id	sid	tid	token	lemma	pos
american_scientific_journal-7521	1	1	1	1	NUM
american_scientific_journal-7521	1	2	american	american	ADJ
american_scientific_journal-7521	1	3	academic	academic	ADJ
american_scientific_journal-7521	1	4	scientific	scientific	ADJ
american_scientific_journal-7521	1	5	research	research	NOUN
american_scientific_journal-7521	1	6	journal	journal	NOUN
american_scientific_journal-7521	1	7	for	for	ADP
american_scientific_journal-7521	1	8	engineering	engineering	NOUN
american_scientific_journal-7521	1	9	,	,	PUNCT
american_scientific_journal-7521	1	10	technology	technology	NOUN
american_scientific_journal-7521	1	11	,	,	PUNCT
american_scientific_journal-7521	1	12	and	and	CCONJ
american_scientific_journal-7521	1	13	sciences	sciences	PROPN
american_scientific_journal-7521	1	14	issn	issn	PROPN
american_scientific_journal-7521	1	15	(	(	PUNCT
american_scientific_journal-7521	1	16	print	print	NOUN
american_scientific_journal-7521	1	17	)	)	PUNCT
american_scientific_journal-7521	1	18	2313	2313	NUM
american_scientific_journal-7521	1	19	-	-	SYM
american_scientific_journal-7521	1	20	4410	4410	NUM
american_scientific_journal-7521	1	21	,	,	PUNCT
american_scientific_journal-7521	1	22	issn	issn	PROPN
american_scientific_journal-7521	1	23	(	(	PUNCT
american_scientific_journal-7521	1	24	online	online	ADJ
american_scientific_journal-7521	1	25	)	)	PUNCT
american_scientific_journal-7521	1	26	2313	2313	NUM
american_scientific_journal-7521	1	27	-	-	SYM
american_scientific_journal-7521	1	28	4402	4402	NUM
american_scientific_journal-7521	1	29	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-7521	1	30	comparative	comparative	ADJ
american_scientific_journal-7521	1	31	study	study	NOUN
american_scientific_journal-7521	1	32	of	of	ADP
american_scientific_journal-7521	1	33	different	different	ADJ
american_scientific_journal-7521	1	34	techniques	technique	NOUN
american_scientific_journal-7521	1	35	for	for	ADP
american_scientific_journal-7521	1	36	automatic	automatic	ADJ
american_scientific_journal-7521	1	37	evaluation	evaluation	NOUN
american_scientific_journal-7521	1	38	of	of	ADP
american_scientific_journal-7521	1	39	english	english	ADJ
american_scientific_journal-7521	1	40	text	text	NOUN
american_scientific_journal-7521	1	41	essays	essay	NOUN
american_scientific_journal-7521	1	42	amerra	amerra	PROPN
american_scientific_journal-7521	1	43	j.	j.	PROPN
american_scientific_journal-7521	1	44	ali	ali	PROPN
american_scientific_journal-7521	1	45	a	a	PROPN
american_scientific_journal-7521	1	46	*	*	PROPN
american_scientific_journal-7521	1	47	,	,	PUNCT
american_scientific_journal-7521	1	48	abdul	abdul	PROPN
american_scientific_journal-7521	1	49	monem	monem	PROPN
american_scientific_journal-7521	1	50	s.	s.	PROPN
american_scientific_journal-7521	1	51	rahma	rahma	PROPN
american_scientific_journal-7521	1	52	b	b	PROPN
american_scientific_journal-7521	1	53	,	,	PUNCT
american_scientific_journal-7521	1	54	narjis	narjis	PROPN
american_scientific_journal-7521	1	55	m.	m.	PROPN
american_scientific_journal-7521	1	56	shati	shati	PROPN
american_scientific_journal-7521	1	57	c	c	PROPN
american_scientific_journal-7521	1	58	,	,	PUNCT
american_scientific_journal-7521	1	59	boshra	boshra	PROPN
american_scientific_journal-7521	1	60	f.	f.	PROPN
american_scientific_journal-7521	1	61	zopon	zopon	PROPN
american_scientific_journal-7521	2	1	d	d	X
american_scientific_journal-7521	2	2	a	a	X
american_scientific_journal-7521	2	3	,	,	PUNCT
american_scientific_journal-7521	2	4	c	c	NOUN
american_scientific_journal-7521	2	5	,	,	PUNCT
american_scientific_journal-7521	2	6	d	d	PROPN
american_scientific_journal-7521	2	7	mustansiriyah	mustansiriyah	PROPN
american_scientific_journal-7521	2	8	university	university	NOUN
american_scientific_journal-7521	2	9	,	,	PUNCT
american_scientific_journal-7521	2	10	college	college	NOUN
american_scientific_journal-7521	2	11	of	of	ADP
american_scientific_journal-7521	2	12	science	science	NOUN
american_scientific_journal-7521	2	13	,	,	PUNCT
american_scientific_journal-7521	2	14	department	department	NOUN
american_scientific_journal-7521	2	15	of	of	ADP
american_scientific_journal-7521	2	16	computer	computer	NOUN
american_scientific_journal-7521	2	17	science	science	NOUN
american_scientific_journal-7521	2	18	,	,	PUNCT
american_scientific_journal-7521	2	19	baghdad	baghdad	PROPN
american_scientific_journal-7521	2	20	b	b	PROPN
american_scientific_journal-7521	2	21	al	al	PROPN
american_scientific_journal-7521	2	22	-	-	PUNCT
american_scientific_journal-7521	2	23	maarif	maarif	PROPN
american_scientific_journal-7521	2	24	university	university	PROPN
american_scientific_journal-7521	2	25	college	college	NOUN
american_scientific_journal-7521	2	26	,	,	PUNCT
american_scientific_journal-7521	2	27	department	department	NOUN
american_scientific_journal-7521	2	28	of	of	ADP
american_scientific_journal-7521	2	29	computer	computer	NOUN
american_scientific_journal-7521	2	30	science	science	NOUN
american_scientific_journal-7521	2	31	,	,	PUNCT
american_scientific_journal-7521	2	32	baghdad	baghdad	PROPN
american_scientific_journal-7521	2	33	a	a	DET
american_scientific_journal-7521	2	34	email	email	NOUN
american_scientific_journal-7521	2	35	:	:	PUNCT
american_scientific_journal-7521	2	36	amerra.jawad@uomustansiriyah.edu.iq	amerra.jawad@uomustansiriyah.edu.iq	ADJ
american_scientific_journal-7521	2	37	,	,	PUNCT
american_scientific_journal-7521	2	38	b	b	PROPN
american_scientific_journal-7521	2	39	email	email	NOUN
american_scientific_journal-7521	2	40	:	:	PUNCT
american_scientific_journal-7521	2	41	monem.rahma@uoa.edu.iq	monem.rahma@uoa.edu.iq	NOUN
american_scientific_journal-7521	2	42	c	c	NOUN
american_scientific_journal-7521	2	43	email	email	NOUN
american_scientific_journal-7521	2	44	:	:	PUNCT
american_scientific_journal-7521	2	45	dr.narjis.m.sh@uomustansiriyah.edu.iq	dr.narjis.m.sh@uomustansiriyah.edu.iq	PROPN
american_scientific_journal-7521	2	46	,	,	PUNCT
american_scientific_journal-7521	2	47	d	d	PROPN
american_scientific_journal-7521	2	48	email	email	NOUN
american_scientific_journal-7521	2	49	:	:	PUNCT
american_scientific_journal-7521	2	50	boshraalbayatymbu@uomustansiriyah.edu.iq	boshraalbayatymbu@uomustansiriyah.edu.iq	ADJ
american_scientific_journal-7521	2	51	abstract	abstract	ADJ
american_scientific_journal-7521	2	52	automated	automate	VERB
american_scientific_journal-7521	2	53	essay	essay	NOUN
american_scientific_journal-7521	2	54	evaluation	evaluation	NOUN
american_scientific_journal-7521	2	55	keeps	keep	VERB
american_scientific_journal-7521	2	56	to	to	PART
american_scientific_journal-7521	2	57	attract	attract	VERB
american_scientific_journal-7521	2	58	a	a	DET
american_scientific_journal-7521	2	59	lot	lot	NOUN
american_scientific_journal-7521	2	60	of	of	ADP
american_scientific_journal-7521	2	61	interest	interest	NOUN
american_scientific_journal-7521	2	62	because	because	SCONJ
american_scientific_journal-7521	2	63	of	of	ADP
american_scientific_journal-7521	2	64	its	its	PRON
american_scientific_journal-7521	2	65	educational	educational	ADJ
american_scientific_journal-7521	2	66	and	and	CCONJ
american_scientific_journal-7521	2	67	commercial	commercial	ADJ
american_scientific_journal-7521	2	68	importance	importance	NOUN
american_scientific_journal-7521	2	69	as	as	ADV
american_scientific_journal-7521	2	70	well	well	ADV
american_scientific_journal-7521	2	71	as	as	ADP
american_scientific_journal-7521	2	72	the	the	DET
american_scientific_journal-7521	2	73	related	related	ADJ
american_scientific_journal-7521	2	74	research	research	NOUN
american_scientific_journal-7521	2	75	challenges	challenge	NOUN
american_scientific_journal-7521	2	76	in	in	ADP
american_scientific_journal-7521	2	77	the	the	DET
american_scientific_journal-7521	2	78	natural	natural	ADJ
american_scientific_journal-7521	2	79	language	language	NOUN
american_scientific_journal-7521	2	80	processing	processing	NOUN
american_scientific_journal-7521	2	81	field	field	NOUN
american_scientific_journal-7521	2	82	.	.	PUNCT
american_scientific_journal-7521	3	1	automated	automate	VERB
american_scientific_journal-7521	3	2	essay	essay	PROPN
american_scientific_journal-7521	3	3	evaluation	evaluation	NOUN
american_scientific_journal-7521	3	4	has	have	VERB
american_scientific_journal-7521	3	5	the	the	DET
american_scientific_journal-7521	3	6	feature	feature	NOUN
american_scientific_journal-7521	3	7	of	of	ADP
american_scientific_journal-7521	3	8	halves	half	NOUN
american_scientific_journal-7521	3	9	,	,	PUNCT
american_scientific_journal-7521	3	10	less	less	ADJ
american_scientific_journal-7521	3	11	cost	cost	NOUN
american_scientific_journal-7521	3	12	of	of	ADP
american_scientific_journal-7521	3	13	human	human	ADJ
american_scientific_journal-7521	3	14	resource	resource	NOUN
american_scientific_journal-7521	3	15	,	,	PUNCT
american_scientific_journal-7521	3	16	and	and	CCONJ
american_scientific_journal-7521	3	17	gives	give	VERB
american_scientific_journal-7521	3	18	the	the	DET
american_scientific_journal-7521	3	19	results	result	NOUN
american_scientific_journal-7521	3	20	directly	directly	ADV
american_scientific_journal-7521	3	21	and	and	CCONJ
american_scientific_journal-7521	3	22	timely	timely	ADJ
american_scientific_journal-7521	3	23	feedback	feedback	NOUN
american_scientific_journal-7521	3	24	compared	compare	VERB
american_scientific_journal-7521	3	25	with	with	ADP
american_scientific_journal-7521	3	26	the	the	DET
american_scientific_journal-7521	3	27	human	human	ADJ
american_scientific_journal-7521	3	28	evaluator	evaluator	NOUN
american_scientific_journal-7521	3	29	which	which	PRON
american_scientific_journal-7521	3	30	requires	require	VERB
american_scientific_journal-7521	3	31	more	more	ADJ
american_scientific_journal-7521	3	32	time	time	NOUN
american_scientific_journal-7521	3	33	and	and	CCONJ
american_scientific_journal-7521	3	34	it	it	PRON
american_scientific_journal-7521	3	35	depends	depend	VERB
american_scientific_journal-7521	3	36	on	on	ADP
american_scientific_journal-7521	3	37	his	his	PRON
american_scientific_journal-7521	3	38	/her	/her	ADJ
american_scientific_journal-7521	3	39	mood	mood	NOUN
american_scientific_journal-7521	3	40	at	at	ADP
american_scientific_journal-7521	3	41	certain	certain	ADJ
american_scientific_journal-7521	3	42	times	time	NOUN
american_scientific_journal-7521	3	43	.	.	PUNCT
american_scientific_journal-7521	4	1	this	this	DET
american_scientific_journal-7521	4	2	paper	paper	NOUN
american_scientific_journal-7521	4	3	has	have	AUX
american_scientific_journal-7521	4	4	focused	focus	VERB
american_scientific_journal-7521	4	5	on	on	ADP
american_scientific_journal-7521	4	6	automated	automate	VERB
american_scientific_journal-7521	4	7	evaluation	evaluation	NOUN
american_scientific_journal-7521	4	8	of	of	ADP
american_scientific_journal-7521	4	9	english	english	ADJ
american_scientific_journal-7521	4	10	text	text	NOUN
american_scientific_journal-7521	4	11	which	which	PRON
american_scientific_journal-7521	4	12	was	be	AUX
american_scientific_journal-7521	4	13	performed	perform	VERB
american_scientific_journal-7521	4	14	using	use	VERB
american_scientific_journal-7521	4	15	various	various	ADJ
american_scientific_journal-7521	4	16	algorithms	algorithm	NOUN
american_scientific_journal-7521	4	17	and	and	CCONJ
american_scientific_journal-7521	4	18	techniques	technique	NOUN
american_scientific_journal-7521	4	19	by	by	ADP
american_scientific_journal-7521	4	20	making	make	VERB
american_scientific_journal-7521	4	21	comparison	comparison	NOUN
american_scientific_journal-7521	4	22	between	between	ADP
american_scientific_journal-7521	4	23	these	these	DET
american_scientific_journal-7521	4	24	techniques	technique	NOUN
american_scientific_journal-7521	4	25	that	that	PRON
american_scientific_journal-7521	4	26	applied	apply	VERB
american_scientific_journal-7521	4	27	with	with	ADP
american_scientific_journal-7521	4	28	different	different	ADJ
american_scientific_journal-7521	4	29	size	size	NOUN
american_scientific_journal-7521	4	30	of	of	ADP
american_scientific_journal-7521	4	31	dataset	dataset	NOUN
american_scientific_journal-7521	4	32	and	and	CCONJ
american_scientific_journal-7521	4	33	length	length	NOUN
american_scientific_journal-7521	4	34	essays	essay	NOUN
american_scientific_journal-7521	4	35	as	as	ADV
american_scientific_journal-7521	4	36	well	well	ADV
american_scientific_journal-7521	4	37	as	as	ADP
american_scientific_journal-7521	4	38	the	the	DET
american_scientific_journal-7521	4	39	performance	performance	NOUN
american_scientific_journal-7521	4	40	of	of	ADP
american_scientific_journal-7521	4	41	algorithms	algorithm	NOUN
american_scientific_journal-7521	4	42	was	be	AUX
american_scientific_journal-7521	4	43	assessed	assess	VERB
american_scientific_journal-7521	4	44	using	use	VERB
american_scientific_journal-7521	4	45	different	different	ADJ
american_scientific_journal-7521	4	46	metrics	metric	NOUN
american_scientific_journal-7521	4	47	.	.	PUNCT
american_scientific_journal-7521	5	1	the	the	DET
american_scientific_journal-7521	5	2	results	result	NOUN
american_scientific_journal-7521	5	3	uncovered	uncover	VERB
american_scientific_journal-7521	5	4	that	that	SCONJ
american_scientific_journal-7521	5	5	the	the	DET
american_scientific_journal-7521	5	6	performance	performance	NOUN
american_scientific_journal-7521	5	7	of	of	ADP
american_scientific_journal-7521	5	8	each	each	DET
american_scientific_journal-7521	5	9	technique	technique	NOUN
american_scientific_journal-7521	5	10	has	have	AUX
american_scientific_journal-7521	5	11	affected	affect	VERB
american_scientific_journal-7521	5	12	by	by	ADP
american_scientific_journal-7521	5	13	the	the	DET
american_scientific_journal-7521	5	14	size	size	NOUN
american_scientific_journal-7521	5	15	of	of	ADP
american_scientific_journal-7521	5	16	dataset	dataset	NOUN
american_scientific_journal-7521	5	17	and	and	CCONJ
american_scientific_journal-7521	5	18	the	the	DET
american_scientific_journal-7521	5	19	length	length	NOUN
american_scientific_journal-7521	5	20	of	of	ADP
american_scientific_journal-7521	5	21	essays	essay	NOUN
american_scientific_journal-7521	5	22	.	.	PUNCT
american_scientific_journal-7521	6	1	finally	finally	ADV
american_scientific_journal-7521	6	2	,	,	PUNCT
american_scientific_journal-7521	6	3	for	for	ADP
american_scientific_journal-7521	6	4	future	future	ADJ
american_scientific_journal-7521	6	5	research	research	NOUN
american_scientific_journal-7521	6	6	directions	direction	NOUN
american_scientific_journal-7521	6	7	building	build	VERB
american_scientific_journal-7521	6	8	a	a	DET
american_scientific_journal-7521	6	9	standard	standard	ADJ
american_scientific_journal-7521	6	10	dataset	dataset	NOUN
american_scientific_journal-7521	6	11	containing	contain	VERB
american_scientific_journal-7521	6	12	different	different	ADJ
american_scientific_journal-7521	6	13	types	type	NOUN
american_scientific_journal-7521	6	14	of	of	ADP
american_scientific_journal-7521	6	15	question	question	NOUN
american_scientific_journal-7521	6	16	-	-	PUNCT
american_scientific_journal-7521	6	17	answer	answer	NOUN
american_scientific_journal-7521	6	18	pair	pair	NOUN
american_scientific_journal-7521	6	19	to	to	PART
american_scientific_journal-7521	6	20	be	be	AUX
american_scientific_journal-7521	6	21	able	able	ADJ
american_scientific_journal-7521	6	22	to	to	PART
american_scientific_journal-7521	6	23	compare	compare	VERB
american_scientific_journal-7521	6	24	the	the	DET
american_scientific_journal-7521	6	25	performance	performance	NOUN
american_scientific_journal-7521	6	26	of	of	ADP
american_scientific_journal-7521	6	27	different	different	ADJ
american_scientific_journal-7521	6	28	techniques	technique	NOUN
american_scientific_journal-7521	6	29	fairly	fairly	ADV
american_scientific_journal-7521	6	30	.	.	PUNCT
american_scientific_journal-7521	7	1	keywords	keyword	NOUN
american_scientific_journal-7521	7	2	:	:	PUNCT
american_scientific_journal-7521	7	3	automated	automate	VERB
american_scientific_journal-7521	7	4	evaluation	evaluation	NOUN
american_scientific_journal-7521	7	5	;	;	PUNCT
american_scientific_journal-7521	7	6	latent	latent	ADJ
american_scientific_journal-7521	7	7	semantic	semantic	ADJ
american_scientific_journal-7521	7	8	analysis	analysis	NOUN
american_scientific_journal-7521	7	9	;	;	PUNCT
american_scientific_journal-7521	7	10	machine	machine	NOUN
american_scientific_journal-7521	7	11	learning	learning	NOUN
american_scientific_journal-7521	7	12	;	;	PUNCT
american_scientific_journal-7521	7	13	natural	natural	ADJ
american_scientific_journal-7521	7	14	language	language	NOUN
american_scientific_journal-7521	7	15	processing	processing	NOUN
american_scientific_journal-7521	7	16	;	;	PUNCT
american_scientific_journal-7521	7	17	performance	performance	NOUN
american_scientific_journal-7521	7	18	.	.	PUNCT
american_scientific_journal-7521	8	1	1	1	X
american_scientific_journal-7521	8	2	.	.	X
american_scientific_journal-7521	8	3	introduction	introduction	NOUN
american_scientific_journal-7521	8	4	digital	digital	ADJ
american_scientific_journal-7521	8	5	technology	technology	NOUN
american_scientific_journal-7521	8	6	has	have	AUX
american_scientific_journal-7521	8	7	evolved	evolve	VERB
american_scientific_journal-7521	8	8	many	many	ADJ
american_scientific_journal-7521	8	9	aspects	aspect	NOUN
american_scientific_journal-7521	8	10	of	of	ADP
american_scientific_journal-7521	8	11	education	education	NOUN
american_scientific_journal-7521	8	12	experiences	experience	NOUN
american_scientific_journal-7521	8	13	.	.	PUNCT
american_scientific_journal-7521	9	1	assessment	assessment	NOUN
american_scientific_journal-7521	9	2	is	be	AUX
american_scientific_journal-7521	9	3	one	one	NUM
american_scientific_journal-7521	9	4	of	of	ADP
american_scientific_journal-7521	9	5	the	the	DET
american_scientific_journal-7521	9	6	education	education	NOUN
american_scientific_journal-7521	9	7	experiences	experience	NOUN
american_scientific_journal-7521	9	8	where	where	SCONJ
american_scientific_journal-7521	9	9	technological	technological	ADJ
american_scientific_journal-7521	9	10	efforts	effort	NOUN
american_scientific_journal-7521	9	11	have	have	AUX
american_scientific_journal-7521	9	12	enabled	enable	VERB
american_scientific_journal-7521	9	13	us	we	PRON
american_scientific_journal-7521	9	14	to	to	PART
american_scientific_journal-7521	9	15	carry	carry	VERB
american_scientific_journal-7521	9	16	this	this	PRON
american_scientific_journal-7521	9	17	out	out	ADP
american_scientific_journal-7521	9	18	with	with	ADP
american_scientific_journal-7521	9	19	much	much	ADV
american_scientific_journal-7521	9	20	more	more	ADJ
american_scientific_journal-7521	9	21	accuracy	accuracy	NOUN
american_scientific_journal-7521	9	22	and	and	CCONJ
american_scientific_journal-7521	9	23	efficiency	efficiency	NOUN
american_scientific_journal-7521	9	24	.	.	PUNCT
american_scientific_journal-7521	10	1	the	the	DET
american_scientific_journal-7521	10	2	multiple	multiple	ADJ
american_scientific_journal-7521	10	3	choice	choice	NOUN
american_scientific_journal-7521	10	4	questions	question	NOUN
american_scientific_journal-7521	10	5	(	(	PUNCT
american_scientific_journal-7521	10	6	mcq	mcq	PROPN
american_scientific_journal-7521	10	7	)	)	PUNCT
american_scientific_journal-7521	10	8	is	be	AUX
american_scientific_journal-7521	10	9	a	a	DET
american_scientific_journal-7521	10	10	form	form	NOUN
american_scientific_journal-7521	10	11	of	of	ADP
american_scientific_journal-7521	10	12	assessment	assessment	NOUN
american_scientific_journal-7521	10	13	that	that	PRON
american_scientific_journal-7521	10	14	has	have	AUX
american_scientific_journal-7521	10	15	been	be	AUX
american_scientific_journal-7521	10	16	widely	widely	ADV
american_scientific_journal-7521	10	17	used	use	VERB
american_scientific_journal-7521	10	18	in	in	ADP
american_scientific_journal-7521	10	19	schools	school	NOUN
american_scientific_journal-7521	10	20	and	and	CCONJ
american_scientific_journal-7521	10	21	universities	university	NOUN
american_scientific_journal-7521	10	22	because	because	SCONJ
american_scientific_journal-7521	10	23	it	it	PRON
american_scientific_journal-7521	10	24	can	can	AUX
american_scientific_journal-7521	10	25	reduce	reduce	VERB
american_scientific_journal-7521	10	26	the	the	DET
american_scientific_journal-7521	10	27	marking	marking	NOUN
american_scientific_journal-7521	10	28	time	time	NOUN
american_scientific_journal-7521	10	29	by	by	ADP
american_scientific_journal-7521	10	30	a	a	DET
american_scientific_journal-7521	10	31	great	great	ADJ
american_scientific_journal-7521	10	32	deal	deal	NOUN
american_scientific_journal-7521	10	33	[	[	X
american_scientific_journal-7521	10	34	1	1	NUM
american_scientific_journal-7521	10	35	]	]	PUNCT
american_scientific_journal-7521	10	36	.	.	PUNCT
american_scientific_journal-7521	11	1	the	the	DET
american_scientific_journal-7521	11	2	idea	idea	NOUN
american_scientific_journal-7521	11	3	of	of	ADP
american_scientific_journal-7521	11	4	mcq	mcq	PROPN
american_scientific_journal-7521	11	5	first	first	ADV
american_scientific_journal-7521	11	6	,	,	PUNCT
american_scientific_journal-7521	11	7	it	it	PRON
american_scientific_journal-7521	11	8	was	be	AUX
american_scientific_journal-7521	11	9	come	come	VERB
american_scientific_journal-7521	11	10	about	about	ADP
american_scientific_journal-7521	11	11	by	by	ADP
american_scientific_journal-7521	11	12	frederick	frederick	PROPN
american_scientific_journal-7521	11	13	j.	j.	PROPN
american_scientific_journal-7521	11	14	kelly	kelly	PROPN
american_scientific_journal-7521	11	15	as	as	ADP
american_scientific_journal-7521	11	16	a	a	DET
american_scientific_journal-7521	11	17	quick	quick	ADJ
american_scientific_journal-7521	11	18	and	and	CCONJ
american_scientific_journal-7521	11	19	effective	effective	ADJ
american_scientific_journal-7521	11	20	way	way	NOUN
american_scientific_journal-7521	11	21	to	to	PART
american_scientific_journal-7521	11	22	discover	discover	VERB
american_scientific_journal-7521	11	23	the	the	DET
american_scientific_journal-7521	11	24	us	us	PROPN
american_scientific_journal-7521	11	25	talented	talented	ADJ
american_scientific_journal-7521	11	26	recruits	recruit	NOUN
american_scientific_journal-7521	11	27	of	of	ADP
american_scientific_journal-7521	11	28	world	world	NOUN
american_scientific_journal-7521	11	29	war	war	NOUN
american_scientific_journal-7521	11	30	i	i	PRON
american_scientific_journal-7521	11	31	at	at	ADP
american_scientific_journal-7521	11	32	1914	1914	NUM
american_scientific_journal-7521	11	33	[	[	X
american_scientific_journal-7521	11	34	2	2	NUM
american_scientific_journal-7521	11	35	]	]	PUNCT
american_scientific_journal-7521	11	36	.	.	PUNCT
american_scientific_journal-7521	12	1	for	for	ADP
american_scientific_journal-7521	12	2	computer	computer	NOUN
american_scientific_journal-7521	12	3	-	-	PUNCT
american_scientific_journal-7521	12	4	based	base	VERB
american_scientific_journal-7521	12	5	evaluation	evaluation	NOUN
american_scientific_journal-7521	12	6	of	of	ADP
american_scientific_journal-7521	12	7	mcq	mcq	PROPN
american_scientific_journal-7521	12	8	,	,	PUNCT
american_scientific_journal-7521	12	9	many	many	ADJ
american_scientific_journal-7521	12	10	works	work	NOUN
american_scientific_journal-7521	12	11	were	be	AUX
american_scientific_journal-7521	12	12	presented	present	VERB
american_scientific_journal-7521	12	13	as	as	ADP
american_scientific_journal-7521	12	14	[	[	X
american_scientific_journal-7521	12	15	3	3	NUM
american_scientific_journal-7521	12	16	]	]	PUNCT
american_scientific_journal-7521	12	17	.	.	PUNCT
american_scientific_journal-7521	13	1	but	but	CCONJ
american_scientific_journal-7521	13	2	with	with	ADP
american_scientific_journal-7521	13	3	drawbacks	drawback	NOUN
american_scientific_journal-7521	13	4	of	of	ADP
american_scientific_journal-7521	13	5	mcq	mcq	PROPN
american_scientific_journal-7521	13	6	which	which	PRON
american_scientific_journal-7521	13	7	not	not	PART
american_scientific_journal-7521	13	8	reflect	reflect	VERB
american_scientific_journal-7521	13	9	the	the	DET
american_scientific_journal-7521	13	10	exact	exact	ADJ
american_scientific_journal-7521	13	11	learned	learn	VERB
american_scientific_journal-7521	13	12	knowledge	knowledge	NOUN
american_scientific_journal-7521	13	13	and	and	CCONJ
american_scientific_journal-7521	13	14	skills	skill	NOUN
american_scientific_journal-7521	13	15	rather	rather	ADV
american_scientific_journal-7521	13	16	than	than	ADP
american_scientific_journal-7521	13	17	the	the	DET
american_scientific_journal-7521	13	18	chance	chance	NOUN
american_scientific_journal-7521	13	19	so	so	SCONJ
american_scientific_journal-7521	13	20	it	it	PRON
american_scientific_journal-7521	13	21	is	be	AUX
american_scientific_journal-7521	13	22	not	not	PART
american_scientific_journal-7521	13	23	preferred	preferred	ADJ
american_scientific_journal-7521	13	24	tool	tool	NOUN
american_scientific_journal-7521	13	25	to	to	PART
american_scientific_journal-7521	13	26	assess	assess	VERB
american_scientific_journal-7521	13	27	the	the	DET
american_scientific_journal-7521	13	28	understanding	understanding	NOUN
american_scientific_journal-7521	13	29	level	level	NOUN
american_scientific_journal-7521	13	30	.	.	PUNCT
american_scientific_journal-7521	14	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-7521	15	1	*	*	PUNCT
american_scientific_journal-7521	15	2	corresponding	correspond	VERB
american_scientific_journal-7521	15	3	author	author	NOUN
american_scientific_journal-7521	15	4	.	.	PUNCT
american_scientific_journal-7521	16	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-7521	16	2	american	american	PROPN
american_scientific_journal-7521	16	3	academic	academic	PROPN
american_scientific_journal-7521	16	4	scientific	scientific	ADJ
american_scientific_journal-7521	16	5	research	research	NOUN
american_scientific_journal-7521	16	6	journal	journal	NOUN
american_scientific_journal-7521	16	7	for	for	ADP
american_scientific_journal-7521	16	8	engineering	engineering	NOUN
american_scientific_journal-7521	16	9	,	,	PUNCT
american_scientific_journal-7521	16	10	technology	technology	NOUN
american_scientific_journal-7521	16	11	,	,	PUNCT
american_scientific_journal-7521	16	12	and	and	CCONJ
american_scientific_journal-7521	16	13	sciences	science	NOUN
american_scientific_journal-7521	16	14	(	(	PUNCT
american_scientific_journal-7521	16	15	asrjets	asrjet	NOUN
american_scientific_journal-7521	16	16	)	)	PUNCT
american_scientific_journal-7521	16	17	(	(	PUNCT
american_scientific_journal-7521	16	18	2023	2023	NUM
american_scientific_journal-7521	16	19	)	)	PUNCT
american_scientific_journal-7521	16	20	volume	volume	NOUN
american_scientific_journal-7521	16	21	91	91	NUM
american_scientific_journal-7521	16	22	,	,	PUNCT
american_scientific_journal-7521	16	23	no	no	DET
american_scientific_journal-7521	16	24	1	1	NUM
american_scientific_journal-7521	16	25	,	,	PUNCT
american_scientific_journal-7521	16	26	pp	pp	ADV
american_scientific_journal-7521	16	27	1	1	NUM
american_scientific_journal-7521	16	28	-	-	SYM
american_scientific_journal-7521	16	29	8	8	NUM
american_scientific_journal-7521	16	30	2	2	NUM
american_scientific_journal-7521	16	31	essay	essay	NOUN
american_scientific_journal-7521	16	32	is	be	AUX
american_scientific_journal-7521	16	33	considered	consider	VERB
american_scientific_journal-7521	16	34	to	to	PART
american_scientific_journal-7521	16	35	be	be	AUX
american_scientific_journal-7521	16	36	the	the	DET
american_scientific_journal-7521	16	37	best	good	ADJ
american_scientific_journal-7521	16	38	choice	choice	NOUN
american_scientific_journal-7521	16	39	to	to	PART
american_scientific_journal-7521	16	40	test	test	VERB
american_scientific_journal-7521	16	41	the	the	DET
american_scientific_journal-7521	16	42	understanding	understanding	ADJ
american_scientific_journal-7521	16	43	level	level	NOUN
american_scientific_journal-7521	16	44	of	of	ADP
american_scientific_journal-7521	16	45	students	student	NOUN
american_scientific_journal-7521	16	46	.	.	PUNCT
american_scientific_journal-7521	17	1	but	but	CCONJ
american_scientific_journal-7521	17	2	essay	essay	NOUN
american_scientific_journal-7521	17	3	grading	grading	NOUN
american_scientific_journal-7521	17	4	has	have	VERB
american_scientific_journal-7521	17	5	many	many	ADJ
american_scientific_journal-7521	17	6	difficulties	difficulty	NOUN
american_scientific_journal-7521	17	7	where	where	SCONJ
american_scientific_journal-7521	17	8	the	the	DET
american_scientific_journal-7521	17	9	subjectivity	subjectivity	NOUN
american_scientific_journal-7521	17	10	is	be	AUX
american_scientific_journal-7521	17	11	one	one	NUM
american_scientific_journal-7521	17	12	of	of	ADP
american_scientific_journal-7521	17	13	the	the	DET
american_scientific_journal-7521	17	14	difficulties	difficulty	NOUN
american_scientific_journal-7521	17	15	of	of	ADP
american_scientific_journal-7521	17	16	scoring	scoring	NOUN
american_scientific_journal-7521	17	17	essays	essay	NOUN
american_scientific_journal-7521	17	18	.	.	PUNCT
american_scientific_journal-7521	18	1	many	many	ADJ
american_scientific_journal-7521	18	2	researchers	researcher	NOUN
american_scientific_journal-7521	18	3	regard	regard	VERB
american_scientific_journal-7521	18	4	that	that	SCONJ
american_scientific_journal-7521	18	5	the	the	DET
american_scientific_journal-7521	18	6	subjective	subjective	ADJ
american_scientific_journal-7521	18	7	nature	nature	NOUN
american_scientific_journal-7521	18	8	of	of	ADP
american_scientific_journal-7521	18	9	essay	essay	ADJ
american_scientific_journal-7521	18	10	assessment	assessment	NOUN
american_scientific_journal-7521	18	11	leads	lead	VERB
american_scientific_journal-7521	18	12	to	to	ADP
american_scientific_journal-7521	18	13	that	that	SCONJ
american_scientific_journal-7521	18	14	the	the	DET
american_scientific_journal-7521	18	15	different	different	ADJ
american_scientific_journal-7521	18	16	human	human	ADJ
american_scientific_journal-7521	18	17	assessors	assessor	NOUN
american_scientific_journal-7521	18	18	award	award	VERB
american_scientific_journal-7521	18	19	variation	variation	NOUN
american_scientific_journal-7521	18	20	of	of	ADP
american_scientific_journal-7521	18	21	scores	score	NOUN
american_scientific_journal-7521	18	22	,	,	PUNCT
american_scientific_journal-7521	18	23	which	which	PRON
american_scientific_journal-7521	18	24	is	be	AUX
american_scientific_journal-7521	18	25	considered	consider	VERB
american_scientific_journal-7521	18	26	by	by	ADP
american_scientific_journal-7521	18	27	students	student	NOUN
american_scientific_journal-7521	18	28	as	as	ADP
american_scientific_journal-7521	18	29	unfairness	unfairness	NOUN
american_scientific_journal-7521	18	30	.	.	PUNCT
american_scientific_journal-7521	19	1	moreover	moreover	ADV
american_scientific_journal-7521	19	2	,	,	PUNCT
american_scientific_journal-7521	19	3	essay	essay	ADJ
american_scientific_journal-7521	19	4	scoring	scoring	NOUN
american_scientific_journal-7521	19	5	is	be	AUX
american_scientific_journal-7521	19	6	a	a	DET
american_scientific_journal-7521	19	7	time	time	NOUN
american_scientific_journal-7521	19	8	consuming	consume	VERB
american_scientific_journal-7521	19	9	.	.	PUNCT
american_scientific_journal-7521	20	1	according	accord	VERB
american_scientific_journal-7521	20	2	to	to	ADP
american_scientific_journal-7521	20	3	mason	mason	PROPN
american_scientific_journal-7521	20	4	(	(	PUNCT
american_scientific_journal-7521	20	5	2002	2002	NUM
american_scientific_journal-7521	20	6	)	)	PUNCT
american_scientific_journal-7521	20	7	,	,	PUNCT
american_scientific_journal-7521	20	8	the	the	DET
american_scientific_journal-7521	20	9	teachers	teacher	NOUN
american_scientific_journal-7521	20	10	spend	spend	VERB
american_scientific_journal-7521	20	11	about	about	ADV
american_scientific_journal-7521	20	12	30	30	NUM
american_scientific_journal-7521	20	13	%	%	NOUN
american_scientific_journal-7521	20	14	of	of	ADP
american_scientific_journal-7521	20	15	their	their	PRON
american_scientific_journal-7521	20	16	time	time	NOUN
american_scientific_journal-7521	20	17	in	in	ADP
american_scientific_journal-7521	20	18	marking	mark	VERB
american_scientific_journal-7521	20	19	.	.	PUNCT
american_scientific_journal-7521	21	1	so	so	ADV
american_scientific_journal-7521	21	2	,	,	PUNCT
american_scientific_journal-7521	21	3	the	the	DET
american_scientific_journal-7521	21	4	using	using	NOUN
american_scientific_journal-7521	21	5	of	of	ADP
american_scientific_journal-7521	21	6	computer	computer	NOUN
american_scientific_journal-7521	21	7	automated	automate	VERB
american_scientific_journal-7521	21	8	grading	grading	NOUN
american_scientific_journal-7521	21	9	will	will	AUX
american_scientific_journal-7521	21	10	free	free	VERB
american_scientific_journal-7521	21	11	up	up	ADP
american_scientific_journal-7521	21	12	that	that	PRON
american_scientific_journal-7521	21	13	30	30	NUM
american_scientific_journal-7521	21	14	%	%	NOUN
american_scientific_journal-7521	21	15	and	and	CCONJ
american_scientific_journal-7521	21	16	teacher	teacher	NOUN
american_scientific_journal-7521	21	17	will	will	AUX
american_scientific_journal-7521	21	18	trust	trust	VERB
american_scientific_journal-7521	21	19	,	,	PUNCT
american_scientific_journal-7521	21	20	to	to	PART
american_scientific_journal-7521	21	21	score	score	VERB
american_scientific_journal-7521	21	22	short	short	ADJ
american_scientific_journal-7521	21	23	text	text	NOUN
american_scientific_journal-7521	21	24	and	and	CCONJ
american_scientific_journal-7521	21	25	essays	essay	NOUN
american_scientific_journal-7521	21	26	responses	response	NOUN
american_scientific_journal-7521	21	27	”	"	PUNCT
american_scientific_journal-7521	21	28	[	[	X
american_scientific_journal-7521	21	29	4	4	NUM
american_scientific_journal-7521	21	30	]	]	PUNCT
american_scientific_journal-7521	21	31	.	.	PUNCT
american_scientific_journal-7521	22	1	with	with	ADP
american_scientific_journal-7521	22	2	e	e	VERB
american_scientific_journal-7521	22	3	-	-	PUNCT
american_scientific_journal-7521	22	4	leaning	lean	VERB
american_scientific_journal-7521	22	5	that	that	PRON
american_scientific_journal-7521	22	6	enforced	enforce	VERB
american_scientific_journal-7521	22	7	with	with	ADP
american_scientific_journal-7521	22	8	covid-19	covid-19	PROPN
american_scientific_journal-7521	22	9	,	,	PUNCT
american_scientific_journal-7521	22	10	automated	automated	ADJ
american_scientific_journal-7521	22	11	evaluation	evaluation	NOUN
american_scientific_journal-7521	22	12	has	have	AUX
american_scientific_journal-7521	22	13	become	become	VERB
american_scientific_journal-7521	22	14	a	a	DET
american_scientific_journal-7521	22	15	need	need	NOUN
american_scientific_journal-7521	22	16	rather	rather	ADV
american_scientific_journal-7521	22	17	than	than	ADP
american_scientific_journal-7521	22	18	a	a	DET
american_scientific_journal-7521	22	19	choice	choice	NOUN
american_scientific_journal-7521	22	20	.	.	PUNCT
american_scientific_journal-7521	23	1	2	2	X
american_scientific_journal-7521	23	2	.	.	NUM
american_scientific_journal-7521	23	3	related	relate	VERB
american_scientific_journal-7521	23	4	works	work	NOUN
american_scientific_journal-7521	23	5	in	in	ADP
american_scientific_journal-7521	23	6	this	this	DET
american_scientific_journal-7521	23	7	study	study	NOUN
american_scientific_journal-7521	23	8	,	,	PUNCT
american_scientific_journal-7521	23	9	nine	nine	NUM
american_scientific_journal-7521	23	10	of	of	ADP
american_scientific_journal-7521	23	11	previous	previous	ADJ
american_scientific_journal-7521	23	12	works	work	NOUN
american_scientific_journal-7521	23	13	have	have	AUX
american_scientific_journal-7521	23	14	compared	compare	VERB
american_scientific_journal-7521	23	15	according	accord	VERB
american_scientific_journal-7521	23	16	to	to	ADP
american_scientific_journal-7521	23	17	the	the	DET
american_scientific_journal-7521	23	18	used	use	VERB
american_scientific_journal-7521	23	19	technique	technique	NOUN
american_scientific_journal-7521	23	20	as	as	SCONJ
american_scientific_journal-7521	23	21	illustrated	illustrate	VERB
american_scientific_journal-7521	23	22	in	in	ADP
american_scientific_journal-7521	23	23	table	table	NOUN
american_scientific_journal-7521	23	24	(	(	PUNCT
american_scientific_journal-7521	23	25	1	1	NUM
american_scientific_journal-7521	23	26	)	)	PUNCT
american_scientific_journal-7521	23	27	.	.	PUNCT
american_scientific_journal-7521	24	1	in	in	ADP
american_scientific_journal-7521	24	2	previous	previous	ADJ
american_scientific_journal-7521	24	3	study	study	NOUN
american_scientific_journal-7521	24	4	[	[	X
american_scientific_journal-7521	24	5	5	5	NUM
american_scientific_journal-7521	24	6	]	]	PUNCT
american_scientific_journal-7521	24	7	,	,	PUNCT
american_scientific_journal-7521	24	8	lemaire	lemaire	PROPN
american_scientific_journal-7521	24	9	and	and	CCONJ
american_scientific_journal-7521	24	10	dessus	dessus	PROPN
american_scientific_journal-7521	24	11	(	(	PUNCT
american_scientific_journal-7521	24	12	2001	2001	NUM
american_scientific_journal-7521	24	13	)	)	PUNCT
american_scientific_journal-7521	24	14	have	have	AUX
american_scientific_journal-7521	24	15	presented	present	VERB
american_scientific_journal-7521	24	16	apex	apex	NOUN
american_scientific_journal-7521	24	17	(	(	PUNCT
american_scientific_journal-7521	24	18	assistant	assistant	NOUN
american_scientific_journal-7521	24	19	for	for	ADP
american_scientific_journal-7521	24	20	preparing	prepare	VERB
american_scientific_journal-7521	24	21	exams	exam	NOUN
american_scientific_journal-7521	24	22	)	)	PUNCT
american_scientific_journal-7521	24	23	system	system	NOUN
american_scientific_journal-7521	24	24	which	which	PRON
american_scientific_journal-7521	24	25	relied	rely	VERB
american_scientific_journal-7521	24	26	on	on	ADP
american_scientific_journal-7521	24	27	latent	latent	NOUN
american_scientific_journal-7521	24	28	semantic	semantic	ADJ
american_scientific_journal-7521	24	29	analysis	analysis	NOUN
american_scientific_journal-7521	24	30	where	where	SCONJ
american_scientific_journal-7521	24	31	the	the	DET
american_scientific_journal-7521	24	32	meaning	meaning	NOUN
american_scientific_journal-7521	24	33	of	of	ADP
american_scientific_journal-7521	24	34	words	word	NOUN
american_scientific_journal-7521	24	35	represented	represent	VERB
american_scientific_journal-7521	24	36	as	as	ADP
american_scientific_journal-7521	24	37	vectors	vector	NOUN
american_scientific_journal-7521	24	38	in	in	ADP
american_scientific_journal-7521	24	39	a	a	DET
american_scientific_journal-7521	24	40	highdimensional	highdimensional	ADJ
american_scientific_journal-7521	24	41	space	space	NOUN
american_scientific_journal-7521	24	42	.	.	PUNCT
american_scientific_journal-7521	25	1	the	the	DET
american_scientific_journal-7521	25	2	student	student	NOUN
american_scientific_journal-7521	25	3	can	can	AUX
american_scientific_journal-7521	25	4	choose	choose	VERB
american_scientific_journal-7521	25	5	a	a	DET
american_scientific_journal-7521	25	6	topic	topic	NOUN
american_scientific_journal-7521	25	7	,	,	PUNCT
american_scientific_journal-7521	25	8	write	write	VERB
american_scientific_journal-7521	25	9	an	an	DET
american_scientific_journal-7521	25	10	essay	essay	NOUN
american_scientific_journal-7521	25	11	on	on	ADP
american_scientific_journal-7521	25	12	it	it	PRON
american_scientific_journal-7521	25	13	,	,	PUNCT
american_scientific_journal-7521	25	14	there	there	PRON
american_scientific_journal-7521	25	15	are	be	VERB
american_scientific_journal-7521	25	16	three	three	NUM
american_scientific_journal-7521	25	17	types	type	NOUN
american_scientific_journal-7521	25	18	of	of	ADP
american_scientific_journal-7521	25	19	evaluations	evaluation	NOUN
american_scientific_journal-7521	25	20	:	:	PUNCT
american_scientific_journal-7521	25	21	content	content	NOUN
american_scientific_journal-7521	25	22	-	-	PUNCT
american_scientific_journal-7521	25	23	based	base	VERB
american_scientific_journal-7521	25	24	,	,	PUNCT
american_scientific_journal-7521	25	25	outline	outline	NOUN
american_scientific_journal-7521	25	26	-	-	PUNCT
american_scientific_journal-7521	25	27	based	base	VERB
american_scientific_journal-7521	25	28	,	,	PUNCT
american_scientific_journal-7521	25	29	and	and	CCONJ
american_scientific_journal-7521	25	30	coherence	coherence	NOUN
american_scientific_journal-7521	25	31	-	-	PUNCT
american_scientific_journal-7521	25	32	based	base	VERB
american_scientific_journal-7521	25	33	.	.	PUNCT
american_scientific_journal-7521	26	1	the	the	DET
american_scientific_journal-7521	26	2	student	student	NOUN
american_scientific_journal-7521	26	3	returns	return	VERB
american_scientific_journal-7521	26	4	to	to	ADP
american_scientific_journal-7521	26	5	the	the	DET
american_scientific_journal-7521	26	6	essay	essay	NOUN
american_scientific_journal-7521	26	7	after	after	ADP
american_scientific_journal-7521	26	8	reading	read	VERB
american_scientific_journal-7521	26	9	any	any	PRON
american_scientific_journal-7521	26	10	of	of	ADP
american_scientific_journal-7521	26	11	the	the	DET
american_scientific_journal-7521	26	12	three	three	NUM
american_scientific_journal-7521	26	13	evaluation	evaluation	NOUN
american_scientific_journal-7521	26	14	materials	material	NOUN
american_scientific_journal-7521	26	15	,	,	PUNCT
american_scientific_journal-7521	26	16	revises	revise	VERB
american_scientific_journal-7521	26	17	the	the	DET
american_scientific_journal-7521	26	18	text	text	NOUN
american_scientific_journal-7521	26	19	,	,	PUNCT
american_scientific_journal-7521	26	20	and	and	CCONJ
american_scientific_journal-7521	26	21	resubmits	resubmit	VERB
american_scientific_journal-7521	26	22	it	it	PRON
american_scientific_journal-7521	26	23	and	and	CCONJ
american_scientific_journal-7521	26	24	so	so	ADV
american_scientific_journal-7521	26	25	on	on	ADV
american_scientific_journal-7521	26	26	by	by	ADP
american_scientific_journal-7521	26	27	comparing	compare	VERB
american_scientific_journal-7521	26	28	the	the	DET
american_scientific_journal-7521	26	29	text	text	NOUN
american_scientific_journal-7521	26	30	of	of	ADP
american_scientific_journal-7521	26	31	an	an	DET
american_scientific_journal-7521	26	32	essay	essay	NOUN
american_scientific_journal-7521	26	33	and	and	CCONJ
american_scientific_journal-7521	26	34	a	a	DET
american_scientific_journal-7521	26	35	given	give	VERB
american_scientific_journal-7521	26	36	course	course	NOUN
american_scientific_journal-7521	26	37	on	on	ADP
american_scientific_journal-7521	26	38	a	a	DET
american_scientific_journal-7521	26	39	semantic	semantic	ADJ
american_scientific_journal-7521	26	40	basis	basis	NOUN
american_scientific_journal-7521	26	41	,	,	PUNCT
american_scientific_journal-7521	26	42	model	model	NOUN
american_scientific_journal-7521	26	43	was	be	AUX
american_scientific_journal-7521	26	44	experimented	experiment	VERB
american_scientific_journal-7521	26	45	using	use	VERB
american_scientific_journal-7521	26	46	31	31	NUM
american_scientific_journal-7521	26	47	essays	essay	NOUN
american_scientific_journal-7521	26	48	written	write	VERB
american_scientific_journal-7521	26	49	by	by	ADP
american_scientific_journal-7521	26	50	students	student	NOUN
american_scientific_journal-7521	26	51	at	at	ADP
american_scientific_journal-7521	26	52	the	the	DET
american_scientific_journal-7521	26	53	university	university	PROPN
american_scientific_journal-7521	26	54	of	of	ADP
american_scientific_journal-7521	26	55	grenoble	grenoble	PROPN
american_scientific_journal-7521	26	56	via	via	ADP
american_scientific_journal-7521	26	57	a	a	DET
american_scientific_journal-7521	26	58	year	year	NOUN
american_scientific_journal-7521	26	59	ago	ago	ADV
american_scientific_journal-7521	26	60	.	.	PUNCT
american_scientific_journal-7521	27	1	the	the	DET
american_scientific_journal-7521	27	2	essays	essay	NOUN
american_scientific_journal-7521	27	3	were	be	AUX
american_scientific_journal-7521	27	4	typed	type	VERB
american_scientific_journal-7521	27	5	out	out	ADP
american_scientific_journal-7521	27	6	and	and	CCONJ
american_scientific_journal-7521	27	7	then	then	ADV
american_scientific_journal-7521	27	8	,	,	PUNCT
american_scientific_journal-7521	27	9	the	the	PRON
american_scientific_journal-7521	27	10	was	be	AUX
american_scientific_journal-7521	27	11	ran	run	VERB
american_scientific_journal-7521	27	12	in	in	ADP
american_scientific_journal-7521	27	13	order	order	NOUN
american_scientific_journal-7521	27	14	to	to	PART
american_scientific_journal-7521	27	15	get	get	VERB
american_scientific_journal-7521	27	16	a	a	DET
american_scientific_journal-7521	27	17	grade	grade	NOUN
american_scientific_journal-7521	27	18	.	.	PUNCT
american_scientific_journal-7521	28	1	in	in	ADP
american_scientific_journal-7521	28	2	other	other	ADJ
american_scientific_journal-7521	28	3	work	work	NOUN
american_scientific_journal-7521	28	4	[	[	X
american_scientific_journal-7521	28	5	6	6	NUM
american_scientific_journal-7521	28	6	]	]	PUNCT
american_scientific_journal-7521	28	7	,	,	PUNCT
american_scientific_journal-7521	28	8	dharmendra	dharmendra	NOUN
american_scientific_journal-7521	28	9	and	and	CCONJ
american_scientific_journal-7521	28	10	his	his	PRON
american_scientific_journal-7521	28	11	colleagues	colleague	NOUN
american_scientific_journal-7521	28	12	(	(	PUNCT
american_scientific_journal-7521	28	13	2003	2003	NUM
american_scientific_journal-7521	28	14	)	)	PUNCT
american_scientific_journal-7521	28	15	have	have	AUX
american_scientific_journal-7521	28	16	presented	present	VERB
american_scientific_journal-7521	28	17	here	here	ADV
american_scientific_journal-7521	28	18	a	a	DET
american_scientific_journal-7521	28	19	method	method	NOUN
american_scientific_journal-7521	28	20	which	which	DET
american_scientific_journal-7521	28	21	generalized	generalized	ADJ
american_scientific_journal-7521	28	22	lsa	lsa	NOUN
american_scientific_journal-7521	28	23	,	,	PUNCT
american_scientific_journal-7521	28	24	called	call	VERB
american_scientific_journal-7521	28	25	syntactically	syntactically	ADV
american_scientific_journal-7521	28	26	enhanced	enhance	VERB
american_scientific_journal-7521	28	27	lsa	lsa	NOUN
american_scientific_journal-7521	28	28	(	(	PUNCT
american_scientific_journal-7521	28	29	selsa	selsa	NOUN
american_scientific_journal-7521	28	30	)	)	PUNCT
american_scientific_journal-7521	28	31	.	.	PUNCT
american_scientific_journal-7521	29	1	where	where	SCONJ
american_scientific_journal-7521	29	2	lsa	lsa	NOUN
american_scientific_journal-7521	29	3	is	be	AUX
american_scientific_journal-7521	29	4	based	base	VERB
american_scientific_journal-7521	29	5	on	on	ADP
american_scientific_journal-7521	29	6	word	word	NOUN
american_scientific_journal-7521	29	7	-	-	PUNCT
american_scientific_journal-7521	29	8	document	document	NOUN
american_scientific_journal-7521	29	9	cooccurrence	cooccurrence	NOUN
american_scientific_journal-7521	29	10	statistics	statistic	NOUN
american_scientific_journal-7521	29	11	and	and	CCONJ
american_scientific_journal-7521	29	12	a	a	DET
american_scientific_journal-7521	29	13	dimensionality	dimensionality	NOUN
american_scientific_journal-7521	29	14	reduction	reduction	NOUN
american_scientific_journal-7521	29	15	technique	technique	NOUN
american_scientific_journal-7521	29	16	in	in	ADP
american_scientific_journal-7521	29	17	the	the	DET
american_scientific_journal-7521	29	18	training	training	NOUN
american_scientific_journal-7521	29	19	corpus	corpus	NOUN
american_scientific_journal-7521	29	20	.	.	PUNCT
american_scientific_journal-7521	30	1	the	the	DET
american_scientific_journal-7521	30	2	generalization	generalization	NOUN
american_scientific_journal-7521	30	3	of	of	ADP
american_scientific_journal-7521	30	4	lsa	lsa	PROPN
american_scientific_journal-7521	30	5	was	be	AUX
american_scientific_journal-7521	30	6	accomplished	accomplish	VERB
american_scientific_journal-7521	30	7	by	by	ADP
american_scientific_journal-7521	30	8	deeming	deem	VERB
american_scientific_journal-7521	30	9	a	a	DET
american_scientific_journal-7521	30	10	word	word	NOUN
american_scientific_journal-7521	30	11	along	along	ADP
american_scientific_journal-7521	30	12	with	with	ADP
american_scientific_journal-7521	30	13	its	its	PRON
american_scientific_journal-7521	30	14	syntactic	syntactic	ADJ
american_scientific_journal-7521	30	15	neighborhood	neighborhood	NOUN
american_scientific_journal-7521	30	16	given	give	VERB
american_scientific_journal-7521	30	17	by	by	ADP
american_scientific_journal-7521	30	18	the	the	DET
american_scientific_journal-7521	30	19	part	part	NOUN
american_scientific_journal-7521	30	20	-	-	PUNCT
american_scientific_journal-7521	30	21	of	of	ADP
american_scientific_journal-7521	30	22	-	-	PUNCT
american_scientific_journal-7521	30	23	speech	speech	NOUN
american_scientific_journal-7521	30	24	tag	tag	NOUN
american_scientific_journal-7521	30	25	of	of	ADP
american_scientific_journal-7521	30	26	its	its	PRON
american_scientific_journal-7521	30	27	preceding	precede	VERB
american_scientific_journal-7521	30	28	word	word	NOUN
american_scientific_journal-7521	30	29	.	.	PUNCT
american_scientific_journal-7521	31	1	the	the	DET
american_scientific_journal-7521	31	2	comparison	comparison	NOUN
american_scientific_journal-7521	31	3	of	of	ADP
american_scientific_journal-7521	31	4	experimental	experimental	ADJ
american_scientific_journal-7521	31	5	results	result	NOUN
american_scientific_journal-7521	31	6	on	on	ADP
american_scientific_journal-7521	31	7	autotutor	autotutor	PROPN
american_scientific_journal-7521	31	8	task	task	NOUN
american_scientific_journal-7521	31	9	to	to	PART
american_scientific_journal-7521	31	10	evaluate	evaluate	VERB
american_scientific_journal-7521	31	11	students	student	NOUN
american_scientific_journal-7521	31	12	’	'	PUNCT
american_scientific_journal-7521	31	13	answers	answer	NOUN
american_scientific_journal-7521	31	14	to	to	ADP
american_scientific_journal-7521	31	15	basic	basic	ADJ
american_scientific_journal-7521	31	16	computer	computer	NOUN
american_scientific_journal-7521	31	17	science	science	NOUN
american_scientific_journal-7521	31	18	questions	question	NOUN
american_scientific_journal-7521	31	19	by	by	ADP
american_scientific_journal-7521	31	20	selsa	selsa	NOUN
american_scientific_journal-7521	31	21	and	and	CCONJ
american_scientific_journal-7521	31	22	lsa	lsa	NOUN
american_scientific_journal-7521	31	23	were	be	AUX
american_scientific_journal-7521	31	24	presented	present	VERB
american_scientific_journal-7521	31	25	in	in	ADP
american_scientific_journal-7521	31	26	terms	term	NOUN
american_scientific_journal-7521	31	27	of	of	ADP
american_scientific_journal-7521	31	28	several	several	ADJ
american_scientific_journal-7521	31	29	cognitive	cognitive	ADJ
american_scientific_journal-7521	31	30	measures	measure	NOUN
american_scientific_journal-7521	31	31	.	.	PUNCT
american_scientific_journal-7521	32	1	lsa	lsa	NOUN
american_scientific_journal-7521	32	2	was	be	AUX
american_scientific_journal-7521	32	3	able	able	ADJ
american_scientific_journal-7521	32	4	to	to	PART
american_scientific_journal-7521	32	5	correctly	correctly	ADV
american_scientific_journal-7521	32	6	evaluate	evaluate	VERB
american_scientific_journal-7521	32	7	a	a	DET
american_scientific_journal-7521	32	8	few	few	ADJ
american_scientific_journal-7521	32	9	less	less	ADJ
american_scientific_journal-7521	32	10	answers	answer	NOUN
american_scientific_journal-7521	32	11	than	than	ADP
american_scientific_journal-7521	32	12	selsa	selsa	NOUN
american_scientific_journal-7521	32	13	but	but	CCONJ
american_scientific_journal-7521	32	14	is	be	AUX
american_scientific_journal-7521	32	15	having	have	VERB
american_scientific_journal-7521	32	16	more	more	ADJ
american_scientific_journal-7521	32	17	correlation	correlation	NOUN
american_scientific_journal-7521	32	18	with	with	ADP
american_scientific_journal-7521	32	19	human	human	ADJ
american_scientific_journal-7521	32	20	evaluators	evaluator	NOUN
american_scientific_journal-7521	32	21	than	than	ADP
american_scientific_journal-7521	32	22	selsa	selsa	NOUN
american_scientific_journal-7521	32	23	has	have	VERB
american_scientific_journal-7521	32	24	.	.	PUNCT
american_scientific_journal-7521	33	1	discrimination	discrimination	NOUN
american_scientific_journal-7521	33	2	of	of	ADP
american_scientific_journal-7521	33	3	syntactic	syntactic	ADJ
american_scientific_journal-7521	33	4	-	-	PUNCT
american_scientific_journal-7521	33	5	semantic	semantic	ADJ
american_scientific_journal-7521	33	6	knowledge	knowledge	NOUN
american_scientific_journal-7521	33	7	representation	representation	NOUN
american_scientific_journal-7521	33	8	provided	provide	VERB
american_scientific_journal-7521	33	9	better	well	ADV
american_scientific_journal-7521	33	10	by	by	ADP
american_scientific_journal-7521	33	11	selsa	selsa	NOUN
american_scientific_journal-7521	33	12	than	than	ADP
american_scientific_journal-7521	33	13	lsa	lsa	PROPN
american_scientific_journal-7521	33	14	.	.	PUNCT
american_scientific_journal-7521	33	15	from	from	ADP
american_scientific_journal-7521	33	16	the	the	DET
american_scientific_journal-7521	33	17	correlation	correlation	NOUN
american_scientific_journal-7521	33	18	performance	performance	NOUN
american_scientific_journal-7521	33	19	analysis	analysis	NOUN
american_scientific_journal-7521	33	20	,	,	PUNCT
american_scientific_journal-7521	33	21	it	it	PRON
american_scientific_journal-7521	33	22	was	be	AUX
american_scientific_journal-7521	33	23	appeared	appear	VERB
american_scientific_journal-7521	33	24	that	that	SCONJ
american_scientific_journal-7521	33	25	selsa	selsa	NOUN
american_scientific_journal-7521	33	26	was	be	AUX
american_scientific_journal-7521	33	27	more	more	ADV
american_scientific_journal-7521	33	28	powerful	powerful	ADJ
american_scientific_journal-7521	33	29	in	in	ADP
american_scientific_journal-7521	33	30	discriminating	discriminate	VERB
american_scientific_journal-7521	33	31	the	the	DET
american_scientific_journal-7521	33	32	semantic	semantic	ADJ
american_scientific_journal-7521	33	33	information	information	NOUN
american_scientific_journal-7521	33	34	across	across	ADP
american_scientific_journal-7521	33	35	a	a	DET
american_scientific_journal-7521	33	36	wider	wide	ADJ
american_scientific_journal-7521	33	37	threshold	threshold	NOUN
american_scientific_journal-7521	33	38	width	width	NOUN
american_scientific_journal-7521	33	39	than	than	ADP
american_scientific_journal-7521	33	40	lsa	lsa	PROPN
american_scientific_journal-7521	33	41	.	.	PUNCT
american_scientific_journal-7521	34	1	the	the	DET
american_scientific_journal-7521	34	2	syntactic	syntactic	ADJ
american_scientific_journal-7521	34	3	-	-	PUNCT
american_scientific_journal-7521	34	4	semantic	semantic	ADJ
american_scientific_journal-7521	34	5	sense	sense	NOUN
american_scientific_journal-7521	34	6	of	of	ADP
american_scientific_journal-7521	34	7	a	a	DET
american_scientific_journal-7521	34	8	word	word	NOUN
american_scientific_journal-7521	34	9	that	that	PRON
american_scientific_journal-7521	34	10	was	be	AUX
american_scientific_journal-7521	34	11	captured	capture	VERB
american_scientific_journal-7521	34	12	by	by	ADP
american_scientific_journal-7521	34	13	selsa	selsa	NOUN
american_scientific_journal-7521	34	14	,	,	PUNCT
american_scientific_journal-7521	34	15	was	be	AUX
american_scientific_journal-7521	34	16	resolution	resolution	NOUN
american_scientific_journal-7521	34	17	in	in	ADP
american_scientific_journal-7521	34	18	a	a	DET
american_scientific_journal-7521	34	19	word	word	NOUN
american_scientific_journal-7521	34	20	’s	’s	PART
american_scientific_journal-7521	34	21	behavior	behavior	NOUN
american_scientific_journal-7521	34	22	compared	compare	VERB
american_scientific_journal-7521	34	23	to	to	ADP
american_scientific_journal-7521	34	24	an	an	DET
american_scientific_journal-7521	34	25	average	average	ADJ
american_scientific_journal-7521	34	26	behavior	behavior	NOUN
american_scientific_journal-7521	34	27	captured	capture	VERB
american_scientific_journal-7521	34	28	by	by	ADP
american_scientific_journal-7521	34	29	lsa	lsa	PROPN
american_scientific_journal-7521	34	30	.	.	PUNCT
american_scientific_journal-7521	35	1	in	in	ADP
american_scientific_journal-7521	35	2	2012	2012	NUM
american_scientific_journal-7521	35	3	[	[	X
american_scientific_journal-7521	35	4	7	7	NUM
american_scientific_journal-7521	35	5	]	]	PUNCT
american_scientific_journal-7521	35	6	,	,	PUNCT
american_scientific_journal-7521	35	7	chen	chen	PROPN
american_scientific_journal-7521	35	8	and	and	CCONJ
american_scientific_journal-7521	35	9	his	his	PRON
american_scientific_journal-7521	35	10	colleagues	colleague	NOUN
american_scientific_journal-7521	35	11	have	have	AUX
american_scientific_journal-7521	35	12	introduced	introduce	VERB
american_scientific_journal-7521	35	13	four	four	NUM
american_scientific_journal-7521	35	14	algorithms	algorithm	NOUN
american_scientific_journal-7521	35	15	which	which	PRON
american_scientific_journal-7521	35	16	were	be	AUX
american_scientific_journal-7521	35	17	ranking	rank	VERB
american_scientific_journal-7521	35	18	svm	svm	ADJ
american_scientific_journal-7521	35	19	,	,	PUNCT
american_scientific_journal-7521	35	20	lambdamart	lambdamart	NOUN
american_scientific_journal-7521	35	21	,	,	PUNCT
american_scientific_journal-7521	35	22	knn	knn	PROPN
american_scientific_journal-7521	35	23	,	,	PUNCT
american_scientific_journal-7521	35	24	and	and	CCONJ
american_scientific_journal-7521	35	25	multiple	multiple	ADJ
american_scientific_journal-7521	35	26	linear	linear	ADJ
american_scientific_journal-7521	35	27	regression	regression	NOUN
american_scientific_journal-7521	35	28	.	.	PUNCT
american_scientific_journal-7521	36	1	automated	automate	VERB
american_scientific_journal-7521	36	2	essay	essay	NOUN
american_scientific_journal-7521	36	3	grading	grade	VERB
american_scientific_journal-7521	36	4	by	by	ADP
american_scientific_journal-7521	36	5	ranking	rank	VERB
american_scientific_journal-7521	36	6	svm	svm	NOUN
american_scientific_journal-7521	36	7	has	have	VERB
american_scientific_journal-7521	36	8	two	two	NUM
american_scientific_journal-7521	36	9	key	key	ADJ
american_scientific_journal-7521	36	10	steps	step	NOUN
american_scientific_journal-7521	36	11	which	which	PRON
american_scientific_journal-7521	36	12	were	be	AUX
american_scientific_journal-7521	36	13	extracting	extract	VERB
american_scientific_journal-7521	36	14	features	feature	NOUN
american_scientific_journal-7521	36	15	of	of	ADP
american_scientific_journal-7521	36	16	essay	essay	NOUN
american_scientific_journal-7521	36	17	,	,	PUNCT
american_scientific_journal-7521	36	18	score	score	NOUN
american_scientific_journal-7521	36	19	essays	essay	NOUN
american_scientific_journal-7521	36	20	using	use	VERB
american_scientific_journal-7521	36	21	machine	machine	NOUN
american_scientific_journal-7521	36	22	learning	learn	VERB
american_scientific_journal-7521	36	23	algorithms	algorithm	NOUN
american_scientific_journal-7521	36	24	for	for	ADP
american_scientific_journal-7521	36	25	learning	learn	VERB
american_scientific_journal-7521	36	26	a	a	DET
american_scientific_journal-7521	36	27	scoring	scoring	NOUN
american_scientific_journal-7521	36	28	function	function	NOUN
american_scientific_journal-7521	36	29	or	or	CCONJ
american_scientific_journal-7521	36	30	model	model	NOUN
american_scientific_journal-7521	36	31	that	that	PRON
american_scientific_journal-7521	36	32	can	can	AUX
american_scientific_journal-7521	36	33	comprehensively	comprehensively	ADV
american_scientific_journal-7521	36	34	consider	consider	VERB
american_scientific_journal-7521	36	35	these	these	DET
american_scientific_journal-7521	36	36	essay	essay	NOUN
american_scientific_journal-7521	36	37	features	feature	NOUN
american_scientific_journal-7521	36	38	.	.	PUNCT
american_scientific_journal-7521	37	1	the	the	DET
american_scientific_journal-7521	37	2	flexibility	flexibility	NOUN
american_scientific_journal-7521	37	3	in	in	ADP
american_scientific_journal-7521	37	4	incorporating	incorporate	VERB
american_scientific_journal-7521	37	5	different	different	ADJ
american_scientific_journal-7521	37	6	kinds	kind	NOUN
american_scientific_journal-7521	37	7	of	of	ADP
american_scientific_journal-7521	37	8	features	feature	NOUN
american_scientific_journal-7521	37	9	into	into	ADP
american_scientific_journal-7521	37	10	the	the	DET
american_scientific_journal-7521	37	11	process	process	NOUN
american_scientific_journal-7521	37	12	of	of	ADP
american_scientific_journal-7521	37	13	ranking	ranking	NOUN
american_scientific_journal-7521	37	14	was	be	AUX
american_scientific_journal-7521	37	15	considered	consider	VERB
american_scientific_journal-7521	37	16	the	the	DET
american_scientific_journal-7521	37	17	major	major	ADJ
american_scientific_journal-7521	37	18	advantage	advantage	NOUN
american_scientific_journal-7521	37	19	of	of	ADP
american_scientific_journal-7521	37	20	learning	learn	VERB
american_scientific_journal-7521	37	21	to	to	PART
american_scientific_journal-7521	37	22	rank	rank	VERB
american_scientific_journal-7521	37	23	.	.	PUNCT
american_scientific_journal-7521	38	1	thus	thus	ADV
american_scientific_journal-7521	38	2	,	,	PUNCT
american_scientific_journal-7521	38	3	for	for	ADP
american_scientific_journal-7521	38	4	the	the	DET
american_scientific_journal-7521	38	5	process	process	NOUN
american_scientific_journal-7521	38	6	of	of	ADP
american_scientific_journal-7521	38	7	essay	essay	NOUN
american_scientific_journal-7521	38	8	ranking	ranking	NOUN
american_scientific_journal-7521	38	9	,	,	PUNCT
american_scientific_journal-7521	38	10	it	it	PRON
american_scientific_journal-7521	38	11	can	can	AUX
american_scientific_journal-7521	38	12	try	try	VERB
american_scientific_journal-7521	38	13	to	to	PART
american_scientific_journal-7521	38	14	incorporate	incorporate	VERB
american_scientific_journal-7521	38	15	various	various	ADJ
american_scientific_journal-7521	38	16	kinds	kind	NOUN
american_scientific_journal-7521	38	17	of	of	ADP
american_scientific_journal-7521	38	18	essay	essay	ADJ
american_scientific_journal-7521	38	19	features	feature	NOUN
american_scientific_journal-7521	38	20	.	.	PUNCT
american_scientific_journal-7521	39	1	then	then	ADV
american_scientific_journal-7521	39	2	,	,	PUNCT
american_scientific_journal-7521	39	3	a	a	DET
american_scientific_journal-7521	39	4	ranked	rank	VERB
american_scientific_journal-7521	39	5	list	list	NOUN
american_scientific_journal-7521	39	6	of	of	ADP
american_scientific_journal-7521	39	7	essays	essay	NOUN
american_scientific_journal-7521	39	8	was	be	AUX
american_scientific_journal-7521	39	9	output	output	NOUN
american_scientific_journal-7521	39	10	from	from	ADP
american_scientific_journal-7521	39	11	the	the	DET
american_scientific_journal-7521	39	12	learning	learning	NOUN
american_scientific_journal-7521	39	13	to	to	PART
american_scientific_journal-7521	39	14	rank	rank	VERB
american_scientific_journal-7521	39	15	algorithms	algorithm	NOUN
american_scientific_journal-7521	39	16	.	.	PUNCT
american_scientific_journal-7521	40	1	the	the	DET
american_scientific_journal-7521	40	2	ranked	rank	VERB
american_scientific_journal-7521	40	3	list	list	NOUN
american_scientific_journal-7521	40	4	of	of	ADP
american_scientific_journal-7521	40	5	essays	essay	NOUN
american_scientific_journal-7521	40	6	can	can	AUX
american_scientific_journal-7521	40	7	be	be	AUX
american_scientific_journal-7521	40	8	viewed	view	VERB
american_scientific_journal-7521	40	9	as	as	ADP
american_scientific_journal-7521	40	10	the	the	DET
american_scientific_journal-7521	40	11	ranking	ranking	NOUN
american_scientific_journal-7521	40	12	of	of	ADP
american_scientific_journal-7521	40	13	essays	essay	NOUN
american_scientific_journal-7521	40	14	’	'	PUNCT
american_scientific_journal-7521	40	15	writing	write	VERB
american_scientific_journal-7521	40	16	quality	quality	NOUN
american_scientific_journal-7521	40	17	.	.	PUNCT
american_scientific_journal-7521	41	1	finally	finally	ADV
american_scientific_journal-7521	41	2	the	the	DET
american_scientific_journal-7521	41	3	score	score	NOUN
american_scientific_journal-7521	41	4	output	output	NOUN
american_scientific_journal-7521	41	5	by	by	ADP
american_scientific_journal-7521	41	6	ranking	rank	VERB
american_scientific_journal-7521	41	7	function	function	NOUN
american_scientific_journal-7521	41	8	should	should	AUX
american_scientific_journal-7521	41	9	be	be	AUX
american_scientific_journal-7521	41	10	transform	transform	VERB
american_scientific_journal-7521	41	11	into	into	ADP
american_scientific_journal-7521	41	12	practical	practical	ADJ
american_scientific_journal-7521	41	13	score	score	NOUN
american_scientific_journal-7521	41	14	in	in	ADP
american_scientific_journal-7521	41	15	some	some	DET
american_scientific_journal-7521	41	16	way	way	NOUN
american_scientific_journal-7521	41	17	[	[	X
american_scientific_journal-7521	41	18	8	8	NUM
american_scientific_journal-7521	41	19	]	]	PUNCT
american_scientific_journal-7521	41	20	.	.	PUNCT
american_scientific_journal-7521	42	1	it	it	PRON
american_scientific_journal-7521	42	2	can	can	AUX
american_scientific_journal-7521	42	3	be	be	AUX
american_scientific_journal-7521	42	4	observed	observe	VERB
american_scientific_journal-7521	42	5	that	that	SCONJ
american_scientific_journal-7521	42	6	the	the	DET
american_scientific_journal-7521	42	7	performance	performance	NOUN
american_scientific_journal-7521	42	8	of	of	ADP
american_scientific_journal-7521	42	9	three	three	NUM
american_scientific_journal-7521	42	10	algorithms	algorithm	NOUN
american_scientific_journal-7521	42	11	was	be	AUX
american_scientific_journal-7521	42	12	far	far	ADV
american_scientific_journal-7521	42	13	better	well	ADJ
american_scientific_journal-7521	42	14	than	than	ADP
american_scientific_journal-7521	42	15	knn	knn	PROPN
american_scientific_journal-7521	42	16	,	,	PUNCT
american_scientific_journal-7521	42	17	and	and	CCONJ
american_scientific_journal-7521	42	18	the	the	DET
american_scientific_journal-7521	42	19	american	american	ADJ
american_scientific_journal-7521	42	20	academic	academic	PROPN
american_scientific_journal-7521	42	21	scientific	scientific	ADJ
american_scientific_journal-7521	42	22	research	research	NOUN
american_scientific_journal-7521	42	23	journal	journal	NOUN
american_scientific_journal-7521	42	24	for	for	ADP
american_scientific_journal-7521	42	25	engineering	engineering	NOUN
american_scientific_journal-7521	42	26	,	,	PUNCT
american_scientific_journal-7521	42	27	technology	technology	NOUN
american_scientific_journal-7521	42	28	,	,	PUNCT
american_scientific_journal-7521	42	29	and	and	CCONJ
american_scientific_journal-7521	42	30	sciences	science	NOUN
american_scientific_journal-7521	42	31	(	(	PUNCT
american_scientific_journal-7521	42	32	asrjets	asrjet	NOUN
american_scientific_journal-7521	42	33	)	)	PUNCT
american_scientific_journal-7521	42	34	(	(	PUNCT
american_scientific_journal-7521	42	35	2023	2023	NUM
american_scientific_journal-7521	42	36	)	)	PUNCT
american_scientific_journal-7521	42	37	volume	volume	NOUN
american_scientific_journal-7521	42	38	91	91	NUM
american_scientific_journal-7521	42	39	,	,	PUNCT
american_scientific_journal-7521	42	40	no	no	DET
american_scientific_journal-7521	42	41	1	1	NUM
american_scientific_journal-7521	42	42	,	,	PUNCT
american_scientific_journal-7521	42	43	pp	pp	ADV
american_scientific_journal-7521	42	44	1	1	NUM
american_scientific_journal-7521	42	45	-	-	SYM
american_scientific_journal-7521	42	46	8	8	NUM
american_scientific_journal-7521	42	47	3	3	NUM
american_scientific_journal-7521	42	48	performance	performance	NOUN
american_scientific_journal-7521	42	49	of	of	ADP
american_scientific_journal-7521	42	50	svmrank	svmrank	PROPN
american_scientific_journal-7521	42	51	was	be	AUX
american_scientific_journal-7521	42	52	the	the	DET
american_scientific_journal-7521	42	53	better	well	ADJ
american_scientific_journal-7521	42	54	among	among	ADP
american_scientific_journal-7521	42	55	them	they	PRON
american_scientific_journal-7521	42	56	.	.	PUNCT
american_scientific_journal-7521	43	1	in	in	ADP
american_scientific_journal-7521	43	2	2016	2016	NUM
american_scientific_journal-7521	43	3	[	[	X
american_scientific_journal-7521	43	4	9	9	NUM
american_scientific_journal-7521	43	5	]	]	PUNCT
american_scientific_journal-7521	43	6	,	,	PUNCT
american_scientific_journal-7521	43	7	taghipour	taghipour	NOUN
american_scientific_journal-7521	43	8	and	and	CCONJ
american_scientific_journal-7521	43	9	tou	tou	PROPN
american_scientific_journal-7521	43	10	have	have	AUX
american_scientific_journal-7521	43	11	developed	develop	VERB
american_scientific_journal-7521	43	12	a	a	DET
american_scientific_journal-7521	43	13	method	method	NOUN
american_scientific_journal-7521	43	14	to	to	PART
american_scientific_journal-7521	43	15	learn	learn	VERB
american_scientific_journal-7521	43	16	the	the	DET
american_scientific_journal-7521	43	17	relation	relation	NOUN
american_scientific_journal-7521	43	18	between	between	ADP
american_scientific_journal-7521	43	19	an	an	DET
american_scientific_journal-7521	43	20	essay	essay	NOUN
american_scientific_journal-7521	43	21	and	and	CCONJ
american_scientific_journal-7521	43	22	its	its	PRON
american_scientific_journal-7521	43	23	assigned	assign	VERB
american_scientific_journal-7521	43	24	score	score	NOUN
american_scientific_journal-7521	43	25	based	base	VERB
american_scientific_journal-7521	43	26	on	on	ADP
american_scientific_journal-7521	43	27	recurrent	recurrent	ADJ
american_scientific_journal-7521	43	28	neural	neural	ADJ
american_scientific_journal-7521	43	29	networks	network	NOUN
american_scientific_journal-7521	43	30	,	,	PUNCT
american_scientific_journal-7521	43	31	without	without	ADP
american_scientific_journal-7521	43	32	any	any	DET
american_scientific_journal-7521	43	33	feature	feature	NOUN
american_scientific_journal-7521	43	34	engineering	engineering	NOUN
american_scientific_journal-7521	43	35	.	.	PUNCT
american_scientific_journal-7521	44	1	the	the	DET
american_scientific_journal-7521	44	2	architecture	architecture	NOUN
american_scientific_journal-7521	44	3	of	of	ADP
american_scientific_journal-7521	44	4	recurrent	recurrent	ADJ
american_scientific_journal-7521	44	5	neural	neural	ADJ
american_scientific_journal-7521	44	6	network	network	NOUN
american_scientific_journal-7521	44	7	in	in	ADP
american_scientific_journal-7521	44	8	this	this	DET
american_scientific_journal-7521	44	9	work	work	NOUN
american_scientific_journal-7521	44	10	has	have	AUX
american_scientific_journal-7521	44	11	consisted	consist	VERB
american_scientific_journal-7521	44	12	of	of	ADP
american_scientific_journal-7521	44	13	four	four	NUM
american_scientific_journal-7521	44	14	layers	layer	NOUN
american_scientific_journal-7521	44	15	:	:	PUNCT
american_scientific_journal-7521	44	16	lookup	lookup	NOUN
american_scientific_journal-7521	44	17	table	table	NOUN
american_scientific_journal-7521	44	18	layer	layer	NOUN
american_scientific_journal-7521	44	19	,	,	PUNCT
american_scientific_journal-7521	44	20	convolution	convolution	NOUN
american_scientific_journal-7521	44	21	layer	layer	NOUN
american_scientific_journal-7521	44	22	,	,	PUNCT
american_scientific_journal-7521	44	23	recurrent	recurrent	ADJ
american_scientific_journal-7521	44	24	layer	layer	NOUN
american_scientific_journal-7521	44	25	,	,	PUNCT
american_scientific_journal-7521	44	26	and	and	CCONJ
american_scientific_journal-7521	44	27	linear	linear	ADJ
american_scientific_journal-7521	44	28	layer	layer	NOUN
american_scientific_journal-7521	44	29	with	with	ADP
american_scientific_journal-7521	44	30	sigmoid	sigmoid	NOUN
american_scientific_journal-7521	44	31	activation	activation	NOUN
american_scientific_journal-7521	44	32	.	.	PUNCT
american_scientific_journal-7521	45	1	they	they	PRON
american_scientific_journal-7521	45	2	were	be	AUX
american_scientific_journal-7521	45	3	experimented	experiment	VERB
american_scientific_journal-7521	45	4	with	with	ADP
american_scientific_journal-7521	45	5	basic	basic	ADJ
american_scientific_journal-7521	45	6	recurrent	recurrent	ADJ
american_scientific_journal-7521	45	7	units	unit	NOUN
american_scientific_journal-7521	45	8	(	(	PUNCT
american_scientific_journal-7521	45	9	rnn	rnn	PROPN
american_scientific_journal-7521	45	10	)	)	PUNCT
american_scientific_journal-7521	45	11	,	,	PUNCT
american_scientific_journal-7521	45	12	long	long	ADJ
american_scientific_journal-7521	45	13	short	short	ADJ
american_scientific_journal-7521	45	14	-	-	PUNCT
american_scientific_journal-7521	45	15	term	term	NOUN
american_scientific_journal-7521	45	16	memory	memory	NOUN
american_scientific_journal-7521	45	17	units	unit	NOUN
american_scientific_journal-7521	45	18	(	(	PUNCT
american_scientific_journal-7521	45	19	lstm	lstm	NOUN
american_scientific_journal-7521	45	20	)	)	PUNCT
american_scientific_journal-7521	45	21	,	,	PUNCT
american_scientific_journal-7521	45	22	and	and	CCONJ
american_scientific_journal-7521	45	23	gated	gate	VERB
american_scientific_journal-7521	45	24	recurrent	recurrent	ADJ
american_scientific_journal-7521	45	25	units	unit	NOUN
american_scientific_journal-7521	45	26	(	(	PUNCT
american_scientific_journal-7521	45	27	gru	gru	NOUN
american_scientific_journal-7521	45	28	)	)	PUNCT
american_scientific_journal-7521	45	29	to	to	PART
american_scientific_journal-7521	45	30	identify	identify	VERB
american_scientific_journal-7521	45	31	the	the	DET
american_scientific_journal-7521	45	32	best	good	ADJ
american_scientific_journal-7521	45	33	choice	choice	NOUN
american_scientific_journal-7521	45	34	for	for	ADP
american_scientific_journal-7521	45	35	this	this	DET
american_scientific_journal-7521	45	36	task	task	NOUN
american_scientific_journal-7521	45	37	.	.	PUNCT
american_scientific_journal-7521	46	1	in	in	ADP
american_scientific_journal-7521	46	2	2016	2016	NUM
american_scientific_journal-7521	46	3	[	[	X
american_scientific_journal-7521	46	4	10	10	NUM
american_scientific_journal-7521	46	5	]	]	PUNCT
american_scientific_journal-7521	46	6	,	,	PUNCT
american_scientific_journal-7521	46	7	crossley	crossley	NOUN
american_scientific_journal-7521	46	8	and	and	CCONJ
american_scientific_journal-7521	46	9	his	his	PRON
american_scientific_journal-7521	46	10	colleagues	colleague	NOUN
american_scientific_journal-7521	46	11	have	have	AUX
american_scientific_journal-7521	46	12	combined	combine	VERB
american_scientific_journal-7521	46	13	demographic	demographic	ADJ
american_scientific_journal-7521	46	14	information	information	NOUN
american_scientific_journal-7521	46	15	,	,	PUNCT
american_scientific_journal-7521	46	16	standardized	standardized	ADJ
american_scientific_journal-7521	46	17	test	test	NOUN
american_scientific_journal-7521	46	18	scores	score	NOUN
american_scientific_journal-7521	46	19	and	and	CCONJ
american_scientific_journal-7521	46	20	surveyed	survey	VERB
american_scientific_journal-7521	46	21	the	the	DET
american_scientific_journal-7521	46	22	results	result	NOUN
american_scientific_journal-7521	46	23	that	that	PRON
american_scientific_journal-7521	46	24	assessed	assess	VERB
american_scientific_journal-7521	46	25	individual	individual	ADJ
american_scientific_journal-7521	46	26	differences	difference	NOUN
american_scientific_journal-7521	46	27	methods	method	NOUN
american_scientific_journal-7521	46	28	in	in	ADP
american_scientific_journal-7521	46	29	writers	writer	NOUN
american_scientific_journal-7521	46	30	with	with	ADP
american_scientific_journal-7521	46	31	natural	natural	ADJ
american_scientific_journal-7521	46	32	language	language	NOUN
american_scientific_journal-7521	46	33	processing	processing	NOUN
american_scientific_journal-7521	46	34	methods	method	NOUN
american_scientific_journal-7521	46	35	that	that	PRON
american_scientific_journal-7521	46	36	assessed	assess	VERB
american_scientific_journal-7521	46	37	text	text	NOUN
american_scientific_journal-7521	46	38	features	feature	NOUN
american_scientific_journal-7521	46	39	.	.	PUNCT
american_scientific_journal-7521	47	1	the	the	DET
american_scientific_journal-7521	47	2	results	result	NOUN
american_scientific_journal-7521	47	3	have	have	AUX
american_scientific_journal-7521	47	4	shown	show	VERB
american_scientific_journal-7521	47	5	that	that	SCONJ
american_scientific_journal-7521	47	6	joining	join	VERB
american_scientific_journal-7521	47	7	individual	individual	ADJ
american_scientific_journal-7521	47	8	differences	difference	NOUN
american_scientific_journal-7521	47	9	and	and	CCONJ
american_scientific_journal-7521	47	10	text	text	NOUN
american_scientific_journal-7521	47	11	features	feature	NOUN
american_scientific_journal-7521	47	12	have	have	AUX
american_scientific_journal-7521	47	13	raised	raise	VERB
american_scientific_journal-7521	47	14	the	the	DET
american_scientific_journal-7521	47	15	accuracy	accuracy	NOUN
american_scientific_journal-7521	47	16	of	of	ADP
american_scientific_journal-7521	47	17	automatically	automatically	ADV
american_scientific_journal-7521	47	18	scored	score	VERB
american_scientific_journal-7521	47	19	essay	essay	NOUN
american_scientific_journal-7521	47	20	over	over	ADP
american_scientific_journal-7521	47	21	using	use	VERB
american_scientific_journal-7521	47	22	either	either	PRON
american_scientific_journal-7521	47	23	text	text	NOUN
american_scientific_journal-7521	47	24	features	feature	NOUN
american_scientific_journal-7521	47	25	or	or	CCONJ
american_scientific_journal-7521	47	26	individual	individual	ADJ
american_scientific_journal-7521	47	27	differences	difference	NOUN
american_scientific_journal-7521	47	28	alone	alone	ADV
american_scientific_journal-7521	47	29	.	.	PUNCT
american_scientific_journal-7521	48	1	in	in	ADP
american_scientific_journal-7521	48	2	this	this	DET
american_scientific_journal-7521	48	3	work	work	NOUN
american_scientific_journal-7521	48	4	,	,	PUNCT
american_scientific_journal-7521	48	5	corpus	corpus	PROPN
american_scientific_journal-7521	48	6	was	be	AUX
american_scientific_journal-7521	48	7	used	use	VERB
american_scientific_journal-7521	48	8	and	and	CCONJ
american_scientific_journal-7521	48	9	independently	independently	ADV
american_scientific_journal-7521	48	10	two	two	NUM
american_scientific_journal-7521	48	11	expert	expert	NOUN
american_scientific_journal-7521	48	12	raters	rater	NOUN
american_scientific_journal-7521	48	13	graded	grade	VERB
american_scientific_journal-7521	48	14	each	each	DET
american_scientific_journal-7521	48	15	essay	essay	NOUN
american_scientific_journal-7521	48	16	in	in	ADP
american_scientific_journal-7521	48	17	the	the	DET
american_scientific_journal-7521	48	18	corpus	corpus	NOUN
american_scientific_journal-7521	48	19	.	.	PUNCT
american_scientific_journal-7521	49	1	to	to	PART
american_scientific_journal-7521	49	2	holistically	holistically	ADV
american_scientific_journal-7521	49	3	evaluate	evaluate	VERB
american_scientific_journal-7521	49	4	the	the	DET
american_scientific_journal-7521	49	5	quality	quality	NOUN
american_scientific_journal-7521	49	6	of	of	ADP
american_scientific_journal-7521	49	7	the	the	DET
american_scientific_journal-7521	49	8	essays	essay	NOUN
american_scientific_journal-7521	49	9	,	,	PUNCT
american_scientific_journal-7521	49	10	the	the	DET
american_scientific_journal-7521	49	11	scoring	scoring	NOUN
american_scientific_journal-7521	49	12	scale	scale	NOUN
american_scientific_journal-7521	49	13	was	be	AUX
american_scientific_journal-7521	49	14	used	use	VERB
american_scientific_journal-7521	49	15	and	and	CCONJ
american_scientific_journal-7521	49	16	had	have	VERB
american_scientific_journal-7521	49	17	a	a	DET
american_scientific_journal-7521	49	18	minimum	minimum	ADJ
american_scientific_journal-7521	49	19	score	score	NOUN
american_scientific_journal-7521	49	20	of	of	ADP
american_scientific_journal-7521	49	21	1	1	NUM
american_scientific_journal-7521	49	22	and	and	CCONJ
american_scientific_journal-7521	49	23	a	a	DET
american_scientific_journal-7521	49	24	maximum	maximum	ADJ
american_scientific_journal-7521	49	25	score	score	NOUN
american_scientific_journal-7521	49	26	of	of	ADP
american_scientific_journal-7521	49	27	6	6	NUM
american_scientific_journal-7521	49	28	.	.	PUNCT
american_scientific_journal-7521	50	1	for	for	ADP
american_scientific_journal-7521	50	2	assessing	assess	VERB
american_scientific_journal-7521	50	3	inter	inter	ADJ
american_scientific_journal-7521	50	4	-	-	ADJ
american_scientific_journal-7521	50	5	rater	rater	ADJ
american_scientific_journal-7521	50	6	reliability	reliability	NOUN
american_scientific_journal-7521	50	7	between	between	ADP
american_scientific_journal-7521	50	8	raters	rater	NOUN
american_scientific_journal-7521	50	9	,	,	PUNCT
american_scientific_journal-7521	50	10	a	a	DET
american_scientific_journal-7521	50	11	pearson	pearson	NOUN
american_scientific_journal-7521	50	12	correlation	correlation	NOUN
american_scientific_journal-7521	50	13	analysis	analysis	NOUN
american_scientific_journal-7521	50	14	was	be	AUX
american_scientific_journal-7521	50	15	used	use	VERB
american_scientific_journal-7521	50	16	.	.	PUNCT
american_scientific_journal-7521	51	1	when	when	SCONJ
american_scientific_journal-7521	51	2	the	the	DET
american_scientific_journal-7521	51	3	raters	rater	NOUN
american_scientific_journal-7521	51	4	reached	reach	VERB
american_scientific_journal-7521	51	5	a	a	DET
american_scientific_journal-7521	51	6	correlation	correlation	NOUN
american_scientific_journal-7521	51	7	of	of	ADP
american_scientific_journal-7521	51	8	r	r	NOUN
american_scientific_journal-7521	51	9	=	=	SYM
american_scientific_journal-7521	51	10	0.7	0.7	NUM
american_scientific_journal-7521	51	11	,	,	PUNCT
american_scientific_journal-7521	51	12	the	the	DET
american_scientific_journal-7521	51	13	scorings	scoring	NOUN
american_scientific_journal-7521	51	14	were	be	AUX
american_scientific_journal-7521	51	15	deemed	deem	VERB
american_scientific_journal-7521	51	16	acceptable	acceptable	ADJ
american_scientific_journal-7521	51	17	and	and	CCONJ
american_scientific_journal-7521	51	18	the	the	DET
american_scientific_journal-7521	51	19	essays	essay	NOUN
american_scientific_journal-7521	51	20	in	in	ADP
american_scientific_journal-7521	51	21	the	the	DET
american_scientific_journal-7521	51	22	corpus	corpus	NOUN
american_scientific_journal-7521	51	23	were	be	AUX
american_scientific_journal-7521	51	24	scored	score	VERB
american_scientific_journal-7521	51	25	by	by	ADP
american_scientific_journal-7521	51	26	the	the	DET
american_scientific_journal-7521	51	27	raters	rater	NOUN
american_scientific_journal-7521	51	28	.	.	PUNCT
american_scientific_journal-7521	52	1	in	in	ADP
american_scientific_journal-7521	52	2	2018	2018	NUM
american_scientific_journal-7521	52	3	[	[	PUNCT
american_scientific_journal-7521	52	4	11	11	NUM
american_scientific_journal-7521	52	5	]	]	PUNCT
american_scientific_journal-7521	52	6	ramalingam	ramalingam	NOUN
american_scientific_journal-7521	52	7	and	and	CCONJ
american_scientific_journal-7521	52	8	his	his	PRON
american_scientific_journal-7521	52	9	colleagues	colleague	NOUN
american_scientific_journal-7521	52	10	have	have	AUX
american_scientific_journal-7521	52	11	presented	present	VERB
american_scientific_journal-7521	52	12	a	a	DET
american_scientific_journal-7521	52	13	system	system	NOUN
american_scientific_journal-7521	52	14	consisting	consist	VERB
american_scientific_journal-7521	52	15	of	of	ADP
american_scientific_journal-7521	52	16	three	three	NUM
american_scientific_journal-7521	52	17	stages	stage	NOUN
american_scientific_journal-7521	52	18	:	:	PUNCT
american_scientific_journal-7521	52	19	training	training	NOUN
american_scientific_journal-7521	52	20	,	,	PUNCT
american_scientific_journal-7521	52	21	testing	testing	NOUN
american_scientific_journal-7521	52	22	and	and	CCONJ
american_scientific_journal-7521	52	23	score	score	NOUN
american_scientific_journal-7521	52	24	analyzing	analyzing	NOUN
american_scientific_journal-7521	52	25	.	.	PUNCT
american_scientific_journal-7521	53	1	feature	feature	NOUN
american_scientific_journal-7521	53	2	extraction	extraction	NOUN
american_scientific_journal-7521	53	3	is	be	AUX
american_scientific_journal-7521	53	4	an	an	DET
american_scientific_journal-7521	53	5	important	important	ADJ
american_scientific_journal-7521	53	6	part	part	NOUN
american_scientific_journal-7521	53	7	of	of	ADP
american_scientific_journal-7521	53	8	any	any	DET
american_scientific_journal-7521	53	9	machine	machine	NOUN
american_scientific_journal-7521	53	10	learning	learn	VERB
american_scientific_journal-7521	53	11	work	work	NOUN
american_scientific_journal-7521	53	12	,	,	PUNCT
american_scientific_journal-7521	53	13	and	and	CCONJ
american_scientific_journal-7521	53	14	they	they	PRON
american_scientific_journal-7521	53	15	've	have	AUX
american_scientific_journal-7521	53	16	used	use	VERB
american_scientific_journal-7521	53	17	it	it	PRON
american_scientific_journal-7521	53	18	here	here	ADV
american_scientific_journal-7521	53	19	as	as	ADV
american_scientific_journal-7521	53	20	well	well	ADV
american_scientific_journal-7521	53	21	.	.	PUNCT
american_scientific_journal-7521	54	1	their	their	PRON
american_scientific_journal-7521	54	2	goal	goal	NOUN
american_scientific_journal-7521	54	3	was	be	AUX
american_scientific_journal-7521	54	4	to	to	PART
american_scientific_journal-7521	54	5	use	use	VERB
american_scientific_journal-7521	54	6	model	model	NOUN
american_scientific_journal-7521	54	7	properties	property	NOUN
american_scientific_journal-7521	54	8	such	such	ADJ
american_scientific_journal-7521	54	9	linguistic	linguistic	ADJ
american_scientific_journal-7521	54	10	fluency	fluency	NOUN
american_scientific_journal-7521	54	11	,	,	PUNCT
american_scientific_journal-7521	54	12	grammatical	grammatical	ADJ
american_scientific_journal-7521	54	13	and	and	CCONJ
american_scientific_journal-7521	54	14	syntactic	syntactic	ADJ
american_scientific_journal-7521	54	15	correctness	correctness	NOUN
american_scientific_journal-7521	54	16	,	,	PUNCT
american_scientific_journal-7521	54	17	vocabulary	vocabulary	NOUN
american_scientific_journal-7521	54	18	and	and	CCONJ
american_scientific_journal-7521	54	19	types	type	NOUN
american_scientific_journal-7521	54	20	of	of	ADP
american_scientific_journal-7521	54	21	words	word	NOUN
american_scientific_journal-7521	54	22	used	use	VERB
american_scientific_journal-7521	54	23	,	,	PUNCT
american_scientific_journal-7521	54	24	essay	essay	ADJ
american_scientific_journal-7521	54	25	length	length	NOUN
american_scientific_journal-7521	54	26	,	,	PUNCT
american_scientific_journal-7521	54	27	domain	domain	NOUN
american_scientific_journal-7521	54	28	information	information	NOUN
american_scientific_journal-7521	54	29	,	,	PUNCT
american_scientific_journal-7521	54	30	and	and	CCONJ
american_scientific_journal-7521	54	31	so	so	ADV
american_scientific_journal-7521	54	32	on	on	ADV
american_scientific_journal-7521	54	33	to	to	PART
american_scientific_journal-7521	54	34	create	create	VERB
american_scientific_journal-7521	54	35	a	a	DET
american_scientific_journal-7521	54	36	robust	robust	ADJ
american_scientific_journal-7521	54	37	yet	yet	CCONJ
american_scientific_journal-7521	54	38	effective	effective	ADJ
american_scientific_journal-7521	54	39	essay	essay	NOUN
american_scientific_journal-7521	54	40	grading	grade	VERB
american_scientific_journal-7521	54	41	algorithm	algorithm	NOUN
american_scientific_journal-7521	54	42	.	.	PUNCT
american_scientific_journal-7521	55	1	classifying	classify	VERB
american_scientific_journal-7521	55	2	a	a	DET
american_scientific_journal-7521	55	3	corpus	corpus	NOUN
american_scientific_journal-7521	55	4	of	of	ADP
american_scientific_journal-7521	55	5	textual	textual	ADJ
american_scientific_journal-7521	55	6	entities	entity	NOUN
american_scientific_journal-7521	55	7	into	into	ADP
american_scientific_journal-7521	55	8	small	small	ADJ
american_scientific_journal-7521	55	9	set	set	NOUN
american_scientific_journal-7521	55	10	of	of	ADP
american_scientific_journal-7521	55	11	discrete	discrete	ADJ
american_scientific_journal-7521	55	12	classes	class	NOUN
american_scientific_journal-7521	55	13	,	,	PUNCT
american_scientific_journal-7521	55	14	corresponding	correspond	VERB
american_scientific_journal-7521	55	15	to	to	ADP
american_scientific_journal-7521	55	16	possible	possible	ADJ
american_scientific_journal-7521	55	17	scores	score	NOUN
american_scientific_journal-7521	55	18	using	use	VERB
american_scientific_journal-7521	55	19	machine	machine	NOUN
american_scientific_journal-7521	55	20	learning	learning	NOUN
american_scientific_journal-7521	55	21	techniques	technique	NOUN
american_scientific_journal-7521	55	22	.	.	PUNCT
american_scientific_journal-7521	56	1	the	the	DET
american_scientific_journal-7521	56	2	model	model	NOUN
american_scientific_journal-7521	56	3	was	be	AUX
american_scientific_journal-7521	56	4	trained	train	VERB
american_scientific_journal-7521	56	5	using	use	VERB
american_scientific_journal-7521	56	6	linear	linear	PROPN
american_scientific_journal-7521	56	7	regression	regression	NOUN
american_scientific_journal-7521	56	8	technique	technique	NOUN
american_scientific_journal-7521	56	9	that	that	PRON
american_scientific_journal-7521	56	10	utilized	utilize	VERB
american_scientific_journal-7521	56	11	for	for	ADP
american_scientific_journal-7521	56	12	along	along	ADV
american_scientific_journal-7521	56	13	with	with	ADP
american_scientific_journal-7521	56	14	making	make	VERB
american_scientific_journal-7521	56	15	the	the	DET
american_scientific_journal-7521	56	16	use	use	NOUN
american_scientific_journal-7521	56	17	of	of	ADP
american_scientific_journal-7521	56	18	various	various	ADJ
american_scientific_journal-7521	56	19	other	other	ADJ
american_scientific_journal-7521	56	20	clustering	clustering	NOUN
american_scientific_journal-7521	56	21	and	and	CCONJ
american_scientific_journal-7521	56	22	classifications	classification	NOUN
american_scientific_journal-7521	56	23	techniques	technique	NOUN
american_scientific_journal-7521	56	24	.	.	PUNCT
american_scientific_journal-7521	57	1	the	the	DET
american_scientific_journal-7521	57	2	model	model	NOUN
american_scientific_journal-7521	57	3	will	will	AUX
american_scientific_journal-7521	57	4	be	be	AUX
american_scientific_journal-7521	57	5	trained	train	VERB
american_scientific_journal-7521	57	6	using	use	VERB
american_scientific_journal-7521	57	7	a	a	DET
american_scientific_journal-7521	57	8	linear	linear	ADJ
american_scientific_journal-7521	57	9	regression	regression	NOUN
american_scientific_journal-7521	57	10	technique	technique	NOUN
american_scientific_journal-7521	57	11	as	as	ADV
american_scientific_journal-7521	57	12	well	well	ADV
american_scientific_journal-7521	57	13	as	as	ADP
american_scientific_journal-7521	57	14	a	a	DET
american_scientific_journal-7521	57	15	variety	variety	NOUN
american_scientific_journal-7521	57	16	of	of	ADP
american_scientific_journal-7521	57	17	additional	additional	ADJ
american_scientific_journal-7521	57	18	classification	classification	NOUN
american_scientific_journal-7521	57	19	and	and	CCONJ
american_scientific_journal-7521	57	20	clustering	clustering	ADJ
american_scientific_journal-7521	57	21	techniques	technique	NOUN
american_scientific_journal-7521	57	22	.	.	PUNCT
american_scientific_journal-7521	58	1	on	on	ADP
american_scientific_journal-7521	58	2	the	the	DET
american_scientific_journal-7521	58	3	training	training	NOUN
american_scientific_journal-7521	58	4	set	set	NOUN
american_scientific_journal-7521	58	5	,	,	PUNCT
american_scientific_journal-7521	58	6	we	we	PRON
american_scientific_journal-7521	58	7	plan	plan	VERB
american_scientific_journal-7521	58	8	to	to	PART
american_scientific_journal-7521	58	9	train	train	VERB
american_scientific_journal-7521	58	10	classifiers	classifier	NOUN
american_scientific_journal-7521	58	11	.	.	PUNCT
american_scientific_journal-7521	59	1	in	in	ADP
american_scientific_journal-7521	59	2	2019	2019	NUM
american_scientific_journal-7521	59	3	[	[	X
american_scientific_journal-7521	59	4	12	12	NUM
american_scientific_journal-7521	59	5	]	]	PUNCT
american_scientific_journal-7521	59	6	,	,	PUNCT
american_scientific_journal-7521	59	7	clar	clar	NOUN
american_scientific_journal-7521	59	8	and	and	CCONJ
american_scientific_journal-7521	59	9	his	his	PRON
american_scientific_journal-7521	59	10	colleagues	colleague	NOUN
american_scientific_journal-7521	59	11	have	have	AUX
american_scientific_journal-7521	59	12	introduced	introduce	VERB
american_scientific_journal-7521	59	13	approaches	approach	NOUN
american_scientific_journal-7521	59	14	based	base	VERB
american_scientific_journal-7521	59	15	on	on	ADP
american_scientific_journal-7521	59	16	sentence	sentence	NOUN
american_scientific_journal-7521	59	17	mover	mover	NOUN
american_scientific_journal-7521	59	18	’s	’s	PART
american_scientific_journal-7521	59	19	similarity	similarity	NOUN
american_scientific_journal-7521	59	20	(	(	PUNCT
american_scientific_journal-7521	59	21	sms	sms	PROPN
american_scientific_journal-7521	59	22	)	)	PUNCT
american_scientific_journal-7521	59	23	;	;	PUNCT
american_scientific_journal-7521	59	24	they	they	PRON
american_scientific_journal-7521	59	25	have	have	AUX
american_scientific_journal-7521	59	26	used	use	VERB
american_scientific_journal-7521	59	27	word	word	NOUN
american_scientific_journal-7521	59	28	and	and	CCONJ
american_scientific_journal-7521	59	29	sentence	sentence	NOUN
american_scientific_journal-7521	59	30	embedding	embed	VERB
american_scientific_journal-7521	59	31	to	to	PART
american_scientific_journal-7521	59	32	evaluate	evaluate	VERB
american_scientific_journal-7521	59	33	text	text	NOUN
american_scientific_journal-7521	59	34	in	in	ADP
american_scientific_journal-7521	59	35	a	a	DET
american_scientific_journal-7521	59	36	continuous	continuous	ADJ
american_scientific_journal-7521	59	37	space	space	NOUN
american_scientific_journal-7521	59	38	,	,	PUNCT
american_scientific_journal-7521	59	39	while	while	SCONJ
american_scientific_journal-7521	59	40	in	in	ADP
american_scientific_journal-7521	59	41	word	word	NOUN
american_scientific_journal-7521	59	42	mover	mover	NOUN
american_scientific_journal-7521	59	43	’s	’s	PART
american_scientific_journal-7521	59	44	similarity(wms	similarity(wms	PROPN
american_scientific_journal-7521	59	45	)	)	PUNCT
american_scientific_journal-7521	59	46	frequency	frequency	NOUN
american_scientific_journal-7521	59	47	of	of	ADP
american_scientific_journal-7521	59	48	a	a	DET
american_scientific_journal-7521	59	49	word	word	NOUN
american_scientific_journal-7521	59	50	in	in	ADP
american_scientific_journal-7521	59	51	the	the	DET
american_scientific_journal-7521	59	52	document	document	NOUN
american_scientific_journal-7521	59	53	considered	consider	VERB
american_scientific_journal-7521	59	54	a	a	DET
american_scientific_journal-7521	59	55	weight	weight	NOUN
american_scientific_journal-7521	59	56	of	of	ADP
american_scientific_journal-7521	59	57	that	that	DET
american_scientific_journal-7521	59	58	word	word	NOUN
american_scientific_journal-7521	59	59	embedding	embed	VERB
american_scientific_journal-7521	59	60	,	,	PUNCT
american_scientific_journal-7521	59	61	each	each	DET
american_scientific_journal-7521	59	62	sentence	sentence	NOUN
american_scientific_journal-7521	59	63	was	be	AUX
american_scientific_journal-7521	59	64	embedded	embed	VERB
american_scientific_journal-7521	59	65	in	in	ADP
american_scientific_journal-7521	59	66	sms	sms	PROPN
american_scientific_journal-7521	59	67	weighted	weight	VERB
american_scientific_journal-7521	59	68	by	by	ADP
american_scientific_journal-7521	59	69	the	the	DET
american_scientific_journal-7521	59	70	number	number	NOUN
american_scientific_journal-7521	59	71	of	of	ADP
american_scientific_journal-7521	59	72	words	word	NOUN
american_scientific_journal-7521	59	73	it	it	PRON
american_scientific_journal-7521	59	74	contains	contain	VERB
american_scientific_journal-7521	59	75	.	.	PUNCT
american_scientific_journal-7521	60	1	they	they	PRON
american_scientific_journal-7521	60	2	have	have	AUX
american_scientific_journal-7521	60	3	used	use	VERB
american_scientific_journal-7521	60	4	this	this	DET
american_scientific_journal-7521	60	5	approach	approach	NOUN
american_scientific_journal-7521	60	6	instead	instead	ADV
american_scientific_journal-7521	60	7	of	of	ADP
american_scientific_journal-7521	60	8	relying	rely	VERB
american_scientific_journal-7521	60	9	on	on	ADP
american_scientific_journal-7521	60	10	exact	exact	ADJ
american_scientific_journal-7521	60	11	word	word	NOUN
american_scientific_journal-7521	60	12	matching	matching	NOUN
american_scientific_journal-7521	60	13	.	.	PUNCT
american_scientific_journal-7521	61	1	and	and	CCONJ
american_scientific_journal-7521	61	2	the	the	DET
american_scientific_journal-7521	61	3	similarity	similarity	NOUN
american_scientific_journal-7521	61	4	have	have	AUX
american_scientific_journal-7521	61	5	defined	define	VERB
american_scientific_journal-7521	61	6	as	as	ADP
american_scientific_journal-7521	61	7	cosine	cosine	NOUN
american_scientific_journal-7521	61	8	,	,	PUNCT
american_scientific_journal-7521	61	9	jaccard	jaccard	ADJ
american_scientific_journal-7521	61	10	,	,	PUNCT
american_scientific_journal-7521	61	11	euclidean	euclidean	NOUN
american_scientific_journal-7521	61	12	,	,	PUNCT
american_scientific_journal-7521	61	13	etc	etc	X
american_scientific_journal-7521	61	14	.	.	X
american_scientific_journal-7521	61	15	in	in	ADP
american_scientific_journal-7521	61	16	recent	recent	ADJ
american_scientific_journal-7521	61	17	study	study	NOUN
american_scientific_journal-7521	61	18	[	[	X
american_scientific_journal-7521	61	19	13	13	NUM
american_scientific_journal-7521	61	20	]	]	PUNCT
american_scientific_journal-7521	61	21	(	(	PUNCT
american_scientific_journal-7521	61	22	neslihan	neslihan	NOUN
american_scientific_journal-7521	61	23	and	and	CCONJ
american_scientific_journal-7521	61	24	his	his	PRON
american_scientific_journal-7521	61	25	colleagues	colleague	NOUN
american_scientific_journal-7521	61	26	2020	2020	NUM
american_scientific_journal-7521	61	27	)	)	PUNCT
american_scientific_journal-7521	62	1	texts	text	NOUN
american_scientific_journal-7521	62	2	represented	represent	VERB
american_scientific_journal-7521	62	3	using	use	VERB
american_scientific_journal-7521	62	4	the	the	DET
american_scientific_journal-7521	62	5	bag	bag	NOUN
american_scientific_journal-7521	62	6	of	of	ADP
american_scientific_journal-7521	62	7	words	word	NOUN
american_scientific_journal-7521	62	8	(	(	PUNCT
american_scientific_journal-7521	62	9	bw	bw	NOUN
american_scientific_journal-7521	62	10	)	)	PUNCT
american_scientific_journal-7521	62	11	model	model	NOUN
american_scientific_journal-7521	62	12	.	.	PUNCT
american_scientific_journal-7521	63	1	in	in	ADP
american_scientific_journal-7521	63	2	which	which	PRON
american_scientific_journal-7521	63	3	,	,	PUNCT
american_scientific_journal-7521	63	4	each	each	DET
american_scientific_journal-7521	63	5	answer	answer	NOUN
american_scientific_journal-7521	63	6	(	(	PUNCT
american_scientific_journal-7521	63	7	document	document	NOUN
american_scientific_journal-7521	63	8	)	)	PUNCT
american_scientific_journal-7521	63	9	was	be	AUX
american_scientific_journal-7521	63	10	a	a	DET
american_scientific_journal-7521	63	11	bag	bag	NOUN
american_scientific_journal-7521	63	12	of	of	ADP
american_scientific_journal-7521	63	13	words	word	NOUN
american_scientific_journal-7521	63	14	.	.	PUNCT
american_scientific_journal-7521	64	1	they	they	PRON
american_scientific_journal-7521	64	2	have	have	AUX
american_scientific_journal-7521	64	3	first	first	ADV
american_scientific_journal-7521	64	4	used	use	VERB
american_scientific_journal-7521	64	5	standard	standard	ADJ
american_scientific_journal-7521	64	6	data	datum	NOUN
american_scientific_journal-7521	64	7	mining	mining	NOUN
american_scientific_journal-7521	64	8	techniques	technique	NOUN
american_scientific_journal-7521	64	9	for	for	ADP
american_scientific_journal-7521	64	10	measuring	measure	VERB
american_scientific_journal-7521	64	11	similarity	similarity	NOUN
american_scientific_journal-7521	64	12	between	between	ADP
american_scientific_journal-7521	64	13	the	the	DET
american_scientific_journal-7521	64	14	student	student	NOUN
american_scientific_journal-7521	64	15	answers	answer	NOUN
american_scientific_journal-7521	64	16	and	and	CCONJ
american_scientific_journal-7521	64	17	the	the	DET
american_scientific_journal-7521	64	18	model	model	NOUN
american_scientific_journal-7521	64	19	answer	answer	NOUN
american_scientific_journal-7521	64	20	where	where	SCONJ
american_scientific_journal-7521	64	21	these	these	DET
american_scientific_journal-7521	64	22	techniques	technique	NOUN
american_scientific_journal-7521	64	23	were	be	AUX
american_scientific_journal-7521	64	24	applied	apply	VERB
american_scientific_journal-7521	64	25	to	to	ADP
american_scientific_journal-7521	64	26	the	the	DET
american_scientific_journal-7521	64	27	corpus	corpus	NOUN
american_scientific_journal-7521	64	28	of	of	ADP
american_scientific_journal-7521	64	29	student	student	NOUN
american_scientific_journal-7521	64	30	answers	answer	NOUN
american_scientific_journal-7521	64	31	.	.	PUNCT
american_scientific_journal-7521	65	1	this	this	PRON
american_scientific_journal-7521	65	2	was	be	AUX
american_scientific_journal-7521	65	3	done	do	VERB
american_scientific_journal-7521	65	4	using	use	VERB
american_scientific_journal-7521	65	5	the	the	DET
american_scientific_journal-7521	65	6	number	number	NOUN
american_scientific_journal-7521	65	7	of	of	ADP
american_scientific_journal-7521	65	8	common	common	ADJ
american_scientific_journal-7521	65	9	words	word	NOUN
american_scientific_journal-7521	65	10	.	.	PUNCT
american_scientific_journal-7521	66	1	the	the	DET
american_scientific_journal-7521	66	2	approach	approach	NOUN
american_scientific_journal-7521	66	3	of	of	ADP
american_scientific_journal-7521	66	4	k	k	X
american_scientific_journal-7521	66	5	-	-	PUNCT
american_scientific_journal-7521	66	6	means	means	PROPN
american_scientific_journal-7521	66	7	was	be	AUX
american_scientific_journal-7521	66	8	used	use	VERB
american_scientific_journal-7521	66	9	to	to	ADP
american_scientific_journal-7521	66	10	group	group	NOUN
american_scientific_journal-7521	66	11	student	student	NOUN
american_scientific_journal-7521	66	12	answers	answer	NOUN
american_scientific_journal-7521	66	13	into	into	ADP
american_scientific_journal-7521	66	14	clusters	cluster	NOUN
american_scientific_journal-7521	66	15	.	.	PUNCT
american_scientific_journal-7521	67	1	where	where	SCONJ
american_scientific_journal-7521	67	2	the	the	DET
american_scientific_journal-7521	67	3	number	number	NOUN
american_scientific_journal-7521	67	4	of	of	ADP
american_scientific_journal-7521	67	5	clusters	cluster	NOUN
american_scientific_journal-7521	67	6	(	(	PUNCT
american_scientific_journal-7521	67	7	k	k	NOUN
american_scientific_journal-7521	67	8	)	)	PUNCT
american_scientific_journal-7521	67	9	was	be	AUX
american_scientific_journal-7521	67	10	determined	determine	VERB
american_scientific_journal-7521	67	11	using	use	VERB
american_scientific_journal-7521	67	12	the	the	DET
american_scientific_journal-7521	67	13	elbow	elbow	NOUN
american_scientific_journal-7521	67	14	method	method	NOUN
american_scientific_journal-7521	67	15	.	.	PUNCT
american_scientific_journal-7521	68	1	each	each	DET
american_scientific_journal-7521	68	2	cluster	cluster	NOUN
american_scientific_journal-7521	68	3	was	be	AUX
american_scientific_journal-7521	68	4	given	give	VERB
american_scientific_journal-7521	68	5	the	the	DET
american_scientific_journal-7521	68	6	same	same	ADJ
american_scientific_journal-7521	68	7	mark	mark	NOUN
american_scientific_journal-7521	68	8	,	,	PUNCT
american_scientific_journal-7521	68	9	and	and	CCONJ
american_scientific_journal-7521	68	10	each	each	DET
american_scientific_journal-7521	68	11	answer	answer	NOUN
american_scientific_journal-7521	68	12	got	get	VERB
american_scientific_journal-7521	68	13	the	the	DET
american_scientific_journal-7521	68	14	same	same	ADJ
american_scientific_journal-7521	68	15	feedback	feedback	NOUN
american_scientific_journal-7521	68	16	in	in	ADP
american_scientific_journal-7521	68	17	a	a	DET
american_scientific_journal-7521	68	18	cluster	cluster	NOUN
american_scientific_journal-7521	68	19	.	.	PUNCT
american_scientific_journal-7521	69	1	in	in	ADP
american_scientific_journal-7521	69	2	this	this	DET
american_scientific_journal-7521	69	3	model	model	NOUN
american_scientific_journal-7521	69	4	,	,	PUNCT
american_scientific_journal-7521	69	5	groups	group	NOUN
american_scientific_journal-7521	69	6	of	of	ADP
american_scientific_journal-7521	69	7	students	student	NOUN
american_scientific_journal-7521	69	8	indicated	indicate	VERB
american_scientific_journal-7521	69	9	clusters	cluster	NOUN
american_scientific_journal-7521	69	10	,	,	PUNCT
american_scientific_journal-7521	69	11	students	student	NOUN
american_scientific_journal-7521	69	12	were	be	AUX
american_scientific_journal-7521	69	13	awarded	award	VERB
american_scientific_journal-7521	69	14	the	the	DET
american_scientific_journal-7521	69	15	same	same	ADJ
american_scientific_journal-7521	69	16	or	or	CCONJ
american_scientific_journal-7521	69	17	the	the	DET
american_scientific_journal-7521	69	18	similar	similar	ADJ
american_scientific_journal-7521	69	19	scores	score	NOUN
american_scientific_journal-7521	69	20	.	.	PUNCT
american_scientific_journal-7521	70	1	words	word	NOUN
american_scientific_journal-7521	70	2	american	american	PROPN
american_scientific_journal-7521	70	3	academic	academic	PROPN
american_scientific_journal-7521	70	4	scientific	scientific	ADJ
american_scientific_journal-7521	70	5	research	research	NOUN
american_scientific_journal-7521	70	6	journal	journal	NOUN
american_scientific_journal-7521	70	7	for	for	ADP
american_scientific_journal-7521	70	8	engineering	engineering	NOUN
american_scientific_journal-7521	70	9	,	,	PUNCT
american_scientific_journal-7521	70	10	technology	technology	NOUN
american_scientific_journal-7521	70	11	,	,	PUNCT
american_scientific_journal-7521	70	12	and	and	CCONJ
american_scientific_journal-7521	70	13	sciences	science	NOUN
american_scientific_journal-7521	70	14	(	(	PUNCT
american_scientific_journal-7521	70	15	asrjets	asrjet	NOUN
american_scientific_journal-7521	70	16	)	)	PUNCT
american_scientific_journal-7521	70	17	(	(	PUNCT
american_scientific_journal-7521	70	18	2023	2023	NUM
american_scientific_journal-7521	70	19	)	)	PUNCT
american_scientific_journal-7521	70	20	volume	volume	NOUN
american_scientific_journal-7521	70	21	91	91	NUM
american_scientific_journal-7521	70	22	,	,	PUNCT
american_scientific_journal-7521	70	23	no	no	DET
american_scientific_journal-7521	70	24	1	1	NUM
american_scientific_journal-7521	70	25	,	,	PUNCT
american_scientific_journal-7521	70	26	pp	pp	ADV
american_scientific_journal-7521	70	27	1	1	NUM
american_scientific_journal-7521	70	28	-	-	SYM
american_scientific_journal-7521	70	29	8	8	NUM
american_scientific_journal-7521	70	30	4	4	NUM
american_scientific_journal-7521	70	31	of	of	ADP
american_scientific_journal-7521	70	32	each	each	DET
american_scientific_journal-7521	70	33	cluster	cluster	NOUN
american_scientific_journal-7521	70	34	were	be	AUX
american_scientific_journal-7521	70	35	compared	compare	VERB
american_scientific_journal-7521	70	36	with	with	ADP
american_scientific_journal-7521	70	37	the	the	DET
american_scientific_journal-7521	70	38	others	other	NOUN
american_scientific_journal-7521	70	39	to	to	PART
american_scientific_journal-7521	70	40	reveal	reveal	VERB
american_scientific_journal-7521	70	41	that	that	SCONJ
american_scientific_journal-7521	70	42	clusters	cluster	NOUN
american_scientific_journal-7521	70	43	were	be	AUX
american_scientific_journal-7521	70	44	constructed	construct	VERB
american_scientific_journal-7521	70	45	based	base	VERB
american_scientific_journal-7521	70	46	on	on	ADP
american_scientific_journal-7521	70	47	which	which	PRON
american_scientific_journal-7521	70	48	and	and	CCONJ
american_scientific_journal-7521	70	49	how	how	SCONJ
american_scientific_journal-7521	70	50	many	many	ADJ
american_scientific_journal-7521	70	51	words	word	NOUN
american_scientific_journal-7521	70	52	were	be	AUX
american_scientific_journal-7521	70	53	used	use	VERB
american_scientific_journal-7521	70	54	from	from	ADP
american_scientific_journal-7521	70	55	the	the	DET
american_scientific_journal-7521	70	56	model	model	NOUN
american_scientific_journal-7521	70	57	answer	answer	NOUN
american_scientific_journal-7521	70	58	.	.	PUNCT
american_scientific_journal-7521	71	1	in	in	ADP
american_scientific_journal-7521	71	2	2021	2021	NUM
american_scientific_journal-7521	71	3	[	[	X
american_scientific_journal-7521	71	4	14	14	NUM
american_scientific_journal-7521	71	5	]	]	PUNCT
american_scientific_journal-7521	71	6	,	,	PUNCT
american_scientific_journal-7521	71	7	tan	tan	PROPN
american_scientific_journal-7521	71	8	and	and	CCONJ
american_scientific_journal-7521	71	9	tan	tan	PROPN
american_scientific_journal-7521	71	10	have	have	AUX
american_scientific_journal-7521	71	11	used	use	VERB
american_scientific_journal-7521	71	12	three	three	NUM
american_scientific_journal-7521	71	13	learning	learning	NOUN
american_scientific_journal-7521	71	14	algorithms	algorithm	NOUN
american_scientific_journal-7521	71	15	which	which	PRON
american_scientific_journal-7521	71	16	were	be	AUX
american_scientific_journal-7521	71	17	multinomial	multinomial	ADJ
american_scientific_journal-7521	71	18	naive	naive	ADJ
american_scientific_journal-7521	71	19	bayes	bayes	NOUN
american_scientific_journal-7521	71	20	(	(	PUNCT
american_scientific_journal-7521	71	21	nb	nb	NOUN
american_scientific_journal-7521	71	22	)	)	PUNCT
american_scientific_journal-7521	71	23	,	,	PUNCT
american_scientific_journal-7521	71	24	bayesian	bayesian	PROPN
american_scientific_journal-7521	71	25	linear	linear	PROPN
american_scientific_journal-7521	71	26	ridge	ridge	PROPN
american_scientific_journal-7521	71	27	regression	regression	PROPN
american_scientific_journal-7521	71	28	(	(	PUNCT
american_scientific_journal-7521	71	29	blrr	blrr	PROPN
american_scientific_journal-7521	71	30	)	)	PUNCT
american_scientific_journal-7521	71	31	,	,	PUNCT
american_scientific_journal-7521	71	32	and	and	CCONJ
american_scientific_journal-7521	71	33	support	support	VERB
american_scientific_journal-7521	71	34	vector	vector	NOUN
american_scientific_journal-7521	71	35	machine	machine	NOUN
american_scientific_journal-7521	71	36	(	(	PUNCT
american_scientific_journal-7521	71	37	svm	svm	PROPN
american_scientific_journal-7521	71	38	)	)	PUNCT
american_scientific_journal-7521	71	39	.	.	PUNCT
american_scientific_journal-7521	72	1	multinomial	multinomial	PROPN
american_scientific_journal-7521	72	2	nb	nb	PROPN
american_scientific_journal-7521	72	3	is	be	AUX
american_scientific_journal-7521	72	4	included	include	VERB
american_scientific_journal-7521	72	5	for	for	ADP
american_scientific_journal-7521	72	6	short	short	ADJ
american_scientific_journal-7521	72	7	text	text	NOUN
american_scientific_journal-7521	72	8	classification	classification	NOUN
american_scientific_journal-7521	72	9	for	for	ADP
american_scientific_journal-7521	72	10	multinomial	multinomial	ADJ
american_scientific_journal-7521	72	11	distributed	distribute	VERB
american_scientific_journal-7521	72	12	data	datum	NOUN
american_scientific_journal-7521	72	13	,	,	PUNCT
american_scientific_journal-7521	72	14	blrr	blrr	PROPN
american_scientific_journal-7521	72	15	was	be	AUX
american_scientific_journal-7521	72	16	picked	pick	VERB
american_scientific_journal-7521	72	17	to	to	PART
american_scientific_journal-7521	72	18	supply	supply	VERB
american_scientific_journal-7521	72	19	efficient	efficient	ADJ
american_scientific_journal-7521	72	20	results	result	NOUN
american_scientific_journal-7521	72	21	in	in	ADP
american_scientific_journal-7521	72	22	natural	natural	ADJ
american_scientific_journal-7521	72	23	language	language	NOUN
american_scientific_journal-7521	72	24	processing	processing	NOUN
american_scientific_journal-7521	72	25	functions	function	NOUN
american_scientific_journal-7521	72	26	,	,	PUNCT
american_scientific_journal-7521	72	27	and	and	CCONJ
american_scientific_journal-7521	72	28	svm	svm	VERB
american_scientific_journal-7521	72	29	as	as	ADP
american_scientific_journal-7521	72	30	the	the	DET
american_scientific_journal-7521	72	31	differentiation	differentiation	NOUN
american_scientific_journal-7521	72	32	opposite	opposite	ADP
american_scientific_journal-7521	72	33	blrr	blrr	PROPN
american_scientific_journal-7521	72	34	.	.	PUNCT
american_scientific_journal-7521	73	1	the	the	DET
american_scientific_journal-7521	73	2	classification	classification	NOUN
american_scientific_journal-7521	73	3	algorithm	algorithm	NOUN
american_scientific_journal-7521	73	4	inputs	input	NOUN
american_scientific_journal-7521	73	5	for	for	ADP
american_scientific_journal-7521	73	6	the	the	DET
american_scientific_journal-7521	73	7	majority	majority	NOUN
american_scientific_journal-7521	73	8	of	of	ADP
american_scientific_journal-7521	73	9	aes	aes	PROPN
american_scientific_journal-7521	73	10	systems	system	NOUN
american_scientific_journal-7521	73	11	are	be	AUX
american_scientific_journal-7521	73	12	based	base	VERB
american_scientific_journal-7521	73	13	on	on	ADP
american_scientific_journal-7521	73	14	three	three	NUM
american_scientific_journal-7521	73	15	main	main	ADJ
american_scientific_journal-7521	73	16	feature	feature	NOUN
american_scientific_journal-7521	73	17	groups	group	NOUN
american_scientific_journal-7521	73	18	:	:	PUNCT
american_scientific_journal-7521	73	19	lexical	lexical	ADJ
american_scientific_journal-7521	73	20	,	,	PUNCT
american_scientific_journal-7521	73	21	grammatical	grammatical	ADJ
american_scientific_journal-7521	73	22	,	,	PUNCT
american_scientific_journal-7521	73	23	and	and	CCONJ
american_scientific_journal-7521	73	24	semantic	semantic	ADJ
american_scientific_journal-7521	73	25	feature	feature	NOUN
american_scientific_journal-7521	73	26	groups	group	NOUN
american_scientific_journal-7521	73	27	.	.	PUNCT
american_scientific_journal-7521	74	1	based	base	VERB
american_scientific_journal-7521	74	2	on	on	ADP
american_scientific_journal-7521	74	3	the	the	DET
american_scientific_journal-7521	74	4	table	table	NOUN
american_scientific_journal-7521	74	5	1	1	NUM
american_scientific_journal-7521	74	6	:	:	PUNCT
american_scientific_journal-7521	74	7	the	the	DET
american_scientific_journal-7521	74	8	implemented	implement	VERB
american_scientific_journal-7521	74	9	techniques	technique	NOUN
american_scientific_journal-7521	74	10	and	and	CCONJ
american_scientific_journal-7521	74	11	systems	system	NOUN
american_scientific_journal-7521	74	12	.	.	PUNCT
american_scientific_journal-7521	75	1	aes	aes	PROPN
american_scientific_journal-7521	75	2	system	system	NOUN
american_scientific_journal-7521	75	3	's	's	PART
american_scientific_journal-7521	75	4	general	general	ADJ
american_scientific_journal-7521	75	5	approach	approach	NOUN
american_scientific_journal-7521	76	1	,	,	PUNCT
american_scientific_journal-7521	76	2	this	this	DET
american_scientific_journal-7521	76	3	work	work	NOUN
american_scientific_journal-7521	76	4	has	have	AUX
american_scientific_journal-7521	76	5	presented	present	VERB
american_scientific_journal-7521	76	6	an	an	DET
american_scientific_journal-7521	76	7	empirical	empirical	ADJ
american_scientific_journal-7521	76	8	investigation	investigation	NOUN
american_scientific_journal-7521	76	9	to	to	PART
american_scientific_journal-7521	76	10	investigate	investigate	VERB
american_scientific_journal-7521	76	11	the	the	DET
american_scientific_journal-7521	76	12	impact	impact	NOUN
american_scientific_journal-7521	76	13	of	of	ADP
american_scientific_journal-7521	76	14	each	each	DET
american_scientific_journal-7521	76	15	feature	feature	NOUN
american_scientific_journal-7521	76	16	group	group	NOUN
american_scientific_journal-7521	76	17	on	on	ADP
american_scientific_journal-7521	76	18	the	the	DET
american_scientific_journal-7521	76	19	performance	performance	NOUN
american_scientific_journal-7521	76	20	of	of	ADP
american_scientific_journal-7521	76	21	aes	aes	NOUN
american_scientific_journal-7521	76	22	classification	classification	NOUN
american_scientific_journal-7521	76	23	models	model	NOUN
american_scientific_journal-7521	76	24	.	.	PUNCT
american_scientific_journal-7521	77	1	the	the	DET
american_scientific_journal-7521	77	2	findings	finding	NOUN
american_scientific_journal-7521	77	3	revealed	reveal	VERB
american_scientific_journal-7521	77	4	that	that	SCONJ
american_scientific_journal-7521	77	5	the	the	DET
american_scientific_journal-7521	77	6	grammatical	grammatical	ADJ
american_scientific_journal-7521	77	7	and	and	CCONJ
american_scientific_journal-7521	77	8	semantic	semantic	ADJ
american_scientific_journal-7521	77	9	feature	feature	NOUN
american_scientific_journal-7521	77	10	groups	group	NOUN
american_scientific_journal-7521	77	11	are	be	AUX
american_scientific_journal-7521	77	12	deficient	deficient	ADJ
american_scientific_journal-7521	77	13	due	due	ADP
american_scientific_journal-7521	77	14	to	to	ADP
american_scientific_journal-7521	77	15	their	their	PRON
american_scientific_journal-7521	77	16	low	low	ADJ
american_scientific_journal-7521	77	17	performance	performance	NOUN
american_scientific_journal-7521	77	18	and	and	CCONJ
american_scientific_journal-7521	77	19	usual	usual	ADJ
american_scientific_journal-7521	77	20	over	over	ADV
american_scientific_journal-7521	77	21	-	-	PUNCT
american_scientific_journal-7521	77	22	fitting	fitting	NOUN
american_scientific_journal-7521	77	23	of	of	ADP
american_scientific_journal-7521	77	24	classification	classification	NOUN
american_scientific_journal-7521	77	25	models	model	NOUN
american_scientific_journal-7521	77	26	when	when	SCONJ
american_scientific_journal-7521	77	27	employing	employ	VERB
american_scientific_journal-7521	77	28	features	feature	NOUN
american_scientific_journal-7521	77	29	from	from	ADP
american_scientific_journal-7521	77	30	the	the	DET
american_scientific_journal-7521	77	31	feature	feature	NOUN
american_scientific_journal-7521	77	32	group	group	NOUN
american_scientific_journal-7521	77	33	.	.	PUNCT
american_scientific_journal-7521	78	1	3	3	X
american_scientific_journal-7521	78	2	.	.	X
american_scientific_journal-7521	78	3	comparative	comparative	ADJ
american_scientific_journal-7521	78	4	points	point	NOUN
american_scientific_journal-7521	78	5	related	relate	VERB
american_scientific_journal-7521	78	6	works	work	NOUN
american_scientific_journal-7521	78	7	encompassed	encompass	VERB
american_scientific_journal-7521	78	8	in	in	ADP
american_scientific_journal-7521	78	9	this	this	DET
american_scientific_journal-7521	78	10	study	study	NOUN
american_scientific_journal-7521	78	11	have	have	AUX
american_scientific_journal-7521	78	12	used	use	VERB
american_scientific_journal-7521	78	13	several	several	ADJ
american_scientific_journal-7521	78	14	techniques	technique	NOUN
american_scientific_journal-7521	78	15	as	as	SCONJ
american_scientific_journal-7521	78	16	explained	explain	VERB
american_scientific_journal-7521	78	17	in	in	ADP
american_scientific_journal-7521	78	18	table	table	NOUN
american_scientific_journal-7521	78	19	(	(	PUNCT
american_scientific_journal-7521	78	20	1	1	NUM
american_scientific_journal-7521	78	21	)	)	PUNCT
american_scientific_journal-7521	78	22	.	.	PUNCT
american_scientific_journal-7521	79	1	these	these	DET
american_scientific_journal-7521	79	2	techniques	technique	NOUN
american_scientific_journal-7521	79	3	are	be	AUX
american_scientific_journal-7521	79	4	used	use	VERB
american_scientific_journal-7521	79	5	in	in	ADP
american_scientific_journal-7521	79	6	different	different	ADJ
american_scientific_journal-7521	79	7	environments	environment	NOUN
american_scientific_journal-7521	79	8	such	such	ADJ
american_scientific_journal-7521	79	9	as	as	ADP
american_scientific_journal-7521	79	10	the	the	DET
american_scientific_journal-7521	79	11	size	size	NOUN
american_scientific_journal-7521	79	12	of	of	ADP
american_scientific_journal-7521	79	13	dataset	dataset	NOUN
american_scientific_journal-7521	79	14	(	(	PUNCT
american_scientific_journal-7521	79	15	number	number	NOUN
american_scientific_journal-7521	79	16	of	of	ADP
american_scientific_journal-7521	79	17	essays	essay	NOUN
american_scientific_journal-7521	79	18	)	)	PUNCT
american_scientific_journal-7521	79	19	,	,	PUNCT
american_scientific_journal-7521	79	20	the	the	DET
american_scientific_journal-7521	79	21	size	size	NOUN
american_scientific_journal-7521	79	22	of	of	ADP
american_scientific_journal-7521	79	23	essay	essay	NOUN
american_scientific_journal-7521	79	24	,	,	PUNCT
american_scientific_journal-7521	79	25	corpus	corpus	NOUN
american_scientific_journal-7521	79	26	used	use	VERB
american_scientific_journal-7521	79	27	or	or	CCONJ
american_scientific_journal-7521	79	28	not	not	PART
american_scientific_journal-7521	79	29	,	,	PUNCT
american_scientific_journal-7521	79	30	reference	reference	NOUN
american_scientific_journal-7521	79	31	answer	answer	NOUN
american_scientific_journal-7521	79	32	existed	exist	VERB
american_scientific_journal-7521	79	33	or	or	CCONJ
american_scientific_journal-7521	79	34	not	not	PART
american_scientific_journal-7521	79	35	.	.	PUNCT
american_scientific_journal-7521	80	1	table	table	NOUN
american_scientific_journal-7521	80	2	(	(	PUNCT
american_scientific_journal-7521	80	3	2	2	NUM
american_scientific_journal-7521	80	4	)	)	PUNCT
american_scientific_journal-7521	80	5	summaries	summary	NOUN
american_scientific_journal-7521	80	6	the	the	DET
american_scientific_journal-7521	80	7	comparative	comparative	ADJ
american_scientific_journal-7521	80	8	pointes	pointe	NOUN
american_scientific_journal-7521	80	9	that	that	PRON
american_scientific_journal-7521	80	10	are	be	AUX
american_scientific_journal-7521	80	11	considered	consider	VERB
american_scientific_journal-7521	80	12	in	in	ADP
american_scientific_journal-7521	80	13	this	this	DET
american_scientific_journal-7521	80	14	study	study	NOUN
american_scientific_journal-7521	80	15	.	.	PUNCT
american_scientific_journal-7521	81	1	latent	latent	ADJ
american_scientific_journal-7521	81	2	semantic	semantic	ADJ
american_scientific_journal-7521	81	3	analysis	analysis	NOUN
american_scientific_journal-7521	81	4	(	(	PUNCT
american_scientific_journal-7521	81	5	lsa	lsa	NOUN
american_scientific_journal-7521	81	6	)	)	PUNCT
american_scientific_journal-7521	81	7	has	have	AUX
american_scientific_journal-7521	81	8	been	be	AUX
american_scientific_journal-7521	81	9	used	use	VERB
american_scientific_journal-7521	81	10	already	already	ADV
american_scientific_journal-7521	81	11	to	to	PART
american_scientific_journal-7521	81	12	measure	measure	VERB
american_scientific_journal-7521	81	13	text	text	NOUN
american_scientific_journal-7521	81	14	coherence	coherence	NOUN
american_scientific_journal-7521	81	15	and	and	CCONJ
american_scientific_journal-7521	81	16	proven	prove	VERB
american_scientific_journal-7521	81	17	to	to	PART
american_scientific_journal-7521	81	18	be	be	AUX
american_scientific_journal-7521	81	19	successful	successful	ADJ
american_scientific_journal-7521	81	20	[	[	X
american_scientific_journal-7521	81	21	15	15	NUM
american_scientific_journal-7521	81	22	]	]	PUNCT
american_scientific_journal-7521	81	23	.	.	PUNCT
american_scientific_journal-7521	82	1	in	in	ADP
american_scientific_journal-7521	82	2	order	order	NOUN
american_scientific_journal-7521	82	3	to	to	PART
american_scientific_journal-7521	82	4	perform	perform	VERB
american_scientific_journal-7521	82	5	a	a	DET
american_scientific_journal-7521	82	6	semantic	semantic	ADJ
american_scientific_journal-7521	82	7	matching	matching	NOUN
american_scientific_journal-7521	82	8	of	of	ADP
american_scientific_journal-7521	82	9	pieces	piece	NOUN
american_scientific_journal-7521	82	10	of	of	ADP
american_scientific_journal-7521	82	11	text	text	NOUN
american_scientific_journal-7521	82	12	,	,	PUNCT
american_scientific_journal-7521	82	13	lsa	lsa	PROPN
american_scientific_journal-7521	82	14	relies	rely	VERB
american_scientific_journal-7521	82	15	on	on	ADP
american_scientific_journal-7521	82	16	large	large	ADJ
american_scientific_journal-7521	82	17	corpora	corpora	NOUN
american_scientific_journal-7521	82	18	(	(	PUNCT
american_scientific_journal-7521	82	19	plural	plural	ADJ
american_scientific_journal-7521	82	20	form	form	NOUN
american_scientific_journal-7521	82	21	of	of	ADP
american_scientific_journal-7521	82	22	related	related	ADJ
american_scientific_journal-7521	82	23	works	work	NOUN
american_scientific_journal-7521	82	24	technique	technique	NOUN
american_scientific_journal-7521	82	25	implemented	implement	VERB
american_scientific_journal-7521	82	26	system	system	NOUN
american_scientific_journal-7521	82	27	benoit	benoit	NOUN
american_scientific_journal-7521	82	28	and	and	CCONJ
american_scientific_journal-7521	82	29	dessus	dessus	PROPN
american_scientific_journal-7521	82	30	2001	2001	PROPN
american_scientific_journal-7521	82	31	lsa	lsa	PROPN
american_scientific_journal-7521	82	32	apex	apex	NOUN
american_scientific_journal-7521	82	33	dharmendra	dharmendra	PROPN
american_scientific_journal-7521	82	34	and	and	CCONJ
american_scientific_journal-7521	82	35	his	his	PRON
american_scientific_journal-7521	82	36	colleagues	colleague	NOUN
american_scientific_journal-7521	82	37	2003	2003	NUM
american_scientific_journal-7521	82	38	lsa	lsa	NOUN
american_scientific_journal-7521	82	39	selsa	selsa	NOUN
american_scientific_journal-7521	82	40	chen	chen	PROPN
american_scientific_journal-7521	82	41	and	and	CCONJ
american_scientific_journal-7521	82	42	his	his	PRON
american_scientific_journal-7521	82	43	colleagues	colleague	NOUN
american_scientific_journal-7521	82	44	2012	2012	NUM
american_scientific_journal-7521	82	45	ml	ml	AUX
american_scientific_journal-7521	82	46	svmrank	svmrank	VERB
american_scientific_journal-7521	82	47	taghipour	taghipour	NOUN
american_scientific_journal-7521	82	48	and	and	CCONJ
american_scientific_journal-7521	82	49	tou	tou	NOUN
american_scientific_journal-7521	82	50	,	,	PUNCT
american_scientific_journal-7521	82	51	2016	2016	NUM
american_scientific_journal-7521	82	52	ml	ml	ADP
american_scientific_journal-7521	82	53	rnn	rnn	PROPN
american_scientific_journal-7521	82	54	,	,	PUNCT
american_scientific_journal-7521	82	55	gru	gru	PROPN
american_scientific_journal-7521	82	56	,	,	PUNCT
american_scientific_journal-7521	82	57	and	and	CCONJ
american_scientific_journal-7521	82	58	lstm	lstm	ADJ
american_scientific_journal-7521	82	59	crossley	crossley	NOUN
american_scientific_journal-7521	82	60	and	and	CCONJ
american_scientific_journal-7521	82	61	his	his	PRON
american_scientific_journal-7521	82	62	colleagues	colleague	NOUN
american_scientific_journal-7521	82	63	2016	2016	NUM
american_scientific_journal-7521	82	64	nlp	nlp	ADJ
american_scientific_journal-7521	82	65	individual	individual	ADJ
american_scientific_journal-7521	82	66	differences	difference	NOUN
american_scientific_journal-7521	82	67	&	&	CCONJ
american_scientific_journal-7521	82	68	cohmetrix	cohmetrix	PROPN
american_scientific_journal-7521	82	69	,	,	PUNCT
american_scientific_journal-7521	82	70	&	&	CCONJ
american_scientific_journal-7521	82	71	wat	wat	VERB
american_scientific_journal-7521	82	72	ramalingam	ramalingam	NOUN
american_scientific_journal-7521	82	73	and	and	CCONJ
american_scientific_journal-7521	82	74	his	his	PRON
american_scientific_journal-7521	82	75	colleagues	colleague	NOUN
american_scientific_journal-7521	82	76	2018	2018	NUM
american_scientific_journal-7521	82	77	ml	ml	NOUN
american_scientific_journal-7521	82	78	e	e	NOUN
american_scientific_journal-7521	82	79	-	-	NOUN
american_scientific_journal-7521	82	80	rater	rater	ADJ
american_scientific_journal-7521	82	81	clark	clark	NOUN
american_scientific_journal-7521	82	82	and	and	CCONJ
american_scientific_journal-7521	82	83	his	his	PRON
american_scientific_journal-7521	82	84	colleagues	colleague	NOUN
american_scientific_journal-7521	82	85	2019	2019	NUM
american_scientific_journal-7521	82	86	nlp	nlp	NOUN
american_scientific_journal-7521	82	87	sms	sms	PROPN
american_scientific_journal-7521	82	88	,	,	PUNCT
american_scientific_journal-7521	82	89	wms	wms	PROPN
american_scientific_journal-7521	82	90	neslihan	neslihan	PROPN
american_scientific_journal-7521	82	91	and	and	CCONJ
american_scientific_journal-7521	82	92	his	his	PRON
american_scientific_journal-7521	82	93	colleagues	colleague	NOUN
american_scientific_journal-7521	82	94	2020	2020	NUM
american_scientific_journal-7521	82	95	ml	ml	NOUN
american_scientific_journal-7521	82	96	k	k	ADJ
american_scientific_journal-7521	82	97	-	-	ADJ
american_scientific_journal-7521	82	98	mean	mean	ADJ
american_scientific_journal-7521	82	99	tan	tan	PROPN
american_scientific_journal-7521	82	100	and	and	CCONJ
american_scientific_journal-7521	82	101	tan	tan	PROPN
american_scientific_journal-7521	82	102	,	,	PUNCT
american_scientific_journal-7521	82	103	2021	2021	NUM
american_scientific_journal-7521	82	104	ml	ml	PART
american_scientific_journal-7521	82	105	nb	nb	PROPN
american_scientific_journal-7521	82	106	,	,	PUNCT
american_scientific_journal-7521	82	107	svm	svm	PROPN
american_scientific_journal-7521	82	108	,	,	PUNCT
american_scientific_journal-7521	82	109	blrr	blrr	ADJ
american_scientific_journal-7521	82	110	american	american	ADJ
american_scientific_journal-7521	82	111	academic	academic	PROPN
american_scientific_journal-7521	82	112	scientific	scientific	ADJ
american_scientific_journal-7521	82	113	research	research	NOUN
american_scientific_journal-7521	82	114	journal	journal	NOUN
american_scientific_journal-7521	82	115	for	for	ADP
american_scientific_journal-7521	82	116	engineering	engineering	NOUN
american_scientific_journal-7521	82	117	,	,	PUNCT
american_scientific_journal-7521	82	118	technology	technology	NOUN
american_scientific_journal-7521	82	119	,	,	PUNCT
american_scientific_journal-7521	82	120	and	and	CCONJ
american_scientific_journal-7521	82	121	sciences	science	NOUN
american_scientific_journal-7521	82	122	(	(	PUNCT
american_scientific_journal-7521	82	123	asrjets	asrjet	NOUN
american_scientific_journal-7521	82	124	)	)	PUNCT
american_scientific_journal-7521	82	125	(	(	PUNCT
american_scientific_journal-7521	82	126	2023	2023	NUM
american_scientific_journal-7521	82	127	)	)	PUNCT
american_scientific_journal-7521	82	128	volume	volume	NOUN
american_scientific_journal-7521	82	129	91	91	NUM
american_scientific_journal-7521	82	130	,	,	PUNCT
american_scientific_journal-7521	82	131	no	no	DET
american_scientific_journal-7521	82	132	1	1	NUM
american_scientific_journal-7521	82	133	,	,	PUNCT
american_scientific_journal-7521	82	134	pp	pp	ADV
american_scientific_journal-7521	82	135	1	1	NUM
american_scientific_journal-7521	82	136	-	-	SYM
american_scientific_journal-7521	82	137	8	8	NUM
american_scientific_journal-7521	82	138	5	5	NUM
american_scientific_journal-7521	82	139	corpus	corpus	NOUN
american_scientific_journal-7521	82	140	)	)	PUNCT
american_scientific_journal-7521	82	141	of	of	ADP
american_scientific_journal-7521	82	142	texts	text	NOUN
american_scientific_journal-7521	82	143	to	to	PART
american_scientific_journal-7521	82	144	build	build	VERB
american_scientific_journal-7521	82	145	a	a	DET
american_scientific_journal-7521	82	146	semantic	semantic	ADJ
american_scientific_journal-7521	82	147	high	high	ADJ
american_scientific_journal-7521	82	148	-	-	PUNCT
american_scientific_journal-7521	82	149	dimensional	dimensional	ADJ
american_scientific_journal-7521	82	150	space	space	NOUN
american_scientific_journal-7521	82	151	containing	contain	VERB
american_scientific_journal-7521	82	152	all	all	DET
american_scientific_journal-7521	82	153	words	word	NOUN
american_scientific_journal-7521	82	154	[	[	X
american_scientific_journal-7521	82	155	16	16	NUM
american_scientific_journal-7521	82	156	]	]	PUNCT
american_scientific_journal-7521	82	157	.	.	PUNCT
american_scientific_journal-7521	83	1	by	by	ADP
american_scientific_journal-7521	83	2	means	mean	NOUN
american_scientific_journal-7521	83	3	of	of	ADP
american_scientific_journal-7521	83	4	a	a	DET
american_scientific_journal-7521	83	5	statistical	statistical	ADJ
american_scientific_journal-7521	83	6	analysis	analysis	NOUN
american_scientific_journal-7521	83	7	lsa	lsa	NOUN
american_scientific_journal-7521	83	8	is	be	AUX
american_scientific_journal-7521	83	9	a	a	DET
american_scientific_journal-7521	83	10	technique	technique	NOUN
american_scientific_journal-7521	83	11	of	of	ADP
american_scientific_journal-7521	83	12	statistical	statistical	ADJ
american_scientific_journal-7521	83	13	natural	natural	ADJ
american_scientific_journal-7521	83	14	language	language	NOUN
american_scientific_journal-7521	83	15	understanding	understanding	NOUN
american_scientific_journal-7521	83	16	based	base	VERB
american_scientific_journal-7521	83	17	on	on	ADP
american_scientific_journal-7521	83	18	corpus	corpu	NOUN
american_scientific_journal-7521	83	19	that	that	PRON
american_scientific_journal-7521	83	20	measures	measure	VERB
american_scientific_journal-7521	83	21	the	the	DET
american_scientific_journal-7521	83	22	similarity	similarity	NOUN
american_scientific_journal-7521	83	23	in	in	ADP
american_scientific_journal-7521	83	24	semantic	semantic	NOUN
american_scientific_journal-7521	83	25	between	between	ADP
american_scientific_journal-7521	83	26	texts	text	NOUN
american_scientific_journal-7521	83	27	.	.	PUNCT
american_scientific_journal-7521	84	1	in	in	ADP
american_scientific_journal-7521	84	2	the	the	DET
american_scientific_journal-7521	84	3	tutoring	tutoring	NOUN
american_scientific_journal-7521	84	4	domain	domain	NOUN
american_scientific_journal-7521	84	5	,	,	PUNCT
american_scientific_journal-7521	84	6	suppose	suppose	VERB
american_scientific_journal-7521	84	7	given	give	VERB
american_scientific_journal-7521	84	8	a	a	DET
american_scientific_journal-7521	84	9	set	set	NOUN
american_scientific_journal-7521	84	10	of	of	ADP
american_scientific_journal-7521	84	11	documents	document	NOUN
american_scientific_journal-7521	84	12	,	,	PUNCT
american_scientific_journal-7521	84	13	lsa	lsa	NOUN
american_scientific_journal-7521	84	14	constructs	construct	VERB
american_scientific_journal-7521	84	15	a	a	DET
american_scientific_journal-7521	84	16	word	word	NOUN
american_scientific_journal-7521	84	17	-	-	PUNCT
american_scientific_journal-7521	84	18	document	document	NOUN
american_scientific_journal-7521	84	19	co	co	NOUN
american_scientific_journal-7521	84	20	-	-	NOUN
american_scientific_journal-7521	84	21	occurrence	occurrence	ADJ
american_scientific_journal-7521	84	22	matrix	matrix	NOUN
american_scientific_journal-7521	84	23	by	by	ADP
american_scientific_journal-7521	84	24	using	use	VERB
american_scientific_journal-7521	84	25	the	the	DET
american_scientific_journal-7521	84	26	frequency	frequency	NOUN
american_scientific_journal-7521	84	27	of	of	ADP
american_scientific_journal-7521	84	28	each	each	DET
american_scientific_journal-7521	84	29	word	word	NOUN
american_scientific_journal-7521	84	30	occurred	occur	VERB
american_scientific_journal-7521	84	31	in	in	ADP
american_scientific_journal-7521	84	32	each	each	DET
american_scientific_journal-7521	84	33	document	document	NOUN
american_scientific_journal-7521	84	34	.	.	PUNCT
american_scientific_journal-7521	85	1	after	after	ADP
american_scientific_journal-7521	85	2	preprocessing	preprocesse	VERB
american_scientific_journal-7521	85	3	,	,	PUNCT
american_scientific_journal-7521	85	4	singular	singular	ADJ
american_scientific_journal-7521	85	5	value	value	NOUN
american_scientific_journal-7521	85	6	is	be	AUX
american_scientific_journal-7521	85	7	decomposed	decompose	VERB
american_scientific_journal-7521	85	8	into	into	ADP
american_scientific_journal-7521	85	9	a	a	DET
american_scientific_journal-7521	85	10	200	200	NUM
american_scientific_journal-7521	85	11	to	to	PART
american_scientific_journal-7521	85	12	400	400	NUM
american_scientific_journal-7521	85	13	-	-	PUNCT
american_scientific_journal-7521	85	14	dimensional	dimensional	ADJ
american_scientific_journal-7521	85	15	space	space	NOUN
american_scientific_journal-7521	85	16	to	to	PART
american_scientific_journal-7521	85	17	represent	represent	VERB
american_scientific_journal-7521	85	18	the	the	DET
american_scientific_journal-7521	85	19	domain	domain	NOUN
american_scientific_journal-7521	85	20	knowledge	knowledge	NOUN
american_scientific_journal-7521	85	21	for	for	ADP
american_scientific_journal-7521	85	22	comparing	compare	VERB
american_scientific_journal-7521	85	23	the	the	DET
american_scientific_journal-7521	85	24	semantic	semantic	ADJ
american_scientific_journal-7521	85	25	similarity	similarity	NOUN
american_scientific_journal-7521	85	26	between	between	ADP
american_scientific_journal-7521	85	27	any	any	DET
american_scientific_journal-7521	85	28	two	two	NUM
american_scientific_journal-7521	85	29	text	text	NOUN
american_scientific_journal-7521	85	30	units	unit	NOUN
american_scientific_journal-7521	85	31	[	[	X
american_scientific_journal-7521	85	32	17	17	NUM
american_scientific_journal-7521	85	33	]	]	PUNCT
american_scientific_journal-7521	85	34	.	.	PUNCT
american_scientific_journal-7521	86	1	machine	machine	NOUN
american_scientific_journal-7521	86	2	learning	learning	NOUN
american_scientific_journal-7521	86	3	(	(	PUNCT
american_scientific_journal-7521	86	4	ml	ml	NOUN
american_scientific_journal-7521	86	5	)	)	PUNCT
american_scientific_journal-7521	86	6	as	as	ADP
american_scientific_journal-7521	86	7	a	a	DET
american_scientific_journal-7521	86	8	branch	branch	NOUN
american_scientific_journal-7521	86	9	of	of	ADP
american_scientific_journal-7521	86	10	artificial	artificial	ADJ
american_scientific_journal-7521	86	11	intelligent	intelligent	ADJ
american_scientific_journal-7521	86	12	,	,	PUNCT
american_scientific_journal-7521	86	13	is	be	AUX
american_scientific_journal-7521	86	14	a	a	DET
american_scientific_journal-7521	86	15	program	program	NOUN
american_scientific_journal-7521	86	16	able	able	ADJ
american_scientific_journal-7521	86	17	to	to	PART
american_scientific_journal-7521	86	18	learn	learn	VERB
american_scientific_journal-7521	86	19	from	from	ADP
american_scientific_journal-7521	86	20	table	table	NOUN
american_scientific_journal-7521	86	21	2	2	NUM
american_scientific_journal-7521	86	22	:	:	PUNCT
american_scientific_journal-7521	86	23	comparative	comparative	ADJ
american_scientific_journal-7521	86	24	points	point	NOUN
american_scientific_journal-7521	86	25	considered	consider	VERB
american_scientific_journal-7521	86	26	in	in	ADP
american_scientific_journal-7521	86	27	this	this	DET
american_scientific_journal-7521	86	28	study	study	NOUN
american_scientific_journal-7521	86	29	.	.	PUNCT
american_scientific_journal-7521	87	1	*	*	PUNCT
american_scientific_journal-7521	87	2	sha	sha	PROPN
american_scientific_journal-7521	87	3	:	:	PUNCT
american_scientific_journal-7521	87	4	short	short	ADJ
american_scientific_journal-7521	87	5	answer	answer	NOUN
american_scientific_journal-7521	87	6	,	,	PUNCT
american_scientific_journal-7521	87	7	(	(	PUNCT
american_scientific_journal-7521	87	8	-	-	CCONJ
american_scientific_journal-7521	87	9	):	):	PUNCT
american_scientific_journal-7521	87	10	not	not	PART
american_scientific_journal-7521	87	11	mentioned	mention	VERB
american_scientific_journal-7521	87	12	.	.	PUNCT
american_scientific_journal-7521	88	1	data	datum	NOUN
american_scientific_journal-7521	88	2	.	.	PUNCT
american_scientific_journal-7521	89	1	machine	machine	NOUN
american_scientific_journal-7521	89	2	learning	learning	NOUN
american_scientific_journal-7521	89	3	makes	make	VERB
american_scientific_journal-7521	89	4	generalizations	generalization	NOUN
american_scientific_journal-7521	89	5	from	from	ADP
american_scientific_journal-7521	89	6	a	a	DET
american_scientific_journal-7521	89	7	set	set	NOUN
american_scientific_journal-7521	89	8	of	of	ADP
american_scientific_journal-7521	89	9	observed	observe	VERB
american_scientific_journal-7521	89	10	instances	instance	NOUN
american_scientific_journal-7521	89	11	because	because	SCONJ
american_scientific_journal-7521	89	12	it	it	PRON
american_scientific_journal-7521	89	13	is	be	AUX
american_scientific_journal-7521	89	14	inductive	inductive	ADJ
american_scientific_journal-7521	89	15	inferencebased	inferencebase	VERB
american_scientific_journal-7521	89	16	that	that	PRON
american_scientific_journal-7521	89	17	can	can	AUX
american_scientific_journal-7521	89	18	be	be	AUX
american_scientific_journal-7521	89	19	contrasted	contrast	VERB
american_scientific_journal-7521	89	20	to	to	ADP
american_scientific_journal-7521	89	21	early	early	ADJ
american_scientific_journal-7521	89	22	methods	method	NOUN
american_scientific_journal-7521	89	23	of	of	ADP
american_scientific_journal-7521	89	24	artificial	artificial	ADJ
american_scientific_journal-7521	89	25	intelligence	intelligence	NOUN
american_scientific_journal-7521	89	26	that	that	PRON
american_scientific_journal-7521	89	27	dealt	deal	VERB
american_scientific_journal-7521	89	28	mostly	mostly	ADV
american_scientific_journal-7521	89	29	with	with	ADP
american_scientific_journal-7521	89	30	deductive	deductive	ADJ
american_scientific_journal-7521	89	31	inference	inference	NOUN
american_scientific_journal-7521	89	32	[	[	X
american_scientific_journal-7521	89	33	8	8	NUM
american_scientific_journal-7521	89	34	]	]	PUNCT
american_scientific_journal-7521	89	35	.	.	PUNCT
american_scientific_journal-7521	90	1	basic	basic	ADJ
american_scientific_journal-7521	90	2	machine	machine	NOUN
american_scientific_journal-7521	90	3	learning	learning	NOUN
american_scientific_journal-7521	90	4	algorithms	algorithm	NOUN
american_scientific_journal-7521	90	5	,	,	PUNCT
american_scientific_journal-7521	90	6	namely	namely	ADV
american_scientific_journal-7521	90	7	:	:	PUNCT
american_scientific_journal-7521	90	8	nearest	near	ADJ
american_scientific_journal-7521	90	9	neighbors	neighbor	NOUN
american_scientific_journal-7521	90	10	,	,	PUNCT
american_scientific_journal-7521	90	11	naive	naive	ADJ
american_scientific_journal-7521	90	12	bayes	bayes	NOUN
american_scientific_journal-7521	90	13	,	,	PUNCT
american_scientific_journal-7521	90	14	the	the	DET
american_scientific_journal-7521	90	15	perceptron	perceptron	PROPN
american_scientific_journal-7521	90	16	,	,	PUNCT
american_scientific_journal-7521	90	17	the	the	DET
american_scientific_journal-7521	90	18	mean	mean	NOUN
american_scientific_journal-7521	90	19	classifier	classifier	NOUN
american_scientific_journal-7521	90	20	,	,	PUNCT
american_scientific_journal-7521	90	21	and	and	CCONJ
american_scientific_journal-7521	90	22	the	the	DET
american_scientific_journal-7521	90	23	k	k	NOUN
american_scientific_journal-7521	90	24	-	-	PUNCT
american_scientific_journal-7521	90	25	means	means	NOUN
american_scientific_journal-7521	90	26	algorithm	algorithm	NOUN
american_scientific_journal-7521	90	27	[	[	X
american_scientific_journal-7521	90	28	7	7	NUM
american_scientific_journal-7521	90	29	]	]	SYM
american_scientific_journal-7521	90	30	.	.	PUNCT
american_scientific_journal-7521	90	31	natural	natural	ADJ
american_scientific_journal-7521	90	32	language	language	NOUN
american_scientific_journal-7521	90	33	processing	processing	NOUN
american_scientific_journal-7521	90	34	(	(	PUNCT
american_scientific_journal-7521	90	35	nlp	nlp	NOUN
american_scientific_journal-7521	90	36	)	)	PUNCT
american_scientific_journal-7521	90	37	is	be	AUX
american_scientific_journal-7521	90	38	an	an	DET
american_scientific_journal-7521	90	39	integral	integral	ADJ
american_scientific_journal-7521	90	40	area	area	NOUN
american_scientific_journal-7521	90	41	of	of	ADP
american_scientific_journal-7521	90	42	machine	machine	NOUN
american_scientific_journal-7521	90	43	learning	learning	NOUN
american_scientific_journal-7521	90	44	and	and	CCONJ
american_scientific_journal-7521	90	45	computational	computational	ADJ
american_scientific_journal-7521	90	46	linguistics	linguistic	NOUN
american_scientific_journal-7521	90	47	.	.	PUNCT
american_scientific_journal-7521	91	1	this	this	DET
american_scientific_journal-7521	91	2	field	field	NOUN
american_scientific_journal-7521	91	3	is	be	AUX
american_scientific_journal-7521	91	4	mainly	mainly	ADV
american_scientific_journal-7521	91	5	mean	mean	VERB
american_scientific_journal-7521	91	6	making	make	VERB
american_scientific_journal-7521	91	7	the	the	DET
american_scientific_journal-7521	91	8	human	human	ADJ
american_scientific_journal-7521	91	9	and	and	CCONJ
american_scientific_journal-7521	91	10	computer	computer	NOUN
american_scientific_journal-7521	91	11	interaction	interaction	NOUN
american_scientific_journal-7521	91	12	efficient	efficient	ADJ
american_scientific_journal-7521	91	13	and	and	CCONJ
american_scientific_journal-7521	91	14	easy	easy	ADJ
american_scientific_journal-7521	91	15	.	.	PUNCT
american_scientific_journal-7521	92	1	machine	machine	NOUN
american_scientific_journal-7521	92	2	learns	learn	VERB
american_scientific_journal-7521	92	3	the	the	DET
american_scientific_journal-7521	92	4	meaning	meaning	NOUN
american_scientific_journal-7521	92	5	and	and	CCONJ
american_scientific_journal-7521	92	6	syntax	syntax	NOUN
american_scientific_journal-7521	92	7	of	of	ADP
american_scientific_journal-7521	92	8	human	human	NOUN
american_scientific_journal-7521	92	9	[	[	X
american_scientific_journal-7521	92	10	18	18	NUM
american_scientific_journal-7521	92	11	]	]	PUNCT
american_scientific_journal-7521	92	12	.	.	PUNCT
american_scientific_journal-7521	93	1	4	4	X
american_scientific_journal-7521	93	2	.	.	X
american_scientific_journal-7521	93	3	performance	performance	NOUN
american_scientific_journal-7521	93	4	in	in	ADP
american_scientific_journal-7521	93	5	these	these	DET
american_scientific_journal-7521	93	6	papers	paper	NOUN
american_scientific_journal-7521	93	7	included	include	VERB
american_scientific_journal-7521	93	8	in	in	ADP
american_scientific_journal-7521	93	9	this	this	DET
american_scientific_journal-7521	93	10	comparative	comparative	ADJ
american_scientific_journal-7521	93	11	study	study	NOUN
american_scientific_journal-7521	93	12	,	,	PUNCT
american_scientific_journal-7521	93	13	several	several	ADJ
american_scientific_journal-7521	93	14	metrics	metric	NOUN
american_scientific_journal-7521	93	15	for	for	ADP
american_scientific_journal-7521	93	16	measuring	measure	VERB
american_scientific_journal-7521	93	17	the	the	DET
american_scientific_journal-7521	93	18	performance	performance	NOUN
american_scientific_journal-7521	93	19	were	be	AUX
american_scientific_journal-7521	93	20	considered	consider	VERB
american_scientific_journal-7521	93	21	as	as	SCONJ
american_scientific_journal-7521	93	22	illustrated	illustrate	VERB
american_scientific_journal-7521	93	23	in	in	ADP
american_scientific_journal-7521	93	24	table	table	NOUN
american_scientific_journal-7521	93	25	(	(	PUNCT
american_scientific_journal-7521	93	26	3	3	NUM
american_scientific_journal-7521	93	27	)	)	PUNCT
american_scientific_journal-7521	93	28	which	which	PRON
american_scientific_journal-7521	93	29	indicates	indicate	VERB
american_scientific_journal-7521	93	30	the	the	DET
american_scientific_journal-7521	93	31	summary	summary	NOUN
american_scientific_journal-7521	93	32	of	of	ADP
american_scientific_journal-7521	93	33	the	the	DET
american_scientific_journal-7521	93	34	various	various	ADJ
american_scientific_journal-7521	93	35	techniques	technique	NOUN
american_scientific_journal-7521	93	36	and	and	CCONJ
american_scientific_journal-7521	93	37	their	their	PRON
american_scientific_journal-7521	93	38	author(s	author(s	NOUN
american_scientific_journal-7521	93	39	)	)	PUNCT
american_scientific_journal-7521	93	40	&	&	CCONJ
american_scientific_journal-7521	93	41	date	date	NOUN
american_scientific_journal-7521	93	42	dataset	dataset	NOUN
american_scientific_journal-7521	93	43	(	(	PUNCT
american_scientific_journal-7521	93	44	no	no	INTJ
american_scientific_journal-7521	93	45	.	.	PUNCT
american_scientific_journal-7521	94	1	essay	essay	ADJ
american_scientific_journal-7521	94	2	)	)	PUNCT
american_scientific_journal-7521	95	1	length	length	NOUN
american_scientific_journal-7521	95	2	of	of	ADP
american_scientific_journal-7521	95	3	essay	essay	NOUN
american_scientific_journal-7521	95	4	is	be	AUX
american_scientific_journal-7521	95	5	corpus	corpus	NOUN
american_scientific_journal-7521	95	6	used	use	VERB
american_scientific_journal-7521	95	7	?	?	PUNCT
american_scientific_journal-7521	96	1	is	be	AUX
american_scientific_journal-7521	96	2	reference	reference	NOUN
american_scientific_journal-7521	96	3	answer	answer	NOUN
american_scientific_journal-7521	96	4	exist	exist	VERB
american_scientific_journal-7521	96	5	?	?	PUNCT
american_scientific_journal-7521	97	1	benoit	benoit	NOUN
american_scientific_journal-7521	97	2	and	and	CCONJ
american_scientific_journal-7521	97	3	dessus	dessus	PROPN
american_scientific_journal-7521	97	4	(	(	PUNCT
american_scientific_journal-7521	97	5	2001	2001	NUM
american_scientific_journal-7521	97	6	)	)	PUNCT
american_scientific_journal-7521	97	7	31	31	NUM
american_scientific_journal-7521	97	8	150	150	NUM
american_scientific_journal-7521	97	9	-	-	SYM
american_scientific_journal-7521	97	10	300	300	NUM
american_scientific_journal-7521	97	11	words	word	NOUN
american_scientific_journal-7521	98	1	yes	yes	INTJ
american_scientific_journal-7521	98	2	no	no	DET
american_scientific_journal-7521	98	3	dharmendra	dharmendra	NOUN
american_scientific_journal-7521	98	4	and	and	CCONJ
american_scientific_journal-7521	98	5	his	his	PRON
american_scientific_journal-7521	98	6	colleagues	colleague	NOUN
american_scientific_journal-7521	98	7	(	(	PUNCT
american_scientific_journal-7521	98	8	2003	2003	NUM
american_scientific_journal-7521	98	9	)	)	PUNCT
american_scientific_journal-7521	98	10	192	192	NUM
american_scientific_journal-7521	98	11	200	200	NUM
american_scientific_journal-7521	98	12	-	-	SYM
american_scientific_journal-7521	98	13	400	400	NUM
american_scientific_journal-7521	98	14	words	word	NOUN
american_scientific_journal-7521	99	1	yes	yes	INTJ
american_scientific_journal-7521	100	1	yes	yes	INTJ
american_scientific_journal-7521	101	1	chen	chen	PROPN
american_scientific_journal-7521	101	2	and	and	CCONJ
american_scientific_journal-7521	101	3	his	his	PRON
american_scientific_journal-7521	101	4	colleagues	colleague	NOUN
american_scientific_journal-7521	101	5	2012	2012	NUM
american_scientific_journal-7521	101	6	8set	8set	NUM
american_scientific_journal-7521	101	7	150	150	NUM
american_scientific_journal-7521	101	8	-	-	SYM
american_scientific_journal-7521	101	9	550	550	NUM
american_scientific_journal-7521	101	10	words	word	NOUN
american_scientific_journal-7521	102	1	no	no	INTJ
american_scientific_journal-7521	102	2	yes	yes	INTJ
american_scientific_journal-7521	102	3	taghipour	taghipour	NOUN
american_scientific_journal-7521	102	4	and	and	CCONJ
american_scientific_journal-7521	102	5	ng	ng	PROPN
american_scientific_journal-7521	102	6	,	,	PUNCT
american_scientific_journal-7521	102	7	2016	2016	NUM
american_scientific_journal-7521	102	8	8	8	NUM
american_scientific_journal-7521	102	9	-	-	PUNCT
american_scientific_journal-7521	102	10	set	set	VERB
american_scientific_journal-7521	102	11	150	150	NUM
american_scientific_journal-7521	102	12	-	-	SYM
american_scientific_journal-7521	102	13	650	650	NUM
american_scientific_journal-7521	102	14	words	word	NOUN
american_scientific_journal-7521	103	1	no	no	INTJ
american_scientific_journal-7521	103	2	yes	yes	INTJ
american_scientific_journal-7521	103	3	crossley	crossley	NOUN
american_scientific_journal-7521	103	4	and	and	CCONJ
american_scientific_journal-7521	103	5	his	his	PRON
american_scientific_journal-7521	103	6	colleagues	colleague	NOUN
american_scientific_journal-7521	103	7	2016	2016	NUM
american_scientific_journal-7521	103	8	86	86	NUM
american_scientific_journal-7521	104	1	yes	yes	INTJ
american_scientific_journal-7521	104	2	no	no	DET
american_scientific_journal-7521	104	3	ramalingam	ramalingam	NOUN
american_scientific_journal-7521	104	4	and	and	CCONJ
american_scientific_journal-7521	104	5	his	his	PRON
american_scientific_journal-7521	104	6	colleagues	colleague	NOUN
american_scientific_journal-7521	104	7	2018	2018	NUM
american_scientific_journal-7521	104	8	8900	8900	NUM
american_scientific_journal-7521	105	1	yes	yes	INTJ
american_scientific_journal-7521	106	1	no	no	DET
american_scientific_journal-7521	106	2	clark	clark	NOUN
american_scientific_journal-7521	106	3	and	and	CCONJ
american_scientific_journal-7521	106	4	his	his	PRON
american_scientific_journal-7521	106	5	colleagues	colleague	NOUN
american_scientific_journal-7521	106	6	2019	2019	NUM
american_scientific_journal-7521	106	7	1,088	1,088	NUM
american_scientific_journal-7521	106	8	5–15	5–15	PROPN
american_scientific_journal-7521	106	9	sentences	sentence	NOUN
american_scientific_journal-7521	106	10	yes	yes	INTJ
american_scientific_journal-7521	106	11	neslihan	neslihan	NOUN
american_scientific_journal-7521	106	12	and	and	CCONJ
american_scientific_journal-7521	106	13	his	his	PRON
american_scientific_journal-7521	106	14	colleagues	colleague	NOUN
american_scientific_journal-7521	106	15	2020	2020	NUM
american_scientific_journal-7521	106	16	29	29	NUM
american_scientific_journal-7521	106	17	*	*	PUNCT
american_scientific_journal-7521	106	18	sha	sha	ADJ
american_scientific_journal-7521	106	19	-	-	PUNCT
american_scientific_journal-7521	106	20	single	single	ADJ
american_scientific_journal-7521	106	21	word	word	NOUN
american_scientific_journal-7521	107	1	yes	yes	INTJ
american_scientific_journal-7521	107	2	yes	yes	INTJ
american_scientific_journal-7521	107	3	tan	tan	PROPN
american_scientific_journal-7521	107	4	and	and	CCONJ
american_scientific_journal-7521	107	5	tan	tan	PROPN
american_scientific_journal-7521	107	6	,	,	PUNCT
american_scientific_journal-7521	107	7	2021	2021	NUM
american_scientific_journal-7521	107	8	8	8	NUM
american_scientific_journal-7521	107	9	-	-	PUNCT
american_scientific_journal-7521	107	10	set	set	VERB
american_scientific_journal-7521	107	11	yes	yes	INTJ
american_scientific_journal-7521	107	12	american	american	ADJ
american_scientific_journal-7521	107	13	academic	academic	ADJ
american_scientific_journal-7521	107	14	scientific	scientific	ADJ
american_scientific_journal-7521	107	15	research	research	NOUN
american_scientific_journal-7521	107	16	journal	journal	NOUN
american_scientific_journal-7521	107	17	for	for	ADP
american_scientific_journal-7521	107	18	engineering	engineering	NOUN
american_scientific_journal-7521	107	19	,	,	PUNCT
american_scientific_journal-7521	107	20	technology	technology	NOUN
american_scientific_journal-7521	107	21	,	,	PUNCT
american_scientific_journal-7521	107	22	and	and	CCONJ
american_scientific_journal-7521	107	23	sciences	science	NOUN
american_scientific_journal-7521	107	24	(	(	PUNCT
american_scientific_journal-7521	107	25	asrjets	asrjet	NOUN
american_scientific_journal-7521	107	26	)	)	PUNCT
american_scientific_journal-7521	107	27	(	(	PUNCT
american_scientific_journal-7521	107	28	2023	2023	NUM
american_scientific_journal-7521	107	29	)	)	PUNCT
american_scientific_journal-7521	107	30	volume	volume	NOUN
american_scientific_journal-7521	107	31	91	91	NUM
american_scientific_journal-7521	107	32	,	,	PUNCT
american_scientific_journal-7521	107	33	no	no	DET
american_scientific_journal-7521	107	34	1	1	NUM
american_scientific_journal-7521	107	35	,	,	PUNCT
american_scientific_journal-7521	107	36	pp	pp	ADV
american_scientific_journal-7521	107	37	1	1	NUM
american_scientific_journal-7521	107	38	-	-	SYM
american_scientific_journal-7521	107	39	8	8	NUM
american_scientific_journal-7521	107	40	6	6	NUM
american_scientific_journal-7521	107	41	performance	performance	NOUN
american_scientific_journal-7521	107	42	that	that	PRON
american_scientific_journal-7521	107	43	are	be	AUX
american_scientific_journal-7521	107	44	measured	measure	VERB
american_scientific_journal-7521	107	45	using	use	VERB
american_scientific_journal-7521	107	46	correlation	correlation	NOUN
american_scientific_journal-7521	107	47	,	,	PUNCT
american_scientific_journal-7521	107	48	quadratic	quadratic	PROPN
american_scientific_journal-7521	107	49	weighted	weight	VERB
american_scientific_journal-7521	107	50	kappa	kappa	PROPN
american_scientific_journal-7521	107	51	,	,	PUNCT
american_scientific_journal-7521	107	52	and	and	CCONJ
american_scientific_journal-7521	107	53	mean	mean	VERB
american_scientific_journal-7521	107	54	square	square	ADJ
american_scientific_journal-7521	107	55	error	error	NOUN
american_scientific_journal-7521	107	56	.	.	PUNCT
american_scientific_journal-7521	108	1	table	table	NOUN
american_scientific_journal-7521	108	2	3	3	NUM
american_scientific_journal-7521	108	3	:	:	PUNCT
american_scientific_journal-7521	108	4	performance	performance	NOUN
american_scientific_journal-7521	108	5	metrics	metric	NOUN
american_scientific_journal-7521	108	6	.	.	PUNCT
american_scientific_journal-7521	109	1	author(s	author(s	NOUN
american_scientific_journal-7521	109	2	)	)	PUNCT
american_scientific_journal-7521	109	3	&	&	CCONJ
american_scientific_journal-7521	109	4	date	date	NOUN
american_scientific_journal-7521	109	5	performance	performance	NOUN
american_scientific_journal-7521	109	6	metrics	metric	NOUN
american_scientific_journal-7521	109	7	correlation	correlation	NOUN
american_scientific_journal-7521	109	8	qwk	qwk	PROPN
american_scientific_journal-7521	109	9	mse	mse	PROPN
american_scientific_journal-7521	109	10	benoit	benoit	PROPN
american_scientific_journal-7521	109	11	and	and	CCONJ
american_scientific_journal-7521	109	12	dessus	dessus	PROPN
american_scientific_journal-7521	109	13	(	(	PUNCT
american_scientific_journal-7521	109	14	2001	2001	NUM
american_scientific_journal-7521	109	15	)	)	PUNCT
american_scientific_journal-7521	109	16	0.59	0.59	NUM
american_scientific_journal-7521	109	17	dharmendra	dharmendra	NOUN
american_scientific_journal-7521	109	18	and	and	CCONJ
american_scientific_journal-7521	109	19	his	his	PRON
american_scientific_journal-7521	109	20	colleagues	colleague	NOUN
american_scientific_journal-7521	109	21	(	(	PUNCT
american_scientific_journal-7521	109	22	2003	2003	NUM
american_scientific_journal-7521	109	23	)	)	PUNCT
american_scientific_journal-7521	109	24	0.51	0.51	NUM
american_scientific_journal-7521	109	25	chen	chen	PROPN
american_scientific_journal-7521	109	26	and	and	CCONJ
american_scientific_journal-7521	109	27	his	his	PRON
american_scientific_journal-7521	109	28	colleagues	colleague	NOUN
american_scientific_journal-7521	109	29	2012	2012	NUM
american_scientific_journal-7521	109	30	0.74956	0.74956	NUM
american_scientific_journal-7521	109	31	taghipour	taghipour	NOUN
american_scientific_journal-7521	109	32	and	and	CCONJ
american_scientific_journal-7521	109	33	tou	tou	NOUN
american_scientific_journal-7521	109	34	,	,	PUNCT
american_scientific_journal-7521	109	35	2016	2016	NUM
american_scientific_journal-7521	109	36	0.746	0.746	NUM
american_scientific_journal-7521	109	37	crossley	crossley	NOUN
american_scientific_journal-7521	109	38	and	and	CCONJ
american_scientific_journal-7521	109	39	his	his	PRON
american_scientific_journal-7521	109	40	colleagues	colleague	NOUN
american_scientific_journal-7521	109	41	2016	2016	NUM
american_scientific_journal-7521	109	42	0.70	0.70	NUM
american_scientific_journal-7521	109	43	ramalingam	ramalingam	NOUN
american_scientific_journal-7521	109	44	and	and	CCONJ
american_scientific_journal-7521	109	45	his	his	PRON
american_scientific_journal-7521	109	46	colleagues	colleague	NOUN
american_scientific_journal-7521	109	47	2018	2018	NUM
american_scientific_journal-7521	109	48	the	the	DET
american_scientific_journal-7521	109	49	system	system	NOUN
american_scientific_journal-7521	109	50	is	be	AUX
american_scientific_journal-7521	109	51	evaluated	evaluate	VERB
american_scientific_journal-7521	109	52	using	use	VERB
american_scientific_journal-7521	109	53	graph	graph	NOUN
american_scientific_journal-7521	109	54	clark	clark	NOUN
american_scientific_journal-7521	109	55	and	and	CCONJ
american_scientific_journal-7521	109	56	his	his	PRON
american_scientific_journal-7521	109	57	colleagues	colleague	NOUN
american_scientific_journal-7521	109	58	2019	2019	NUM
american_scientific_journal-7521	109	59	0.490	0.490	NUM
american_scientific_journal-7521	109	60	neslihan	neslihan	NOUN
american_scientific_journal-7521	109	61	and	and	CCONJ
american_scientific_journal-7521	109	62	his	his	PRON
american_scientific_journal-7521	109	63	colleagues	colleague	NOUN
american_scientific_journal-7521	109	64	2020	2020	NUM
american_scientific_journal-7521	109	65	0.82	0.82	NUM
american_scientific_journal-7521	109	66	0.1	0.1	NUM
american_scientific_journal-7521	109	67	tan	tan	PROPN
american_scientific_journal-7521	109	68	and	and	CCONJ
american_scientific_journal-7521	109	69	tan	tan	PROPN
american_scientific_journal-7521	109	70	,	,	PUNCT
american_scientific_journal-7521	109	71	2021	2021	NUM
american_scientific_journal-7521	109	72	0.638	0.638	NUM
american_scientific_journal-7521	109	73	,	,	PUNCT
american_scientific_journal-7521	109	74	0.803	0.803	NUM
american_scientific_journal-7521	109	75	,	,	PUNCT
american_scientific_journal-7521	109	76	0.824	0.824	NUM
american_scientific_journal-7521	109	77	5	5	NUM
american_scientific_journal-7521	109	78	.	.	PUNCT
american_scientific_journal-7521	109	79	drawbacks	drawback	NOUN
american_scientific_journal-7521	109	80	of	of	ADP
american_scientific_journal-7521	109	81	the	the	DET
american_scientific_journal-7521	109	82	current	current	ADJ
american_scientific_journal-7521	109	83	systems	system	NOUN
american_scientific_journal-7521	109	84	some	some	PRON
american_scientific_journal-7521	109	85	of	of	ADP
american_scientific_journal-7521	109	86	the	the	DET
american_scientific_journal-7521	109	87	current	current	ADJ
american_scientific_journal-7521	109	88	systems	system	NOUN
american_scientific_journal-7521	109	89	have	have	AUX
american_scientific_journal-7521	109	90	used	use	VERB
american_scientific_journal-7521	109	91	a	a	DET
american_scientific_journal-7521	109	92	linear	linear	ADJ
american_scientific_journal-7521	109	93	regression	regression	NOUN
american_scientific_journal-7521	109	94	model	model	NOUN
american_scientific_journal-7521	109	95	to	to	PART
american_scientific_journal-7521	109	96	learn	learn	VERB
american_scientific_journal-7521	109	97	from	from	ADP
american_scientific_journal-7521	109	98	attributes	attribute	NOUN
american_scientific_journal-7521	109	99	and	and	CCONJ
american_scientific_journal-7521	109	100	provide	provide	VERB
american_scientific_journal-7521	109	101	test	test	NOUN
american_scientific_journal-7521	109	102	and	and	CCONJ
american_scientific_journal-7521	109	103	validation	validation	NOUN
american_scientific_journal-7521	109	104	parameters	parameter	NOUN
american_scientific_journal-7521	109	105	.	.	PUNCT
american_scientific_journal-7521	110	1	lack	lack	NOUN
american_scientific_journal-7521	110	2	of	of	ADP
american_scientific_journal-7521	110	3	autocorrelation	autocorrelation	NOUN
american_scientific_journal-7521	110	4	,	,	PUNCT
american_scientific_journal-7521	110	5	homoscedasticity	homoscedasticity	NOUN
american_scientific_journal-7521	110	6	(	(	PUNCT
american_scientific_journal-7521	110	7	variance	variance	NOUN
american_scientific_journal-7521	110	8	independent	independent	ADJ
american_scientific_journal-7521	110	9	of	of	ADP
american_scientific_journal-7521	110	10	point	point	NOUN
american_scientific_journal-7521	110	11	)	)	PUNCT
american_scientific_journal-7521	110	12	,	,	PUNCT
american_scientific_journal-7521	110	13	and	and	CCONJ
american_scientific_journal-7521	110	14	multicollinearity	multicollinearity	NOUN
american_scientific_journal-7521	110	15	.	.	PUNCT
american_scientific_journal-7521	111	1	aside	aside	ADV
american_scientific_journal-7521	111	2	from	from	ADP
american_scientific_journal-7521	111	3	the	the	DET
american_scientific_journal-7521	111	4	length	length	NOUN
american_scientific_journal-7521	111	5	of	of	ADP
american_scientific_journal-7521	111	6	the	the	DET
american_scientific_journal-7521	111	7	text	text	NOUN
american_scientific_journal-7521	111	8	,	,	PUNCT
american_scientific_journal-7521	111	9	the	the	DET
american_scientific_journal-7521	111	10	essays	essay	NOUN
american_scientific_journal-7521	111	11	dataset	dataset	NOUN
american_scientific_journal-7521	111	12	presents	present	VERB
american_scientific_journal-7521	111	13	the	the	DET
american_scientific_journal-7521	111	14	metrics	metric	NOUN
american_scientific_journal-7521	111	15	.	.	PUNCT
american_scientific_journal-7521	112	1	for	for	ADP
american_scientific_journal-7521	112	2	example	example	NOUN
american_scientific_journal-7521	112	3	,	,	PUNCT
american_scientific_journal-7521	112	4	the	the	DET
american_scientific_journal-7521	112	5	dataset	dataset	NOUN
american_scientific_journal-7521	112	6	contains	contain	VERB
american_scientific_journal-7521	112	7	a	a	DET
american_scientific_journal-7521	112	8	large	large	ADJ
american_scientific_journal-7521	112	9	number	number	NOUN
american_scientific_journal-7521	112	10	of	of	ADP
american_scientific_journal-7521	112	11	spelling	spelling	NOUN
american_scientific_journal-7521	112	12	mistakes	mistake	NOUN
american_scientific_journal-7521	112	13	,	,	PUNCT
american_scientific_journal-7521	112	14	due	due	ADP
american_scientific_journal-7521	112	15	to	to	ADP
american_scientific_journal-7521	112	16	both	both	DET
american_scientific_journal-7521	112	17	author	author	NOUN
american_scientific_journal-7521	112	18	misspellings	misspelling	NOUN
american_scientific_journal-7521	112	19	and	and	CCONJ
american_scientific_journal-7521	112	20	errors	error	NOUN
american_scientific_journal-7521	112	21	in	in	ADP
american_scientific_journal-7521	112	22	the	the	DET
american_scientific_journal-7521	112	23	transcription	transcription	NOUN
american_scientific_journal-7521	112	24	process	process	NOUN
american_scientific_journal-7521	112	25	.	.	PUNCT
american_scientific_journal-7521	113	1	the	the	DET
american_scientific_journal-7521	113	2	tone	tone	NOUN
american_scientific_journal-7521	113	3	and	and	CCONJ
american_scientific_journal-7521	113	4	style	style	NOUN
american_scientific_journal-7521	113	5	of	of	ADP
american_scientific_journal-7521	113	6	the	the	DET
american_scientific_journal-7521	113	7	essay	essay	NOUN
american_scientific_journal-7521	113	8	can	can	AUX
american_scientific_journal-7521	113	9	also	also	ADV
american_scientific_journal-7521	113	10	vary	vary	VERB
american_scientific_journal-7521	113	11	from	from	ADP
american_scientific_journal-7521	113	12	the	the	DET
american_scientific_journal-7521	113	13	reference	reference	NOUN
american_scientific_journal-7521	113	14	essay	essay	NOUN
american_scientific_journal-7521	113	15	.	.	PUNCT
american_scientific_journal-7521	114	1	6	6	X
american_scientific_journal-7521	114	2	.	.	X
american_scientific_journal-7521	114	3	conclusion	conclusion	NOUN
american_scientific_journal-7521	114	4	and	and	CCONJ
american_scientific_journal-7521	114	5	future	future	ADJ
american_scientific_journal-7521	114	6	trend	trend	NOUN
american_scientific_journal-7521	114	7	various	various	ADJ
american_scientific_journal-7521	114	8	methods	method	NOUN
american_scientific_journal-7521	114	9	and	and	CCONJ
american_scientific_journal-7521	114	10	techniques	technique	NOUN
american_scientific_journal-7521	114	11	were	be	AUX
american_scientific_journal-7521	114	12	used	use	VERB
american_scientific_journal-7521	114	13	for	for	ADP
american_scientific_journal-7521	114	14	the	the	DET
american_scientific_journal-7521	114	15	automatic	automatic	ADJ
american_scientific_journal-7521	114	16	assessment	assessment	NOUN
american_scientific_journal-7521	114	17	of	of	ADP
american_scientific_journal-7521	114	18	scores	score	NOUN
american_scientific_journal-7521	114	19	for	for	ADP
american_scientific_journal-7521	114	20	students	student	NOUN
american_scientific_journal-7521	114	21	’	'	PUNCT
american_scientific_journal-7521	114	22	answers	answer	NOUN
american_scientific_journal-7521	114	23	.	.	PUNCT
american_scientific_journal-7521	115	1	these	these	DET
american_scientific_journal-7521	115	2	answers	answer	NOUN
american_scientific_journal-7521	115	3	were	be	AUX
american_scientific_journal-7521	115	4	in	in	ADP
american_scientific_journal-7521	115	5	the	the	DET
american_scientific_journal-7521	115	6	form	form	NOUN
american_scientific_journal-7521	115	7	of	of	ADP
american_scientific_journal-7521	115	8	texts	text	NOUN
american_scientific_journal-7521	115	9	,	,	PUNCT
american_scientific_journal-7521	115	10	and	and	CCONJ
american_scientific_journal-7521	115	11	the	the	DET
american_scientific_journal-7521	115	12	lengths	length	NOUN
american_scientific_journal-7521	115	13	of	of	ADP
american_scientific_journal-7521	115	14	the	the	DET
american_scientific_journal-7521	115	15	answers	answer	NOUN
american_scientific_journal-7521	115	16	have	have	AUX
american_scientific_journal-7521	115	17	ranged	range	VERB
american_scientific_journal-7521	115	18	from	from	ADP
american_scientific_journal-7521	115	19	one	one	NUM
american_scientific_journal-7521	115	20	word	word	NOUN
american_scientific_journal-7521	115	21	to	to	ADP
american_scientific_journal-7521	115	22	several	several	ADJ
american_scientific_journal-7521	115	23	hundreds	hundred	NOUN
american_scientific_journal-7521	115	24	of	of	ADP
american_scientific_journal-7521	115	25	words	word	NOUN
american_scientific_journal-7521	115	26	.	.	PUNCT
american_scientific_journal-7521	116	1	since	since	SCONJ
american_scientific_journal-7521	116	2	here	here	ADV
american_scientific_journal-7521	116	3	several	several	ADJ
american_scientific_journal-7521	116	4	techniques	technique	NOUN
american_scientific_journal-7521	116	5	were	be	AUX
american_scientific_journal-7521	116	6	evaluated	evaluate	VERB
american_scientific_journal-7521	116	7	:	:	PUNCT
american_scientific_journal-7521	116	8	lsa	lsa	NOUN
american_scientific_journal-7521	116	9	,	,	PUNCT
american_scientific_journal-7521	116	10	ml	ml	ADP
american_scientific_journal-7521	116	11	,	,	PUNCT
american_scientific_journal-7521	116	12	and	and	CCONJ
american_scientific_journal-7521	116	13	nlp	nlp	PROPN
american_scientific_journal-7521	116	14	.	.	PROPN
american_scientific_journal-7521	116	15	lsa	lsa	PROPN
american_scientific_journal-7521	116	16	has	have	AUX
american_scientific_journal-7521	116	17	showed	show	VERB
american_scientific_journal-7521	116	18	effectiveness	effectiveness	NOUN
american_scientific_journal-7521	116	19	for	for	ADP
american_scientific_journal-7521	116	20	small	small	ADJ
american_scientific_journal-7521	116	21	size	size	NOUN
american_scientific_journal-7521	116	22	dataset	dataset	NOUN
american_scientific_journal-7521	116	23	and	and	CCONJ
american_scientific_journal-7521	116	24	short	short	ADJ
american_scientific_journal-7521	116	25	answers	answer	NOUN
american_scientific_journal-7521	116	26	.	.	PUNCT
american_scientific_journal-7521	117	1	where	where	SCONJ
american_scientific_journal-7521	117	2	nlp	nlp	NOUN
american_scientific_journal-7521	117	3	technique	technique	NOUN
american_scientific_journal-7521	117	4	was	be	AUX
american_scientific_journal-7521	117	5	tended	tend	VERB
american_scientific_journal-7521	117	6	to	to	PART
american_scientific_journal-7521	117	7	be	be	AUX
american_scientific_journal-7521	117	8	the	the	DET
american_scientific_journal-7521	117	9	most	most	ADV
american_scientific_journal-7521	117	10	accurate	accurate	ADJ
american_scientific_journal-7521	117	11	for	for	ADP
american_scientific_journal-7521	117	12	big	big	ADJ
american_scientific_journal-7521	117	13	datasets	dataset	NOUN
american_scientific_journal-7521	117	14	and	and	CCONJ
american_scientific_journal-7521	117	15	relatively	relatively	ADV
american_scientific_journal-7521	117	16	long	long	ADJ
american_scientific_journal-7521	117	17	essays	essay	NOUN
american_scientific_journal-7521	117	18	(	(	PUNCT
american_scientific_journal-7521	117	19	about	about	ADV
american_scientific_journal-7521	117	20	5	5	NUM
american_scientific_journal-7521	117	21	-	-	SYM
american_scientific_journal-7521	117	22	15	15	NUM
american_scientific_journal-7521	117	23	sentences	sentence	NOUN
american_scientific_journal-7521	117	24	)	)	PUNCT
american_scientific_journal-7521	117	25	,	,	PUNCT
american_scientific_journal-7521	117	26	while	while	SCONJ
american_scientific_journal-7521	117	27	machine	machine	NOUN
american_scientific_journal-7521	117	28	learning	learning	NOUN
american_scientific_journal-7521	117	29	technique	technique	NOUN
american_scientific_journal-7521	117	30	was	be	AUX
american_scientific_journal-7521	117	31	easier	easy	ADJ
american_scientific_journal-7521	117	32	than	than	ADP
american_scientific_journal-7521	117	33	nlp	nlp	ADJ
american_scientific_journal-7521	117	34	approach	approach	NOUN
american_scientific_journal-7521	117	35	and	and	CCONJ
american_scientific_journal-7521	117	36	most	most	ADV
american_scientific_journal-7521	117	37	accurate	accurate	ADJ
american_scientific_journal-7521	117	38	for	for	ADP
american_scientific_journal-7521	117	39	short	short	ADJ
american_scientific_journal-7521	117	40	answers	answer	NOUN
american_scientific_journal-7521	117	41	.	.	PUNCT
american_scientific_journal-7521	118	1	new	new	ADJ
american_scientific_journal-7521	118	2	trend	trend	NOUN
american_scientific_journal-7521	118	3	is	be	AUX
american_scientific_journal-7521	118	4	to	to	PART
american_scientific_journal-7521	118	5	use	use	VERB
american_scientific_journal-7521	118	6	a	a	DET
american_scientific_journal-7521	118	7	new	new	ADJ
american_scientific_journal-7521	118	8	performance	performance	NOUN
american_scientific_journal-7521	118	9	evaluation	evaluation	NOUN
american_scientific_journal-7521	118	10	metric	metric	NOUN
american_scientific_journal-7521	118	11	,	,	PUNCT
american_scientific_journal-7521	118	12	and	and	CCONJ
american_scientific_journal-7521	118	13	makes	make	VERB
american_scientific_journal-7521	118	14	a	a	DET
american_scientific_journal-7521	118	15	standard	standard	ADJ
american_scientific_journal-7521	118	16	dataset	dataset	NOUN
american_scientific_journal-7521	118	17	containing	contain	VERB
american_scientific_journal-7521	118	18	different	different	ADJ
american_scientific_journal-7521	118	19	types	type	NOUN
american_scientific_journal-7521	118	20	of	of	ADP
american_scientific_journal-7521	118	21	question	question	NOUN
american_scientific_journal-7521	118	22	-	-	PUNCT
american_scientific_journal-7521	118	23	answer	answer	NOUN
american_scientific_journal-7521	118	24	pair	pair	NOUN
american_scientific_journal-7521	118	25	to	to	PART
american_scientific_journal-7521	118	26	be	be	AUX
american_scientific_journal-7521	118	27	able	able	ADJ
american_scientific_journal-7521	118	28	to	to	PART
american_scientific_journal-7521	118	29	compare	compare	VERB
american_scientific_journal-7521	118	30	the	the	DET
american_scientific_journal-7521	118	31	performance	performance	NOUN
american_scientific_journal-7521	118	32	of	of	ADP
american_scientific_journal-7521	118	33	different	different	ADJ
american_scientific_journal-7521	118	34	techniques	technique	NOUN
american_scientific_journal-7521	118	35	fairly	fairly	ADV
american_scientific_journal-7521	118	36	.	.	PUNCT
american_scientific_journal-7521	119	1	american	american	ADJ
american_scientific_journal-7521	119	2	academic	academic	ADJ
american_scientific_journal-7521	119	3	scientific	scientific	ADJ
american_scientific_journal-7521	119	4	research	research	NOUN
american_scientific_journal-7521	119	5	journal	journal	NOUN
american_scientific_journal-7521	119	6	for	for	ADP
american_scientific_journal-7521	119	7	engineering	engineering	NOUN
american_scientific_journal-7521	119	8	,	,	PUNCT
american_scientific_journal-7521	119	9	technology	technology	NOUN
american_scientific_journal-7521	119	10	,	,	PUNCT
american_scientific_journal-7521	119	11	and	and	CCONJ
american_scientific_journal-7521	119	12	sciences	science	NOUN
american_scientific_journal-7521	119	13	(	(	PUNCT
american_scientific_journal-7521	119	14	asrjets	asrjet	NOUN
american_scientific_journal-7521	119	15	)	)	PUNCT
american_scientific_journal-7521	119	16	(	(	PUNCT
american_scientific_journal-7521	119	17	2023	2023	NUM
american_scientific_journal-7521	119	18	)	)	PUNCT
american_scientific_journal-7521	119	19	volume	volume	NOUN
american_scientific_journal-7521	119	20	91	91	NUM
american_scientific_journal-7521	119	21	,	,	PUNCT
american_scientific_journal-7521	119	22	no	no	DET
american_scientific_journal-7521	119	23	1	1	NUM
american_scientific_journal-7521	119	24	,	,	PUNCT
american_scientific_journal-7521	119	25	pp	pp	ADV
american_scientific_journal-7521	119	26	1	1	NUM
american_scientific_journal-7521	119	27	-	-	SYM
american_scientific_journal-7521	119	28	8	8	NUM
american_scientific_journal-7521	119	29	7	7	NUM
american_scientific_journal-7521	119	30	acknowledgements	acknowledgement	NOUN
american_scientific_journal-7521	119	31	the	the	DET
american_scientific_journal-7521	119	32	authors	author	NOUN
american_scientific_journal-7521	119	33	would	would	AUX
american_scientific_journal-7521	119	34	like	like	VERB
american_scientific_journal-7521	119	35	to	to	PART
american_scientific_journal-7521	119	36	thank	thank	VERB
american_scientific_journal-7521	119	37	mustansiriyah	mustansiriyah	PROPN
american_scientific_journal-7521	119	38	university	university	PROPN
american_scientific_journal-7521	119	39	(	(	PUNCT
american_scientific_journal-7521	119	40	https://uomustansiriyah.edu.iq/	https://uomustansiriyah.edu.iq/	PROPN
american_scientific_journal-7521	119	41	)	)	PUNCT
american_scientific_journal-7521	119	42	baghdad	baghdad	PROPN
american_scientific_journal-7521	119	43	-iraq	-iraq	PROPN
american_scientific_journal-7521	119	44	for	for	ADP
american_scientific_journal-7521	119	45	its	its	PRON
american_scientific_journal-7521	119	46	support	support	NOUN
american_scientific_journal-7521	119	47	in	in	ADP
american_scientific_journal-7521	119	48	the	the	DET
american_scientific_journal-7521	119	49	present	present	ADJ
american_scientific_journal-7521	119	50	work	work	NOUN
american_scientific_journal-7521	119	51	.	.	PUNCT
american_scientific_journal-7521	120	1	references	reference	NOUN
american_scientific_journal-7521	120	2	[	[	X
american_scientific_journal-7521	120	3	1	1	NUM
american_scientific_journal-7521	120	4	]	]	PUNCT
american_scientific_journal-7521	120	5	s.	s.	PROPN
american_scientific_journal-7521	120	6	ramesh	ramesh	PROPN
american_scientific_journal-7521	120	7	,	,	PUNCT
american_scientific_journal-7521	120	8	s.	s.	PROPN
american_scientific_journal-7521	120	9	m.	m.	PROPN
american_scientific_journal-7521	120	10	sidhu	sidhu	PROPN
american_scientific_journal-7521	120	11	,	,	PUNCT
american_scientific_journal-7521	120	12	and	and	CCONJ
american_scientific_journal-7521	120	13	g.	g.	PROPN
american_scientific_journal-7521	120	14	k.	k.	PROPN
american_scientific_journal-7521	120	15	watugala	watugala	PROPN
american_scientific_journal-7521	120	16	,	,	PUNCT
american_scientific_journal-7521	120	17	“	"	PUNCT
american_scientific_journal-7521	120	18	exploring	explore	VERB
american_scientific_journal-7521	120	19	the	the	DET
american_scientific_journal-7521	120	20	potential	potential	NOUN
american_scientific_journal-7521	120	21	of	of	ADP
american_scientific_journal-7521	120	22	multiple	multiple	ADJ
american_scientific_journal-7521	120	23	choice	choice	NOUN
american_scientific_journal-7521	120	24	questions	question	NOUN
american_scientific_journal-7521	120	25	in	in	ADP
american_scientific_journal-7521	120	26	computer	computer	NOUN
american_scientific_journal-7521	120	27	-	-	PUNCT
american_scientific_journal-7521	120	28	based	base	VERB
american_scientific_journal-7521	120	29	assessment	assessment	NOUN
american_scientific_journal-7521	120	30	of	of	ADP
american_scientific_journal-7521	120	31	student	student	NOUN
american_scientific_journal-7521	120	32	learning	learning	NOUN
american_scientific_journal-7521	120	33	,	,	PUNCT
american_scientific_journal-7521	120	34	”	"	PUNCT
american_scientific_journal-7521	120	35	malaysian	malaysian	ADJ
american_scientific_journal-7521	120	36	online	online	PROPN
american_scientific_journal-7521	120	37	journal	journal	PROPN
american_scientific_journal-7521	120	38	of	of	ADP
american_scientific_journal-7521	120	39	instructional	instructional	ADJ
american_scientific_journal-7521	120	40	technology	technology	NOUN
american_scientific_journal-7521	120	41	,	,	PUNCT
american_scientific_journal-7521	120	42	vol.2	vol.2	PROPN
american_scientific_journal-7521	120	43	,	,	PUNCT
american_scientific_journal-7521	120	44	no	no	INTJ
american_scientific_journal-7521	120	45	.	.	NOUN
american_scientific_journal-7521	120	46	1	1	NUM
american_scientific_journal-7521	120	47	,	,	PUNCT
american_scientific_journal-7521	120	48	april	april	PROPN
american_scientific_journal-7521	120	49	2005	2005	NUM
american_scientific_journal-7521	120	50	.	.	PUNCT
american_scientific_journal-7521	121	1	[	[	X
american_scientific_journal-7521	121	2	2	2	X
american_scientific_journal-7521	121	3	]	]	PUNCT
american_scientific_journal-7521	121	4	s.	s.	PROPN
american_scientific_journal-7521	121	5	merritt	merritt	PROPN
american_scientific_journal-7521	121	6	,	,	PUNCT
american_scientific_journal-7521	121	7	“	"	PUNCT
american_scientific_journal-7521	121	8	mastering	master	VERB
american_scientific_journal-7521	121	9	multiple	multiple	ADJ
american_scientific_journal-7521	121	10	choice	choice	NOUN
american_scientific_journal-7521	121	11	:	:	PUNCT
american_scientific_journal-7521	121	12	the	the	DET
american_scientific_journal-7521	121	13	definitive	definitive	ADJ
american_scientific_journal-7521	121	14	guide	guide	NOUN
american_scientific_journal-7521	121	15	to	to	ADP
american_scientific_journal-7521	121	16	better	well	ADJ
american_scientific_journal-7521	121	17	grades	grade	NOUN
american_scientific_journal-7521	121	18	on	on	ADP
american_scientific_journal-7521	121	19	multiple	multiple	ADJ
american_scientific_journal-7521	121	20	choice	choice	NOUN
american_scientific_journal-7521	121	21	exams	exam	NOUN
american_scientific_journal-7521	121	22	”	"	PUNCT
american_scientific_journal-7521	121	23	,	,	PUNCT
american_scientific_journal-7521	121	24	6th	6th	ADJ
american_scientific_journal-7521	121	25	ed	ed	NOUN
american_scientific_journal-7521	121	26	.	.	PROPN
american_scientific_journal-7521	121	27	,	,	PUNCT
american_scientific_journal-7521	121	28	canada	canada	PROPN
american_scientific_journal-7521	121	29	:	:	PUNCT
american_scientific_journal-7521	121	30	brain	brain	NOUN
american_scientific_journal-7521	121	31	ranch	ranch	NOUN
american_scientific_journal-7521	121	32	,	,	PUNCT
american_scientific_journal-7521	121	33	2006	2006	NUM
american_scientific_journal-7521	121	34	.	.	PUNCT
american_scientific_journal-7521	122	1	[	[	X
american_scientific_journal-7521	122	2	3	3	X
american_scientific_journal-7521	122	3	]	]	PUNCT
american_scientific_journal-7521	122	4	m.	m.	NOUN
american_scientific_journal-7521	122	5	alomran	alomran	PROPN
american_scientific_journal-7521	122	6	and	and	CCONJ
american_scientific_journal-7521	122	7	d.	d.	PROPN
american_scientific_journal-7521	122	8	chai	chai	NOUN
american_scientific_journal-7521	122	9	,	,	PUNCT
american_scientific_journal-7521	122	10	“	"	PUNCT
american_scientific_journal-7521	122	11	automated	automate	VERB
american_scientific_journal-7521	122	12	scoring	scoring	NOUN
american_scientific_journal-7521	122	13	system	system	NOUN
american_scientific_journal-7521	122	14	for	for	ADP
american_scientific_journal-7521	122	15	multiple	multiple	ADJ
american_scientific_journal-7521	122	16	choice	choice	NOUN
american_scientific_journal-7521	122	17	test	test	NOUN
american_scientific_journal-7521	122	18	with	with	ADP
american_scientific_journal-7521	122	19	quick	quick	ADJ
american_scientific_journal-7521	122	20	feedback	feedback	NOUN
american_scientific_journal-7521	122	21	”	"	PUNCT
american_scientific_journal-7521	122	22	,	,	PUNCT
american_scientific_journal-7521	122	23	international	international	ADJ
american_scientific_journal-7521	122	24	journal	journal	NOUN
american_scientific_journal-7521	122	25	of	of	ADP
american_scientific_journal-7521	122	26	information	information	NOUN
american_scientific_journal-7521	122	27	and	and	CCONJ
american_scientific_journal-7521	122	28	education	education	NOUN
american_scientific_journal-7521	122	29	technology	technology	NOUN
american_scientific_journal-7521	122	30	,	,	PUNCT
american_scientific_journal-7521	122	31	vol	vol	NOUN
american_scientific_journal-7521	122	32	.	.	PROPN
american_scientific_journal-7521	122	33	8	8	NUM
american_scientific_journal-7521	122	34	,	,	PUNCT
american_scientific_journal-7521	122	35	no	no	INTJ
american_scientific_journal-7521	122	36	.	.	NOUN
american_scientific_journal-7521	122	37	8	8	NUM
american_scientific_journal-7521	122	38	,	,	PUNCT
american_scientific_journal-7521	122	39	august	august	PROPN
american_scientific_journal-7521	122	40	2018	2018	NUM
american_scientific_journal-7521	122	41	.	.	PUNCT
american_scientific_journal-7521	123	1	[	[	X
american_scientific_journal-7521	123	2	4	4	X
american_scientific_journal-7521	123	3	]	]	PUNCT
american_scientific_journal-7521	123	4	s.	s.	PROPN
american_scientific_journal-7521	123	5	valenti	valenti	PROPN
american_scientific_journal-7521	123	6	,	,	PUNCT
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american_scientific_journal-7521	123	8	neri	neri	PROPN
american_scientific_journal-7521	123	9	and	and	CCONJ
american_scientific_journal-7521	123	10	a.	a.	NOUN
american_scientific_journal-7521	123	11	cucchiarelli	cucchiarelli	PROPN
american_scientific_journal-7521	123	12	,	,	PUNCT
american_scientific_journal-7521	123	13	“	"	PUNCT
american_scientific_journal-7521	123	14	an	an	DET
american_scientific_journal-7521	123	15	overview	overview	NOUN
american_scientific_journal-7521	123	16	of	of	ADP
american_scientific_journal-7521	123	17	current	current	ADJ
american_scientific_journal-7521	123	18	research	research	NOUN
american_scientific_journal-7521	123	19	on	on	ADP
american_scientific_journal-7521	123	20	automated	automate	VERB
american_scientific_journal-7521	123	21	essay	essay	NOUN
american_scientific_journal-7521	123	22	grading	grading	NOUN
american_scientific_journal-7521	123	23	”	"	PUNCT
american_scientific_journal-7521	123	24	,	,	PUNCT
american_scientific_journal-7521	123	25	journal	journal	NOUN
american_scientific_journal-7521	123	26	of	of	ADP
american_scientific_journal-7521	123	27	information	information	NOUN
american_scientific_journal-7521	123	28	technology	technology	NOUN
american_scientific_journal-7521	123	29	education	education	NOUN
american_scientific_journal-7521	123	30	volume	volume	NOUN
american_scientific_journal-7521	123	31	2	2	NUM
american_scientific_journal-7521	123	32	,	,	PUNCT
american_scientific_journal-7521	123	33	2003	2003	NUM
american_scientific_journal-7521	123	34	.	.	PUNCT
american_scientific_journal-7521	124	1	[	[	X
american_scientific_journal-7521	124	2	5]b	5]b	X
american_scientific_journal-7521	124	3	.	.	PUNCT
american_scientific_journal-7521	124	4	lemaire	lemaire	PROPN
american_scientific_journal-7521	124	5	and	and	CCONJ
american_scientific_journal-7521	124	6	p.	p.	PROPN
american_scientific_journal-7521	124	7	dessus	dessus	PROPN
american_scientific_journal-7521	124	8	,	,	PUNCT
american_scientific_journal-7521	124	9	“	"	PUNCT
american_scientific_journal-7521	124	10	a	a	DET
american_scientific_journal-7521	124	11	system	system	NOUN
american_scientific_journal-7521	124	12	to	to	PART
american_scientific_journal-7521	124	13	assess	assess	VERB
american_scientific_journal-7521	124	14	the	the	DET
american_scientific_journal-7521	124	15	semantic	semantic	ADJ
american_scientific_journal-7521	124	16	content	content	NOUN
american_scientific_journal-7521	124	17	of	of	ADP
american_scientific_journal-7521	124	18	student	student	NOUN
american_scientific_journal-7521	124	19	essays	essay	NOUN
american_scientific_journal-7521	124	20	”	"	PUNCT
american_scientific_journal-7521	124	21	,	,	PUNCT
american_scientific_journal-7521	124	22	j.	j.	PROPN
american_scientific_journal-7521	124	23	educational	educational	PROPN
american_scientific_journal-7521	124	24	computing	computing	PROPN
american_scientific_journal-7521	124	25	research	research	NOUN
american_scientific_journal-7521	124	26	,	,	PUNCT
american_scientific_journal-7521	124	27	vol	vol	NOUN
american_scientific_journal-7521	124	28	.	.	PUNCT
american_scientific_journal-7521	124	29	24(3	24(3	NUM
american_scientific_journal-7521	124	30	)	)	PUNCT
american_scientific_journal-7521	124	31	305	305	NUM
american_scientific_journal-7521	124	32	-	-	SYM
american_scientific_journal-7521	124	33	320,university	320,university	NUM
american_scientific_journal-7521	124	34	of	of	ADP
american_scientific_journal-7521	124	35	grenoble	grenoble	PROPN
american_scientific_journal-7521	124	36	-	-	PUNCT
american_scientific_journal-7521	124	37	ii	ii	NOUN
american_scientific_journal-7521	124	38	,	,	PUNCT
american_scientific_journal-7521	124	39	2001	2001	NUM
american_scientific_journal-7521	124	40	.	.	PUNCT
american_scientific_journal-7521	125	1	[	[	X
american_scientific_journal-7521	125	2	6	6	NUM
american_scientific_journal-7521	125	3	]	]	X
american_scientific_journal-7521	125	4	d.	d.	PROPN
american_scientific_journal-7521	125	5	kanejiya	kanejiya	PROPN
american_scientific_journal-7521	125	6	,	,	PUNCT
american_scientific_journal-7521	125	7	a.	a.	PROPN
american_scientific_journal-7521	125	8	kumary	kumary	PROPN
american_scientific_journal-7521	125	9	and	and	CCONJ
american_scientific_journal-7521	125	10	s.	s.	PROPN
american_scientific_journal-7521	125	11	prasad	prasad	PROPN
american_scientific_journal-7521	125	12	,	,	PUNCT
american_scientific_journal-7521	125	13	“	"	PUNCT
american_scientific_journal-7521	125	14	automatic	automatic	ADJ
american_scientific_journal-7521	125	15	evaluation	evaluation	NOUN
american_scientific_journal-7521	125	16	of	of	ADP
american_scientific_journal-7521	125	17	students	student	NOUN
american_scientific_journal-7521	125	18	’	'	PUNCT
american_scientific_journal-7521	125	19	answers	answer	NOUN
american_scientific_journal-7521	125	20	using	use	VERB
american_scientific_journal-7521	125	21	syntactically	syntactically	ADV
american_scientific_journal-7521	125	22	enhanced	enhance	VERB
american_scientific_journal-7521	125	23	lsa	lsa	NOUN
american_scientific_journal-7521	125	24	”	"	PUNCT
american_scientific_journal-7521	125	25	,	,	PUNCT
american_scientific_journal-7521	125	26	department	department	NOUN
american_scientific_journal-7521	125	27	of	of	ADP
american_scientific_journal-7521	125	28	electrical	electrical	ADJ
american_scientific_journal-7521	125	29	engineering	engineering	NOUN
american_scientific_journal-7521	125	30	centre	centre	NOUN
american_scientific_journal-7521	125	31	for	for	ADP
american_scientific_journal-7521	125	32	applied	applied	ADJ
american_scientific_journal-7521	125	33	research	research	NOUN
american_scientific_journal-7521	125	34	in	in	ADP
american_scientific_journal-7521	125	35	electronics	electronics	PROPN
american_scientific_journal-7521	125	36	indian	indian	PROPN
american_scientific_journal-7521	125	37	institute	institute	PROPN
american_scientific_journal-7521	125	38	of	of	ADP
american_scientific_journal-7521	125	39	technology	technology	PROPN
american_scientific_journal-7521	125	40	new	new	PROPN
american_scientific_journal-7521	125	41	delhi	delhi	PROPN
american_scientific_journal-7521	125	42	110016	110016	NUM
american_scientific_journal-7521	125	43	india	india	PROPN
american_scientific_journal-7521	125	44	,	,	PUNCT
american_scientific_journal-7521	125	45	2003	2003	NUM
american_scientific_journal-7521	125	46	.	.	PUNCT
american_scientific_journal-7521	126	1	[	[	X
american_scientific_journal-7521	126	2	7	7	X
american_scientific_journal-7521	126	3	]	]	X
american_scientific_journal-7521	126	4	h.	h.	PROPN
american_scientific_journal-7521	126	5	chen	chen	PROPN
american_scientific_journal-7521	126	6	,	,	PUNCT
american_scientific_journal-7521	126	7	b.	b.	PROPN
american_scientific_journal-7521	127	1	he	he	PRON
american_scientific_journal-7521	127	2	,	,	PUNCT
american_scientific_journal-7521	127	3	t.	t.	PROPN
american_scientific_journal-7521	127	4	luo	luo	PROPN
american_scientific_journal-7521	127	5	,	,	PUNCT
american_scientific_journal-7521	127	6	and	and	CCONJ
american_scientific_journal-7521	127	7	b.	b.	PROPN
american_scientific_journal-7521	127	8	li	li	PROPN
american_scientific_journal-7521	127	9	,	,	PUNCT
american_scientific_journal-7521	127	10	“	"	PUNCT
american_scientific_journal-7521	127	11	a	a	DET
american_scientific_journal-7521	127	12	ranked	rank	VERB
american_scientific_journal-7521	127	13	-	-	PUNCT
american_scientific_journal-7521	127	14	based	base	VERB
american_scientific_journal-7521	127	15	learning	learning	NOUN
american_scientific_journal-7521	127	16	approach	approach	NOUN
american_scientific_journal-7521	127	17	to	to	ADP
american_scientific_journal-7521	127	18	automated	automate	VERB
american_scientific_journal-7521	127	19	essay	essay	NOUN
american_scientific_journal-7521	127	20	scoring	scoring	NOUN
american_scientific_journal-7521	127	21	”	"	PUNCT
american_scientific_journal-7521	127	22	,	,	PUNCT
american_scientific_journal-7521	127	23	second	second	ADJ
american_scientific_journal-7521	127	24	international	international	ADJ
american_scientific_journal-7521	127	25	conference	conference	NOUN
american_scientific_journal-7521	127	26	on	on	ADP
american_scientific_journal-7521	127	27	cloud	cloud	NOUN
american_scientific_journal-7521	127	28	and	and	CCONJ
american_scientific_journal-7521	127	29	green	green	ADJ
american_scientific_journal-7521	127	30	computing	computing	NOUN
american_scientific_journal-7521	127	31	,	,	PUNCT
american_scientific_journal-7521	127	32	2012	2012	NUM
american_scientific_journal-7521	127	33	.	.	PUNCT
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american_scientific_journal-7521	128	3	]	]	PUNCT
american_scientific_journal-7521	128	4	t.	t.	PROPN
american_scientific_journal-7521	128	5	qin	qin	PROPN
american_scientific_journal-7521	128	6	,	,	PUNCT
american_scientific_journal-7521	128	7	and	and	CCONJ
american_scientific_journal-7521	128	8	x.	x.	NOUN
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american_scientific_journal-7521	128	10	,	,	PUNCT
american_scientific_journal-7521	128	11	and	and	CCONJ
american_scientific_journal-7521	128	12	m.	m.	PROPN
american_scientific_journal-7521	128	13	tsai	tsai	PROPN
american_scientific_journal-7521	128	14	,	,	PUNCT
american_scientific_journal-7521	128	15	d.	d.	PROPN
american_scientific_journal-7521	128	16	wang	wang	PROPN
american_scientific_journal-7521	128	17	,	,	PUNCT
american_scientific_journal-7521	128	18	t.	t.	PROPN
american_scientific_journal-7521	128	19	liu	liu	PROPN
american_scientific_journal-7521	128	20	and	and	CCONJ
american_scientific_journal-7521	128	21	,	,	PUNCT
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american_scientific_journal-7521	128	23	li	li	PROPN
american_scientific_journal-7521	128	24	,	,	PUNCT
american_scientific_journal-7521	128	25	“	"	PUNCT
american_scientific_journal-7521	128	26	query	query	NOUN
american_scientific_journal-7521	128	27	-	-	PUNCT
american_scientific_journal-7521	128	28	level	level	NOUN
american_scientific_journal-7521	128	29	loss	loss	NOUN
american_scientific_journal-7521	128	30	functions	function	NOUN
american_scientific_journal-7521	128	31	for	for	ADP
american_scientific_journal-7521	128	32	information	information	NOUN
american_scientific_journal-7521	128	33	retrieval	retrieval	NOUN
american_scientific_journal-7521	128	34	”	"	PUNCT
american_scientific_journal-7521	128	35	.	.	PUNCT
american_scientific_journal-7521	129	1	information	information	NOUN
american_scientific_journal-7521	129	2	process	process	NOUN
american_scientific_journal-7521	129	3	and	and	CCONJ
american_scientific_journal-7521	129	4	management	management	NOUN
american_scientific_journal-7521	129	5	:	:	PUNCT
american_scientific_journal-7521	129	6	an	an	DET
american_scientific_journal-7521	129	7	international	international	ADJ
american_scientific_journal-7521	129	8	journal	journal	NOUN
american_scientific_journal-7521	129	9	,	,	PUNCT
american_scientific_journal-7521	129	10	v.44	v.44	X
american_scientific_journal-7521	129	11	n.2	n.2	ADV
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american_scientific_journal-7521	129	13	,	,	PUNCT
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american_scientific_journal-7521	129	17	.	.	PUNCT
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american_scientific_journal-7521	130	5	taghipour	taghipour	PROPN
american_scientific_journal-7521	130	6	and	and	CCONJ
american_scientific_journal-7521	130	7	h.	h.	PROPN
american_scientific_journal-7521	130	8	t.	t.	PROPN
american_scientific_journal-7521	130	9	ng	ng	PROPN
american_scientific_journal-7521	130	10	,	,	PUNCT
american_scientific_journal-7521	130	11	“	"	PUNCT
american_scientific_journal-7521	130	12	a	a	DET
american_scientific_journal-7521	130	13	neural	neural	ADJ
american_scientific_journal-7521	130	14	approach	approach	NOUN
american_scientific_journal-7521	130	15	to	to	ADP
american_scientific_journal-7521	130	16	automated	automate	VERB
american_scientific_journal-7521	130	17	essay	essay	NOUN
american_scientific_journal-7521	130	18	scoring	scoring	NOUN
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american_scientific_journal-7521	130	20	,	,	PUNCT
american_scientific_journal-7521	130	21	10.18653	10.18653	NUM
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american_scientific_journal-7521	130	24	/	/	SYM
american_scientific_journal-7521	130	25	d161193	d161193	NOUN
american_scientific_journal-7521	130	26	,	,	PUNCT
american_scientific_journal-7521	130	27	2016	2016	NUM
american_scientific_journal-7521	130	28	.	.	PUNCT
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american_scientific_journal-7521	131	2	10	10	NUM
american_scientific_journal-7521	131	3	]	]	PUNCT
american_scientific_journal-7521	131	4	s.	s.	PROPN
american_scientific_journal-7521	131	5	a.	a.	PROPN
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american_scientific_journal-7521	131	7	,	,	PUNCT
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american_scientific_journal-7521	131	11	,	,	PUNCT
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american_scientific_journal-7521	131	15	,	,	PUNCT
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american_scientific_journal-7521	131	17	d.	d.	PROPN
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american_scientific_journal-7521	131	20	,	,	PUNCT
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american_scientific_journal-7521	131	27	essay	essay	NOUN
american_scientific_journal-7521	131	28	scoring	scoring	NOUN
american_scientific_journal-7521	131	29	models	model	NOUN
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american_scientific_journal-7521	131	35	linguistic	linguistic	ADJ
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american_scientific_journal-7521	131	37	tell	tell	VERB
american_scientific_journal-7521	131	38	us	we	PRON
american_scientific_journal-7521	131	39	about	about	ADP
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american_scientific_journal-7521	131	42	”	"	PUNCT
american_scientific_journal-7521	131	43	,	,	PUNCT
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american_scientific_journal-7521	131	45	of	of	ADP
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american_scientific_journal-7521	131	48	mining	mining	NOUN
american_scientific_journal-7521	131	49	,	,	PUNCT
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american_scientific_journal-7521	131	51	8	8	NUM
american_scientific_journal-7521	131	52	,	,	PUNCT
american_scientific_journal-7521	131	53	no	no	DET
american_scientific_journal-7521	131	54	2	2	NUM
american_scientific_journal-7521	131	55	,	,	PUNCT
american_scientific_journal-7521	131	56	2016	2016	NUM
american_scientific_journal-7521	131	57	.	.	PUNCT
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american_scientific_journal-7521	132	2	11	11	NUM
american_scientific_journal-7521	132	3	]	]	X
american_scientific_journal-7521	132	4	v.	v.	CCONJ
american_scientific_journal-7521	132	5	v.ramalingam	v.ramalingam	ADV
american_scientific_journal-7521	132	6	,	,	PUNCT
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american_scientific_journal-7521	132	8	,	,	PUNCT
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american_scientific_journal-7521	132	10	chetry	chetry	PROPN
american_scientific_journal-7521	132	11	and	and	CCONJ
american_scientific_journal-7521	132	12	h.	h.	PROPN
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american_scientific_journal-7521	132	14	,	,	PUNCT
american_scientific_journal-7521	132	15	“	"	PUNCT
american_scientific_journal-7521	132	16	automated	automate	VERB
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american_scientific_journal-7521	132	18	grading	grade	VERB
american_scientific_journal-7521	132	19	using	use	VERB
american_scientific_journal-7521	132	20	machine	machine	NOUN
american_scientific_journal-7521	132	21	american	american	PROPN
american_scientific_journal-7521	132	22	academic	academic	PROPN
american_scientific_journal-7521	132	23	scientific	scientific	ADJ
american_scientific_journal-7521	132	24	research	research	NOUN
american_scientific_journal-7521	132	25	journal	journal	NOUN
american_scientific_journal-7521	132	26	for	for	ADP
american_scientific_journal-7521	132	27	engineering	engineering	NOUN
american_scientific_journal-7521	132	28	,	,	PUNCT
american_scientific_journal-7521	132	29	technology	technology	NOUN
american_scientific_journal-7521	132	30	,	,	PUNCT
american_scientific_journal-7521	132	31	and	and	CCONJ
american_scientific_journal-7521	132	32	sciences	science	NOUN
american_scientific_journal-7521	132	33	(	(	PUNCT
american_scientific_journal-7521	132	34	asrjets	asrjet	NOUN
american_scientific_journal-7521	132	35	)	)	PUNCT
american_scientific_journal-7521	132	36	(	(	PUNCT
american_scientific_journal-7521	132	37	2023	2023	NUM
american_scientific_journal-7521	132	38	)	)	PUNCT
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american_scientific_journal-7521	132	40	91	91	NUM
american_scientific_journal-7521	132	41	,	,	PUNCT
american_scientific_journal-7521	132	42	no	no	DET
american_scientific_journal-7521	132	43	1	1	NUM
american_scientific_journal-7521	132	44	,	,	PUNCT
american_scientific_journal-7521	132	45	pp	pp	ADV
american_scientific_journal-7521	132	46	1	1	NUM
american_scientific_journal-7521	132	47	-	-	SYM
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american_scientific_journal-7521	132	49	8	8	NUM
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american_scientific_journal-7521	132	51	algorithm	algorithm	NOUN
american_scientific_journal-7521	132	52	”	"	PUNCT
american_scientific_journal-7521	132	53	,	,	PUNCT
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american_scientific_journal-7521	132	56	on	on	ADP
american_scientific_journal-7521	132	57	mathematical	mathematical	ADJ
american_scientific_journal-7521	132	58	techniques	technique	NOUN
american_scientific_journal-7521	132	59	and	and	CCONJ
american_scientific_journal-7521	132	60	its	its	PRON
american_scientific_journal-7521	132	61	applications	application	NOUN
american_scientific_journal-7521	132	62	,	,	PUNCT
american_scientific_journal-7521	132	63	2018	2018	NUM
american_scientific_journal-7521	132	64	.	.	PUNCT
american_scientific_journal-7521	133	1	[	[	X
american_scientific_journal-7521	133	2	12	12	NUM
american_scientific_journal-7521	133	3	]	]	PUNCT
american_scientific_journal-7521	133	4	e.	e.	PROPN
american_scientific_journal-7521	133	5	clark	clark	PROPN
american_scientific_journal-7521	133	6	,	,	PUNCT
american_scientific_journal-7521	133	7	a.	a.	NOUN
american_scientific_journal-7521	133	8	celikyilmaz	celikyilmaz	NOUN
american_scientific_journal-7521	133	9	,	,	PUNCT
american_scientific_journal-7521	133	10	and	and	CCONJ
american_scientific_journal-7521	133	11	n.	n.	PROPN
american_scientific_journal-7521	133	12	a.	a.	NOUN
american_scientific_journal-7521	133	13	smith,“sentence	smith,“sentence	PROPN
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american_scientific_journal-7521	133	16	similarity	similarity	NOUN
american_scientific_journal-7521	133	17	:	:	PUNCT
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american_scientific_journal-7521	133	19	evaluation	evaluation	NOUN
american_scientific_journal-7521	133	20	for	for	ADP
american_scientific_journal-7521	133	21	multi	multi	ADJ
american_scientific_journal-7521	133	22	-	-	ADJ
american_scientific_journal-7521	133	23	sentence	sentence	ADJ
american_scientific_journal-7521	133	24	texts	text	NOUN
american_scientific_journal-7521	133	25	,	,	PUNCT
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american_scientific_journal-7521	133	27	g.	g.	PROPN
american_scientific_journal-7521	133	28	allen	allen	PROPN
american_scientific_journal-7521	133	29	school	school	PROPN
american_scientific_journal-7521	133	30	of	of	ADP
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american_scientific_journal-7521	133	32	science	science	PROPN
american_scientific_journal-7521	133	33	&	&	CCONJ
american_scientific_journal-7521	133	34	engineering	engineering	PROPN
american_scientific_journal-7521	133	35	,	,	PUNCT
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american_scientific_journal-7521	133	37	of	of	ADP
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american_scientific_journal-7521	133	39	,	,	PUNCT
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american_scientific_journal-7521	133	41	.	.	PUNCT
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american_scientific_journal-7521	134	3	]	]	X
american_scientific_journal-7521	134	4	n.	n.	PROPN
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american_scientific_journal-7521	134	6	,	,	PUNCT
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american_scientific_journal-7521	134	8	n.	n.	PROPN
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american_scientific_journal-7521	134	10	,	,	PUNCT
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american_scientific_journal-7521	134	13	,	,	PUNCT
american_scientific_journal-7521	134	14	e.	e.	PROPN
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american_scientific_journal-7521	134	17	,	,	PUNCT
american_scientific_journal-7521	134	18	“	"	PUNCT
american_scientific_journal-7521	134	19	automatic	automatic	ADJ
american_scientific_journal-7521	134	20	short	short	ADJ
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american_scientific_journal-7521	134	25	using	use	VERB
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american_scientific_journal-7521	134	27	mining	mining	NOUN
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american_scientific_journal-7521	134	29	”	"	PUNCT
american_scientific_journal-7521	134	30	,	,	PUNCT
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american_scientific_journal-7521	134	37	.	.	PUNCT
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american_scientific_journal-7521	135	12	,	,	PUNCT
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american_scientific_journal-7521	135	17	for	for	ADP
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american_scientific_journal-7521	135	26	,	,	PUNCT
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american_scientific_journal-7521	135	31	,	,	PUNCT
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american_scientific_journal-7521	136	14	.	.	PUNCT
american_scientific_journal-7521	137	1	“	"	PUNCT
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american_scientific_journal-7521	137	12	.	.	PUNCT
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american_scientific_journal-7521	138	3	,	,	PUNCT
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american_scientific_journal-7521	138	5	,	,	PUNCT
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american_scientific_journal-7521	138	7	,	,	PUNCT
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american_scientific_journal-7521	138	9	-	-	SYM
american_scientific_journal-7521	138	10	307	307	NUM
american_scientific_journal-7521	138	11	.	.	PUNCT
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american_scientific_journal-7521	139	2	semantic	semantic	ADJ
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american_scientific_journal-7521	139	4	.	.	PUNCT
american_scientific_journal-7521	140	1	discourse	discourse	NOUN
american_scientific_journal-7521	140	2	processes	process	NOUN
american_scientific_journal-7521	140	3	,	,	PUNCT
american_scientific_journal-7521	140	4	25	25	NUM
american_scientific_journal-7521	140	5	,	,	PUNCT
american_scientific_journal-7521	140	6	259	259	NUM
american_scientific_journal-7521	140	7	-	-	SYM
american_scientific_journal-7521	140	8	284	284	NUM
american_scientific_journal-7521	140	9	,	,	PUNCT
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american_scientific_journal-7521	140	11	.	.	PUNCT
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american_scientific_journal-7521	141	2	16	16	NUM
american_scientific_journal-7521	141	3	]	]	X
american_scientific_journal-7521	141	4	s.	s.	PROPN
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american_scientific_journal-7521	141	6	,	,	PUNCT
american_scientific_journal-7521	141	7	s.	s.	PROPN
american_scientific_journal-7521	141	8	t.	t.	PROPN
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american_scientific_journal-7521	141	10	,	,	PUNCT
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american_scientific_journal-7521	141	14	,	,	PUNCT
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american_scientific_journal-7521	141	18	,	,	PUNCT
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american_scientific_journal-7521	141	22	,	,	PUNCT
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american_scientific_journal-7521	141	25	by	by	ADP
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american_scientific_journal-7521	141	27	semantic	semantic	ADJ
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american_scientific_journal-7521	141	29	”	"	PUNCT
american_scientific_journal-7521	141	30	,	,	PUNCT
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american_scientific_journal-7521	141	32	of	of	ADP
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american_scientific_journal-7521	141	36	for	for	ADP
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american_scientific_journal-7521	141	39	,	,	PUNCT
american_scientific_journal-7521	141	40	41	41	NUM
american_scientific_journal-7521	141	41	,	,	PUNCT
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american_scientific_journal-7521	142	2	-	-	SYM
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american_scientific_journal-7521	142	4	,	,	PUNCT
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american_scientific_journal-7521	142	6	.	.	PUNCT
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american_scientific_journal-7521	143	4	t.	t.	PROPN
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american_scientific_journal-7521	143	7	,	,	PUNCT
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american_scientific_journal-7521	143	9	w.	w.	PROPN
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american_scientific_journal-7521	143	11	,	,	PUNCT
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american_scientific_journal-7521	143	15	,	,	PUNCT
american_scientific_journal-7521	143	16	“	"	PUNCT
american_scientific_journal-7521	143	17	an	an	DET
american_scientific_journal-7521	143	18	introduction	introduction	NOUN
american_scientific_journal-7521	143	19	to	to	ADP
american_scientific_journal-7521	143	20	latent	latent	VERB
american_scientific_journal-7521	143	21	semantic	semantic	ADJ
american_scientific_journal-7521	143	22	analysis	analysis	NOUN
american_scientific_journal-7521	143	23	”	"	PUNCT
american_scientific_journal-7521	143	24	.	.	PUNCT
american_scientific_journal-7521	144	1	discourse	discourse	NOUN
american_scientific_journal-7521	144	2	processes	process	NOUN
american_scientific_journal-7521	144	3	,	,	PUNCT
american_scientific_journal-7521	144	4	25(2	25(2	NOUN
american_scientific_journal-7521	144	5	-	-	SYM
american_scientific_journal-7521	144	6	3	3	NUM
american_scientific_journal-7521	144	7	)	)	PUNCT
american_scientific_journal-7521	144	8	,	,	PUNCT
american_scientific_journal-7521	144	9	259–284	259–284	NUM
american_scientific_journal-7521	144	10	,	,	PUNCT
american_scientific_journal-7521	144	11	1998	1998	NUM
american_scientific_journal-7521	144	12	.	.	PUNCT
american_scientific_journal-7521	145	1	[	[	X
american_scientific_journal-7521	145	2	18	18	NUM
american_scientific_journal-7521	145	3	]	]	PUNCT
american_scientific_journal-7521	145	4	a.	a.	NOUN
american_scientific_journal-7521	145	5	jain	jain	PROPN
american_scientific_journal-7521	145	6	,	,	PUNCT
american_scientific_journal-7521	145	7	g.	g.	PROPN
american_scientific_journal-7521	145	8	kulkarni	kulkarni	PROPN
american_scientific_journal-7521	145	9	,	,	PUNCT
american_scientific_journal-7521	145	10	v.	v.	ADP
american_scientific_journal-7521	145	11	shah	shah	NOUN
american_scientific_journal-7521	145	12	,	,	PUNCT
american_scientific_journal-7521	145	13	“	"	PUNCT
american_scientific_journal-7521	145	14	natural	natural	ADJ
american_scientific_journal-7521	145	15	language	language	NOUN
american_scientific_journal-7521	145	16	processing	processing	NOUN
american_scientific_journal-7521	145	17	”	"	PUNCT
american_scientific_journal-7521	145	18	,	,	PUNCT
american_scientific_journal-7521	145	19	international	international	ADJ
american_scientific_journal-7521	145	20	journal	journal	NOUN
american_scientific_journal-7521	145	21	of	of	ADP
american_scientific_journal-7521	145	22	computer	computer	NOUN
american_scientific_journal-7521	145	23	sciences	science	NOUN
american_scientific_journal-7521	145	24	and	and	CCONJ
american_scientific_journal-7521	145	25	engineering	engineering	NOUN
american_scientific_journal-7521	145	26	,	,	PUNCT
american_scientific_journal-7521	145	27	2018	2018	NUM
american_scientific_journal-7521	145	28	.	.	PUNCT