	358	162	quora	quora	PROPN
easat-3956	358	163	datasets	dataset	NOUN
easat-3956	358	164	77.95	77.95	NUM
easat-3956	358	165	%	%	NOUN
easat-3956	358	166	accuracy	accuracy	NOUN
easat-3956	358	167	,	,	PUNCT
easat-3956	358	168	100	100	NUM
easat-3956	358	169	%	%	NOUN
easat-3956	358	170	on	on	ADP
easat-3956	358	171	equations	equation	NOUN
easat-3956	358	172	limited	limit	VERB
easat-3956	358	173	to	to	ADP
easat-3956	358	174	certain	certain	ADJ
easat-3956	358	175	question	question	NOUN
easat-3956	358	176	types	type	NOUN
easat-3956	358	177	lotfy	lotfy	VERB
easat-3956	358	178	nourmeen	nourmeen	INTJ
easat-3956	358	179	et	et	PROPN
easat-3956	358	180	al	al	PROPN
easat-3956	358	181	.	.	PROPN
easat-3956	358	182	2023	2023	NUM
easat-3956	358	183	arabic	arabic	PROPN
easat-3956	358	184	aes	aes	PROPN
easat-3956	358	185	with	with	ADP
easat-3956	358	186	ml	ml	NOUN
easat-3956	358	187	sociology	sociology	NOUN
easat-3956	358	188	course	course	NOUN
easat-3956	358	189	dataset	dataset	VERB
easat-3956	358	190	91.30	91.30	NUM
easat-3956	358	191	%	%	NOUN
easat-3956	358	192	pearson	pearson	NOUN
easat-3956	358	193	correlation	correlation	NOUN
easat-3956	358	194	achieved	achieve	VERB
easat-3956	358	195	time	time	NOUN
easat-3956	358	196	efficiency	efficiency	NOUN
easat-3956	358	197	is	be	AUX
easat-3956	358	198	a	a	DET
easat-3956	358	199	key	key	ADJ
easat-3956	358	200	challenge	challenge	NOUN
easat-3956	358	201	abdeljaber	abdeljaber	NOUN
easat-3956	358	202	hikmat	hikmat	PROPN
easat-3956	358	203	a.	a.	PROPN
easat-3956	358	204	2021	2021	NUM
easat-3956	358	205	lcs	lcs	PROPN
easat-3956	358	206	,	,	PUNCT
easat-3956	358	207	arabic	arabic	ADJ
easat-3956	358	208	wordnet	wordnet	NOUN
easat-3956	358	209	dataset	dataset	NOUN
easat-3956	358	210	of	of	ADP
easat-3956	358	211	330	330	NUM
easat-3956	358	212	student	student	NOUN
easat-3956	358	213	answers	answer	NOUN
easat-3956	358	214	rmse	rmse	VERB
easat-3956	358	215	0.81	0.81	NUM
easat-3956	358	216	,	,	PUNCT
easat-3956	358	217	pearson	pearson	NOUN
easat-3956	358	218	correlation	correlation	NOUN
easat-3956	358	219	0.94	0.94	NUM
easat-3956	358	220	small	small	ADJ
easat-3956	358	221	dataset	dataset	NOUN
easat-3956	358	222	,	,	PUNCT
easat-3956	358	223	lacks	lack	VERB
easat-3956	358	224	semantic	semantic	ADJ
easat-3956	358	225	analysis	analysis	NOUN
easat-3956	358	226	al	al	PROPN
easat-3956	358	227	awaida	awaida	PROPN
easat-3956	358	228	saeda	saeda	PROPN
easat-3956	358	229	et	et	PROPN
easat-3956	358	230	al	al	PROPN
easat-3956	358	231	.	.	PROPN
easat-3956	359	1	2019	2019	NUM
easat-3956	359	2	f	f	X
easat-3956	359	3	-	-	PUNCT
easat-3956	359	4	score	score	NOUN
easat-3956	359	5	,	,	PUNCT
easat-3956	359	6	arabic	arabic	ADJ
easat-3956	359	7	wordnet	wordnet	NOUN
easat-3956	359	8	jordanian	jordanian	PROPN
easat-3956	359	9	school	school	PROPN
easat-3956	359	10	dataset	dataset	VERB
easat-3956	359	11	higher	high	ADJ
easat-3956	359	12	accuracy	accuracy	NOUN
easat-3956	359	13	with	with	ADP
easat-3956	359	14	arabic	arabic	ADJ
easat-3956	359	15	wordnet	wordnet	NOUN
easat-3956	359	16	no	no	DET
easat-3956	359	17	feedback	feedback	NOUN
easat-3956	359	18	or	or	CCONJ
easat-3956	359	19	correction	correction	NOUN
easat-3956	359	20	mechanism	mechanism	NOUN
easat-3956	359	21	provided	provide	VERB
easat-3956	359	22	9173	9173	NUM
easat-3956	359	23	edelweiss	edelweiss	PROPN
easat-3956	359	24	applied	apply	VERB
easat-3956	359	25	science	science	NOUN
easat-3956	359	26	and	and	CCONJ
easat-3956	359	27	technology	technology	NOUN
easat-3956	359	28	issn	issn	PROPN
easat-3956	359	29	:	:	PUNCT
easat-3956	359	30	2576	2576	NUM
easat-3956	359	31	-	-	SYM
easat-3956	359	32	8484	8484	NUM
easat-3956	359	33	vol	vol	NOUN
easat-3956	359	34	.	.	PROPN
easat-3956	360	1	8	8	NUM
easat-3956	360	2	,	,	PUNCT
easat-3956	360	3	no	no	INTJ
easat-3956	360	4	.	.	NOUN
easat-3956	361	1	6	6	NUM
easat-3956	361	2	:	:	SYM
easat-3956	361	3	9158	9158	NUM
easat-3956	361	4	-	-	SYM
easat-3956	361	5	9176	9176	NUM
easat-3956	361	6	,	,	PUNCT
easat-3956	361	7	2024	2024	NUM
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easat-3956	361	9	:	:	PUNCT
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easat-3956	361	11	©	©	NOUN
easat-3956	361	12	2024	2024	NUM
easat-3956	361	13	by	by	ADP
easat-3956	361	14	the	the	DET
easat-3956	361	15	authors	author	NOUN
easat-3956	361	16	;	;	PUNCT
easat-3956	362	1	licensee	licensee	PROPN
easat-3956	362	2	learning	learn	VERB
easat-3956	362	3	gate	gate	PROPN
easat-3956	362	4	ramalinga	ramalinga	PROPN
easat-3956	363	1	m	m	VERB
easat-3956	364	1	v.	v.	ADP
easat-3956	364	2	v.	v.	ADP
easat-3956	364	3	et	et	PROPN
easat-3956	364	4	al	al	PROPN
easat-3956	364	5	.	.	PROPN
easat-3956	364	6	2018	2018	NUM
easat-3956	364	7	bayesian	bayesian	NOUN
easat-3956	364	8	methods	method	NOUN
easat-3956	364	9	,	,	PUNCT
easat-3956	364	10	nlp	nlp	NOUN
easat-3956	364	11	asap	asap	NOUN
easat-3956	364	12	dataset	dataset	VERB
easat-3956	364	13	over	over	ADP
easat-3956	364	14	80	80	NUM
easat-3956	364	15	%	%	NOUN
easat-3956	364	16	accuracy	accuracy	NOUN
easat-3956	364	17	limitations	limitation	NOUN
easat-3956	364	18	in	in	ADP
easat-3956	364	19	performance	performance	NOUN
easat-3956	364	20	metrics	metric	NOUN
easat-3956	364	21	gomaa	gomaa	NOUN
easat-3956	364	22	wael	wael	PROPN
easat-3956	364	23	hassan	hassan	PROPN
easat-3956	364	24	et	et	PROPN
easat-3956	364	25	al	al	PROPN
easat-3956	364	26	.	.	PROPN
easat-3956	364	27	2020	2020	NUM
easat-3956	364	28	ans2vec	ans2vec	PROPN
easat-3956	364	29	model	model	PROPN
easat-3956	364	30	texas	texas	PROPN
easat-3956	364	31	,	,	PUNCT
easat-3956	364	32	cairo	cairo	PROPN
easat-3956	364	33	university	university	PROPN
easat-3956	364	34	,	,	PUNCT
easat-3956	364	35	scientsba	scientsba	NOUN
easat-3956	364	36	nk	nk	PROPN
easat-3956	364	37	achieved	achieve	VERB
easat-3956	364	38	best	good	ADJ
easat-3956	364	39	pearson	pearson	NOUN
easat-3956	364	40	correlation	correlation	NOUN
easat-3956	364	41	(	(	PUNCT
easat-3956	364	42	0.63	0.63	NUM
easat-3956	364	43	)	)	PUNCT
easat-3956	364	44	focus	focus	NOUN
easat-3956	364	45	on	on	ADP
easat-3956	364	46	semantic	semantic	ADJ
easat-3956	364	47	vector	vector	NOUN
easat-3956	364	48	generation	generation	NOUN
easat-3956	364	49	ouahrani	ouahrani	NOUN
easat-3956	364	50	leila	leila	PROPN
easat-3956	364	51	et	et	PROPN
easat-3956	364	52	al	al	PROPN
easat-3956	364	53	.	.	PROPN
easat-3956	365	1	202	202	NUM
easat-3956	365	2	0	0	NUM
easat-3956	365	3	unsupervised	unsupervised	ADJ
easat-3956	365	4	corpus	corpus	NOUN
easat-3956	365	5	-	-	PUNCT
easat-3956	365	6	based	base	VERB
easat-3956	365	7	approach	approach	NOUN
easat-3956	365	8	ar	ar	NOUN
easat-3956	365	9	-	-	ADJ
easat-3956	365	10	asag	asag	ADJ
easat-3956	365	11	arabic	arabic	ADJ
easat-3956	365	12	dataset	dataset	NOUN
easat-3956	365	13	promising	promise	VERB
easat-3956	365	14	results	result	NOUN
easat-3956	365	15	for	for	ADP
easat-3956	365	16	arabic	arabic	ADJ
easat-3956	365	17	grading	grade	VERB
easat-3956	365	18	dataset	dataset	ADJ
easat-3956	365	19	size	size	NOUN
easat-3956	365	20	and	and	CCONJ
easat-3956	365	21	domain	domain	NOUN
easat-3956	365	22	specificity	specificity	NOUN
easat-3956	365	23	limitations	limitation	NOUN
easat-3956	365	24	konade	konade	PROPN
easat-3956	365	25	shashank	shashank	PROPN
easat-3956	365	26	et	et	PROPN
easat-3956	365	27	al	al	PROPN
easat-3956	365	28	.	.	PROPN
easat-3956	365	29	2024	2024	NUM
easat-3956	365	30	sbert	sbert	NOUN
easat-3956	365	31	architecture	architecture	NOUN
easat-3956	365	32	n	n	CCONJ
easat-3956	365	33	/	/	SYM
easat-3956	365	34	a	a	DET
easat-3956	365	35	95.1	95.1	NUM
easat-3956	365	36	%	%	NOUN
easat-3956	365	37	accuracy	accuracy	NOUN
easat-3956	365	38	for	for	ADP
easat-3956	365	39	descriptive	descriptive	ADJ
easat-3956	365	40	answers	answer	NOUN
easat-3956	365	41	performance	performance	NOUN
easat-3956	365	42	varies	vary	VERB
easat-3956	365	43	across	across	ADP
easat-3956	365	44	subjects	subject	NOUN
easat-3956	365	45	shehab	shehab	PROPN
easat-3956	365	46	abdulaziz	abdulaziz	PROPN
easat-3956	365	47	et	et	PROPN
easat-3956	365	48	al	al	PROPN
easat-3956	365	49	.	.	PROPN
easat-3956	365	50	201	201	NUM
easat-3956	365	51	8	8	NUM
easat-3956	365	52	text	text	NOUN
easat-3956	365	53	similarity	similarity	NOUN
easat-3956	365	54	(	(	PUNCT
easat-3956	365	55	dl	dl	PROPN
easat-3956	365	56	algorithm	algorithm	PROPN
easat-3956	365	57	)	)	PUNCT
easat-3956	365	58	sociology	sociology	NOUN
easat-3956	365	59	course	course	NOUN
easat-3956	365	60	dataset	dataset	VERB
easat-3956	365	61	n	n	CCONJ
easat-3956	365	62	-	-	PUNCT
easat-3956	365	63	gram	gram	NOUN
easat-3956	365	64	algorithm	algorithm	NOUN
easat-3956	365	65	achieved	achieve	VERB
easat-3956	365	66	best	good	ADJ
easat-3956	365	67	results	result	NOUN
easat-3956	365	68	combined	combine	VERB
easat-3956	365	69	string	string	NOUN
easat-3956	365	70	and	and	CCONJ
easat-3956	365	71	corpus	corpus	NOUN
easat-3956	365	72	algorithms	algorithm	NOUN
easat-3956	365	73	in	in	ADP
easat-3956	365	74	future	future	ADJ
easat-3956	365	75	work	work	NOUN
easat-3956	365	76	mijbel	mijbel	NOUN
easat-3956	365	77	sumaya	sumaya	NOUN
easat-3956	365	78	h.	h.	PROPN
easat-3956	365	79	et	et	PROPN
easat-3956	365	80	al	al	PROPN
easat-3956	365	81	.	.	PROPN
easat-3956	366	1	202	202	NUM
easat-3956	366	2	2	2	NUM
easat-3956	366	3	semantic	semantic	ADJ
easat-3956	366	4	networks	network	NOUN
easat-3956	366	5	for	for	ADP
easat-3956	366	6	asag	asag	ADJ
easat-3956	366	7	mohler	mohler	NOUN
easat-3956	366	8	dataset	dataset	NOUN
easat-3956	366	9	best	good	ADJ
easat-3956	366	10	results	result	NOUN
easat-3956	366	11	with	with	ADP
easat-3956	366	12	(	(	PUNCT
easat-3956	366	13	α=0.1	α=0.1	NOUN
easat-3956	366	14	,	,	PUNCT
easat-3956	366	15	β=0.6	β=0.6	NOUN
easat-3956	366	16	,	,	PUNCT
easat-3956	366	17	γ=0.3	γ=0.3	PRON
easat-3956	366	18	)	)	PUNCT
easat-3956	366	19	weights	weight	NOUN
easat-3956	366	20	focused	focus	VERB
easat-3956	366	21	on	on	ADP
easat-3956	366	22	arabic	arabic	ADJ
easat-3956	366	23	,	,	PUNCT
easat-3956	366	24	no	no	DET
easat-3956	366	25	feedback	feedback	NOUN
easat-3956	366	26	or	or	CCONJ
easat-3956	366	27	correction	correction	NOUN
easat-3956	366	28	al	al	PROPN
easat-3956	366	29	awaida	awaida	PROPN
easat-3956	366	30	saeda	saeda	PROPN
easat-3956	366	31	et	et	PROPN
easat-3956	366	32	al	al	PROPN
easat-3956	366	33	.	.	PROPN
easat-3956	366	34	2019	2019	NUM
easat-3956	366	35	svm	svm	PROPN
easat-3956	366	36	,	,	PUNCT
easat-3956	366	37	cosine	cosine	NOUN
easat-3956	366	38	similarity	similarity	NOUN
easat-3956	366	39	,	,	PUNCT
easat-3956	366	40	arabic	arabic	ADJ
easat-3956	366	41	wordnet	wordnet	PROPN
easat-3956	366	42	arabic	arabic	ADJ
easat-3956	366	43	essays	essay	NOUN
easat-3956	366	44	(	(	PUNCT
easat-3956	366	45	120	120	NUM
easat-3956	366	46	answers	answer	NOUN
easat-3956	366	47	)	)	PUNCT
easat-3956	366	48	improved	improved	ADJ
easat-3956	366	49	accuracy	accuracy	NOUN
easat-3956	366	50	using	use	VERB
easat-3956	366	51	arabic	arabic	ADJ
easat-3956	366	52	wordnet	wordnet	NOUN
easat-3956	366	53	requires	require	VERB
easat-3956	366	54	larger	large	ADJ
easat-3956	366	55	datasets	dataset	NOUN
easat-3956	366	56	for	for	ADP
easat-3956	366	57	ml	ml	NOUN
easat-3956	366	58	models	model	NOUN
easat-3956	366	59	abdul	abdul	PROPN
easat-3956	366	60	salam	salam	PROPN
easat-3956	366	61	mustafa	mustafa	PROPN
easat-3956	366	62	et	et	PROPN
easat-3956	366	63	al	al	PROPN
easat-3956	366	64	.	.	PROPN
easat-3956	366	65	2022	2022	NUM
easat-3956	366	66	optimized	optimize	VERB
easat-3956	366	67	lstm	lstm	NOUN
easat-3956	366	68	(	(	PUNCT
easat-3956	366	69	gwo	gwo	NOUN
easat-3956	366	70	)	)	PUNCT
easat-3956	366	71	arabic	arabic	ADJ
easat-3956	366	72	short	short	ADJ
easat-3956	366	73	answers	answer	NOUN
easat-3956	366	74	best	good	ADJ
easat-3956	366	75	accuracy	accuracy	NOUN
easat-3956	366	76	with	with	ADP
easat-3956	366	77	lstmgwo	lstmgwo	NOUN
easat-3956	366	78	hybrid	hybrid	NOUN
easat-3956	366	79	uses	use	VERB
easat-3956	366	80	classical	classical	ADJ
easat-3956	366	81	deep	deep	ADJ
easat-3956	366	82	learning	learning	NOUN
easat-3956	366	83	techniques	technique	NOUN
easat-3956	366	84	badry	badry	VERB
easat-3956	366	85	rasha	rasha	PROPN
easat-3956	366	86	m.	m.	NOUN
easat-3956	366	87	et	et	PROPN
easat-3956	366	88	al	al	PROPN
easat-3956	366	89	.	.	PROPN
easat-3956	366	90	2023	2023	NUM
easat-3956	366	91	lsa	lsa	NOUN
easat-3956	366	92	for	for	ADP
easat-3956	366	93	semantic	semantic	ADJ
easat-3956	366	94	scoring	scoring	NOUN
easat-3956	366	95	ar	ar	ADJ
easat-3956	366	96	-	-	ADJ
easat-3956	366	97	asag	asag	ADJ
easat-3956	366	98	arabic	arabic	ADJ
easat-3956	366	99	dataset	dataset	NOUN
easat-3956	366	100	achieved	achieve	VERB
easat-3956	366	101	f1score	f1score	NOUN
easat-3956	366	102	of	of	ADP
easat-3956	366	103	82.82	82.82	NUM
easat-3956	366	104	%	%	NOUN
easat-3956	366	105	limited	limited	ADJ
easat-3956	366	106	focus	focus	NOUN
easat-3956	366	107	on	on	ADP
easat-3956	366	108	arabic	arabic	ADJ
easat-3956	366	109	only	only	ADV
easat-3956	366	110	meccawy	meccawy	PROPN
easat-3956	366	111	maram	maram	PROPN
easat-3956	366	112	et	et	PROPN
easat-3956	366	113	al	al	PROPN
easat-3956	366	114	.	.	PROPN
easat-3956	366	115	2023	2023	NUM
easat-3956	366	116	bert	bert	PROPN
easat-3956	366	117	,	,	PUNCT
easat-3956	366	118	word2vec	word2vec	X
easat-3956	366	119	ar	ar	NOUN
easat-3956	366	120	-	-	NOUN
easat-3956	366	121	asag	asag	ADJ
easat-3956	366	122	,	,	PUNCT
easat-3956	366	123	jordanian	jordanian	ADJ
easat-3956	366	124	bert	bert	PROPN
easat-3956	366	125	achieved	achieve	VERB
easat-3956	366	126	best	good	ADJ
easat-3956	366	127	pearson	pearson	NOUN
easat-3956	366	128	needs	need	VERB
easat-3956	366	129	more	more	ADJ
easat-3956	366	130	investigation	investigation	NOUN
easat-3956	366	131	for	for	ADP
easat-3956	366	132	9174	9174	NUM
easat-3956	366	133	edelweiss	edelweiss	PROPN
easat-3956	366	134	applied	apply	VERB
easat-3956	366	135	science	science	NOUN
easat-3956	366	136	and	and	CCONJ
easat-3956	366	137	technology	technology	NOUN
easat-3956	366	138	issn	issn	PROPN
easat-3956	366	139	:	:	PUNCT
easat-3956	366	140	2576	2576	NUM
easat-3956	366	141	-	-	SYM
easat-3956	366	142	8484	8484	NUM
easat-3956	366	143	vol	vol	NOUN
easat-3956	366	144	.	.	PROPN
easat-3956	367	1	8	8	NUM
easat-3956	367	2	,	,	PUNCT
easat-3956	367	3	no	no	INTJ
easat-3956	367	4	.	.	NOUN
easat-3956	368	1	6	6	NUM
easat-3956	368	2	:	:	SYM
easat-3956	368	3	9158	9158	NUM
easat-3956	368	4	-	-	SYM
easat-3956	368	5	9176	9176	NUM
easat-3956	368	6	,	,	PUNCT
easat-3956	368	7	2024	2024	NUM
easat-3956	368	8	doi	doi	NOUN
easat-3956	368	9	:	:	PUNCT
easat-3956	368	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	368	11	©	©	NOUN
easat-3956	368	12	2024	2024	NUM
easat-3956	368	13	by	by	ADP
easat-3956	368	14	the	the	DET
easat-3956	368	15	authors	author	NOUN
easat-3956	368	16	;	;	PUNCT
easat-3956	368	17	licensee	licensee	PROPN
easat-3956	368	18	learning	learning	NOUN
easat-3956	368	19	gate	gate	NOUN
easat-3956	368	20	for	for	ADP
easat-3956	368	21	asag	asag	ADJ
easat-3956	368	22	history	history	NOUN
easat-3956	368	23	dataset	dataset	NOUN
easat-3956	368	24	correlation	correlation	NOUN
easat-3956	368	25	(	(	PUNCT
easat-3956	368	26	0.84	0.84	NUM
easat-3956	368	27	)	)	PUNCT
easat-3956	368	28	accuracy	accuracy	NOUN
easat-3956	368	29	tulu	tulu	VERB
easat-3956	368	30	cagatay	cagatay	PROPN
easat-3956	368	31	et	et	PROPN
easat-3956	368	32	al	al	PROPN
easat-3956	368	33	.	.	PROPN
easat-3956	368	34	2021	2021	NUM
easat-3956	368	35	asag	asag	NOUN
easat-3956	368	36	with	with	ADP
easat-3956	368	37	word	word	NOUN
easat-3956	368	38	sense	sense	NOUN
easat-3956	369	1	disambiguati	disambiguati	ADV
easat-3956	369	2	on	on	ADP
easat-3956	369	3	(	(	PUNCT
easat-3956	369	4	wsd	wsd	PROPN
easat-3956	369	5	)	)	PUNCT
easat-3956	369	6	mohler	mohler	NOUN
easat-3956	369	7	asag	asag	NOUN
easat-3956	369	8	dataset	dataset	VERB
easat-3956	369	9	,	,	PUNCT
easat-3956	369	10	cunlp	cunlp	VERB
easat-3956	369	11	dataset	dataset	VERB
easat-3956	369	12	high	high	ADJ
easat-3956	369	13	pearson	pearson	NOUN
easat-3956	369	14	correlation	correlation	NOUN
easat-3956	369	15	,	,	PUNCT
easat-3956	369	16	low	low	ADJ
easat-3956	369	17	error	error	NOUN
easat-3956	369	18	rates	rate	NOUN
easat-3956	369	19	issues	issue	NOUN
easat-3956	369	20	with	with	ADP
easat-3956	369	21	long	long	ADJ
easat-3956	369	22	training	training	NOUN
easat-3956	369	23	times	time	NOUN
easat-3956	369	24	ramalinga	ramalinga	VERB
easat-3956	369	25	m	m	VERB
easat-3956	369	26	v.	v.	ADP
easat-3956	369	27	v.	v.	ADP
easat-3956	369	28	et	et	PROPN
easat-3956	369	29	al	al	PROPN
easat-3956	369	30	.	.	PROPN
easat-3956	370	1	201	201	NUM
easat-3956	370	2	8	8	NUM
easat-3956	370	3	ml	ml	NOUN
easat-3956	370	4	techniques	technique	NOUN
easat-3956	370	5	for	for	ADP
easat-3956	370	6	aes	aes	PROPN
easat-3956	370	7	kaggle	kaggle	PROPN
easat-3956	370	8	essay	essay	PROPN
easat-3956	370	9	dataset	dataset	VERB
easat-3956	370	10	over	over	ADP
easat-3956	370	11	80	80	NUM
easat-3956	370	12	%	%	NOUN
easat-3956	370	13	accuracy	accuracy	NOUN
easat-3956	370	14	using	use	VERB
easat-3956	370	15	polynomial	polynomial	ADJ
easat-3956	370	16	regression	regression	NOUN
easat-3956	370	17	needs	need	VERB
easat-3956	370	18	better	well	ADV
easat-3956	370	19	semantic	semantic	ADJ
easat-3956	370	20	and	and	CCONJ
easat-3956	370	21	syntactic	syntactic	ADJ
easat-3956	370	22	features	feature	NOUN
easat-3956	370	23	hikmat	hikmat	PROPN
easat-3956	370	24	a.	a.	NOUN
easat-3956	370	25	abdeljabe	abdeljabe	PROPN
easat-3956	370	26	r	r	NOUN
easat-3956	370	27	2021	2021	NUM
easat-3956	370	28	lcs	lcs	NOUN
easat-3956	370	29	,	,	PUNCT
easat-3956	370	30	arabic	arabic	ADJ
easat-3956	370	31	wordnet	wordnet	NOUN
easat-3956	370	32	dataset	dataset	NOUN
easat-3956	370	33	of	of	ADP
easat-3956	370	34	330	330	NUM
easat-3956	370	35	student	student	NOUN
easat-3956	370	36	answers	answer	VERB
easat-3956	370	37	high	high	ADJ
easat-3956	370	38	agreement	agreement	NOUN
easat-3956	370	39	with	with	ADP
easat-3956	370	40	human	human	ADJ
easat-3956	370	41	evaluators	evaluator	NOUN
easat-3956	370	42	small	small	ADJ
easat-3956	370	43	dataset	dataset	NOUN
easat-3956	370	44	,	,	PUNCT
easat-3956	370	45	lacks	lack	VERB
easat-3956	370	46	advanced	advanced	ADJ
easat-3956	370	47	semantic	semantic	ADJ
easat-3956	370	48	analysis	analysis	NOUN
easat-3956	370	49	al	al	PROPN
easat-3956	370	50	awaida	awaida	PROPN
easat-3956	370	51	saeda	saeda	PROPN
easat-3956	370	52	esmaile	esmaile	PROPN
easat-3956	370	53	2019	2019	NUM
easat-3956	370	54	svm	svm	PROPN
easat-3956	370	55	,	,	PUNCT
easat-3956	370	56	cosine	cosine	NOUN
easat-3956	370	57	similarity	similarity	NOUN
easat-3956	370	58	,	,	PUNCT
easat-3956	370	59	arabic	arabic	ADJ
easat-3956	370	60	wordnet	wordnet	NOUN
easat-3956	370	61	jordanian	jordanian	PROPN
easat-3956	370	62	school	school	PROPN
easat-3956	370	63	dataset	dataset	VERB
easat-3956	370	64	improved	improved	ADJ
easat-3956	370	65	accuracy	accuracy	NOUN
easat-3956	370	66	using	use	VERB
easat-3956	370	67	arabic	arabic	ADJ
easat-3956	370	68	wordnet	wordnet	NOUN
easat-3956	370	69	needs	need	VERB
easat-3956	370	70	more	more	ADJ
easat-3956	370	71	research	research	NOUN
easat-3956	370	72	on	on	ADP
easat-3956	370	73	machine	machine	NOUN
easat-3956	370	74	learning	learning	NOUN
easat-3956	370	75	models	model	NOUN
easat-3956	370	76	gomaa	gomaa	VERB
easat-3956	370	77	wael	wael	PROPN
easat-3956	370	78	hassan	hassan	PROPN
easat-3956	370	79	et	et	PROPN
easat-3956	370	80	al	al	PROPN
easat-3956	370	81	.	.	PROPN
easat-3956	370	82	2020	2020	NUM
easat-3956	370	83	ans2vec	ans2vec	PROPN
easat-3956	370	84	model	model	PROPN
easat-3956	370	85	texas	texas	PROPN
easat-3956	370	86	,	,	PUNCT
easat-3956	370	87	cairo	cairo	PROPN
easat-3956	370	88	university	university	PROPN
easat-3956	370	89	,	,	PUNCT
easat-3956	370	90	scientsba	scientsba	NOUN
easat-3956	370	91	nk	nk	PROPN
easat-3956	370	92	best	good	ADJ
easat-3956	370	93	pearson	pearson	PROPN
easat-3956	370	94	correlation	correlation	NOUN
easat-3956	370	95	achieved	achieve	VERB
easat-3956	370	96	need	need	VERB
easat-3956	370	97	to	to	PART
easat-3956	370	98	explore	explore	VERB
easat-3956	370	99	other	other	ADJ
easat-3956	370	100	sent2vec	sent2vec	NOUN
easat-3956	370	101	approaches	approach	NOUN
easat-3956	370	102	abdul	abdul	PROPN
easat-3956	370	103	salam	salam	PROPN
easat-3956	370	104	mustafa	mustafa	PROPN
easat-3956	370	105	et	et	PROPN
easat-3956	370	106	al	al	PROPN
easat-3956	370	107	.	.	PROPN
easat-3956	370	108	2022	2022	NUM
easat-3956	370	109	hybrid	hybrid	ADJ
easat-3956	370	110	lstm	lstm	NOUN
easat-3956	370	111	with	with	ADP
easat-3956	370	112	gwo	gwo	PROPN
easat-3956	370	113	arabic	arabic	ADJ
easat-3956	370	114	short	short	ADJ
easat-3956	370	115	answers	answer	NOUN
easat-3956	370	116	best	good	ADJ
easat-3956	370	117	results	result	NOUN
easat-3956	370	118	with	with	ADP
easat-3956	370	119	hybrid	hybrid	ADJ
easat-3956	370	120	lstm	lstm	ADJ
easat-3956	370	121	-	-	PUNCT
easat-3956	370	122	gwo	gwo	NOUN
easat-3956	370	123	focused	focus	VERB
easat-3956	370	124	only	only	ADV
easat-3956	370	125	on	on	ADP
easat-3956	370	126	arabic	arabic	ADJ
easat-3956	370	127	rasha	rasha	PROPN
easat-3956	370	128	m.	m.	NOUN
easat-3956	370	129	badry	badry	PROPN
easat-3956	370	130	et	et	PROPN
easat-3956	370	131	al	al	PROPN
easat-3956	370	132	.	.	PROPN
easat-3956	370	133	2023	2023	NUM
easat-3956	370	134	lsa	lsa	NOUN
easat-3956	370	135	for	for	ADP
easat-3956	370	136	semantic	semantic	ADJ
easat-3956	370	137	scoring	scoring	NOUN
easat-3956	370	138	ar	ar	ADJ
easat-3956	370	139	-	-	ADJ
easat-3956	370	140	asag	asag	ADJ
easat-3956	370	141	dataset	dataset	VERB
easat-3956	370	142	f1	f1	NOUN
easat-3956	370	143	-	-	PUNCT
easat-3956	370	144	score	score	NOUN
easat-3956	370	145	82.82	82.82	NUM
easat-3956	370	146	%	%	NOUN
easat-3956	370	147	,	,	PUNCT
easat-3956	370	148	rmse	rmse	NOUN
easat-3956	370	149	0.798	0.798	NUM
easat-3956	370	150	primarily	primarily	ADV
easat-3956	370	151	focused	focus	VERB
easat-3956	370	152	on	on	ADP
easat-3956	370	153	arabic	arabic	ADJ
easat-3956	370	154	5	5	NUM
easat-3956	370	155	.	.	PUNCT
easat-3956	370	156	conclusion	conclusion	VERB
easat-3956	370	157	the	the	DET
easat-3956	370	158	escalating	escalate	VERB
easat-3956	370	159	necessity	necessity	NOUN
easat-3956	370	160	for	for	ADP
easat-3956	370	161	more	more	ADV
easat-3956	370	162	effective	effective	ADJ
easat-3956	370	163	and	and	CCONJ
easat-3956	370	164	dependable	dependable	ADJ
easat-3956	370	165	educational	educational	ADJ
easat-3956	370	166	instruments	instrument	NOUN
easat-3956	370	167	has	have	AUX
easat-3956	370	168	rendered	render	VERB
easat-3956	370	169	automated	automated	ADJ
easat-3956	370	170	essay	essay	NOUN
easat-3956	370	171	grading	grade	VERB
easat-3956	370	172	(	(	PUNCT
easat-3956	370	173	aeg	aeg	PROPN
easat-3956	370	174	)	)	PUNCT
easat-3956	370	175	systems	system	NOUN
easat-3956	370	176	indispensable	indispensable	ADJ
easat-3956	370	177	within	within	ADP
easat-3956	370	178	contemporary	contemporary	ADJ
easat-3956	370	179	educational	educational	ADJ
easat-3956	370	180	environments	environment	NOUN
easat-3956	370	181	.	.	PUNCT
easat-3956	371	1	this	this	DET
easat-3956	371	2	manuscript	manuscript	NOUN
easat-3956	371	3	has	have	AUX
easat-3956	371	4	examined	examine	VERB
easat-3956	371	5	the	the	DET
easat-3956	371	6	evolution	evolution	NOUN
easat-3956	371	7	of	of	ADP
easat-3956	371	8	aeg	aeg	PROPN
easat-3956	371	9	systems	system	NOUN
easat-3956	371	10	,	,	PUNCT
easat-3956	371	11	underscoring	underscore	VERB
easat-3956	371	12	their	their	PRON
easat-3956	371	13	significance	significance	NOUN
easat-3956	371	14	in	in	ADP
easat-3956	371	15	diminishing	diminish	VERB
easat-3956	371	16	the	the	DET
easat-3956	371	17	temporal	temporal	ADJ
easat-3956	371	18	demands	demand	NOUN
easat-3956	371	19	of	of	ADP
easat-3956	371	20	manual	manual	NOUN
easat-3956	371	21	grading	grade	VERB
easat-3956	371	22	and	and	CCONJ
easat-3956	371	23	enhancing	enhance	VERB
easat-3956	371	24	the	the	DET
easat-3956	371	25	uniformity	uniformity	NOUN
easat-3956	371	26	of	of	ADP
easat-3956	371	27	evaluations	evaluation	NOUN
easat-3956	371	28	.	.	PUNCT
easat-3956	372	1	the	the	DET
easat-3956	372	2	implementation	implementation	NOUN
easat-3956	372	3	of	of	ADP
easat-3956	372	4	natural	natural	ADJ
easat-3956	372	5	language	language	NOUN
easat-3956	372	6	processing	processing	NOUN
easat-3956	372	7	methodologies	methodology	NOUN
easat-3956	372	8	,	,	PUNCT
easat-3956	372	9	including	include	VERB
easat-3956	372	10	latent	latent	NOUN
easat-3956	372	11	semantic	semantic	ADJ
easat-3956	372	12	analysis	analysis	NOUN
easat-3956	372	13	(	(	PUNCT
easat-3956	372	14	lsa	lsa	NOUN
easat-3956	372	15	)	)	PUNCT
easat-3956	372	16	,	,	PUNCT
easat-3956	372	17	longest	long	ADJ
easat-3956	372	18	common	common	ADJ
easat-3956	372	19	subsequence	subsequence	NOUN
easat-3956	372	20	(	(	PUNCT
easat-3956	372	21	lcs	lcs	NOUN
easat-3956	372	22	)	)	PUNCT
easat-3956	372	23	,	,	PUNCT
easat-3956	372	24	and	and	CCONJ
easat-3956	372	25	various	various	ADJ
easat-3956	372	26	machine	machine	NOUN
easat-3956	372	27	learning	learn	VERB
easat-3956	372	28	algorithms	algorithm	NOUN
easat-3956	372	29	,	,	PUNCT
easat-3956	372	30	empowers	empower	VERB
easat-3956	372	31	these	these	DET
easat-3956	372	32	systems	system	NOUN
easat-3956	372	33	to	to	PART
easat-3956	372	34	assess	assess	VERB
easat-3956	372	35	the	the	DET
easat-3956	372	36	semantic	semantic	ADJ
easat-3956	372	37	and	and	CCONJ
easat-3956	372	38	lexical	lexical	ADJ
easat-3956	372	39	caliber	caliber	NOUN
easat-3956	372	40	of	of	ADP
easat-3956	372	41	student	student	NOUN
easat-3956	372	42	submissions	submission	NOUN
easat-3956	372	43	with	with	ADP
easat-3956	372	44	precision	precision	NOUN
easat-3956	372	45	.	.	PUNCT
easat-3956	373	1	despite	despite	SCONJ
easat-3956	373	2	the	the	DET
easat-3956	373	3	fact	fact	NOUN
easat-3956	373	4	9175	9175	NUM
easat-3956	373	5	edelweiss	edelweiss	PROPN
easat-3956	373	6	applied	apply	VERB
easat-3956	373	7	science	science	NOUN
easat-3956	373	8	and	and	CCONJ
easat-3956	373	9	technology	technology	NOUN
easat-3956	373	10	issn	issn	PROPN
easat-3956	373	11	:	:	PUNCT
easat-3956	373	12	2576	2576	NUM
easat-3956	373	13	-	-	SYM
easat-3956	373	14	8484	8484	NUM
easat-3956	373	15	vol	vol	NOUN
easat-3956	373	16	.	.	PROPN
easat-3956	373	17	8	8	NUM
easat-3956	373	18	,	,	PUNCT
easat-3956	373	19	no	no	INTJ
easat-3956	373	20	.	.	NOUN
easat-3956	374	1	6	6	NUM
easat-3956	374	2	:	:	SYM
easat-3956	374	3	9158	9158	NUM
easat-3956	374	4	-	-	SYM
easat-3956	374	5	9176	9176	NUM
easat-3956	374	6	,	,	PUNCT
easat-3956	374	7	2024	2024	NUM
easat-3956	374	8	doi	doi	NOUN
easat-3956	374	9	:	:	PUNCT
easat-3956	374	10	10.55214/25768484.v8i6.3956	10.55214/25768484.v8i6.3956	NUM
easat-3956	374	11	©	©	NOUN
easat-3956	374	12	2024	2024	NUM
easat-3956	374	13	by	by	ADP
easat-3956	374	14	the	the	DET
easat-3956	374	15	authors	author	NOUN
easat-3956	374	16	;	;	PUNCT
easat-3956	374	17	licensee	licensee	PROPN
easat-3956	374	18	learning	learning	NOUN
easat-3956	374	19	gate	gate	NOUN
easat-3956	374	20	that	that	SCONJ
easat-3956	374	21	numerous	numerous	ADJ
easat-3956	374	22	approaches	approach	NOUN
easat-3956	374	23	,	,	PUNCT
easat-3956	374	24	such	such	ADJ
easat-3956	374	25	as	as	ADP
easat-3956	374	26	advanced	advanced	ADJ
easat-3956	374	27	deep	deep	ADJ
easat-3956	374	28	learning	learning	NOUN
easat-3956	374	29	frameworks	framework	NOUN
easat-3956	374	30	like	like	ADP
easat-3956	374	31	bert	bert	NOUN
easat-3956	374	32	and	and	CCONJ
easat-3956	374	33	lstm	lstm	PROPN
easat-3956	374	34	,	,	PUNCT
easat-3956	374	35	have	have	AUX
easat-3956	374	36	demonstrated	demonstrate	VERB
easat-3956	374	37	encouraging	encouraging	ADJ
easat-3956	374	38	outcomes	outcome	NOUN
easat-3956	374	39	,	,	PUNCT
easat-3956	374	40	the	the	DET
easat-3956	374	41	obstacles	obstacle	NOUN
easat-3956	374	42	associated	associate	VERB
easat-3956	374	43	with	with	ADP
easat-3956	374	44	constrained	constrained	ADJ
easat-3956	374	45	datasets	dataset	NOUN
easat-3956	374	46	,	,	PUNCT
easat-3956	374	47	particularly	particularly	ADV
easat-3956	374	48	in	in	ADP
easat-3956	374	49	non	non	ADJ
easat-3956	374	50	-	-	ADJ
easat-3956	374	51	english	english	ADJ
easat-3956	374	52	languages	language	NOUN
easat-3956	374	53	like	like	ADP
easat-3956	374	54	arabic	arabic	ADJ
easat-3956	374	55	,	,	PUNCT
easat-3956	374	56	continue	continue	VERB
easat-3956	374	57	to	to	PART
easat-3956	374	58	pose	pose	VERB
easat-3956	374	59	challenges	challenge	NOUN
easat-3956	374	60	.	.	PUNCT
easat-3956	375	1	additional	additional	ADJ
easat-3956	375	2	inquiry	inquiry	NOUN
easat-3956	375	3	and	and	CCONJ
easat-3956	375	4	innovation	innovation	NOUN
easat-3956	375	5	are	be	AUX
easat-3956	375	6	imperative	imperative	ADJ
easat-3956	375	7	to	to	PART
easat-3956	375	8	surmount	surmount	VERB
easat-3956	375	9	these	these	DET
easat-3956	375	10	constraints	constraint	NOUN
easat-3956	375	11	and	and	CCONJ
easat-3956	375	12	augment	augment	VERB
easat-3956	375	13	the	the	DET
easat-3956	375	14	accuracy	accuracy	NOUN
easat-3956	375	15	of	of	ADP
easat-3956	375	16	grading	grade	VERB
easat-3956	375	17	as	as	ADV
easat-3956	375	18	well	well	ADV
easat-3956	375	19	as	as	ADP
easat-3956	375	20	the	the	DET
easat-3956	375	21	efficacy	efficacy	NOUN
easat-3956	375	22	of	of	ADP
easat-3956	375	23	feedback	feedback	NOUN
easat-3956	375	24	mechanisms	mechanism	NOUN
easat-3956	375	25	.	.	PUNCT
easat-3956	376	1	in	in	ADP
easat-3956	376	2	summary	summary	NOUN
easat-3956	376	3	,	,	PUNCT
easat-3956	376	4	automated	automate	VERB
easat-3956	376	5	grading	grading	NOUN
easat-3956	376	6	systems	system	NOUN
easat-3956	376	7	not	not	PART
easat-3956	376	8	only	only	ADV
easat-3956	376	9	refine	refine	VERB
easat-3956	376	10	the	the	DET
easat-3956	376	11	grading	grade	VERB
easat-3956	376	12	procedure	procedure	NOUN
easat-3956	376	13	but	but	CCONJ
easat-3956	376	14	also	also	ADV
easat-3956	376	15	assist	assist	VERB
easat-3956	376	16	educators	educator	NOUN
easat-3956	376	17	by	by	ADP
easat-3956	376	18	enabling	enable	VERB
easat-3956	376	19	them	they	PRON
easat-3956	376	20	to	to	PART
easat-3956	376	21	concentrate	concentrate	VERB
easat-3956	376	22	on	on	ADP
easat-3956	376	23	more	more	ADJ
easat-3956	376	24	vital	vital	ADJ
easat-3956	376	25	responsibilities	responsibility	NOUN
easat-3956	376	26	,	,	PUNCT
easat-3956	376	27	such	such	ADJ
easat-3956	376	28	as	as	ADP
easat-3956	376	29	curriculum	curriculum	NOUN
easat-3956	376	30	development	development	NOUN
easat-3956	376	31	and	and	CCONJ
easat-3956	376	32	fostering	foster	VERB
easat-3956	376	33	student	student	NOUN
easat-3956	376	34	engagement	engagement	NOUN
easat-3956	376	35	.	.	PUNCT
easat-3956	377	1	the	the	DET
easat-3956	377	2	contributions	contribution	NOUN
easat-3956	377	3	delineated	delineate	VERB
easat-3956	377	4	in	in	ADP
easat-3956	377	5	our	our	PRON
easat-3956	377	6	investigation	investigation	NOUN
easat-3956	377	7	are	be	AUX
easat-3956	377	8	numerous	numerous	ADJ
easat-3956	377	9	:	:	PUNCT
easat-3956	377	10	(	(	PUNCT
easat-3956	377	11	a	a	X
easat-3956	377	12	)	)	PUNCT
easat-3956	377	13	comprehensive	comprehensive	ADJ
easat-3956	377	14	survey	survey	NOUN
easat-3956	377	15	of	of	ADP
easat-3956	377	16	the	the	DET
easat-3956	377	17	prevailing	prevail	VERB
easat-3956	377	18	methodologies	methodology	NOUN
easat-3956	377	19	for	for	ADP
easat-3956	377	20	assessing	assess	VERB
easat-3956	377	21	short	short	ADJ
easat-3956	377	22	text	text	NOUN
easat-3956	377	23	similarity	similarity	NOUN
easat-3956	377	24	;	;	PUNCT
easat-3956	377	25	an	an	DET
easat-3956	377	26	elucidation	elucidation	NOUN
easat-3956	377	27	of	of	ADP
easat-3956	377	28	the	the	DET
easat-3956	377	29	principal	principal	ADJ
easat-3956	377	30	challenges	challenge	NOUN
easat-3956	377	31	and	and	CCONJ
easat-3956	377	32	constraints	constraint	VERB
easat-3956	377	33	inherent	inherent	ADJ
easat-3956	377	34	in	in	ADP
easat-3956	377	35	these	these	DET
easat-3956	377	36	methodologies	methodology	NOUN
easat-3956	377	37	;	;	PUNCT
easat-3956	377	38	an	an	DET
easat-3956	377	39	exposition	exposition	NOUN
easat-3956	377	40	of	of	ADP
easat-3956	377	41	the	the	DET
easat-3956	377	42	current	current	ADJ
easat-3956	377	43	deep	deep	ADJ
easat-3956	377	44	learning	learning	NOUN
easat-3956	377	45	-	-	PUNCT
easat-3956	377	46	driven	drive	VERB
easat-3956	377	47	,	,	PUNCT
easat-3956	377	48	text	text	NOUN
easat-3956	377	49	similarity	similarity	NOUN
easat-3956	377	50	-	-	PUNCT
easat-3956	377	51	oriented	orient	VERB
easat-3956	377	52	,	,	PUNCT
easat-3956	377	53	and	and	CCONJ
easat-3956	377	54	hybrid	hybrid	ADJ
easat-3956	377	55	approaches	approach	NOUN
easat-3956	377	56	.	.	PUNCT
easat-3956	378	1	copyright	copyright	NOUN
easat-3956	378	2	:	:	PUNCT
easat-3956	378	3	©	©	PROPN
easat-3956	378	4	2024	2024	NUM
easat-3956	378	5	by	by	ADP
easat-3956	378	6	the	the	DET
easat-3956	378	7	authors	author	NOUN
easat-3956	378	8	.	.	PUNCT
easat-3956	379	1	this	this	DET
easat-3956	379	2	article	article	NOUN
easat-3956	379	3	is	be	AUX
easat-3956	379	4	an	an	DET
easat-3956	379	5	open	open	ADJ
easat-3956	379	6	access	access	NOUN
easat-3956	379	7	article	article	NOUN
easat-3956	379	8	distributed	distribute	VERB
easat-3956	379	9	under	under	ADP
easat-3956	379	10	the	the	DET
easat-3956	379	11	terms	term	NOUN
easat-3956	379	12	and	and	CCONJ
easat-3956	379	13	conditions	condition	NOUN
easat-3956	379	14	of	of	ADP
easat-3956	379	15	the	the	DET
easat-3956	379	16	creative	creative	ADJ
easat-3956	379	17	commons	common	NOUN
easat-3956	379	18	attribution	attribution	NOUN
easat-3956	379	19	(	(	PUNCT
easat-3956	379	20	cc	cc	NOUN
easat-3956	379	21	by	by	ADP
easat-3956	379	22	)	)	PUNCT
easat-3956	379	23	license	license	NOUN
easat-3956	379	24	(	(	PUNCT
easat-3956	379	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3956	379	26	)	)	PUNCT
easat-3956	379	27	.	.	PUNCT
easat-3956	380	1	references	reference	NOUN
easat-3956	380	2	[	[	X
easat-3956	380	3	1	1	NUM
easat-3956	380	4	]	]	X
easat-3956	380	5	soulimani	soulimani	NOUN
easat-3956	380	6	,	,	PUNCT
easat-3956	380	7	younes	younes	PROPN
easat-3956	380	8	alaoui	alaoui	PROPN
easat-3956	380	9	;	;	PUNCT
easat-3956	380	10	el	el	PROPN
easat-3956	380	11	achaak	achaak	NOUN
easat-3956	380	12	,	,	PUNCT
easat-3956	380	13	lotfi	lotfi	NOUN
easat-3956	380	14	;	;	PUNCT
easat-3956	380	15	bouhorma	bouhorma	NOUN
easat-3956	380	16	,	,	PUNCT
easat-3956	380	17	mohammed	mohammed	PROPN
easat-3956	380	18	.	.	PUNCT
easat-3956	381	1	deep	deep	ADJ
easat-3956	381	2	learning	learning	NOUN
easat-3956	381	3	based	base	VERB
easat-3956	381	4	arabic	arabic	ADJ
easat-3956	381	5	short	short	ADJ
easat-3956	381	6	answer	answer	NOUN
easat-3956	381	7	grading	grade	VERB
easat-3956	381	8	in	in	ADP
easat-3956	381	9	serious	serious	ADJ
easat-3956	381	10	games	game	NOUN
easat-3956	381	11	.	.	PUNCT
easat-3956	382	1	international	international	ADJ
easat-3956	382	2	journal	journal	PROPN
easat-3956	382	3	of	of	ADP
easat-3956	382	4	electrical	electrical	ADJ
easat-3956	382	5	&	&	CCONJ
easat-3956	382	6	computer	computer	PROPN
easat-3956	382	7	engineering	engineering	NOUN
easat-3956	382	8	(	(	PUNCT
easat-3956	382	9	2088	2088	NUM
easat-3956	382	10	-	-	SYM
easat-3956	382	11	8708	8708	NUM
easat-3956	382	12	)	)	PUNCT
easat-3956	382	13	,	,	PUNCT
easat-3956	382	14	2024	2024	NUM
easat-3956	382	15	,	,	PUNCT
easat-3956	382	16	14.1	14.1	NUM
easat-3956	382	17	.	.	PUNCT
easat-3956	383	1	[	[	X
easat-3956	383	2	2	2	NUM
easat-3956	383	3	]	]	X
easat-3956	383	4	wang	wang	PROPN
easat-3956	383	5	,	,	PUNCT
easat-3956	383	6	yaqing	yaqing	PROPN
easat-3956	383	7	,	,	PUNCT
easat-3956	383	8	et	et	PROPN
easat-3956	383	9	al	al	PROPN
easat-3956	383	10	.	.	PROPN
easat-3956	383	11	automated	automate	VERB
easat-3956	383	12	evaluation	evaluation	NOUN
easat-3956	383	13	of	of	ADP
easat-3956	383	14	personalized	personalize	VERB
easat-3956	383	15	text	text	NOUN
easat-3956	383	16	generation	generation	NOUN
easat-3956	383	17	using	use	VERB
easat-3956	383	18	large	large	ADJ
easat-3956	383	19	language	language	NOUN
easat-3956	383	20	models	model	NOUN
easat-3956	383	21	.	.	PUNCT
easat-3956	384	1	arxiv	arxiv	PROPN
easat-3956	384	2	preprint	preprint	VERB
easat-3956	384	3	arxiv:2310.11593	arxiv:2310.11593	PROPN
easat-3956	384	4	,	,	PUNCT
easat-3956	384	5	2023	2023	NUM
easat-3956	384	6	.	.	PUNCT
easat-3956	385	1	[	[	X
easat-3956	385	2	3	3	NUM
easat-3956	385	3	]	]	X
easat-3956	385	4	omran	omran	NOUN
easat-3956	385	5	,	,	PUNCT
easat-3956	385	6	ali	ali	PROPN
easat-3956	385	7	muftah	muftah	PROPN
easat-3956	385	8	ben	ben	PROPN
easat-3956	385	9	;	;	PUNCT
easat-3956	385	10	ab	ab	PROPN
easat-3956	385	11	aziz	aziz	PROPN
easat-3956	385	12	,	,	PUNCT
easat-3956	385	13	mohd	mohd	PROPN
easat-3956	385	14	juzaiddin	juzaiddin	PROPN
easat-3956	385	15	.	.	PUNCT
easat-3956	386	1	automatic	automatic	ADJ
easat-3956	386	2	essay	essay	NOUN
easat-3956	386	3	grading	grade	VERB
easat-3956	386	4	system	system	NOUN
easat-3956	386	5	for	for	ADP
easat-3956	386	6	short	short	ADJ
easat-3956	386	7	answers	answer	NOUN
easat-3956	386	8	in	in	ADP
easat-3956	386	9	english	english	ADJ
easat-3956	386	10	language	language	NOUN
easat-3956	386	11	.	.	PUNCT
easat-3956	387	1	journal	journal	NOUN
easat-3956	387	2	of	of	ADP
easat-3956	387	3	computer	computer	NOUN
easat-3956	387	4	science	science	NOUN
easat-3956	387	5	,	,	PUNCT
easat-3956	387	6	2013	2013	NUM
easat-3956	387	7	,	,	PUNCT
easat-3956	387	8	9.10	9.10	NUM
easat-3956	387	9	:	:	SYM
easat-3956	387	10	1369	1369	NUM
easat-3956	387	11	.	.	PUNCT
easat-3956	388	1	[	[	X
easat-3956	388	2	4	4	NUM
easat-3956	388	3	]	]	X
easat-3956	388	4	meccawy	meccawy	PROPN
easat-3956	388	5	,	,	PUNCT
easat-3956	388	6	maram	maram	PROPN
easat-3956	388	7	,	,	PUNCT
easat-3956	388	8	et	et	PROPN
easat-3956	388	9	al	al	PROPN
easat-3956	388	10	.	.	PROPN
easat-3956	388	11	automatic	automatic	ADJ
easat-3956	388	12	essay	essay	NOUN
easat-3956	388	13	scoring	score	VERB
easat-3956	388	14	for	for	ADP
easat-3956	388	15	arabic	arabic	ADJ
easat-3956	388	16	short	short	ADJ
easat-3956	388	17	answer	answer	NOUN
easat-3956	388	18	questions	question	NOUN
easat-3956	388	19	using	use	VERB
easat-3956	388	20	text	text	NOUN
easat-3956	388	21	mining	mining	NOUN
easat-3956	388	22	techniques	technique	NOUN
easat-3956	388	23	.	.	PUNCT
easat-3956	389	1	international	international	ADJ
easat-3956	389	2	journal	journal	NOUN
easat-3956	389	3	of	of	ADP
easat-3956	389	4	advanced	advanced	ADJ
easat-3956	389	5	computer	computer	NOUN
easat-3956	389	6	science	science	NOUN
easat-3956	389	7	and	and	CCONJ
easat-3956	389	8	applications	application	NOUN
easat-3956	389	9	,	,	PUNCT
easat-3956	389	10	2023	2023	NUM
easat-3956	389	11	,	,	PUNCT
easat-3956	389	12	14.6	14.6	NUM
easat-3956	389	13	.	.	PUNCT
easat-3956	390	1	[	[	X
easat-3956	390	2	5	5	NUM
easat-3956	390	3	]	]	X
easat-3956	390	4	tulu	tulu	VERB
easat-3956	390	5	,	,	PUNCT
easat-3956	390	6	cagatay	cagatay	NOUN
easat-3956	390	7	neftali	neftali	VERB
easat-3956	390	8	;	;	PUNCT
easat-3956	390	9	ozkaya	ozkaya	PROPN
easat-3956	390	10	,	,	PUNCT
easat-3956	390	11	ozge	ozge	PROPN
easat-3956	390	12	;	;	PUNCT
easat-3956	390	13	orhan	orhan	PROPN
easat-3956	390	14	,	,	PUNCT
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easat-3956	391	1	automatic	automatic	ADJ
easat-3956	391	2	short	short	ADJ
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easat-3956	391	4	grading	grade	VERB
easat-3956	391	5	with	with	ADP
easat-3956	391	6	semspace	semspace	NOUN
easat-3956	391	7	sense	sense	NOUN
easat-3956	391	8	vectors	vector	NOUN
easat-3956	391	9	and	and	CCONJ
easat-3956	391	10	malstm	malstm	PROPN
easat-3956	391	11	.	.	PUNCT
easat-3956	392	1	ieee	ieee	NOUN
easat-3956	392	2	access	access	NOUN
easat-3956	392	3	,	,	PUNCT
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easat-3956	392	5	,	,	PUNCT
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easat-3956	392	7	:	:	SYM
easat-3956	392	8	19270	19270	NUM
easat-3956	392	9	-	-	SYM
easat-3956	392	10	19280	19280	NUM
easat-3956	392	11	.	.	PUNCT
easat-3956	393	1	[	[	X
easat-3956	393	2	6	6	NUM
easat-3956	393	3	]	]	X
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easat-3956	393	5	,	,	PUNCT
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easat-3956	394	1	v.	v.	ADP
easat-3956	394	2	,	,	PUNCT
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easat-3956	394	4	al	al	PROPN
easat-3956	394	5	.	.	PROPN
easat-3956	394	6	automated	automate	VERB
easat-3956	394	7	essay	essay	NOUN
easat-3956	394	8	grading	grade	VERB
easat-3956	394	9	using	use	VERB
easat-3956	394	10	machine	machine	NOUN
easat-3956	394	11	learning	learning	NOUN
easat-3956	394	12	algorithm	algorithm	NOUN
easat-3956	394	13	.	.	PUNCT
easat-3956	395	1	in	in	ADP
easat-3956	395	2	:	:	PUNCT
easat-3956	395	3	journal	journal	PROPN
easat-3956	395	4	of	of	ADP
easat-3956	395	5	physics	physics	PROPN
easat-3956	395	6	:	:	PUNCT
easat-3956	395	7	conference	conference	NOUN
easat-3956	395	8	series	series	NOUN
easat-3956	395	9	.	.	PUNCT
easat-3956	396	1	iop	iop	PROPN
easat-3956	396	2	publishing	publishing	NOUN
easat-3956	396	3	,	,	PUNCT
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easat-3956	396	5	.	.	PUNCT
easat-3956	397	1	p.	p.	NOUN
easat-3956	397	2	012030	012030	NUM
easat-3956	397	3	.	.	PUNCT
easat-3956	398	1	[	[	X
easat-3956	398	2	7	7	NUM
easat-3956	398	3	]	]	SYM
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easat-3956	398	5	,	,	PUNCT
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easat-3956	398	8	eguchi	eguchi	NOUN
easat-3956	398	9	,	,	PUNCT
easat-3956	398	10	masaki	masaki	PROPN
easat-3956	398	11	.	.	PUNCT
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easat-3956	398	13	the	the	DET
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easat-3956	398	15	of	of	ADP
easat-3956	398	16	using	use	VERB
easat-3956	398	17	an	an	DET
easat-3956	398	18	ai	ai	NOUN
easat-3956	398	19	language	language	NOUN
easat-3956	398	20	model	model	NOUN
easat-3956	398	21	for	for	ADP
easat-3956	398	22	automated	automate	VERB
easat-3956	398	23	essay	essay	ADJ
easat-3956	398	24	scoring	scoring	NOUN
easat-3956	398	25	.	.	PUNCT
easat-3956	399	1	research	research	NOUN
easat-3956	399	2	methods	method	NOUN
easat-3956	399	3	in	in	ADP
easat-3956	399	4	applied	applied	ADJ
easat-3956	399	5	linguistics	linguistic	NOUN
easat-3956	399	6	,	,	PUNCT
easat-3956	399	7	2023	2023	NUM
easat-3956	399	8	,	,	PUNCT
easat-3956	399	9	2.2	2.2	NUM
easat-3956	399	10	:	:	SYM
easat-3956	399	11	100050	100050	NUM
easat-3956	399	12	.	.	PUNCT
easat-3956	400	1	[	[	X
easat-3956	400	2	8	8	NUM
easat-3956	400	3	]	]	X
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easat-3956	400	5	,	,	PUNCT
easat-3956	400	6	mohamed	mohamed	PROPN
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easat-3956	400	8	;	;	PUNCT
easat-3956	400	9	hassan	hassan	PROPN
easat-3956	400	10	,	,	PUNCT
easat-3956	400	11	hesham	hesham	PROPN
easat-3956	400	12	a.	a.	PROPN
easat-3956	400	13	;	;	PUNCT
easat-3956	400	14	nassef	nassef	PROPN
easat-3956	400	15	,	,	PUNCT
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easat-3956	400	17	.	.	PUNCT
easat-3956	401	1	a	a	DET
easat-3956	401	2	trait	trait	NOUN
easat-3956	401	3	-	-	PUNCT
easat-3956	401	4	based	base	VERB
easat-3956	401	5	deep	deep	ADJ
easat-3956	401	6	learning	learn	VERB
easat-3956	401	7	automated	automate	VERB
easat-3956	401	8	essay	essay	NOUN
easat-3956	401	9	scoring	scoring	NOUN
easat-3956	401	10	system	system	NOUN
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easat-3956	401	12	adaptive	adaptive	ADJ
easat-3956	401	13	feedback	feedback	NOUN
easat-3956	401	14	.	.	PUNCT
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easat-3956	402	2	journal	journal	NOUN
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easat-3956	402	4	advanced	advanced	ADJ
easat-3956	402	5	computer	computer	NOUN
easat-3956	402	6	science	science	NOUN
easat-3956	402	7	and	and	CCONJ
easat-3956	402	8	applications	application	NOUN
easat-3956	402	9	,	,	PUNCT
easat-3956	402	10	2020	2020	NUM
easat-3956	402	11	,	,	PUNCT
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easat-3956	402	13	.	.	PUNCT
easat-3956	403	1	[	[	X
easat-3956	403	2	9	9	NUM
easat-3956	403	3	]	]	X
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easat-3956	403	5	,	,	PUNCT
easat-3956	403	6	brian	brian	PROPN
easat-3956	403	7	;	;	PUNCT
easat-3956	403	8	jang	jang	PROPN
easat-3956	403	9	,	,	PUNCT
easat-3956	403	10	youngbin	youngbin	PROPN
easat-3956	403	11	;	;	PUNCT
easat-3956	403	12	yoon	yoon	PROPN
easat-3956	403	13	,	,	PUNCT
easat-3956	403	14	jaewoong	jaewoong	PROPN
easat-3956	403	15	.	.	PUNCT
easat-3956	403	16	rubric	rubric	ADJ
easat-3956	403	17	-	-	PUNCT
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easat-3956	403	19	approach	approach	NOUN
easat-3956	403	20	to	to	ADP
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easat-3956	403	22	essay	essay	NOUN
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easat-3956	403	24	with	with	ADP
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easat-3956	403	27	.	.	PUNCT
easat-3956	404	1	arxiv	arxiv	PROPN
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easat-3956	404	4	,	,	PUNCT
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easat-3956	405	1	[	[	X
easat-3956	405	2	10	10	NUM
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easat-3956	405	5	,	,	PUNCT
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easat-3956	406	12	and	and	CCONJ
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easat-3956	406	14	knowledge	knowledge	NOUN
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easat-3956	407	2	in	in	ADP
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easat-3956	407	4	learning	learning	NOUN
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easat-3956	407	7	,	,	PUNCT
easat-3956	407	8	2023	2023	NUM
easat-3956	407	9	,	,	PUNCT
easat-3956	407	10	17.1	17.1	NUM
easat-3956	407	11	:	:	PUNCT
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easat-3956	407	13	-	-	SYM
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easat-3956	407	15	.	.	PUNCT
easat-3956	408	1	[	[	X
easat-3956	408	2	11	11	NUM
easat-3956	408	3	]	]	X
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easat-3956	408	7	,	,	PUNCT
easat-3956	408	8	"	"	PUNCT
easat-3956	408	9	computational	computational	ADJ
easat-3956	408	10	investigation	investigation	NOUN
easat-3956	408	11	of	of	ADP
easat-3956	408	12	pernicious	pernicious	ADJ
easat-3956	408	13	compounds	compound	NOUN
easat-3956	408	14	:	:	PUNCT
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easat-3956	408	18	energy	energy	NOUN
easat-3956	408	19	density	density	NOUN
easat-3956	408	20	materials	material	NOUN
easat-3956	408	21	and	and	CCONJ
easat-3956	408	22	their	their	PRON
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easat-3956	408	24	mechanisms	mechanism	NOUN
easat-3956	408	25	,	,	PUNCT
easat-3956	408	26	"	"	PUNCT
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easat-3956	408	30	,	,	PUNCT
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easat-3956	409	1	[	[	X
easat-3956	409	2	12	12	NUM
easat-3956	409	3	]	]	X
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easat-3956	409	42	pp	pp	ADJ
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easat-3956	409	45	-	-	SYM
easat-3956	409	46	4202	4202	NUM
easat-3956	409	47	,	,	PUNCT
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easat-3956	409	49	.	.	PUNCT
easat-3956	410	1	doi	doi	NOUN
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easat-3956	411	2	13	13	NUM
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easat-3956	412	2	14	14	NUM
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easat-3956	413	7	pp	pp	ADJ
easat-3956	413	8	.	.	PUNCT
easat-3956	414	1	21657	21657	NUM
easat-3956	414	2	-	-	SYM
easat-3956	414	3	21676	21676	NUM
easat-3956	414	4	,	,	PUNCT
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easat-3956	414	10	-	-	PUNCT
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easat-3956	414	12	-	-	PUNCT
easat-3956	414	13	078199	078199	NUM
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easat-3956	421	42	file:///c:/users	file:///c:/user	NOUN
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easat-3956	421	55	-	-	PUNCT
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easat-3956	426	20	qspr	qspr	NOUN
easat-3956	426	21	studies	study	NOUN
easat-3956	426	22	:	:	PUNCT
easat-3956	426	23	theory	theory	NOUN
easat-3956	426	24	and	and	CCONJ
easat-3956	426	25	application	application	NOUN
easat-3956	426	26	,	,	PUNCT
easat-3956	426	27	"	"	PUNCT
easat-3956	426	28	journal	journal	NOUN
easat-3956	426	29	of	of	ADP
easat-3956	426	30	the	the	DET
easat-3956	426	31	brazilian	brazilian	ADJ
easat-3956	426	32	chemical	chemical	NOUN
easat-3956	426	33	society	society	NOUN
easat-3956	426	34	,	,	PUNCT
easat-3956	426	35	vol	vol	NOUN
easat-3956	426	36	.	.	PROPN
easat-3956	426	37	20	20	NUM
easat-3956	426	38	,	,	PUNCT
easat-3956	426	39	pp	pp	ADJ
easat-3956	426	40	.	.	PUNCT
easat-3956	427	1	770	770	NUM
easat-3956	427	2	-	-	SYM
easat-3956	427	3	787	787	NUM
easat-3956	427	4	,	,	PUNCT
easat-3956	427	5	2009	2009	NUM
easat-3956	427	6	.	.	PUNCT
easat-3956	428	1	[	[	X
easat-3956	428	2	21	21	NUM
easat-3956	428	3	]	]	X
easat-3956	428	4	pun	pun	PROPN
easat-3956	428	5	,	,	PUNCT
easat-3956	428	6	kun	kun	PROPN
easat-3956	428	7	;	;	PUNCT
easat-3956	428	8	wang	wang	PROPN
easat-3956	428	9	,	,	PUNCT
easat-3956	428	10	rong	rong	PROPN
easat-3956	428	11	.	.	PUNCT
easat-3956	429	1	automatic	automatic	ADJ
easat-3956	429	2	essay	essay	ADJ
easat-3956	429	3	multi	multi	ADJ
easat-3956	429	4	-	-	ADJ
easat-3956	429	5	dimensional	dimensional	ADJ
easat-3956	429	6	scoring	scoring	NOUN
easat-3956	429	7	with	with	ADP
easat-3956	429	8	fine	fine	ADV
easat-3956	429	9	-	-	PUNCT
easat-3956	429	10	tuning	tuning	NOUN
easat-3956	429	11	and	and	CCONJ
easat-3956	429	12	multiple	multiple	ADJ
easat-3956	429	13	regression	regression	NOUN
easat-3956	429	14	.	.	PUNCT
easat-3956	430	1	arxiv	arxiv	PROPN
easat-3956	430	2	preprint	preprint	PROPN
easat-3956	430	3	arxiv:2406.01198	arxiv:2406.01198	NOUN
easat-3956	430	4	,	,	PUNCT
easat-3956	430	5	2024	2024	NUM
easat-3956	430	6	.	.	PUNCT
easat-3956	431	1	[	[	X
easat-3956	431	2	22	22	NUM
easat-3956	431	3	]	]	X
easat-3956	431	4	kumar	kumar	PROPN
easat-3956	431	5	,	,	PUNCT
easat-3956	431	6	vivekanandan	vivekanandan	PROPN
easat-3956	431	7	s.	s.	PROPN
easat-3956	431	8	;	;	PUNCT
easat-3956	431	9	boulanger	boulanger	PROPN
easat-3956	431	10	,	,	PUNCT
easat-3956	431	11	david	david	PROPN
easat-3956	431	12	.	.	PROPN
easat-3956	432	1	automated	automate	VERB
easat-3956	432	2	essay	essay	NOUN
easat-3956	432	3	scoring	scoring	NOUN
easat-3956	432	4	and	and	CCONJ
easat-3956	432	5	the	the	DET
easat-3956	432	6	deep	deep	ADJ
easat-3956	432	7	learning	learn	VERB
easat-3956	432	8	black	black	ADJ
easat-3956	432	9	box	box	PROPN
easat-3956	432	10	:	:	PUNCT
easat-3956	432	11	how	how	SCONJ
easat-3956	432	12	are	be	AUX
easat-3956	432	13	rubric	rubric	ADJ
easat-3956	432	14	scores	score	NOUN
easat-3956	432	15	determined	determine	VERB
easat-3956	432	16	?	?	PUNCT
easat-3956	432	17	.	.	PUNCT
easat-3956	433	1	international	international	ADJ
easat-3956	433	2	journal	journal	PROPN
easat-3956	433	3	of	of	ADP
easat-3956	433	4	artificial	artificial	ADJ
easat-3956	433	5	intelligence	intelligence	NOUN
easat-3956	433	6	in	in	ADP
easat-3956	433	7	education	education	NOUN
easat-3956	433	8	,	,	PUNCT
easat-3956	433	9	2021	2021	NUM
easat-3956	433	10	,	,	PUNCT
easat-3956	433	11	31	31	NUM
easat-3956	433	12	:	:	PUNCT
easat-3956	433	13	538	538	NUM
easat-3956	433	14	-	-	SYM
easat-3956	433	15	584	584	NUM
easat-3956	433	16	.	.	PUNCT
easat-3956	434	1	[	[	X
easat-3956	434	2	23	23	NUM
easat-3956	434	3	]	]	X
easat-3956	434	4	konade	konade	PROPN
easat-3956	434	5	,	,	PUNCT
easat-3956	434	6	shashank	shashank	PROPN
easat-3956	434	7	,	,	PUNCT
easat-3956	434	8	et	et	PROPN
easat-3956	434	9	al	al	PROPN
easat-3956	434	10	.	.	PUNCT
easat-3956	434	11	implementation	implementation	NOUN
easat-3956	434	12	of	of	ADP
easat-3956	434	13	an	an	DET
easat-3956	434	14	automated	automate	VERB
easat-3956	434	15	answer	answer	NOUN
easat-3956	434	16	evaluation	evaluation	NOUN
easat-3956	434	17	system	system	NOUN
easat-3956	434	18	.	.	PUNCT
easat-3956	435	1	in	in	ADP
easat-3956	435	2	:	:	PUNCT
easat-3956	435	3	2024	2024	NUM
easat-3956	435	4	ieee	ieee	PROPN
easat-3956	435	5	international	international	ADJ
easat-3956	435	6	conference	conference	NOUN
easat-3956	435	7	on	on	ADP
easat-3956	435	8	computing	computing	NOUN
easat-3956	435	9	,	,	PUNCT
easat-3956	435	10	power	power	NOUN
easat-3956	435	11	and	and	CCONJ
easat-3956	435	12	communication	communication	NOUN
easat-3956	435	13	technologies	technology	NOUN
easat-3956	435	14	(	(	PUNCT
easat-3956	435	15	ic2pct	ic2pct	PROPN
easat-3956	435	16	)	)	PUNCT
easat-3956	435	17	.	.	PUNCT
easat-3956	436	1	ieee	ieee	NOUN
easat-3956	436	2	,	,	PUNCT
easat-3956	436	3	2024	2024	NUM
easat-3956	436	4	.	.	PUNCT
easat-3956	437	1	p.	p.	NOUN
easat-3956	437	2	457462	457462	NUM
easat-3956	437	3	.	.	PUNCT
easat-3956	438	1	[	[	X
easat-3956	438	2	24	24	NUM
easat-3956	438	3	]	]	SYM
easat-3956	438	4	ouahrani	ouahrani	NOUN
easat-3956	438	5	,	,	PUNCT
easat-3956	438	6	leila	leila	PROPN
easat-3956	438	7	;	;	PUNCT
easat-3956	438	8	bennouar	bennouar	NOUN
easat-3956	438	9	,	,	PUNCT
easat-3956	438	10	djamal	djamal	NOUN
easat-3956	438	11	.	.	PUNCT
easat-3956	438	12	ar	ar	NOUN
easat-3956	438	13	-	-	PUNCT
easat-3956	438	14	asag	asag	ADJ
easat-3956	438	15	an	an	DET
easat-3956	438	16	arabic	arabic	ADJ
easat-3956	438	17	dataset	dataset	NOUN
easat-3956	438	18	for	for	ADP
easat-3956	438	19	automatic	automatic	ADJ
easat-3956	438	20	short	short	ADJ
easat-3956	438	21	answer	answer	NOUN
easat-3956	438	22	grading	grade	VERB
easat-3956	438	23	evaluation	evaluation	NOUN
easat-3956	438	24	.	.	PUNCT
easat-3956	439	1	in	in	ADP
easat-3956	439	2	:	:	PUNCT
easat-3956	439	3	proceedings	proceeding	NOUN
easat-3956	439	4	of	of	ADP
easat-3956	439	5	the	the	DET
easat-3956	439	6	twelfth	twelfth	ADJ
easat-3956	439	7	language	language	NOUN
easat-3956	439	8	resources	resource	NOUN
easat-3956	439	9	and	and	CCONJ
easat-3956	439	10	evaluation	evaluation	NOUN
easat-3956	439	11	conference	conference	NOUN
easat-3956	439	12	.	.	PUNCT
easat-3956	440	1	2020	2020	NUM
easat-3956	440	2	.	.	PUNCT
easat-3956	441	1	p.	p.	NOUN
easat-3956	441	2	2634	2634	NUM
easat-3956	441	3	-	-	SYM
easat-3956	441	4	2643	2643	NUM
easat-3956	441	5	.	.	PUNCT
easat-3956	442	1	[	[	X
easat-3956	442	2	25	25	NUM
easat-3956	442	3	]	]	PUNCT
easat-3956	442	4	mijbel	mijbel	NOUN
easat-3956	442	5	,	,	PUNCT
easat-3956	442	6	sumaya	sumaya	NOUN
easat-3956	442	7	h.	h.	PROPN
easat-3956	442	8	;	;	PUNCT
easat-3956	442	9	sadiq	sadiq	PROPN
easat-3956	442	10	,	,	PUNCT
easat-3956	442	11	ahmed	ahmed	PROPN
easat-3956	442	12	t.	t.	PROPN
easat-3956	442	13	short	short	ADJ
easat-3956	442	14	answers	answer	NOUN
easat-3956	442	15	assessment	assessment	NOUN
easat-3956	442	16	approach	approach	NOUN
easat-3956	442	17	based	base	VERB
easat-3956	442	18	on	on	ADP
easat-3956	442	19	semantic	semantic	ADJ
easat-3956	442	20	network	network	NOUN
easat-3956	442	21	.	.	PUNCT
easat-3956	443	1	iraqi	iraqi	ADJ
easat-3956	443	2	journal	journal	PROPN
easat-3956	443	3	of	of	ADP
easat-3956	443	4	science	science	NOUN
easat-3956	443	5	,	,	PUNCT
easat-3956	443	6	2022	2022	NUM
easat-3956	443	7	,	,	PUNCT
easat-3956	443	8	2702	2702	NUM
easat-3956	443	9	-	-	SYM
easat-3956	443	10	2711	2711	NUM
easat-3956	443	11	.	.	PUNCT
easat-3956	444	1	[	[	X
easat-3956	444	2	26	26	NUM
easat-3956	444	3	]	]	X
easat-3956	444	4	al	al	PROPN
easat-3956	444	5	awaida	awaida	PROPN
easat-3956	444	6	,	,	PUNCT
easat-3956	444	7	saeda	saeda	PROPN
easat-3956	444	8	a.	a.	PROPN
easat-3956	444	9	;	;	PUNCT
easat-3956	444	10	al	al	PROPN
easat-3956	444	11	-	-	PUNCT
easat-3956	444	12	shargabi	shargabi	PROPN
easat-3956	444	13	,	,	PUNCT
easat-3956	444	14	bassam	bassam	PROPN
easat-3956	444	15	;	;	PUNCT
easat-3956	444	16	al	al	PROPN
easat-3956	444	17	-	-	PUNCT
easat-3956	444	18	rousan	rousan	NOUN
easat-3956	444	19	,	,	PUNCT
easat-3956	444	20	thamer	thamer	PROPN
easat-3956	444	21	.	.	PUNCT
easat-3956	445	1	automated	automate	VERB
easat-3956	445	2	arabic	arabic	ADJ
easat-3956	445	3	essay	essay	NOUN
easat-3956	445	4	grading	grade	VERB
easat-3956	445	5	system	system	NOUN
easat-3956	445	6	based	base	VERB
easat-3956	445	7	on	on	ADP
easat-3956	445	8	f	f	NOUN
easat-3956	445	9	-	-	PUNCT
easat-3956	445	10	score	score	NOUN
easat-3956	445	11	and	and	CCONJ
easat-3956	445	12	arabic	arabic	ADJ
easat-3956	445	13	worldnet	worldnet	PROPN
easat-3956	445	14	.	.	PUNCT
easat-3956	446	1	jordanian	jordanian	PROPN
easat-3956	446	2	journal	journal	PROPN
easat-3956	446	3	of	of	ADP
easat-3956	446	4	computers	computer	NOUN
easat-3956	446	5	and	and	CCONJ
easat-3956	446	6	information	information	NOUN
easat-3956	446	7	technology	technology	NOUN
easat-3956	446	8	,	,	PUNCT
easat-3956	446	9	2019	2019	NUM
easat-3956	446	10	,	,	PUNCT
easat-3956	446	11	5.3	5.3	NUM
easat-3956	446	12	.	.	PUNCT
easat-3956	447	1	[	[	X
easat-3956	447	2	27	27	NUM
easat-3956	447	3	]	]	X
easat-3956	447	4	balaha	balaha	NOUN
easat-3956	447	5	,	,	PUNCT
easat-3956	447	6	hossam	hossam	NOUN
easat-3956	447	7	magdy	magdy	NOUN
easat-3956	447	8	;	;	PUNCT
easat-3956	447	9	saafan	saafan	PROPN
easat-3956	447	10	,	,	PUNCT
easat-3956	447	11	mahmoud	mahmoud	PROPN
easat-3956	447	12	m.	m.	PROPN
easat-3956	447	13	automatic	automatic	ADJ
easat-3956	447	14	exam	exam	NOUN
easat-3956	447	15	correction	correction	NOUN
easat-3956	447	16	framework	framework	NOUN
easat-3956	447	17	(	(	PUNCT
easat-3956	447	18	aecf	aecf	PROPN
easat-3956	447	19	)	)	PUNCT
easat-3956	447	20	for	for	ADP
easat-3956	447	21	the	the	DET
easat-3956	447	22	mcqs	mcqs	NOUN
easat-3956	447	23	,	,	PUNCT
easat-3956	447	24	essays	essay	NOUN
easat-3956	447	25	,	,	PUNCT
easat-3956	447	26	and	and	CCONJ
easat-3956	447	27	equations	equation	NOUN
easat-3956	447	28	matching	match	VERB
easat-3956	447	29	.	.	PUNCT
easat-3956	448	1	ieee	ieee	NOUN
easat-3956	448	2	access	access	NOUN
easat-3956	448	3	,	,	PUNCT
easat-3956	448	4	2021	2021	NUM
easat-3956	448	5	,	,	PUNCT
easat-3956	448	6	9	9	NUM
easat-3956	448	7	:	:	SYM
easat-3956	448	8	32368	32368	NUM
easat-3956	448	9	-	-	SYM
easat-3956	448	10	32389	32389	NUM
easat-3956	448	11	.	.	PUNCT
easat-3956	449	1	[	[	X
easat-3956	449	2	28	28	NUM
easat-3956	449	3	]	]	X
easat-3956	449	4	lotfy	lotfy	PROPN
easat-3956	449	5	,	,	PUNCT
easat-3956	449	6	nourmeen	nourmeen	PROPN
easat-3956	449	7	,	,	PUNCT
easat-3956	449	8	et	et	PROPN
easat-3956	449	9	al	al	PROPN
easat-3956	449	10	.	.	PUNCT
easat-3956	450	1	an	an	DET
easat-3956	450	2	enhanced	enhanced	ADJ
easat-3956	450	3	automatic	automatic	ADJ
easat-3956	450	4	arabic	arabic	ADJ
easat-3956	450	5	essay	essay	NOUN
easat-3956	450	6	scoring	scoring	NOUN
easat-3956	450	7	system	system	NOUN
easat-3956	450	8	based	base	VERB
easat-3956	450	9	on	on	ADP
easat-3956	450	10	machine	machine	NOUN
easat-3956	450	11	learning	learning	NOUN
easat-3956	450	12	algorithms	algorithm	NOUN
easat-3956	450	13	.	.	PUNCT
easat-3956	451	1	cmc	cmc	NOUN
easat-3956	451	2	-	-	PUNCT
easat-3956	451	3	computers	computer	NOUN
easat-3956	451	4	materials	material	NOUN
easat-3956	451	5	&	&	CCONJ
easat-3956	451	6	continua	continuum	NOUN
easat-3956	451	7	,	,	PUNCT
easat-3956	451	8	2023	2023	NUM
easat-3956	451	9	,	,	PUNCT
easat-3956	451	10	77.1	77.1	NUM
easat-3956	451	11	:	:	PUNCT
easat-3956	451	12	1227	1227	NUM
easat-3956	451	13	-	-	SYM
easat-3956	451	14	1249	1249	NUM
easat-3956	451	15	.	.	PUNCT
easat-3956	452	1	[	[	X
easat-3956	452	2	29	29	NUM
easat-3956	452	3	]	]	X
easat-3956	452	4	badry	badry	PROPN
easat-3956	452	5	,	,	PUNCT
easat-3956	452	6	rasha	rasha	PROPN
easat-3956	452	7	m.	m.	NOUN
easat-3956	452	8	,	,	PUNCT
easat-3956	452	9	et	et	PROPN
easat-3956	452	10	al	al	PROPN
easat-3956	452	11	.	.	PROPN
easat-3956	453	1	automatic	automatic	ADJ
easat-3956	453	2	arabic	arabic	ADJ
easat-3956	453	3	grading	grade	VERB
easat-3956	453	4	system	system	NOUN
easat-3956	453	5	for	for	ADP
easat-3956	453	6	short	short	ADJ
easat-3956	453	7	answer	answer	NOUN
easat-3956	453	8	questions	question	NOUN
easat-3956	453	9	.	.	PUNCT
easat-3956	454	1	ieee	ieee	NOUN
easat-3956	454	2	access	access	NOUN
easat-3956	454	3	,	,	PUNCT
easat-3956	454	4	2023	2023	NUM
easat-3956	454	5	,	,	PUNCT
easat-3956	454	6	11	11	NUM
easat-3956	454	7	:	:	SYM
easat-3956	454	8	39457	39457	NUM
easat-3956	454	9	-	-	SYM
easat-3956	454	10	39465	39465	NUM
easat-3956	454	11	.	.	PUNCT
easat-3956	455	1	[	[	X
easat-3956	455	2	30	30	NUM
easat-3956	455	3	]	]	X
easat-3956	455	4	abdul	abdul	PROPN
easat-3956	455	5	salam	salam	PROPN
easat-3956	455	6	,	,	PUNCT
easat-3956	455	7	mustafa	mustafa	PROPN
easat-3956	455	8	;	;	PUNCT
easat-3956	455	9	el	el	PROPN
easat-3956	455	10	-	-	PROPN
easat-3956	455	11	fatah	fatah	PROPN
easat-3956	455	12	,	,	PUNCT
easat-3956	455	13	mohamed	mohamed	PROPN
easat-3956	455	14	abd	abd	PROPN
easat-3956	455	15	;	;	PUNCT
easat-3956	455	16	hassan	hassan	PROPN
easat-3956	455	17	,	,	PUNCT
easat-3956	455	18	naglaa	naglaa	PROPN
easat-3956	455	19	fathy	fathy	PROPN
easat-3956	455	20	.	.	PUNCT
easat-3956	456	1	automatic	automatic	ADJ
easat-3956	456	2	grading	grading	NOUN
easat-3956	456	3	for	for	ADP
easat-3956	456	4	arabic	arabic	ADJ
easat-3956	456	5	short	short	ADJ
easat-3956	456	6	answer	answer	NOUN
easat-3956	456	7	questions	question	NOUN
easat-3956	456	8	using	use	VERB
easat-3956	456	9	optimized	optimize	VERB
easat-3956	456	10	deep	deep	ADJ
easat-3956	456	11	learning	learning	NOUN
easat-3956	456	12	model	model	NOUN
easat-3956	456	13	.	.	PUNCT
easat-3956	457	1	plos	plos	PROPN
easat-3956	457	2	one	one	NUM
easat-3956	457	3	,	,	PUNCT
easat-3956	457	4	2022	2022	NUM
easat-3956	457	5	,	,	PUNCT
easat-3956	457	6	17.8	17.8	NUM
easat-3956	457	7	:	:	PUNCT
easat-3956	457	8	e0272269	e0272269	NOUN
easat-3956	457	9	.	.	PUNCT
easat-3956	458	1	[	[	X
easat-3956	458	2	31	31	NUM
easat-3956	458	3	]	]	PUNCT
easat-3956	458	4	shehab	shehab	PROPN
easat-3956	458	5	,	,	PUNCT
easat-3956	458	6	abdulaziz	abdulaziz	PROPN
easat-3956	458	7	;	;	PUNCT
easat-3956	458	8	faroun	faroun	PROPN
easat-3956	458	9	,	,	PUNCT
easat-3956	458	10	mahmoud	mahmoud	PROPN
easat-3956	458	11	;	;	PUNCT
easat-3956	458	12	rashad	rashad	PROPN
easat-3956	458	13	,	,	PUNCT
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easat-3956	458	15	.	.	PUNCT
easat-3956	459	1	an	an	DET
easat-3956	459	2	automatic	automatic	ADJ
easat-3956	459	3	arabic	arabic	ADJ
easat-3956	459	4	essay	essay	NOUN
easat-3956	459	5	grading	grade	VERB
easat-3956	459	6	system	system	NOUN
easat-3956	459	7	based	base	VERB
easat-3956	459	8	on	on	ADP
easat-3956	459	9	text	text	NOUN
easat-3956	459	10	similarity	similarity	NOUN
easat-3956	459	11	algorithms	algorithm	NOUN
easat-3956	459	12	.	.	PUNCT
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easat-3956	460	2	journal	journal	NOUN
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easat-3956	460	4	advanced	advanced	ADJ
easat-3956	460	5	computer	computer	NOUN
easat-3956	460	6	science	science	NOUN
easat-3956	460	7	and	and	CCONJ
easat-3956	460	8	applications	application	NOUN
easat-3956	460	9	,	,	PUNCT
easat-3956	460	10	2018	2018	NUM
easat-3956	460	11	,	,	PUNCT
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easat-3956	460	13	.	.	PUNCT
easat-3956	461	1	[	[	X
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easat-3956	461	3	]	]	PUNCT
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easat-3956	461	5	,	,	PUNCT
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easat-3956	461	7	,	,	PUNCT
easat-3956	461	8	et	et	PROPN
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easat-3956	461	10	.	.	PROPN
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easat-3956	461	12	:	:	PUNCT
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easat-3956	461	14	response	response	NOUN
easat-3956	461	15	-	-	PUNCT
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easat-3956	461	21	.	.	PUNCT
easat-3956	462	1	procedia	procedia	PROPN
easat-3956	462	2	computer	computer	NOUN
easat-3956	462	3	science	science	NOUN
easat-3956	462	4	,	,	PUNCT
easat-3956	462	5	2021	2021	NUM
easat-3956	462	6	,	,	PUNCT
easat-3956	462	7	189	189	NUM
easat-3956	462	8	:	:	SYM
easat-3956	462	9	282	282	NUM
easat-3956	462	10	-	-	SYM
easat-3956	462	11	291	291	NUM
easat-3956	462	12	.	.	PUNCT
easat-3956	463	1	[	[	X
easat-3956	463	2	33	33	NUM
easat-3956	463	3	]	]	PUNCT
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easat-3956	463	5	,	,	PUNCT
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easat-3956	463	8	;	;	PUNCT
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easat-3956	463	10	,	,	PUNCT
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easat-3956	463	13	.	.	PUNCT
easat-3956	464	1	ans2vec	ans2vec	PROPN
easat-3956	464	2	:	:	PUNCT
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easat-3956	464	9	.	.	PUNCT
easat-3956	465	1	in	in	ADP
easat-3956	465	2	:	:	PUNCT
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easat-3956	465	5	conference	conference	NOUN
easat-3956	465	6	on	on	ADP
easat-3956	465	7	advanced	advanced	ADJ
easat-3956	465	8	machine	machine	NOUN
easat-3956	465	9	learning	learning	NOUN
easat-3956	465	10	technologies	technology	NOUN
easat-3956	465	11	and	and	CCONJ
easat-3956	465	12	applications	application	NOUN
easat-3956	465	13	(	(	PUNCT
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easat-3956	465	15	)	)	PUNCT
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easat-3956	465	17	.	.	X
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easat-3956	465	21	,	,	PUNCT
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easat-3956	465	23	.	.	PUNCT
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easat-3956	466	3	-	-	SYM
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easat-3956	466	5	.	.	PUNCT
easat-3956	467	1	[	[	X
easat-3956	467	2	34	34	NUM
easat-3956	467	3	]	]	PUNCT
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easat-3956	467	5	,	,	PUNCT
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easat-3956	467	7	a.	a.	NOUN
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easat-3956	467	10	short	short	ADJ
easat-3956	467	11	answers	answer	NOUN
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easat-3956	467	13	using	use	VERB
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easat-3956	467	17	and	and	CCONJ
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easat-3956	467	20	.	.	PUNCT
easat-3956	468	1	ieee	ieee	NOUN
easat-3956	468	2	access	access	NOUN
easat-3956	468	3	,	,	PUNCT
easat-3956	468	4	2021	2021	NUM
easat-3956	468	5	,	,	PUNCT
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easat-3956	468	7	:	:	SYM
easat-3956	468	8	76433	76433	NUM
easat-3956	468	9	-	-	SYM
easat-3956	468	10	76445	76445	NUM
easat-3956	468	11	.	.	PUNCT
easat-3956	469	1	[	[	X
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easat-3956	469	3	]	]	PUNCT
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easat-3956	469	6	-	-	PUNCT
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easat-3956	469	8	,	,	PUNCT
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easat-3956	469	11	.	.	PUNCT
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easat-3956	470	5	system	system	NOUN
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easat-3956	470	10	machine	machine	NOUN
easat-3956	470	11	and	and	CCONJ
easat-3956	470	12	text	text	NOUN
easat-3956	470	13	similarity	similarity	NOUN
easat-3956	470	14	algorithm	algorithm	NOUN
easat-3956	470	15	.	.	PUNCT
easat-3956	471	1	doctoral	doctoral	ADJ
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easat-3956	471	3	,	,	PUNCT
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easat-3956	471	5	.	.	PUNCT
easat-3956	472	1	[	[	X
easat-3956	472	2	36	36	NUM
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easat-3956	472	5	-	-	PUNCT
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easat-3956	472	13	;	;	PUNCT
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easat-3956	473	2	:	:	PUNCT
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easat-3956	474	7	learning	learning	NOUN
easat-3956	474	8	.	.	PUNCT
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easat-3956	475	5	applied	apply	VERB
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easat-3956	475	8	,	,	PUNCT
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easat-3956	475	10	,	,	PUNCT
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easat-3956	476	3	]	]	PUNCT
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easat-3956	476	8	;	;	PUNCT
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easat-3956	476	10	-	-	PUNCT
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easat-3956	477	9	:	:	SYM
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easat-3956	477	11	-	-	SYM
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easat-3956	478	1	[	[	X
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easat-3956	485	1	[	[	X
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easat-3956	486	6	:	:	PUNCT
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easat-3956	487	7	:	:	SYM
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easat-3956	487	9	-	-	SYM
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easat-3956	508	5	csur	csur	NOUN
easat-3956	508	6	)	)	PUNCT
easat-3956	508	7	,	,	PUNCT
easat-3956	508	8	2021	2021	NUM
easat-3956	508	9	,	,	PUNCT
easat-3956	508	10	54.2	54.2	NUM
easat-3956	508	11	:	:	SYM
easat-3956	508	12	1	1	NUM
easat-3956	508	13	-	-	SYM
easat-3956	508	14	37	37	NUM
easat-3956	508	15	.	.	PUNCT