id	sid	tid	token	lemma	pos
easat-3133	1	1	edelweiss	edelweiss	PROPN
easat-3133	1	2	applied	apply	VERB
easat-3133	1	3	science	science	NOUN
easat-3133	1	4	and	and	CCONJ
easat-3133	1	5	technology	technology	NOUN
easat-3133	1	6	issn	issn	PROPN
easat-3133	1	7	:	:	PUNCT
easat-3133	1	8	2576	2576	NUM
easat-3133	1	9	-	-	SYM
easat-3133	1	10	8484	8484	NUM
easat-3133	1	11	vol	vol	NOUN
easat-3133	1	12	.	.	PROPN
easat-3133	1	13	8	8	NUM
easat-3133	1	14	,	,	PUNCT
easat-3133	1	15	no	no	INTJ
easat-3133	1	16	.	.	NOUN
easat-3133	1	17	6	6	NUM
easat-3133	1	18	,	,	PUNCT
easat-3133	1	19	5041	5041	NUM
easat-3133	1	20	-	-	SYM
easat-3133	1	21	5049	5049	NUM
easat-3133	1	22	2024	2024	NUM
easat-3133	1	23	publisher	publisher	NOUN
easat-3133	1	24	:	:	PUNCT
easat-3133	1	25	learning	learn	VERB
easat-3133	1	26	gate	gate	NOUN
easat-3133	1	27	doi	doi	PROPN
easat-3133	1	28	:	:	PUNCT
easat-3133	1	29	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	1	30	©	©	ADP
easat-3133	1	31	2024	2024	NUM
easat-3133	1	32	by	by	ADP
easat-3133	1	33	the	the	DET
easat-3133	1	34	authors	author	NOUN
easat-3133	1	35	;	;	PUNCT
easat-3133	1	36	licensee	licensee	PROPN
easat-3133	1	37	learning	learning	NOUN
easat-3133	1	38	gate	gate	NOUN
easat-3133	1	39	©	©	PROPN
easat-3133	1	40	2024	2024	NUM
easat-3133	1	41	by	by	ADP
easat-3133	1	42	the	the	DET
easat-3133	1	43	authors	author	NOUN
easat-3133	1	44	;	;	PUNCT
easat-3133	1	45	licensee	licensee	PROPN
easat-3133	1	46	learning	learn	VERB
easat-3133	1	47	gate	gate	NOUN
easat-3133	1	48	*	*	PUNCT
easat-3133	1	49	correspondence	correspondence	NOUN
easat-3133	1	50	:	:	PUNCT
easat-3133	1	51	insuasti@udenar.edu.co	insuasti@udenar.edu.co	ADV
easat-3133	1	52	using	use	VERB
easat-3133	1	53	neural	neural	ADJ
easat-3133	1	54	networks	network	NOUN
easat-3133	1	55	for	for	ADP
easat-3133	1	56	the	the	DET
easat-3133	1	57	detection	detection	NOUN
easat-3133	1	58	of	of	ADP
easat-3133	1	59	textual	textual	ADJ
easat-3133	1	60	patterns	pattern	NOUN
easat-3133	1	61	in	in	ADP
easat-3133	1	62	academic	academic	ADJ
easat-3133	1	63	texts	text	NOUN
easat-3133	1	64	:	:	PUNCT
easat-3133	1	65	a	a	DET
easat-3133	1	66	case	case	NOUN
easat-3133	1	67	study	study	NOUN
easat-3133	1	68	at	at	ADP
easat-3133	1	69	the	the	DET
easat-3133	1	70	university	university	NOUN
easat-3133	1	71	of	of	ADP
easat-3133	1	72	nariño	nariño	PROPN
easat-3133	1	73	jesús	jesús	PROPN
easat-3133	1	74	insuasti1	insuasti1	PROPN
easat-3133	1	75	*	*	PROPN
easat-3133	1	76	,	,	PUNCT
easat-3133	1	77	carlos	carlos	PROPN
easat-3133	1	78	mario	mario	PROPN
easat-3133	1	79	zapata	zapata	PROPN
easat-3133	1	80	-	-	PUNCT
easat-3133	1	81	jaramillo2	jaramillo2	PROPN
easat-3133	1	82	,	,	PUNCT
easat-3133	1	83	manuel	manuel	NOUN
easat-3133	1	84	bolaños3	bolaños3	PROPN
easat-3133	2	1	1,3university	1,3university	NUM
easat-3133	2	2	of	of	ADP
easat-3133	2	3	nariño	nariño	NOUN
easat-3133	2	4	,	,	PUNCT
easat-3133	2	5	pasto	pasto	NOUN
easat-3133	2	6	,	,	PUNCT
easat-3133	2	7	colombia	colombia	PROPN
easat-3133	2	8	;	;	PUNCT
easat-3133	3	1	insuasti@udenar.edu.co	insuasti@udenar.edu.co	PROPN
easat-3133	3	2	(	(	PUNCT
easat-3133	3	3	j.i	j.i	PROPN
easat-3133	3	4	.	.	PROPN
easat-3133	3	5	)	)	PUNCT
easat-3133	3	6	mbolanos@udenar.edu.co	mbolanos@udenar.edu.co	NOUN
easat-3133	3	7	(	(	PUNCT
easat-3133	3	8	m.b	m.b	PROPN
easat-3133	3	9	.	.	PROPN
easat-3133	3	10	)	)	PUNCT
easat-3133	3	11	.	.	PUNCT
easat-3133	4	1	2universidad	2universidad	NUM
easat-3133	4	2	nacional	nacional	PROPN
easat-3133	4	3	de	de	X
easat-3133	4	4	colombia	colombia	PROPN
easat-3133	4	5	,	,	PUNCT
easat-3133	4	6	medellín	medellín	PROPN
easat-3133	4	7	,	,	PUNCT
easat-3133	4	8	colombia	colombia	PROPN
easat-3133	4	9	;	;	PUNCT
easat-3133	4	10	cmzapata@unal.edu.co	cmzapata@unal.edu.co	ADV
easat-3133	4	11	(	(	PUNCT
easat-3133	4	12	c.m.z.j	c.m.z.j	PROPN
easat-3133	4	13	.	.	PUNCT
easat-3133	4	14	)	)	PUNCT
easat-3133	4	15	.	.	PUNCT
easat-3133	5	1	abstract	abstract	ADV
easat-3133	5	2	:	:	PUNCT
easat-3133	5	3	dealing	deal	VERB
easat-3133	5	4	manually	manually	ADV
easat-3133	5	5	with	with	ADP
easat-3133	5	6	large	large	ADJ
easat-3133	5	7	volumes	volume	NOUN
easat-3133	5	8	of	of	ADP
easat-3133	5	9	textual	textual	ADJ
easat-3133	5	10	information	information	NOUN
easat-3133	5	11	leads	lead	VERB
easat-3133	5	12	to	to	ADP
easat-3133	5	13	problems	problem	NOUN
easat-3133	5	14	in	in	ADP
easat-3133	5	15	qualitative	qualitative	ADJ
easat-3133	5	16	research	research	NOUN
easat-3133	5	17	,	,	PUNCT
easat-3133	5	18	such	such	ADJ
easat-3133	5	19	as	as	ADP
easat-3133	5	20	the	the	DET
easat-3133	5	21	time	time	NOUN
easat-3133	5	22	spent	spend	VERB
easat-3133	5	23	reading	read	VERB
easat-3133	5	24	and	and	CCONJ
easat-3133	5	25	processing	process	VERB
easat-3133	5	26	the	the	DET
easat-3133	5	27	data	datum	NOUN
easat-3133	5	28	and	and	CCONJ
easat-3133	5	29	the	the	DET
easat-3133	5	30	possibility	possibility	NOUN
easat-3133	5	31	of	of	ADP
easat-3133	5	32	losing	lose	VERB
easat-3133	5	33	critical	critical	ADJ
easat-3133	5	34	details	detail	NOUN
easat-3133	5	35	.	.	PUNCT
easat-3133	6	1	in	in	ADP
easat-3133	6	2	education	education	NOUN
easat-3133	6	3	sciences	science	NOUN
easat-3133	6	4	,	,	PUNCT
easat-3133	6	5	investigations	investigation	NOUN
easat-3133	6	6	are	be	AUX
easat-3133	6	7	commonly	commonly	ADV
easat-3133	6	8	based	base	VERB
easat-3133	6	9	on	on	ADP
easat-3133	6	10	the	the	DET
easat-3133	6	11	qualitative	qualitative	ADJ
easat-3133	6	12	paradigm	paradigm	NOUN
easat-3133	6	13	,	,	PUNCT
easat-3133	6	14	requiring	require	VERB
easat-3133	6	15	substantial	substantial	ADJ
easat-3133	6	16	amounts	amount	NOUN
easat-3133	6	17	of	of	ADP
easat-3133	6	18	data	datum	NOUN
easat-3133	6	19	to	to	PART
easat-3133	6	20	be	be	AUX
easat-3133	6	21	processed	process	VERB
easat-3133	6	22	textually	textually	ADV
easat-3133	6	23	.	.	PUNCT
easat-3133	7	1	in	in	ADP
easat-3133	7	2	this	this	DET
easat-3133	7	3	situation	situation	NOUN
easat-3133	7	4	,	,	PUNCT
easat-3133	7	5	an	an	DET
easat-3133	7	6	alternative	alternative	NOUN
easat-3133	7	7	for	for	ADP
easat-3133	7	8	processing	processing	NOUN
easat-3133	7	9	text	text	NOUN
easat-3133	7	10	to	to	PART
easat-3133	7	11	detect	detect	VERB
easat-3133	7	12	patterns	pattern	NOUN
easat-3133	7	13	using	use	VERB
easat-3133	7	14	neural	neural	ADJ
easat-3133	7	15	networks	network	NOUN
easat-3133	7	16	in	in	ADP
easat-3133	7	17	the	the	DET
easat-3133	7	18	computational	computational	ADJ
easat-3133	7	19	linguistics	linguistic	NOUN
easat-3133	7	20	scenario	scenario	NOUN
easat-3133	7	21	is	be	AUX
easat-3133	7	22	proposed	propose	VERB
easat-3133	7	23	.	.	PUNCT
easat-3133	8	1	in	in	ADP
easat-3133	8	2	this	this	DET
easat-3133	8	3	regard	regard	NOUN
easat-3133	8	4	,	,	PUNCT
easat-3133	8	5	qualitative	qualitative	ADJ
easat-3133	8	6	research	research	NOUN
easat-3133	8	7	using	use	VERB
easat-3133	8	8	a	a	DET
easat-3133	8	9	quasi	quasi	ADJ
easat-3133	8	10	-	-	ADJ
easat-3133	8	11	experimental	experimental	ADJ
easat-3133	8	12	method	method	NOUN
easat-3133	8	13	is	be	AUX
easat-3133	8	14	performed	perform	VERB
easat-3133	8	15	.	.	PUNCT
easat-3133	9	1	the	the	DET
easat-3133	9	2	quasi	quasi	NOUN
easat-3133	9	3	-	-	NOUN
easat-3133	9	4	experiment	experiment	NOUN
easat-3133	9	5	is	be	AUX
easat-3133	9	6	done	do	VERB
easat-3133	9	7	within	within	ADP
easat-3133	9	8	the	the	DET
easat-3133	9	9	qualitative	qualitative	ADJ
easat-3133	9	10	information	information	NOUN
easat-3133	9	11	analysis	analysis	NOUN
easat-3133	9	12	course	course	NOUN
easat-3133	9	13	of	of	ADP
easat-3133	9	14	the	the	DET
easat-3133	9	15	master	master	NOUN
easat-3133	9	16	's	's	PART
easat-3133	9	17	degree	degree	NOUN
easat-3133	9	18	in	in	ADP
easat-3133	9	19	higher	high	ADJ
easat-3133	9	20	education	education	NOUN
easat-3133	9	21	teaching	teaching	NOUN
easat-3133	9	22	in	in	ADP
easat-3133	9	23	2022	2022	NUM
easat-3133	9	24	with	with	ADP
easat-3133	9	25	class	class	NOUN
easat-3133	9	26	xiv	xiv	PROPN
easat-3133	9	27	;	;	PUNCT
easat-3133	9	28	in	in	ADP
easat-3133	9	29	such	such	DET
easat-3133	9	30	a	a	DET
easat-3133	9	31	course	course	NOUN
easat-3133	9	32	,	,	PUNCT
easat-3133	9	33	six	six	NUM
easat-3133	9	34	students	student	NOUN
easat-3133	9	35	evaluated	evaluate	VERB
easat-3133	9	36	the	the	DET
easat-3133	9	37	computational	computational	ADJ
easat-3133	9	38	solution	solution	NOUN
easat-3133	9	39	using	use	VERB
easat-3133	9	40	material	material	NOUN
easat-3133	9	41	related	relate	VERB
easat-3133	9	42	to	to	ADP
easat-3133	9	43	their	their	PRON
easat-3133	9	44	working	work	VERB
easat-3133	9	45	master	master	NOUN
easat-3133	9	46	’s	’s	PART
easat-3133	9	47	thesis	thesis	NOUN
easat-3133	9	48	.	.	PUNCT
easat-3133	10	1	the	the	DET
easat-3133	10	2	results	result	NOUN
easat-3133	10	3	from	from	ADP
easat-3133	10	4	the	the	DET
easat-3133	10	5	application	application	NOUN
easat-3133	10	6	test	test	NOUN
easat-3133	10	7	are	be	AUX
easat-3133	10	8	satisfactory	satisfactory	ADJ
easat-3133	10	9	due	due	ADP
easat-3133	10	10	to	to	ADP
easat-3133	10	11	the	the	DET
easat-3133	10	12	positive	positive	ADJ
easat-3133	10	13	user	user	NOUN
easat-3133	10	14	acceptance	acceptance	NOUN
easat-3133	10	15	,	,	PUNCT
easat-3133	10	16	providing	provide	VERB
easat-3133	10	17	a	a	DET
easat-3133	10	18	plausible	plausible	ADJ
easat-3133	10	19	alternative	alternative	NOUN
easat-3133	10	20	to	to	ADP
easat-3133	10	21	commercial	commercial	ADJ
easat-3133	10	22	computational	computational	ADJ
easat-3133	10	23	solutions	solution	NOUN
easat-3133	10	24	on	on	ADP
easat-3133	10	25	the	the	DET
easat-3133	10	26	market	market	NOUN
easat-3133	10	27	.	.	PUNCT
easat-3133	11	1	keywords	keyword	NOUN
easat-3133	11	2	:	:	PUNCT
easat-3133	11	3	computational	computational	ADJ
easat-3133	11	4	,	,	PUNCT
easat-3133	11	5	linguistics	linguistic	NOUN
easat-3133	11	6	,	,	PUNCT
easat-3133	11	7	neural	neural	ADJ
easat-3133	11	8	,	,	PUNCT
easat-3133	11	9	networks	network	NOUN
easat-3133	11	10	,	,	PUNCT
easat-3133	11	11	patterns	pattern	NOUN
easat-3133	11	12	,	,	PUNCT
easat-3133	11	13	textual	textual	ADJ
easat-3133	11	14	.	.	PUNCT
easat-3133	12	1	1	1	X
easat-3133	12	2	.	.	X
easat-3133	12	3	introduction	introduction	NOUN
easat-3133	12	4	in	in	ADP
easat-3133	12	5	qualitative	qualitative	ADJ
easat-3133	12	6	research	research	NOUN
easat-3133	12	7	,	,	PUNCT
easat-3133	12	8	especially	especially	ADV
easat-3133	12	9	within	within	ADP
easat-3133	12	10	the	the	DET
easat-3133	12	11	education	education	NOUN
easat-3133	12	12	sciences	science	NOUN
easat-3133	12	13	,	,	PUNCT
easat-3133	12	14	the	the	DET
easat-3133	12	15	vastness	vastness	NOUN
easat-3133	12	16	of	of	ADP
easat-3133	12	17	textual	textual	ADJ
easat-3133	12	18	data	datum	NOUN
easat-3133	12	19	can	can	AUX
easat-3133	12	20	often	often	ADV
easat-3133	12	21	be	be	AUX
easat-3133	12	22	overwhelming	overwhelming	ADJ
easat-3133	12	23	.	.	PUNCT
easat-3133	13	1	with	with	ADP
easat-3133	13	2	the	the	DET
easat-3133	13	3	ever	ever	ADV
easat-3133	13	4	-	-	PUNCT
easat-3133	13	5	growing	grow	VERB
easat-3133	13	6	availability	availability	NOUN
easat-3133	13	7	of	of	ADP
easat-3133	13	8	digital	digital	ADJ
easat-3133	13	9	text	text	NOUN
easat-3133	13	10	resources	resource	NOUN
easat-3133	13	11	,	,	PUNCT
easat-3133	13	12	researchers	researcher	NOUN
easat-3133	13	13	are	be	AUX
easat-3133	13	14	increasingly	increasingly	ADV
easat-3133	13	15	confronted	confront	VERB
easat-3133	13	16	with	with	ADP
easat-3133	13	17	manually	manually	ADV
easat-3133	13	18	shifting	shift	VERB
easat-3133	13	19	through	through	ADV
easat-3133	13	20	,	,	PUNCT
easat-3133	13	21	analyzing	analyze	VERB
easat-3133	13	22	,	,	PUNCT
easat-3133	13	23	and	and	CCONJ
easat-3133	13	24	detecting	detect	VERB
easat-3133	13	25	patterns	pattern	NOUN
easat-3133	13	26	within	within	ADP
easat-3133	13	27	these	these	DET
easat-3133	13	28	large	large	ADJ
easat-3133	13	29	datasets	dataset	NOUN
easat-3133	13	30	.	.	PUNCT
easat-3133	14	1	the	the	DET
easat-3133	14	2	manual	manual	ADJ
easat-3133	14	3	nature	nature	NOUN
easat-3133	14	4	of	of	ADP
easat-3133	14	5	this	this	DET
easat-3133	14	6	task	task	NOUN
easat-3133	14	7	not	not	PART
easat-3133	14	8	only	only	ADV
easat-3133	14	9	consumes	consume	VERB
easat-3133	14	10	considerable	considerable	ADJ
easat-3133	14	11	time	time	NOUN
easat-3133	14	12	and	and	CCONJ
easat-3133	14	13	effort	effort	NOUN
easat-3133	14	14	but	but	CCONJ
easat-3133	14	15	also	also	ADV
easat-3133	14	16	poses	pose	VERB
easat-3133	14	17	risks	risk	NOUN
easat-3133	14	18	of	of	ADP
easat-3133	14	19	potential	potential	ADJ
easat-3133	14	20	oversight	oversight	NOUN
easat-3133	14	21	,	,	PUNCT
easat-3133	14	22	leading	lead	VERB
easat-3133	14	23	to	to	ADP
easat-3133	14	24	missed	miss	VERB
easat-3133	14	25	insights	insight	NOUN
easat-3133	14	26	or	or	CCONJ
easat-3133	14	27	critical	critical	ADJ
easat-3133	14	28	details	detail	NOUN
easat-3133	14	29	that	that	PRON
easat-3133	14	30	could	could	AUX
easat-3133	14	31	shape	shape	VERB
easat-3133	14	32	the	the	DET
easat-3133	14	33	outcomes	outcome	NOUN
easat-3133	14	34	of	of	ADP
easat-3133	14	35	a	a	DET
easat-3133	14	36	study	study	NOUN
easat-3133	14	37	.	.	PUNCT
easat-3133	15	1	as	as	SCONJ
easat-3133	15	2	the	the	DET
easat-3133	15	3	importance	importance	NOUN
easat-3133	15	4	of	of	ADP
easat-3133	15	5	qualitative	qualitative	ADJ
easat-3133	15	6	research	research	NOUN
easat-3133	15	7	solidifies	solidify	VERB
easat-3133	15	8	its	its	PRON
easat-3133	15	9	place	place	NOUN
easat-3133	15	10	in	in	ADP
easat-3133	15	11	the	the	DET
easat-3133	15	12	academic	academic	ADJ
easat-3133	15	13	landscape	landscape	NOUN
easat-3133	15	14	,	,	PUNCT
easat-3133	15	15	so	so	ADV
easat-3133	15	16	does	do	VERB
easat-3133	15	17	the	the	DET
easat-3133	15	18	necessity	necessity	NOUN
easat-3133	15	19	for	for	ADP
easat-3133	15	20	innovative	innovative	ADJ
easat-3133	15	21	approaches	approach	NOUN
easat-3133	15	22	to	to	ADP
easat-3133	15	23	data	datum	NOUN
easat-3133	15	24	handling	handling	NOUN
easat-3133	15	25	.	.	PUNCT
easat-3133	16	1	step	step	VERB
easat-3133	16	2	into	into	ADP
easat-3133	16	3	the	the	DET
easat-3133	16	4	expanding	expand	VERB
easat-3133	16	5	realm	realm	NOUN
easat-3133	16	6	of	of	ADP
easat-3133	16	7	computational	computational	ADJ
easat-3133	16	8	linguistics	linguistic	NOUN
easat-3133	16	9	,	,	PUNCT
easat-3133	16	10	which	which	PRON
easat-3133	16	11	fundamentally	fundamentally	ADV
easat-3133	16	12	aims	aim	VERB
easat-3133	16	13	to	to	PART
easat-3133	16	14	comprehend	comprehend	VERB
easat-3133	16	15	and	and	CCONJ
easat-3133	16	16	manipulate	manipulate	VERB
easat-3133	16	17	human	human	ADJ
easat-3133	16	18	language	language	NOUN
easat-3133	16	19	in	in	ADP
easat-3133	16	20	a	a	DET
easat-3133	16	21	manner	manner	NOUN
easat-3133	16	22	that	that	PRON
easat-3133	16	23	computers	computer	NOUN
easat-3133	16	24	find	find	VERB
easat-3133	16	25	significant	significant	ADJ
easat-3133	16	26	.	.	PUNCT
easat-3133	17	1	in	in	ADP
easat-3133	17	2	the	the	DET
easat-3133	17	3	last	last	ADJ
easat-3133	17	4	ten	ten	NUM
easat-3133	17	5	years	year	NOUN
easat-3133	17	6	,	,	PUNCT
easat-3133	17	7	there	there	PRON
easat-3133	17	8	has	have	AUX
easat-3133	17	9	been	be	AUX
easat-3133	17	10	an	an	DET
easat-3133	17	11	impressive	impressive	ADJ
easat-3133	17	12	increase	increase	NOUN
easat-3133	17	13	in	in	ADP
easat-3133	17	14	incorporating	incorporate	VERB
easat-3133	17	15	neural	neural	ADJ
easat-3133	17	16	networks	network	NOUN
easat-3133	17	17	into	into	ADP
easat-3133	17	18	computational	computational	ADJ
easat-3133	17	19	linguistics	linguistic	NOUN
easat-3133	17	20	,	,	PUNCT
easat-3133	17	21	presenting	present	VERB
easat-3133	17	22	groundbreaking	groundbreake	VERB
easat-3133	17	23	opportunities	opportunity	NOUN
easat-3133	17	24	for	for	ADP
easat-3133	17	25	automating	automate	VERB
easat-3133	17	26	and	and	CCONJ
easat-3133	17	27	enhancing	enhance	VERB
easat-3133	17	28	the	the	DET
easat-3133	17	29	processing	processing	NOUN
easat-3133	17	30	of	of	ADP
easat-3133	17	31	textual	textual	ADJ
easat-3133	17	32	information	information	NOUN
easat-3133	17	33	.	.	PUNCT
easat-3133	18	1	this	this	DET
easat-3133	18	2	paper	paper	NOUN
easat-3133	18	3	delves	delve	VERB
easat-3133	18	4	into	into	ADP
easat-3133	18	5	the	the	DET
easat-3133	18	6	intricacies	intricacy	NOUN
easat-3133	18	7	of	of	ADP
easat-3133	18	8	leveraging	leverage	VERB
easat-3133	18	9	neural	neural	ADJ
easat-3133	18	10	networks	network	NOUN
easat-3133	18	11	within	within	ADP
easat-3133	18	12	computational	computational	ADJ
easat-3133	18	13	linguistics	linguistic	NOUN
easat-3133	18	14	to	to	PART
easat-3133	18	15	detect	detect	VERB
easat-3133	18	16	patterns	pattern	NOUN
easat-3133	18	17	in	in	ADP
easat-3133	18	18	large	large	ADJ
easat-3133	18	19	textual	textual	ADJ
easat-3133	18	20	datasets	dataset	NOUN
easat-3133	18	21	.	.	PUNCT
easat-3133	19	1	beyond	beyond	ADP
easat-3133	19	2	merely	merely	ADV
easat-3133	19	3	presenting	present	VERB
easat-3133	19	4	a	a	DET
easat-3133	19	5	theoretical	theoretical	ADJ
easat-3133	19	6	framework	framework	NOUN
easat-3133	19	7	,	,	PUNCT
easat-3133	19	8	this	this	DET
easat-3133	19	9	paper	paper	NOUN
easat-3133	19	10	introduces	introduce	VERB
easat-3133	19	11	an	an	DET
easat-3133	19	12	alternative	alternative	ADJ
easat-3133	19	13	computational	computational	ADJ
easat-3133	19	14	solution	solution	NOUN
easat-3133	19	15	and	and	CCONJ
easat-3133	19	16	evaluates	evaluate	VERB
easat-3133	19	17	its	its	PRON
easat-3133	19	18	practicality	practicality	NOUN
easat-3133	19	19	and	and	CCONJ
easat-3133	19	20	efficiency	efficiency	NOUN
easat-3133	19	21	in	in	ADP
easat-3133	19	22	real	real	ADJ
easat-3133	19	23	-	-	PUNCT
easat-3133	19	24	world	world	NOUN
easat-3133	19	25	scenarios	scenario	NOUN
easat-3133	19	26	.	.	PUNCT
easat-3133	20	1	the	the	DET
easat-3133	20	2	research	research	NOUN
easat-3133	20	3	aims	aim	VERB
easat-3133	20	4	to	to	PART
easat-3133	20	5	contribute	contribute	VERB
easat-3133	20	6	a	a	DET
easat-3133	20	7	tool	tool	NOUN
easat-3133	20	8	to	to	ADP
easat-3133	20	9	the	the	DET
easat-3133	20	10	academic	academic	ADJ
easat-3133	20	11	community	community	NOUN
easat-3133	20	12	and	and	CCONJ
easat-3133	20	13	provide	provide	VERB
easat-3133	20	14	a	a	DET
easat-3133	20	15	compelling	compelling	ADJ
easat-3133	20	16	alternative	alternative	NOUN
easat-3133	20	17	to	to	ADP
easat-3133	20	18	existing	exist	VERB
easat-3133	20	19	commercial	commercial	ADJ
easat-3133	20	20	solutions	solution	NOUN
easat-3133	20	21	.	.	PUNCT
easat-3133	21	1	this	this	DET
easat-3133	21	2	paper	paper	NOUN
easat-3133	21	3	has	have	VERB
easat-3133	21	4	five	five	NUM
easat-3133	21	5	sections	section	NOUN
easat-3133	21	6	.	.	PUNCT
easat-3133	22	1	the	the	DET
easat-3133	22	2	first	first	ADJ
easat-3133	22	3	covers	cover	VERB
easat-3133	22	4	the	the	DET
easat-3133	22	5	theoretical	theoretical	ADJ
easat-3133	22	6	background	background	NOUN
easat-3133	22	7	,	,	PUNCT
easat-3133	22	8	the	the	DET
easat-3133	22	9	second	second	ADJ
easat-3133	22	10	deals	deal	NOUN
easat-3133	22	11	with	with	ADP
easat-3133	22	12	the	the	DET
easat-3133	22	13	methodological	methodological	ADJ
easat-3133	22	14	aspects	aspect	NOUN
easat-3133	22	15	of	of	ADP
easat-3133	22	16	this	this	DET
easat-3133	22	17	research	research	NOUN
easat-3133	22	18	,	,	PUNCT
easat-3133	22	19	and	and	CCONJ
easat-3133	22	20	the	the	DET
easat-3133	22	21	third	third	ADJ
easat-3133	22	22	describes	describe	VERB
easat-3133	22	23	the	the	DET
easat-3133	22	24	results	result	NOUN
easat-3133	22	25	.	.	PUNCT
easat-3133	23	1	in	in	ADP
easat-3133	23	2	the	the	DET
easat-3133	23	3	fourth	fourth	ADJ
easat-3133	23	4	section	section	NOUN
easat-3133	23	5	,	,	PUNCT
easat-3133	23	6	we	we	PRON
easat-3133	23	7	present	present	VERB
easat-3133	23	8	the	the	DET
easat-3133	23	9	discussion	discussion	NOUN
easat-3133	23	10	and	and	CCONJ
easat-3133	23	11	conclusions	conclusion	NOUN
easat-3133	23	12	,	,	PUNCT
easat-3133	23	13	and	and	CCONJ
easat-3133	23	14	finally	finally	ADV
easat-3133	23	15	,	,	PUNCT
easat-3133	23	16	the	the	DET
easat-3133	23	17	last	last	ADJ
easat-3133	23	18	section	section	NOUN
easat-3133	23	19	depicts	depict	VERB
easat-3133	23	20	some	some	DET
easat-3133	23	21	future	future	ADJ
easat-3133	23	22	work	work	NOUN
easat-3133	23	23	related	relate	VERB
easat-3133	23	24	to	to	ADP
easat-3133	23	25	the	the	DET
easat-3133	23	26	main	main	ADJ
easat-3133	23	27	topic	topic	NOUN
easat-3133	23	28	of	of	ADP
easat-3133	23	29	this	this	DET
easat-3133	23	30	research	research	NOUN
easat-3133	23	31	.	.	PUNCT
easat-3133	24	1	https://orcid.org/0000-0002-3233-3577	https://orcid.org/0000-0002-3233-3577	PROPN
easat-3133	24	2	https://orcid.org/0000-0002-0628-4097	https://orcid.org/0000-0002-0628-4097	PROPN
easat-3133	24	3	https://orcid.org/0000-0002-3077-415x	https://orcid.org/0000-0002-3077-415x	PROPN
easat-3133	24	4	5042	5042	NUM
easat-3133	24	5	edelweiss	edelweiss	PROPN
easat-3133	24	6	applied	apply	VERB
easat-3133	24	7	science	science	NOUN
easat-3133	24	8	and	and	CCONJ
easat-3133	24	9	technology	technology	NOUN
easat-3133	24	10	issn	issn	PROPN
easat-3133	24	11	:	:	PUNCT
easat-3133	24	12	2576	2576	NUM
easat-3133	24	13	-	-	SYM
easat-3133	24	14	8484	8484	NUM
easat-3133	24	15	vol	vol	NOUN
easat-3133	24	16	.	.	PROPN
easat-3133	24	17	8	8	NUM
easat-3133	24	18	,	,	PUNCT
easat-3133	24	19	no	no	INTJ
easat-3133	24	20	.	.	NOUN
easat-3133	25	1	6	6	NUM
easat-3133	25	2	:	:	SYM
easat-3133	25	3	5041	5041	NUM
easat-3133	25	4	-	-	SYM
easat-3133	25	5	5049	5049	NUM
easat-3133	25	6	,	,	PUNCT
easat-3133	25	7	2024	2024	NUM
easat-3133	25	8	doi	doi	NOUN
easat-3133	25	9	:	:	PUNCT
easat-3133	25	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	25	11	©	©	ADP
easat-3133	25	12	2024	2024	NUM
easat-3133	25	13	by	by	ADP
easat-3133	25	14	the	the	DET
easat-3133	25	15	authors	author	NOUN
easat-3133	25	16	;	;	PUNCT
easat-3133	25	17	licensee	licensee	PROPN
easat-3133	25	18	learning	learning	NOUN
easat-3133	25	19	gate	gate	NOUN
easat-3133	25	20	2	2	NUM
easat-3133	25	21	.	.	PUNCT
easat-3133	25	22	theoretical	theoretical	ADJ
easat-3133	25	23	background	background	NOUN
easat-3133	25	24	in	in	ADP
easat-3133	25	25	today	today	NOUN
easat-3133	25	26	's	's	PART
easat-3133	25	27	digital	digital	ADJ
easat-3133	25	28	age	age	NOUN
easat-3133	25	29	,	,	PUNCT
easat-3133	25	30	the	the	DET
easat-3133	25	31	ability	ability	NOUN
easat-3133	25	32	to	to	PART
easat-3133	25	33	process	process	VERB
easat-3133	25	34	and	and	CCONJ
easat-3133	25	35	understand	understand	VERB
easat-3133	25	36	vast	vast	ADJ
easat-3133	25	37	quantities	quantity	NOUN
easat-3133	25	38	of	of	ADP
easat-3133	25	39	text	text	NOUN
easat-3133	25	40	has	have	AUX
easat-3133	25	41	become	become	VERB
easat-3133	25	42	more	more	ADV
easat-3133	25	43	imperative	imperative	ADJ
easat-3133	25	44	than	than	ADP
easat-3133	25	45	ever	ever	ADV
easat-3133	25	46	.	.	PUNCT
easat-3133	26	1	as	as	SCONJ
easat-3133	26	2	the	the	DET
easat-3133	26	3	world	world	NOUN
easat-3133	26	4	generates	generate	VERB
easat-3133	26	5	an	an	DET
easat-3133	26	6	increasing	increase	VERB
easat-3133	26	7	amount	amount	NOUN
easat-3133	26	8	of	of	ADP
easat-3133	26	9	digital	digital	ADJ
easat-3133	26	10	data	datum	NOUN
easat-3133	26	11	,	,	PUNCT
easat-3133	26	12	including	include	VERB
easat-3133	26	13	unstructured	unstructured	ADJ
easat-3133	26	14	text	text	NOUN
easat-3133	26	15	data	datum	NOUN
easat-3133	26	16	,	,	PUNCT
easat-3133	26	17	the	the	DET
easat-3133	26	18	importance	importance	NOUN
easat-3133	26	19	of	of	ADP
easat-3133	26	20	qualitative	qualitative	ADJ
easat-3133	26	21	data	datum	NOUN
easat-3133	26	22	analysis	analysis	NOUN
easat-3133	26	23	comes	come	VERB
easat-3133	26	24	to	to	ADP
easat-3133	26	25	the	the	DET
easat-3133	26	26	fore	fore	NOUN
easat-3133	26	27	[	[	X
easat-3133	26	28	1	1	NUM
easat-3133	26	29	]	]	PUNCT
easat-3133	26	30	.	.	PUNCT
easat-3133	27	1	computational	computational	ADJ
easat-3133	27	2	linguistics	linguistic	NOUN
easat-3133	27	3	offers	offer	VERB
easat-3133	27	4	techniques	technique	NOUN
easat-3133	27	5	and	and	CCONJ
easat-3133	27	6	approaches	approach	NOUN
easat-3133	27	7	that	that	PRON
easat-3133	27	8	connect	connect	VERB
easat-3133	27	9	the	the	DET
easat-3133	27	10	depth	depth	NOUN
easat-3133	27	11	of	of	ADP
easat-3133	27	12	qualitative	qualitative	ADJ
easat-3133	27	13	research	research	NOUN
easat-3133	27	14	with	with	ADP
easat-3133	27	15	the	the	DET
easat-3133	27	16	vast	vast	ADJ
easat-3133	27	17	amounts	amount	NOUN
easat-3133	27	18	of	of	ADP
easat-3133	27	19	big	big	ADJ
easat-3133	27	20	data	datum	NOUN
easat-3133	27	21	,	,	PUNCT
easat-3133	27	22	providing	provide	VERB
easat-3133	27	23	creative	creative	ADJ
easat-3133	27	24	solutions	solution	NOUN
easat-3133	27	25	to	to	ADP
easat-3133	27	26	intricate	intricate	ADJ
easat-3133	27	27	analytical	analytical	ADJ
easat-3133	27	28	problems	problem	NOUN
easat-3133	27	29	[	[	X
easat-3133	27	30	2	2	NUM
easat-3133	27	31	]	]	PUNCT
easat-3133	27	32	.	.	PUNCT
easat-3133	28	1	computational	computational	ADJ
easat-3133	28	2	linguistics	linguistic	NOUN
easat-3133	28	3	has	have	AUX
easat-3133	28	4	evolved	evolve	VERB
easat-3133	28	5	from	from	ADP
easat-3133	28	6	early	early	ADJ
easat-3133	28	7	rule	rule	NOUN
easat-3133	28	8	-	-	PUNCT
easat-3133	28	9	based	base	VERB
easat-3133	28	10	systems	system	NOUN
easat-3133	28	11	to	to	ADP
easat-3133	28	12	sophisticated	sophisticated	ADJ
easat-3133	28	13	machine	machine	NOUN
easat-3133	28	14	learning	learning	NOUN
easat-3133	28	15	models	model	NOUN
easat-3133	28	16	,	,	PUNCT
easat-3133	28	17	integrating	integrate	VERB
easat-3133	28	18	deeply	deeply	ADV
easat-3133	28	19	with	with	ADP
easat-3133	28	20	the	the	DET
easat-3133	28	21	burgeoning	burgeon	VERB
easat-3133	28	22	field	field	NOUN
easat-3133	28	23	of	of	ADP
easat-3133	28	24	natural	natural	ADJ
easat-3133	28	25	language	language	NOUN
easat-3133	28	26	processing	processing	NOUN
easat-3133	28	27	—	—	PUNCT
easat-3133	28	28	nlp	nlp	ADJ
easat-3133	28	29	—	—	PUNCT
easat-3133	28	30	[	[	X
easat-3133	28	31	3	3	NUM
easat-3133	28	32	]	]	PUNCT
easat-3133	28	33	.	.	PUNCT
easat-3133	29	1	traditional	traditional	ADJ
easat-3133	29	2	qualitative	qualitative	ADJ
easat-3133	29	3	analysis	analysis	NOUN
easat-3133	29	4	,	,	PUNCT
easat-3133	29	5	characterized	characterize	VERB
easat-3133	29	6	by	by	ADP
easat-3133	29	7	manual	manual	ADJ
easat-3133	29	8	coding	coding	NOUN
easat-3133	29	9	and	and	CCONJ
easat-3133	29	10	close	close	ADJ
easat-3133	29	11	reading	reading	NOUN
easat-3133	29	12	,	,	PUNCT
easat-3133	29	13	struggles	struggle	VERB
easat-3133	29	14	with	with	ADP
easat-3133	29	15	scalability	scalability	NOUN
easat-3133	29	16	[	[	X
easat-3133	29	17	4	4	NUM
easat-3133	29	18	]	]	PUNCT
easat-3133	29	19	.	.	PUNCT
easat-3133	30	1	the	the	DET
easat-3133	30	2	advent	advent	NOUN
easat-3133	30	3	of	of	ADP
easat-3133	30	4	big	big	ADJ
easat-3133	30	5	data	datum	NOUN
easat-3133	30	6	necessitates	necessitate	VERB
easat-3133	30	7	faster	fast	ADV
easat-3133	30	8	,	,	PUNCT
easat-3133	30	9	more	more	ADV
easat-3133	30	10	efficient	efficient	ADJ
easat-3133	30	11	methods	method	NOUN
easat-3133	30	12	to	to	PART
easat-3133	30	13	derive	derive	VERB
easat-3133	30	14	meaningful	meaningful	ADJ
easat-3133	30	15	insights	insight	NOUN
easat-3133	30	16	from	from	ADP
easat-3133	30	17	large	large	ADJ
easat-3133	30	18	text	text	NOUN
easat-3133	30	19	datasets	dataset	NOUN
easat-3133	30	20	[	[	X
easat-3133	30	21	5	5	NUM
easat-3133	30	22	]	]	PUNCT
easat-3133	30	23	.	.	PUNCT
easat-3133	31	1	nlp	nlp	PROPN
easat-3133	31	2	offers	offer	VERB
easat-3133	31	3	several	several	ADJ
easat-3133	31	4	foundational	foundational	ADJ
easat-3133	31	5	techniques	technique	NOUN
easat-3133	31	6	beneficial	beneficial	ADJ
easat-3133	31	7	for	for	ADP
easat-3133	31	8	large	large	ADJ
easat-3133	31	9	-	-	PUNCT
easat-3133	31	10	scale	scale	NOUN
easat-3133	31	11	qualitative	qualitative	ADJ
easat-3133	31	12	analysis	analysis	NOUN
easat-3133	31	13	.	.	PUNCT
easat-3133	32	1	from	from	ADP
easat-3133	32	2	basic	basic	ADJ
easat-3133	32	3	methods	method	NOUN
easat-3133	32	4	like	like	ADP
easat-3133	32	5	tokenization	tokenization	NOUN
easat-3133	32	6	and	and	CCONJ
easat-3133	32	7	stemming	stem	VERB
easat-3133	32	8	to	to	ADP
easat-3133	32	9	advanced	advanced	ADJ
easat-3133	32	10	semantic	semantic	ADJ
easat-3133	32	11	analyses	analysis	NOUN
easat-3133	32	12	using	use	VERB
easat-3133	32	13	word	word	NOUN
easat-3133	32	14	embeddings	embedding	NOUN
easat-3133	32	15	[	[	X
easat-3133	32	16	6	6	NUM
easat-3133	32	17	]	]	PUNCT
easat-3133	32	18	,	,	PUNCT
easat-3133	32	19	nlp	nlp	NOUN
easat-3133	32	20	furnishes	furnish	VERB
easat-3133	32	21	instruments	instrument	NOUN
easat-3133	32	22	for	for	ADP
easat-3133	32	23	exploring	explore	VERB
easat-3133	32	24	the	the	DET
easat-3133	32	25	architecture	architecture	NOUN
easat-3133	32	26	and	and	CCONJ
easat-3133	32	27	significance	significance	NOUN
easat-3133	32	28	of	of	ADP
easat-3133	32	29	texts	text	NOUN
easat-3133	32	30	.	.	PUNCT
easat-3133	33	1	the	the	DET
easat-3133	33	2	latest	late	ADJ
easat-3133	33	3	progress	progress	NOUN
easat-3133	33	4	in	in	ADP
easat-3133	33	5	deep	deep	ADJ
easat-3133	33	6	learning	learning	NOUN
easat-3133	33	7	,	,	PUNCT
easat-3133	33	8	featuring	feature	VERB
easat-3133	33	9	frameworks	framework	NOUN
easat-3133	33	10	like	like	ADP
easat-3133	33	11	transformers	transformer	NOUN
easat-3133	33	12	and	and	CCONJ
easat-3133	33	13	recurrent	recurrent	ADJ
easat-3133	33	14	neural	neural	ADJ
easat-3133	33	15	networks	network	NOUN
easat-3133	33	16	(	(	PUNCT
easat-3133	33	17	rnns	rnns	PROPN
easat-3133	33	18	)	)	PUNCT
easat-3133	33	19	,	,	PUNCT
easat-3133	33	20	has	have	AUX
easat-3133	33	21	expanded	expand	VERB
easat-3133	33	22	the	the	DET
easat-3133	33	23	limits	limit	NOUN
easat-3133	33	24	of	of	ADP
easat-3133	33	25	understanding	understand	VERB
easat-3133	33	26	text	text	NOUN
easat-3133	33	27	[	[	X
easat-3133	33	28	7	7	NUM
easat-3133	33	29	]	]	PUNCT
easat-3133	33	30	.	.	PUNCT
easat-3133	34	1	traditionally	traditionally	ADV
easat-3133	34	2	,	,	PUNCT
easat-3133	34	3	grounded	ground	VERB
easat-3133	34	4	theory	theory	NOUN
easat-3133	34	5	has	have	AUX
easat-3133	34	6	been	be	AUX
easat-3133	34	7	instrumental	instrumental	ADJ
easat-3133	34	8	in	in	ADP
easat-3133	34	9	constructing	construct	VERB
easat-3133	34	10	theory	theory	NOUN
easat-3133	34	11	from	from	ADP
easat-3133	34	12	qualitative	qualitative	ADJ
easat-3133	34	13	data	datum	NOUN
easat-3133	34	14	[	[	X
easat-3133	34	15	8	8	NUM
easat-3133	34	16	]	]	PUNCT
easat-3133	34	17	.	.	PUNCT
easat-3133	35	1	thematic	thematic	ADJ
easat-3133	35	2	analysis	analysis	NOUN
easat-3133	35	3	,	,	PUNCT
easat-3133	35	4	another	another	DET
easat-3133	35	5	approach	approach	NOUN
easat-3133	35	6	,	,	PUNCT
easat-3133	35	7	focuses	focus	VERB
easat-3133	35	8	on	on	ADP
easat-3133	35	9	identifying	identify	VERB
easat-3133	35	10	and	and	CCONJ
easat-3133	35	11	analyzing	analyze	VERB
easat-3133	35	12	themes	theme	NOUN
easat-3133	35	13	within	within	ADP
easat-3133	35	14	datasets	dataset	NOUN
easat-3133	35	15	,	,	PUNCT
easat-3133	35	16	whereas	whereas	SCONJ
easat-3133	35	17	narrative	narrative	ADJ
easat-3133	35	18	analysis	analysis	NOUN
easat-3133	35	19	explores	explore	NOUN
easat-3133	35	20	how	how	SCONJ
easat-3133	35	21	individuals	individual	NOUN
easat-3133	35	22	construct	construct	VERB
easat-3133	35	23	narratives	narrative	NOUN
easat-3133	35	24	and	and	CCONJ
easat-3133	35	25	identities	identity	NOUN
easat-3133	35	26	in	in	ADP
easat-3133	35	27	their	their	PRON
easat-3133	35	28	speech	speech	NOUN
easat-3133	35	29	[	[	X
easat-3133	35	30	9	9	NUM
easat-3133	35	31	]	]	PUNCT
easat-3133	35	32	.	.	PUNCT
easat-3133	36	1	the	the	DET
easat-3133	36	2	scale	scale	NOUN
easat-3133	36	3	of	of	ADP
easat-3133	36	4	modern	modern	ADJ
easat-3133	36	5	datasets	dataset	NOUN
easat-3133	36	6	has	have	AUX
easat-3133	36	7	led	lead	VERB
easat-3133	36	8	researchers	researcher	NOUN
easat-3133	36	9	to	to	PART
easat-3133	36	10	seek	seek	VERB
easat-3133	36	11	automated	automate	VERB
easat-3133	36	12	or	or	CCONJ
easat-3133	36	13	semi	semi	ADJ
easat-3133	36	14	-	-	ADJ
easat-3133	36	15	automated	automated	ADJ
easat-3133	36	16	methods	method	NOUN
easat-3133	36	17	to	to	PART
easat-3133	36	18	complement	complement	VERB
easat-3133	36	19	these	these	DET
easat-3133	36	20	traditional	traditional	ADJ
easat-3133	36	21	approaches	approach	NOUN
easat-3133	36	22	.	.	PUNCT
easat-3133	37	1	with	with	ADP
easat-3133	37	2	the	the	DET
easat-3133	37	3	introduction	introduction	NOUN
easat-3133	37	4	of	of	ADP
easat-3133	37	5	algorithms	algorithm	NOUN
easat-3133	37	6	capable	capable	ADJ
easat-3133	37	7	of	of	ADP
easat-3133	37	8	automatic	automatic	ADJ
easat-3133	37	9	coding	coding	NOUN
easat-3133	37	10	,	,	PUNCT
easat-3133	37	11	the	the	DET
easat-3133	37	12	potential	potential	NOUN
easat-3133	37	13	to	to	PART
easat-3133	37	14	process	process	VERB
easat-3133	37	15	large	large	ADJ
easat-3133	37	16	datasets	dataset	NOUN
easat-3133	37	17	qualitatively	qualitatively	ADV
easat-3133	37	18	has	have	AUX
easat-3133	37	19	expanded	expand	VERB
easat-3133	37	20	dramatically	dramatically	ADV
easat-3133	37	21	[	[	X
easat-3133	37	22	10	10	NUM
easat-3133	37	23	]	]	PUNCT
easat-3133	37	24	.	.	PUNCT
easat-3133	38	1	sentiment	sentiment	NOUN
easat-3133	38	2	analysis	analysis	NOUN
easat-3133	38	3	offers	offer	VERB
easat-3133	38	4	a	a	DET
easat-3133	38	5	lens	lens	NOUN
easat-3133	38	6	to	to	PART
easat-3133	38	7	gauge	gauge	VERB
easat-3133	38	8	public	public	ADJ
easat-3133	38	9	opinion	opinion	NOUN
easat-3133	38	10	and	and	CCONJ
easat-3133	38	11	emotions	emotion	NOUN
easat-3133	38	12	in	in	ADP
easat-3133	38	13	vast	vast	ADJ
easat-3133	38	14	textual	textual	ADJ
easat-3133	38	15	data	datum	NOUN
easat-3133	38	16	[	[	X
easat-3133	38	17	11	11	NUM
easat-3133	38	18	]	]	PUNCT
easat-3133	38	19	.	.	PUNCT
easat-3133	39	1	similarly	similarly	ADV
easat-3133	39	2	,	,	PUNCT
easat-3133	39	3	topic	topic	NOUN
easat-3133	39	4	modeling	modeling	NOUN
easat-3133	39	5	allows	allow	VERB
easat-3133	39	6	researchers	researcher	NOUN
easat-3133	39	7	to	to	PART
easat-3133	39	8	identify	identify	VERB
easat-3133	39	9	hidden	hide	VERB
easat-3133	39	10	thematic	thematic	ADJ
easat-3133	39	11	structures	structure	NOUN
easat-3133	39	12	within	within	ADP
easat-3133	39	13	texts	text	NOUN
easat-3133	39	14	,	,	PUNCT
easat-3133	39	15	particularly	particularly	ADV
easat-3133	39	16	latent	latent	ADJ
easat-3133	39	17	dirichlet	dirichlet	NOUN
easat-3133	39	18	allocation	allocation	NOUN
easat-3133	39	19	[	[	X
easat-3133	39	20	12	12	NUM
easat-3133	39	21	]	]	PUNCT
easat-3133	39	22	.	.	PUNCT
easat-3133	40	1	machine	machine	NOUN
easat-3133	40	2	learning	learning	NOUN
easat-3133	40	3	,	,	PUNCT
easat-3133	40	4	especially	especially	ADV
easat-3133	40	5	text	text	NOUN
easat-3133	40	6	classification	classification	NOUN
easat-3133	40	7	,	,	PUNCT
easat-3133	40	8	has	have	AUX
easat-3133	40	9	also	also	ADV
easat-3133	40	10	paved	pave	VERB
easat-3133	40	11	the	the	DET
easat-3133	40	12	way	way	NOUN
easat-3133	40	13	for	for	ADP
easat-3133	40	14	categorizing	categorize	VERB
easat-3133	40	15	qualitative	qualitative	ADJ
easat-3133	40	16	data	datum	NOUN
easat-3133	40	17	based	base	VERB
easat-3133	40	18	on	on	ADP
easat-3133	40	19	predefined	predefine	VERB
easat-3133	40	20	criteria	criterion	NOUN
easat-3133	40	21	[	[	X
easat-3133	40	22	13	13	NUM
easat-3133	40	23	]	]	PUNCT
easat-3133	40	24	.	.	PUNCT
easat-3133	41	1	despite	despite	SCONJ
easat-3133	41	2	their	their	PRON
easat-3133	41	3	promise	promise	NOUN
easat-3133	41	4	,	,	PUNCT
easat-3133	41	5	computational	computational	ADJ
easat-3133	41	6	approaches	approach	NOUN
easat-3133	41	7	are	be	AUX
easat-3133	41	8	not	not	PART
easat-3133	41	9	without	without	ADP
easat-3133	41	10	their	their	PRON
easat-3133	41	11	challenges	challenge	NOUN
easat-3133	41	12	.	.	PUNCT
easat-3133	42	1	the	the	DET
easat-3133	42	2	nuanced	nuanced	ADJ
easat-3133	42	3	intricacies	intricacy	NOUN
easat-3133	42	4	of	of	ADP
easat-3133	42	5	human	human	ADJ
easat-3133	42	6	language	language	NOUN
easat-3133	42	7	can	can	AUX
easat-3133	42	8	sometimes	sometimes	ADV
easat-3133	42	9	be	be	AUX
easat-3133	42	10	lost	lose	VERB
easat-3133	42	11	,	,	PUNCT
easat-3133	42	12	leading	lead	VERB
easat-3133	42	13	to	to	ADP
easat-3133	42	14	oversimplified	oversimplified	ADJ
easat-3133	42	15	analyses	analysis	NOUN
easat-3133	42	16	[	[	X
easat-3133	42	17	14	14	NUM
easat-3133	42	18	]	]	PUNCT
easat-3133	42	19	.	.	PUNCT
easat-3133	43	1	algorithmic	algorithmic	ADJ
easat-3133	43	2	biases	bias	NOUN
easat-3133	43	3	are	be	AUX
easat-3133	43	4	a	a	DET
easat-3133	43	5	growing	grow	VERB
easat-3133	43	6	concern	concern	NOUN
easat-3133	43	7	,	,	PUNCT
easat-3133	43	8	with	with	ADP
easat-3133	43	9	models	model	NOUN
easat-3133	43	10	potentially	potentially	ADV
easat-3133	43	11	reflecting	reflect	VERB
easat-3133	43	12	societal	societal	ADJ
easat-3133	43	13	biases	bias	NOUN
easat-3133	43	14	in	in	ADP
easat-3133	43	15	training	training	NOUN
easat-3133	43	16	data	datum	NOUN
easat-3133	43	17	[	[	X
easat-3133	43	18	15	15	NUM
easat-3133	43	19	]	]	PUNCT
easat-3133	43	20	.	.	PUNCT
easat-3133	44	1	ensuring	ensure	VERB
easat-3133	44	2	the	the	DET
easat-3133	44	3	reliability	reliability	NOUN
easat-3133	44	4	and	and	CCONJ
easat-3133	44	5	validity	validity	NOUN
easat-3133	44	6	of	of	ADP
easat-3133	44	7	automated	automate	VERB
easat-3133	44	8	analyses	analysis	NOUN
easat-3133	44	9	is	be	AUX
easat-3133	44	10	a	a	DET
easat-3133	44	11	paramount	paramount	ADJ
easat-3133	44	12	challenge	challenge	NOUN
easat-3133	44	13	that	that	PRON
easat-3133	44	14	researchers	researcher	NOUN
easat-3133	44	15	must	must	AUX
easat-3133	44	16	address	address	VERB
easat-3133	44	17	[	[	X
easat-3133	44	18	16	16	NUM
easat-3133	44	19	]	]	PUNCT
easat-3133	44	20	.	.	PUNCT
easat-3133	45	1	the	the	DET
easat-3133	45	2	swift	swift	ADJ
easat-3133	45	3	advancement	advancement	NOUN
easat-3133	45	4	of	of	ADP
easat-3133	45	5	transfer	transfer	NOUN
easat-3133	45	6	learning	learning	NOUN
easat-3133	45	7	models	model	NOUN
easat-3133	45	8	such	such	ADJ
easat-3133	45	9	as	as	ADP
easat-3133	45	10	bert	bert	PROPN
easat-3133	45	11	(	(	PUNCT
easat-3133	45	12	bidirectional	bidirectional	ADJ
easat-3133	45	13	encoder	encoder	NOUN
easat-3133	45	14	representations	representation	VERB
easat-3133	45	15	from	from	ADP
easat-3133	45	16	transformers	transformer	NOUN
easat-3133	45	17	)	)	PUNCT
easat-3133	45	18	and	and	CCONJ
easat-3133	45	19	gpt	gpt	NOUN
easat-3133	45	20	(	(	PUNCT
easat-3133	45	21	generative	generative	ADJ
easat-3133	45	22	pre	pre	ADJ
easat-3133	45	23	-	-	ADJ
easat-3133	45	24	trained	train	VERB
easat-3133	45	25	transformer	transformer	NOUN
easat-3133	45	26	)	)	PUNCT
easat-3133	45	27	carries	carry	VERB
easat-3133	45	28	considerable	considerable	ADJ
easat-3133	45	29	promise	promise	NOUN
easat-3133	45	30	for	for	ADP
easat-3133	45	31	qualitative	qualitative	ADJ
easat-3133	45	32	research	research	NOUN
easat-3133	46	1	[	[	X
easat-3133	46	2	17	17	NUM
easat-3133	46	3	]	]	PUNCT
easat-3133	46	4	.	.	PUNCT
easat-3133	47	1	active	active	ADJ
easat-3133	47	2	learning	learning	NOUN
easat-3133	47	3	systems	system	NOUN
easat-3133	47	4	,	,	PUNCT
easat-3133	47	5	integrating	integrate	VERB
easat-3133	47	6	human	human	ADJ
easat-3133	47	7	expertise	expertise	NOUN
easat-3133	47	8	with	with	ADP
easat-3133	47	9	computational	computational	ADJ
easat-3133	47	10	efficiency	efficiency	NOUN
easat-3133	47	11	,	,	PUNCT
easat-3133	47	12	offer	offer	VERB
easat-3133	47	13	a	a	DET
easat-3133	47	14	promising	promising	ADJ
easat-3133	47	15	direction	direction	NOUN
easat-3133	47	16	for	for	ADP
easat-3133	47	17	ensuring	ensure	VERB
easat-3133	47	18	quality	quality	NOUN
easat-3133	47	19	while	while	SCONJ
easat-3133	47	20	managing	manage	VERB
easat-3133	47	21	large	large	ADJ
easat-3133	47	22	datasets	dataset	NOUN
easat-3133	47	23	[	[	X
easat-3133	47	24	18	18	NUM
easat-3133	47	25	]	]	PUNCT
easat-3133	47	26	.	.	PUNCT
easat-3133	48	1	as	as	ADP
easat-3133	48	2	with	with	ADP
easat-3133	48	3	all	all	DET
easat-3133	48	4	technological	technological	ADJ
easat-3133	48	5	advancements	advancement	NOUN
easat-3133	48	6	,	,	PUNCT
easat-3133	48	7	ethical	ethical	ADJ
easat-3133	48	8	considerations	consideration	NOUN
easat-3133	48	9	will	will	AUX
easat-3133	48	10	be	be	AUX
easat-3133	48	11	essential	essential	ADJ
easat-3133	48	12	,	,	PUNCT
easat-3133	48	13	especially	especially	ADV
easat-3133	48	14	concerning	concern	VERB
easat-3133	48	15	data	data	NOUN
easat-3133	48	16	privacy	privacy	NOUN
easat-3133	48	17	and	and	CCONJ
easat-3133	48	18	fairness	fairness	NOUN
easat-3133	48	19	[	[	X
easat-3133	48	20	19	19	NUM
easat-3133	48	21	]	]	PUNCT
easat-3133	48	22	.	.	PUNCT
easat-3133	49	1	3	3	X
easat-3133	49	2	.	.	X
easat-3133	49	3	methodology	methodology	NOUN
easat-3133	49	4	this	this	DET
easat-3133	49	5	research	research	NOUN
easat-3133	49	6	compares	compare	VERB
easat-3133	49	7	linguistic	linguistic	ADJ
easat-3133	49	8	models	model	NOUN
easat-3133	49	9	to	to	PART
easat-3133	49	10	provide	provide	VERB
easat-3133	49	11	a	a	DET
easat-3133	49	12	general	general	ADJ
easat-3133	49	13	overview	overview	NOUN
easat-3133	49	14	of	of	ADP
easat-3133	49	15	the	the	DET
easat-3133	49	16	main	main	ADJ
easat-3133	49	17	objectives	objective	NOUN
easat-3133	49	18	,	,	PUNCT
easat-3133	49	19	key	key	ADJ
easat-3133	49	20	features	feature	NOUN
easat-3133	49	21	,	,	PUNCT
easat-3133	49	22	and	and	CCONJ
easat-3133	49	23	primary	primary	ADJ
easat-3133	49	24	use	use	NOUN
easat-3133	49	25	cases	case	NOUN
easat-3133	49	26	.	.	PUNCT
easat-3133	50	1	table	table	NOUN
easat-3133	50	2	1	1	NUM
easat-3133	50	3	depicts	depict	VERB
easat-3133	50	4	the	the	DET
easat-3133	50	5	comparison	comparison	NOUN
easat-3133	50	6	.	.	PUNCT
easat-3133	51	1	5043	5043	NUM
easat-3133	51	2	edelweiss	edelweiss	PROPN
easat-3133	51	3	applied	apply	VERB
easat-3133	51	4	science	science	NOUN
easat-3133	51	5	and	and	CCONJ
easat-3133	51	6	technology	technology	NOUN
easat-3133	51	7	issn	issn	PROPN
easat-3133	51	8	:	:	PUNCT
easat-3133	51	9	2576	2576	NUM
easat-3133	51	10	-	-	SYM
easat-3133	51	11	8484	8484	NUM
easat-3133	51	12	vol	vol	NOUN
easat-3133	51	13	.	.	PROPN
easat-3133	51	14	8	8	NUM
easat-3133	51	15	,	,	PUNCT
easat-3133	51	16	no	no	INTJ
easat-3133	51	17	.	.	NOUN
easat-3133	52	1	6	6	NUM
easat-3133	52	2	:	:	SYM
easat-3133	52	3	5041	5041	NUM
easat-3133	52	4	-	-	SYM
easat-3133	52	5	5049	5049	NUM
easat-3133	52	6	,	,	PUNCT
easat-3133	52	7	2024	2024	NUM
easat-3133	52	8	doi	doi	NOUN
easat-3133	52	9	:	:	PUNCT
easat-3133	52	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	52	11	©	©	ADP
easat-3133	52	12	2024	2024	NUM
easat-3133	52	13	by	by	ADP
easat-3133	52	14	the	the	DET
easat-3133	52	15	authors	author	NOUN
easat-3133	52	16	;	;	PUNCT
easat-3133	52	17	licensee	licensee	PROPN
easat-3133	52	18	learning	learn	VERB
easat-3133	52	19	gate	gate	NOUN
easat-3133	52	20	table	table	NOUN
easat-3133	52	21	1	1	NUM
easat-3133	52	22	.	.	PUNCT
easat-3133	52	23	comparison	comparison	NOUN
easat-3133	52	24	of	of	ADP
easat-3133	52	25	models	model	NOUN
easat-3133	52	26	in	in	ADP
easat-3133	52	27	natural	natural	ADJ
easat-3133	52	28	language	language	NOUN
easat-3133	52	29	processing	processing	NOUN
easat-3133	52	30	.	.	PUNCT
easat-3133	53	1	model	model	NOUN
easat-3133	53	2	/	/	SYM
easat-3133	53	3	paper	paper	NOUN
easat-3133	53	4	date	date	NOUN
easat-3133	53	5	purpose	purpose	NOUN
easat-3133	53	6	characteristics	characteristic	VERB
easat-3133	53	7	appliances	appliance	NOUN
easat-3133	53	8	bert	bert	NOUN
easat-3133	53	9	[	[	X
easat-3133	53	10	17	17	NUM
easat-3133	53	11	]	]	SYM
easat-3133	53	12	2018	2018	NUM
easat-3133	53	13	training	training	NOUN
easat-3133	53	14	bidirectional	bidirectional	ADJ
easat-3133	53	15	transformers	transformer	NOUN
easat-3133	53	16	in	in	ADP
easat-3133	53	17	advance	advance	NOUN
easat-3133	53	18	to	to	PART
easat-3133	53	19	grasp	grasp	VERB
easat-3133	53	20	language	language	NOUN
easat-3133	53	21	employs	employ	VERB
easat-3133	53	22	transformer	transformer	NOUN
easat-3133	53	23	framework	framework	NOUN
easat-3133	53	24	.	.	PUNCT
easat-3133	54	1	context	context	NOUN
easat-3133	54	2	is	be	AUX
easat-3133	54	3	understood	understand	VERB
easat-3133	54	4	in	in	ADP
easat-3133	54	5	both	both	DET
easat-3133	54	6	directions	direction	NOUN
easat-3133	54	7	.	.	PUNCT
easat-3133	55	1	utilizes	utilize	VERB
easat-3133	55	2	a	a	DET
easat-3133	55	3	masked	masked	ADJ
easat-3133	55	4	language	language	NOUN
easat-3133	55	5	model	model	NOUN
easat-3133	55	6	.	.	PUNCT
easat-3133	56	1	text	text	NOUN
easat-3133	56	2	classification	classification	NOUN
easat-3133	56	3	,	,	PUNCT
easat-3133	56	4	q&a	q&a	PROPN
easat-3133	56	5	,	,	PUNCT
easat-3133	56	6	ner	ner	NOUN
easat-3133	56	7	gpt	gpt	NOUN
easat-3133	57	1	[	[	X
easat-3133	57	2	20	20	NUM
easat-3133	57	3	]	]	SYM
easat-3133	57	4	2018	2018	NUM
easat-3133	57	5	enhancing	enhance	VERB
easat-3133	57	6	comprehension	comprehension	NOUN
easat-3133	57	7	of	of	ADP
easat-3133	57	8	language	language	NOUN
easat-3133	57	9	through	through	ADP
easat-3133	57	10	self	self	NOUN
easat-3133	57	11	-	-	PUNCT
easat-3133	57	12	taught	teach	VERB
easat-3133	57	13	learning	learning	NOUN
easat-3133	57	14	methods	method	NOUN
easat-3133	57	15	based	base	VERB
easat-3133	57	16	on	on	ADP
easat-3133	57	17	transformer	transformer	NOUN
easat-3133	57	18	technology	technology	NOUN
easat-3133	57	19	.	.	PUNCT
easat-3133	58	1	context	context	NOUN
easat-3133	58	2	is	be	AUX
easat-3133	58	3	processed	process	VERB
easat-3133	58	4	from	from	ADP
easat-3133	58	5	left	leave	VERB
easat-3133	58	6	to	to	ADP
easat-3133	58	7	right	right	NOUN
easat-3133	58	8	.	.	PUNCT
easat-3133	59	1	pre	pre	VERB
easat-3133	59	2	-	-	VERB
easat-3133	59	3	training	training	NOUN
easat-3133	59	4	with	with	ADP
easat-3133	59	5	a	a	DET
easat-3133	59	6	generative	generative	ADJ
easat-3133	59	7	approach	approach	NOUN
easat-3133	59	8	.	.	PUNCT
easat-3133	60	1	text	text	NOUN
easat-3133	60	2	generation	generation	NOUN
easat-3133	60	3	,	,	PUNCT
easat-3133	60	4	fine	fine	ADV
easat-3133	60	5	-	-	PUNCT
easat-3133	60	6	tuning	tune	VERB
easat-3133	60	7	tasks	task	NOUN
easat-3133	60	8	transformers/	transformers/	NUM
easat-3133	60	9	attention	attention	NOUN
easat-3133	61	1	[	[	X
easat-3133	61	2	7	7	NUM
easat-3133	61	3	]	]	SYM
easat-3133	61	4	2017	2017	NUM
easat-3133	61	5	proposing	propose	VERB
easat-3133	61	6	the	the	DET
easat-3133	61	7	transformer	transformer	ADJ
easat-3133	61	8	architecture	architecture	NOUN
easat-3133	61	9	without	without	ADP
easat-3133	61	10	recurrent	recurrent	ADJ
easat-3133	61	11	layers	layer	NOUN
easat-3133	61	12	attention	attention	NOUN
easat-3133	61	13	mechanism	mechanism	NOUN
easat-3133	61	14	.	.	PUNCT
easat-3133	62	1	scales	scale	NOUN
easat-3133	62	2	are	be	AUX
easat-3133	62	3	better	well	ADJ
easat-3133	62	4	than	than	ADP
easat-3133	62	5	rnns	rnns	NOUN
easat-3133	62	6	or	or	CCONJ
easat-3133	62	7	cnns	cnn	NOUN
easat-3133	62	8	.	.	PUNCT
easat-3133	63	1	foundation	foundation	NOUN
easat-3133	63	2	for	for	ADP
easat-3133	63	3	many	many	ADJ
easat-3133	63	4	subsequent	subsequent	ADJ
easat-3133	63	5	models	model	NOUN
easat-3133	63	6	t5	t5	PROPN
easat-3133	64	1	[	[	X
easat-3133	64	2	21	21	NUM
easat-3133	64	3	]	]	SYM
easat-3133	64	4	2019	2019	NUM
easat-3133	64	5	investigating	investigate	VERB
easat-3133	64	6	transfer	transfer	NOUN
easat-3133	64	7	learning	learn	VERB
easat-3133	64	8	through	through	ADP
easat-3133	64	9	a	a	DET
easat-3133	64	10	cohesive	cohesive	ADJ
easat-3133	64	11	text	text	NOUN
easat-3133	64	12	-	-	PUNCT
easat-3133	64	13	to	to	ADP
easat-3133	64	14	-	-	PUNCT
easat-3133	64	15	text	text	NOUN
easat-3133	64	16	approach	approach	NOUN
easat-3133	64	17	approaches	approach	VERB
easat-3133	64	18	all	all	DET
easat-3133	64	19	nlp	nlp	ADJ
easat-3133	64	20	challenges	challenge	NOUN
easat-3133	64	21	as	as	ADP
easat-3133	64	22	text	text	NOUN
easat-3133	64	23	-	-	PUNCT
easat-3133	64	24	to	to	ADP
easat-3133	64	25	-	-	PUNCT
easat-3133	64	26	text	text	NOUN
easat-3133	64	27	tasks	task	NOUN
easat-3133	64	28	.	.	PUNCT
easat-3133	65	1	integrated	integrate	VERB
easat-3133	65	2	approach	approach	NOUN
easat-3133	65	3	.	.	PUNCT
easat-3133	66	1	translation	translation	NOUN
easat-3133	66	2	,	,	PUNCT
easat-3133	66	3	summarization	summarization	NOUN
easat-3133	66	4	,	,	PUNCT
easat-3133	66	5	q&a	q&a	PROPN
easat-3133	66	6	roberta	roberta	PROPN
easat-3133	67	1	[	[	X
easat-3133	67	2	22	22	NUM
easat-3133	67	3	]	]	SYM
easat-3133	67	4	2019	2019	NUM
easat-3133	67	5	optimizing	optimize	VERB
easat-3133	67	6	the	the	DET
easat-3133	67	7	pretraining	pretraining	NOUN
easat-3133	67	8	of	of	ADP
easat-3133	67	9	the	the	DET
easat-3133	67	10	bert	bert	PROPN
easat-3133	67	11	model	model	NOUN
easat-3133	67	12	differences	difference	NOUN
easat-3133	67	13	in	in	ADP
easat-3133	67	14	the	the	DET
easat-3133	67	15	size	size	NOUN
easat-3133	67	16	of	of	ADP
easat-3133	67	17	the	the	DET
easat-3133	67	18	model	model	NOUN
easat-3133	67	19	,	,	PUNCT
easat-3133	67	20	the	the	DET
easat-3133	67	21	amount	amount	NOUN
easat-3133	67	22	of	of	ADP
easat-3133	67	23	training	training	NOUN
easat-3133	67	24	data	datum	NOUN
easat-3133	67	25	,	,	PUNCT
easat-3133	67	26	and	and	CCONJ
easat-3133	67	27	the	the	DET
easat-3133	67	28	duration	duration	NOUN
easat-3133	67	29	of	of	ADP
easat-3133	67	30	training	training	NOUN
easat-3133	67	31	.	.	PUNCT
easat-3133	68	1	eliminates	eliminate	VERB
easat-3133	68	2	next	next	ADJ
easat-3133	68	3	sentence	sentence	NOUN
easat-3133	68	4	prediction	prediction	NOUN
easat-3133	68	5	(	(	PUNCT
easat-3133	68	6	nsp	nsp	PROPN
easat-3133	68	7	)	)	PUNCT
easat-3133	68	8	,	,	PUNCT
easat-3133	68	9	utilizes	utilize	VERB
easat-3133	68	10	additional	additional	ADJ
easat-3133	68	11	data	datum	NOUN
easat-3133	68	12	,	,	PUNCT
easat-3133	68	13	and	and	CCONJ
easat-3133	68	14	extends	extend	VERB
easat-3133	68	15	training	training	NOUN
easat-3133	68	16	period	period	NOUN
easat-3133	68	17	.	.	PUNCT
easat-3133	69	1	like	like	SCONJ
easat-3133	69	2	bert	bert	PROPN
easat-3133	69	3	's	's	PART
easat-3133	69	4	usecases	usecase	NOUN
easat-3133	69	5	distilbert	distilbert	VERB
easat-3133	69	6	[	[	X
easat-3133	69	7	23	23	NUM
easat-3133	69	8	]	]	SYM
easat-3133	69	9	2019	2019	NUM
easat-3133	69	10	developing	develop	VERB
easat-3133	69	11	a	a	DET
easat-3133	69	12	more	more	ADV
easat-3133	69	13	streamlined	streamlined	ADJ
easat-3133	69	14	version	version	NOUN
easat-3133	69	15	of	of	ADP
easat-3133	69	16	bert	bert	PROPN
easat-3133	69	17	reduced	reduce	VERB
easat-3133	69	18	size	size	NOUN
easat-3133	69	19	by	by	ADP
easat-3133	69	20	40	40	NUM
easat-3133	69	21	%	%	NOUN
easat-3133	69	22	while	while	SCONJ
easat-3133	69	23	maintaining	maintain	VERB
easat-3133	69	24	95	95	NUM
easat-3133	69	25	%	%	NOUN
easat-3133	69	26	of	of	ADP
easat-3133	69	27	bert	bert	PROPN
easat-3133	69	28	's	's	PART
easat-3133	69	29	effectiveness	effectiveness	NOUN
easat-3133	69	30	.	.	PUNCT
easat-3133	70	1	utilizes	utilize	VERB
easat-3133	70	2	the	the	DET
easat-3133	70	3	technique	technique	NOUN
easat-3133	70	4	of	of	ADP
easat-3133	70	5	knowledge	knowledge	NOUN
easat-3133	70	6	distillation	distillation	NOUN
easat-3133	70	7	.	.	PUNCT
easat-3133	71	1	where	where	SCONJ
easat-3133	71	2	bert	bert	PROPN
easat-3133	71	3	is	be	AUX
easat-3133	71	4	too	too	ADV
easat-3133	71	5	large	large	ADJ
easat-3133	71	6	or	or	CCONJ
easat-3133	71	7	slow	slow	ADJ
easat-3133	71	8	electra	electra	NOUN
easat-3133	72	1	[	[	X
easat-3133	72	2	24	24	NUM
easat-3133	72	3	]	]	PUNCT
easat-3133	72	4	2020	2020	NUM
easat-3133	72	5	introducing	introduce	VERB
easat-3133	72	6	a	a	DET
easat-3133	72	7	novel	novel	ADJ
easat-3133	72	8	approach	approach	NOUN
easat-3133	72	9	to	to	ADP
easat-3133	72	10	pretraining	pretraine	VERB
easat-3133	72	11	substitutes	substitute	NOUN
easat-3133	72	12	masked	mask	VERB
easat-3133	72	13	tokens	token	NOUN
easat-3133	72	14	and	and	CCONJ
easat-3133	72	15	attempts	attempt	NOUN
easat-3133	72	16	to	to	PART
easat-3133	72	17	identify	identify	VERB
easat-3133	72	18	these	these	DET
easat-3133	72	19	substitutions	substitution	NOUN
easat-3133	72	20	.	.	PUNCT
easat-3133	73	1	more	more	ADV
easat-3133	73	2	effective	effective	ADJ
easat-3133	73	3	compared	compare	VERB
easat-3133	73	4	to	to	ADP
easat-3133	73	5	methods	method	NOUN
easat-3133	73	6	based	base	VERB
easat-3133	73	7	on	on	ADP
easat-3133	73	8	masked	masked	ADJ
easat-3133	73	9	language	language	NOUN
easat-3133	73	10	modeling	modeling	NOUN
easat-3133	73	11	(	(	PUNCT
easat-3133	73	12	mlm	mlm	PROPN
easat-3133	73	13	)	)	PUNCT
easat-3133	73	14	.	.	PUNCT
easat-3133	74	1	text	text	NOUN
easat-3133	74	2	classification	classification	NOUN
easat-3133	74	3	,	,	PUNCT
easat-3133	74	4	q&a	q&a	PROPN
easat-3133	74	5	universal	universal	ADJ
easat-3133	74	6	sentence	sentence	NOUN
easat-3133	74	7	encoder	encoder	NOUN
easat-3133	75	1	[	[	X
easat-3133	75	2	25	25	NUM
easat-3133	75	3	]	]	SYM
easat-3133	75	4	2018	2018	NUM
easat-3133	75	5	encoding	encode	VERB
easat-3133	75	6	sentences	sentence	NOUN
easat-3133	75	7	into	into	ADP
easat-3133	75	8	fixed	fix	VERB
easat-3133	75	9	-	-	PUNCT
easat-3133	75	10	size	size	NOUN
easat-3133	75	11	embeddings	embedding	NOUN
easat-3133	75	12	captures	capture	VERB
easat-3133	75	13	semantic	semantic	ADJ
easat-3133	75	14	meaning	meaning	NOUN
easat-3133	75	15	trained	train	VERB
easat-3133	75	16	in	in	ADP
easat-3133	75	17	various	various	ADJ
easat-3133	75	18	tasks	task	NOUN
easat-3133	75	19	,	,	PUNCT
easat-3133	75	20	including	include	VERB
easat-3133	75	21	snli	snli	NOUN
easat-3133	75	22	provides	provide	VERB
easat-3133	75	23	transfer	transfer	NOUN
easat-3133	75	24	learning	learning	NOUN
easat-3133	75	25	to	to	ADP
easat-3133	75	26	new	new	ADJ
easat-3133	75	27	tasks	task	NOUN
easat-3133	75	28	semantic	semantic	ADJ
easat-3133	75	29	textual	textual	ADJ
easat-3133	75	30	similarity	similarity	NOUN
easat-3133	75	31	,	,	PUNCT
easat-3133	75	32	clustering	cluster	VERB
easat-3133	75	33	5044	5044	NUM
easat-3133	75	34	edelweiss	edelweiss	PROPN
easat-3133	75	35	applied	apply	VERB
easat-3133	75	36	science	science	NOUN
easat-3133	75	37	and	and	CCONJ
easat-3133	75	38	technology	technology	NOUN
easat-3133	75	39	issn	issn	PROPN
easat-3133	75	40	:	:	PUNCT
easat-3133	75	41	2576	2576	NUM
easat-3133	75	42	-	-	SYM
easat-3133	75	43	8484	8484	NUM
easat-3133	75	44	vol	vol	NOUN
easat-3133	75	45	.	.	PROPN
easat-3133	75	46	8	8	NUM
easat-3133	75	47	,	,	PUNCT
easat-3133	75	48	no	no	INTJ
easat-3133	75	49	.	.	NOUN
easat-3133	76	1	6	6	NUM
easat-3133	76	2	:	:	SYM
easat-3133	76	3	5041	5041	NUM
easat-3133	76	4	-	-	SYM
easat-3133	76	5	5049	5049	NUM
easat-3133	76	6	,	,	PUNCT
easat-3133	76	7	2024	2024	NUM
easat-3133	76	8	doi	doi	NOUN
easat-3133	76	9	:	:	PUNCT
easat-3133	76	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	76	11	©	©	ADP
easat-3133	76	12	2024	2024	NUM
easat-3133	76	13	by	by	ADP
easat-3133	76	14	the	the	DET
easat-3133	76	15	authors	author	NOUN
easat-3133	76	16	;	;	PUNCT
easat-3133	76	17	licensee	licensee	PROPN
easat-3133	76	18	learning	learning	NOUN
easat-3133	76	19	gate	gate	NOUN
easat-3133	76	20	according	accord	VERB
easat-3133	76	21	to	to	ADP
easat-3133	76	22	the	the	DET
easat-3133	76	23	above	above	ADJ
easat-3133	76	24	,	,	PUNCT
easat-3133	76	25	neural	neural	ADJ
easat-3133	76	26	network	network	NOUN
easat-3133	76	27	models	model	NOUN
easat-3133	76	28	based	base	VERB
easat-3133	76	29	on	on	ADP
easat-3133	76	30	transformers	transformer	NOUN
easat-3133	76	31	are	be	AUX
easat-3133	76	32	the	the	DET
easat-3133	76	33	most	most	ADV
easat-3133	76	34	suitable	suitable	ADJ
easat-3133	76	35	techniques	technique	NOUN
easat-3133	76	36	for	for	ADP
easat-3133	76	37	computational	computational	ADJ
easat-3133	76	38	linguistics	linguistic	NOUN
easat-3133	76	39	.	.	PUNCT
easat-3133	77	1	a	a	DET
easat-3133	77	2	large	large	ADJ
easat-3133	77	3	amount	amount	NOUN
easat-3133	77	4	of	of	ADP
easat-3133	77	5	textual	textual	ADJ
easat-3133	77	6	data	datum	NOUN
easat-3133	77	7	is	be	AUX
easat-3133	77	8	required	require	VERB
easat-3133	77	9	to	to	PART
easat-3133	77	10	work	work	VERB
easat-3133	77	11	with	with	ADP
easat-3133	77	12	transformers	transformer	NOUN
easat-3133	77	13	.	.	PUNCT
easat-3133	78	1	this	this	DET
easat-3133	78	2	research	research	NOUN
easat-3133	78	3	creates	create	VERB
easat-3133	78	4	a	a	DET
easat-3133	78	5	linguistic	linguistic	ADJ
easat-3133	78	6	corpus	corpus	NOUN
easat-3133	78	7	based	base	VERB
easat-3133	78	8	on	on	ADP
easat-3133	78	9	the	the	DET
easat-3133	78	10	doctoral	doctoral	ADJ
easat-3133	78	11	and	and	CCONJ
easat-3133	78	12	master	master	NOUN
easat-3133	78	13	's	's	PART
easat-3133	78	14	theses	thesis	NOUN
easat-3133	78	15	related	relate	VERB
easat-3133	78	16	to	to	ADP
easat-3133	78	17	education	education	NOUN
easat-3133	78	18	sciences	science	NOUN
easat-3133	78	19	from	from	ADP
easat-3133	78	20	the	the	DET
easat-3133	78	21	university	university	NOUN
easat-3133	78	22	of	of	ADP
easat-3133	78	23	nariño	nariño	NOUN
easat-3133	78	24	's	's	PART
easat-3133	78	25	digital	digital	ADJ
easat-3133	78	26	repository	repository	NOUN
easat-3133	78	27	.	.	PUNCT
easat-3133	79	1	the	the	DET
easat-3133	79	2	alberto	alberto	PROPN
easat-3133	79	3	quijano	quijano	PROPN
easat-3133	79	4	guerrero	guerrero	PROPN
easat-3133	79	5	library	library	PROPN
easat-3133	79	6	at	at	ADP
easat-3133	79	7	the	the	DET
easat-3133	79	8	university	university	NOUN
easat-3133	79	9	of	of	ADP
easat-3133	79	10	nariño	nariño	NOUN
easat-3133	79	11	provides	provide	VERB
easat-3133	79	12	such	such	ADJ
easat-3133	79	13	information	information	NOUN
easat-3133	79	14	.	.	PUNCT
easat-3133	80	1	in	in	ADP
easat-3133	80	2	addition	addition	NOUN
easat-3133	80	3	,	,	PUNCT
easat-3133	80	4	the	the	DET
easat-3133	80	5	linguistic	linguistic	ADJ
easat-3133	80	6	corpus	corpus	NOUN
easat-3133	80	7	is	be	AUX
easat-3133	80	8	enriched	enrich	VERB
easat-3133	80	9	by	by	ADP
easat-3133	80	10	using	use	VERB
easat-3133	80	11	some	some	DET
easat-3133	80	12	open	open	ADJ
easat-3133	80	13	datasets	dataset	NOUN
easat-3133	80	14	related	relate	VERB
easat-3133	80	15	to	to	ADP
easat-3133	80	16	the	the	DET
easat-3133	80	17	word2vect	word2vect	ADJ
easat-3133	80	18	initiative	initiative	NOUN
easat-3133	80	19	,	,	PUNCT
easat-3133	80	20	which	which	PRON
easat-3133	80	21	are	be	AUX
easat-3133	80	22	available	available	ADJ
easat-3133	80	23	in	in	ADP
easat-3133	80	24	the	the	DET
easat-3133	80	25	hugging	hugging	NOUN
easat-3133	80	26	face	face	NOUN
easat-3133	80	27	repository	repository	NOUN
easat-3133	80	28	.	.	PUNCT
easat-3133	81	1	in	in	ADP
easat-3133	81	2	this	this	DET
easat-3133	81	3	way	way	NOUN
easat-3133	81	4	,	,	PUNCT
easat-3133	81	5	model	model	NOUN
easat-3133	81	6	architecture	architecture	NOUN
easat-3133	81	7	is	be	AUX
easat-3133	81	8	created	create	VERB
easat-3133	81	9	to	to	PART
easat-3133	81	10	be	be	AUX
easat-3133	81	11	trained	train	VERB
easat-3133	81	12	by	by	ADP
easat-3133	81	13	the	the	DET
easat-3133	81	14	dataset	dataset	NOUN
easat-3133	81	15	due	due	ADP
easat-3133	81	16	to	to	ADP
easat-3133	81	17	the	the	DET
easat-3133	81	18	linguistic	linguistic	ADJ
easat-3133	81	19	corpus	corpus	NOUN
easat-3133	81	20	,	,	PUNCT
easat-3133	81	21	shown	show	VERB
easat-3133	81	22	in	in	ADP
easat-3133	81	23	figure	figure	NOUN
easat-3133	81	24	1	1	NUM
easat-3133	81	25	.	.	PUNCT
easat-3133	81	26	figure	figure	NOUN
easat-3133	81	27	1	1	NUM
easat-3133	81	28	.	.	PUNCT
easat-3133	81	29	model	model	NOUN
easat-3133	81	30	architecture	architecture	NOUN
easat-3133	81	31	of	of	ADP
easat-3133	81	32	the	the	DET
easat-3133	81	33	neural	neural	ADJ
easat-3133	81	34	networks	network	NOUN
easat-3133	81	35	for	for	ADP
easat-3133	81	36	the	the	DET
easat-3133	81	37	computational	computational	ADJ
easat-3133	81	38	solution	solution	NOUN
easat-3133	81	39	.	.	PUNCT
easat-3133	82	1	once	once	SCONJ
easat-3133	82	2	the	the	DET
easat-3133	82	3	neural	neural	ADJ
easat-3133	82	4	network	network	NOUN
easat-3133	82	5	architecture	architecture	NOUN
easat-3133	82	6	has	have	AUX
easat-3133	82	7	been	be	AUX
easat-3133	82	8	created	create	VERB
easat-3133	82	9	and	and	CCONJ
easat-3133	82	10	deployed	deploy	VERB
easat-3133	82	11	through	through	ADP
easat-3133	82	12	the	the	DET
easat-3133	82	13	galeras.net	galeras.net	PROPN
easat-3133	82	14	research	research	NOUN
easat-3133	82	15	group	group	NOUN
easat-3133	82	16	,	,	PUNCT
easat-3133	82	17	the	the	DET
easat-3133	82	18	training	training	NOUN
easat-3133	82	19	dataset	dataset	NOUN
easat-3133	82	20	is	be	AUX
easat-3133	82	21	inserted	insert	VERB
easat-3133	82	22	into	into	ADP
easat-3133	82	23	such	such	DET
easat-3133	82	24	a	a	DET
easat-3133	82	25	neural	neural	ADJ
easat-3133	82	26	network	network	NOUN
easat-3133	82	27	model	model	NOUN
easat-3133	82	28	.	.	PUNCT
easat-3133	83	1	the	the	DET
easat-3133	83	2	necessary	necessary	ADJ
easat-3133	83	3	links	link	NOUN
easat-3133	83	4	can	can	AUX
easat-3133	83	5	be	be	AUX
easat-3133	83	6	established	establish	VERB
easat-3133	83	7	to	to	PART
easat-3133	83	8	predict	predict	VERB
easat-3133	83	9	categories	category	NOUN
easat-3133	83	10	through	through	ADP
easat-3133	83	11	learning	learn	VERB
easat-3133	83	12	iterations	iteration	NOUN
easat-3133	83	13	—	—	PUNCT
easat-3133	83	14	epochs—.	epochs—.	NOUN
easat-3133	83	15	there	there	PRON
easat-3133	83	16	are	be	VERB
easat-3133	83	17	some	some	DET
easat-3133	83	18	general	general	ADJ
easat-3133	83	19	criteria	criterion	NOUN
easat-3133	83	20	for	for	ADP
easat-3133	83	21	the	the	DET
easat-3133	83	22	training	training	NOUN
easat-3133	83	23	time	time	NOUN
easat-3133	83	24	of	of	ADP
easat-3133	83	25	a	a	DET
easat-3133	83	26	neural	neural	ADJ
easat-3133	83	27	network	network	NOUN
easat-3133	83	28	depending	depend	VERB
easat-3133	83	29	on	on	ADP
easat-3133	83	30	the	the	DET
easat-3133	83	31	size	size	NOUN
easat-3133	83	32	of	of	ADP
easat-3133	83	33	the	the	DET
easat-3133	83	34	linguistic	linguistic	ADJ
easat-3133	83	35	corpus	corpus	NOUN
easat-3133	83	36	.	.	PUNCT
easat-3133	84	1	in	in	ADP
easat-3133	84	2	the	the	DET
easat-3133	84	3	case	case	NOUN
easat-3133	84	4	of	of	ADP
easat-3133	84	5	this	this	DET
easat-3133	84	6	research	research	NOUN
easat-3133	84	7	,	,	PUNCT
easat-3133	84	8	it	it	PRON
easat-3133	84	9	has	have	AUX
easat-3133	84	10	been	be	AUX
easat-3133	84	11	possible	possible	ADJ
easat-3133	84	12	to	to	PART
easat-3133	84	13	consolidate	consolidate	VERB
easat-3133	84	14	the	the	DET
easat-3133	84	15	size	size	NOUN
easat-3133	84	16	of	of	ADP
easat-3133	84	17	the	the	DET
easat-3133	84	18	linguistic	linguistic	ADJ
easat-3133	84	19	corpus	corpus	NOUN
easat-3133	84	20	close	close	ADV
easat-3133	84	21	to	to	PART
easat-3133	84	22	50	50	NUM
easat-3133	84	23	mb	mb	NOUN
easat-3133	84	24	of	of	ADP
easat-3133	84	25	information	information	NOUN
easat-3133	84	26	.	.	PUNCT
easat-3133	85	1	therefore	therefore	ADV
easat-3133	85	2	,	,	PUNCT
easat-3133	85	3	the	the	DET
easat-3133	85	4	training	training	NOUN
easat-3133	85	5	time	time	NOUN
easat-3133	85	6	of	of	ADP
easat-3133	85	7	the	the	DET
easat-3133	85	8	neural	neural	ADJ
easat-3133	85	9	network	network	NOUN
easat-3133	85	10	,	,	PUNCT
easat-3133	85	11	10	10	NUM
easat-3133	85	12	minutes	minute	NOUN
easat-3133	85	13	or	or	CCONJ
easat-3133	85	14	600	600	NUM
easat-3133	85	15	seconds	second	NOUN
easat-3133	85	16	,	,	PUNCT
easat-3133	85	17	corresponds	correspond	VERB
easat-3133	85	18	to	to	ADP
easat-3133	85	19	the	the	DET
easat-3133	85	20	recommendations	recommendation	NOUN
easat-3133	85	21	specified	specify	VERB
easat-3133	85	22	in	in	ADP
easat-3133	85	23	figure	figure	NOUN
easat-3133	85	24	2	2	NUM
easat-3133	85	25	,	,	PUNCT
easat-3133	85	26	which	which	PRON
easat-3133	85	27	summarizes	summarize	VERB
easat-3133	85	28	the	the	DET
easat-3133	85	29	average	average	ADJ
easat-3133	85	30	time	time	NOUN
easat-3133	85	31	required	require	VERB
easat-3133	85	32	to	to	PART
easat-3133	85	33	perform	perform	VERB
easat-3133	85	34	well	well	ADV
easat-3133	85	35	for	for	ADP
easat-3133	85	36	an	an	DET
easat-3133	85	37	example	example	NOUN
easat-3133	85	38	dataset	dataset	VERB
easat-3133	85	39	from	from	ADP
easat-3133	85	40	the	the	DET
easat-3133	85	41	linguistic	linguistic	ADJ
easat-3133	85	42	corpus	corpus	NOUN
easat-3133	85	43	on	on	ADP
easat-3133	85	44	a	a	DET
easat-3133	85	45	local	local	ADJ
easat-3133	85	46	machine	machine	NOUN
easat-3133	85	47	.	.	PUNCT
easat-3133	86	1	5045	5045	NUM
easat-3133	86	2	edelweiss	edelweiss	PROPN
easat-3133	86	3	applied	apply	VERB
easat-3133	86	4	science	science	NOUN
easat-3133	86	5	and	and	CCONJ
easat-3133	86	6	technology	technology	NOUN
easat-3133	86	7	issn	issn	PROPN
easat-3133	86	8	:	:	PUNCT
easat-3133	86	9	2576	2576	NUM
easat-3133	86	10	-	-	SYM
easat-3133	86	11	8484	8484	NUM
easat-3133	86	12	vol	vol	NOUN
easat-3133	86	13	.	.	PROPN
easat-3133	86	14	8	8	NUM
easat-3133	86	15	,	,	PUNCT
easat-3133	86	16	no	no	INTJ
easat-3133	86	17	.	.	NOUN
easat-3133	87	1	6	6	NUM
easat-3133	87	2	:	:	SYM
easat-3133	87	3	5041	5041	NUM
easat-3133	87	4	-	-	SYM
easat-3133	87	5	5049	5049	NUM
easat-3133	87	6	,	,	PUNCT
easat-3133	87	7	2024	2024	NUM
easat-3133	87	8	doi	doi	NOUN
easat-3133	87	9	:	:	PUNCT
easat-3133	87	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	87	11	©	©	ADP
easat-3133	87	12	2024	2024	NUM
easat-3133	87	13	by	by	ADP
easat-3133	87	14	the	the	DET
easat-3133	87	15	authors	author	NOUN
easat-3133	87	16	;	;	PUNCT
easat-3133	87	17	licensee	licensee	PROPN
easat-3133	87	18	learning	learn	VERB
easat-3133	87	19	gate	gate	NOUN
easat-3133	87	20	figure	figure	NOUN
easat-3133	87	21	2	2	NUM
easat-3133	87	22	.	.	PUNCT
easat-3133	88	1	the	the	DET
easat-3133	88	2	average	average	ADJ
easat-3133	88	3	duration	duration	NOUN
easat-3133	88	4	of	of	ADP
easat-3133	88	5	neural	neural	ADJ
easat-3133	88	6	network	network	NOUN
easat-3133	88	7	training	training	NOUN
easat-3133	88	8	time	time	NOUN
easat-3133	88	9	.	.	PUNCT
easat-3133	89	1	source	source	NOUN
easat-3133	89	2	:	:	PUNCT
easat-3133	89	3	this	this	DET
easat-3133	89	4	research	research	NOUN
easat-3133	89	5	is	be	AUX
easat-3133	89	6	based	base	VERB
easat-3133	89	7	on	on	ADP
easat-3133	89	8	[	[	X
easat-3133	89	9	17	17	NUM
easat-3133	89	10	]	]	PUNCT
easat-3133	89	11	.	.	PUNCT
easat-3133	90	1	according	accord	VERB
easat-3133	90	2	to	to	ADP
easat-3133	90	3	experience	experience	NOUN
easat-3133	90	4	,	,	PUNCT
easat-3133	90	5	the	the	DET
easat-3133	90	6	neural	neural	ADJ
easat-3133	90	7	network	network	NOUN
easat-3133	90	8	was	be	AUX
easat-3133	90	9	trained	train	VERB
easat-3133	90	10	for	for	ADP
easat-3133	90	11	approximately	approximately	ADV
easat-3133	90	12	10	10	NUM
easat-3133	90	13	minutes	minute	NOUN
easat-3133	90	14	,	,	PUNCT
easat-3133	90	15	during	during	ADP
easat-3133	90	16	which	which	PRON
easat-3133	90	17	up	up	ADP
easat-3133	90	18	to	to	PART
easat-3133	90	19	43	43	NUM
easat-3133	90	20	models	model	NOUN
easat-3133	90	21	based	base	VERB
easat-3133	90	22	on	on	ADP
easat-3133	90	23	pre	pre	ADJ
easat-3133	90	24	-	-	ADJ
easat-3133	90	25	established	established	ADJ
easat-3133	90	26	algorithms	algorithm	NOUN
easat-3133	90	27	could	could	AUX
easat-3133	90	28	be	be	AUX
easat-3133	90	29	evaluated	evaluate	VERB
easat-3133	90	30	.	.	PUNCT
easat-3133	91	1	this	this	DET
easat-3133	91	2	information	information	NOUN
easat-3133	91	3	can	can	AUX
easat-3133	91	4	be	be	AUX
easat-3133	91	5	observed	observe	VERB
easat-3133	91	6	in	in	ADP
easat-3133	91	7	figure	figure	NOUN
easat-3133	91	8	3	3	NUM
easat-3133	91	9	.	.	PUNCT
easat-3133	91	10	figure	figure	NOUN
easat-3133	91	11	3	3	NUM
easat-3133	91	12	.	.	PUNCT
easat-3133	92	1	training	training	NOUN
easat-3133	92	2	of	of	ADP
easat-3133	92	3	the	the	DET
easat-3133	92	4	neural	neural	ADJ
easat-3133	92	5	network	network	NOUN
easat-3133	92	6	through	through	ADP
easat-3133	92	7	the	the	DET
easat-3133	92	8	list	list	NOUN
easat-3133	92	9	of	of	ADP
easat-3133	92	10	identified	identify	VERB
easat-3133	92	11	corpus	corpus	NOUN
easat-3133	92	12	structures	structure	NOUN
easat-3133	92	13	.	.	PUNCT
easat-3133	93	1	the	the	DET
easat-3133	93	2	fbfgsmaximumentropymulticlass	fbfgsmaximumentropymulticlass	PROPN
easat-3133	93	3	algorithm	algorithm	NOUN
easat-3133	93	4	has	have	AUX
easat-3133	93	5	been	be	AUX
easat-3133	93	6	the	the	DET
easat-3133	93	7	best	good	ADJ
easat-3133	93	8	for	for	ADP
easat-3133	93	9	the	the	DET
easat-3133	93	10	proposed	propose	VERB
easat-3133	93	11	computational	computational	ADJ
easat-3133	93	12	solution	solution	NOUN
easat-3133	93	13	applied	apply	VERB
easat-3133	93	14	to	to	ADP
easat-3133	93	15	the	the	DET
easat-3133	93	16	proposed	propose	VERB
easat-3133	93	17	model	model	NOUN
easat-3133	93	18	in	in	ADP
easat-3133	93	19	the	the	DET
easat-3133	93	20	training	training	NOUN
easat-3133	93	21	process	process	NOUN
easat-3133	93	22	.	.	PUNCT
easat-3133	94	1	this	this	DET
easat-3133	94	2	algorithm	algorithm	NOUN
easat-3133	94	3	embodies	embody	VERB
easat-3133	94	4	a	a	DET
easat-3133	94	5	maximum	maximum	ADJ
easat-3133	94	6	entropy	entropy	NOUN
easat-3133	94	7	model	model	NOUN
easat-3133	94	8	,	,	PUNCT
easat-3133	94	9	an	an	DET
easat-3133	94	10	extension	extension	NOUN
easat-3133	94	11	of	of	ADP
easat-3133	94	12	linear	linear	ADJ
easat-3133	94	13	logistic	logistic	ADJ
easat-3133	94	14	regression	regression	NOUN
easat-3133	94	15	.	.	PUNCT
easat-3133	95	1	the	the	DET
easat-3133	95	2	key	key	ADJ
easat-3133	95	3	distinction	distinction	NOUN
easat-3133	95	4	between	between	ADP
easat-3133	95	5	the	the	DET
easat-3133	95	6	maximum	maximum	PROPN
easat-3133	95	7	entropy	entropy	PROPN
easat-3133	95	8	model	model	NOUN
easat-3133	95	9	and	and	CCONJ
easat-3133	95	10	logistic	logistic	ADJ
easat-3133	95	11	regression	regression	NOUN
easat-3133	95	12	lies	lie	VERB
easat-3133	95	13	in	in	ADP
easat-3133	95	14	the	the	DET
easat-3133	95	15	classification	classification	NOUN
easat-3133	95	16	problem	problem	NOUN
easat-3133	95	17	's	's	PART
easat-3133	95	18	class	class	NOUN
easat-3133	95	19	capacity	capacity	NOUN
easat-3133	95	20	.	.	PUNCT
easat-3133	96	1	logistic	logistic	ADJ
easat-3133	96	2	5046	5046	NUM
easat-3133	96	3	edelweiss	edelweiss	PROPN
easat-3133	96	4	applied	apply	VERB
easat-3133	96	5	science	science	NOUN
easat-3133	96	6	and	and	CCONJ
easat-3133	96	7	technology	technology	NOUN
easat-3133	96	8	issn	issn	PROPN
easat-3133	96	9	:	:	PUNCT
easat-3133	96	10	2576	2576	NUM
easat-3133	96	11	-	-	SYM
easat-3133	96	12	8484	8484	NUM
easat-3133	96	13	vol	vol	NOUN
easat-3133	96	14	.	.	PROPN
easat-3133	96	15	8	8	NUM
easat-3133	96	16	,	,	PUNCT
easat-3133	96	17	no	no	INTJ
easat-3133	96	18	.	.	NOUN
easat-3133	97	1	6	6	NUM
easat-3133	97	2	:	:	SYM
easat-3133	97	3	5041	5041	NUM
easat-3133	97	4	-	-	SYM
easat-3133	97	5	5049	5049	NUM
easat-3133	97	6	,	,	PUNCT
easat-3133	97	7	2024	2024	NUM
easat-3133	97	8	doi	doi	NOUN
easat-3133	97	9	:	:	PUNCT
easat-3133	97	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	97	11	©	©	ADP
easat-3133	97	12	2024	2024	NUM
easat-3133	97	13	by	by	ADP
easat-3133	97	14	the	the	DET
easat-3133	97	15	authors	author	NOUN
easat-3133	97	16	;	;	PUNCT
easat-3133	97	17	licensee	licensee	PROPN
easat-3133	97	18	learning	learn	VERB
easat-3133	97	19	gate	gate	PROPN
easat-3133	97	20	regression	regression	NOUN
easat-3133	97	21	is	be	AUX
easat-3133	97	22	limited	limit	VERB
easat-3133	97	23	to	to	ADP
easat-3133	97	24	binary	binary	ADJ
easat-3133	97	25	classification	classification	NOUN
easat-3133	97	26	,	,	PUNCT
easat-3133	97	27	whereas	whereas	SCONJ
easat-3133	97	28	the	the	DET
easat-3133	97	29	maximum	maximum	PROPN
easat-3133	97	30	entropy	entropy	PROPN
easat-3133	97	31	model	model	NOUN
easat-3133	97	32	accommodates	accommodate	VERB
easat-3133	97	33	several	several	ADJ
easat-3133	97	34	classes	class	NOUN
easat-3133	97	35	[	[	X
easat-3133	97	36	26	26	NUM
easat-3133	97	37	]	]	PUNCT
easat-3133	97	38	.	.	PUNCT
easat-3133	98	1	according	accord	VERB
easat-3133	98	2	to	to	ADP
easat-3133	98	3	the	the	DET
easat-3133	98	4	datasets	dataset	NOUN
easat-3133	98	5	used	use	VERB
easat-3133	98	6	in	in	ADP
easat-3133	98	7	this	this	DET
easat-3133	98	8	research	research	NOUN
easat-3133	98	9	,	,	PUNCT
easat-3133	98	10	such	such	DET
easat-3133	98	11	an	an	DET
easat-3133	98	12	algorithm	algorithm	NOUN
easat-3133	98	13	is	be	AUX
easat-3133	98	14	suitable	suitable	ADJ
easat-3133	98	15	for	for	ADP
easat-3133	98	16	sentiment	sentiment	NOUN
easat-3133	98	17	analysis	analysis	NOUN
easat-3133	98	18	and	and	CCONJ
easat-3133	98	19	topic	topic	NOUN
easat-3133	98	20	detection	detection	NOUN
easat-3133	98	21	.	.	PUNCT
easat-3133	99	1	4	4	X
easat-3133	99	2	.	.	NOUN
easat-3133	99	3	results	result	VERB
easat-3133	99	4	the	the	DET
easat-3133	99	5	effectiveness	effectiveness	NOUN
easat-3133	99	6	of	of	ADP
easat-3133	99	7	the	the	DET
easat-3133	99	8	computing	computing	NOUN
easat-3133	99	9	solution	solution	NOUN
easat-3133	99	10	is	be	AUX
easat-3133	99	11	assessed	assess	VERB
easat-3133	99	12	via	via	ADP
easat-3133	99	13	a	a	DET
easat-3133	99	14	usability	usability	NOUN
easat-3133	99	15	study	study	NOUN
easat-3133	99	16	,	,	PUNCT
easat-3133	99	17	which	which	PRON
easat-3133	99	18	involves	involve	VERB
easat-3133	99	19	a	a	DET
easat-3133	99	20	range	range	NOUN
easat-3133	99	21	of	of	ADP
easat-3133	99	22	tests	test	NOUN
easat-3133	99	23	varying	vary	VERB
easat-3133	99	24	in	in	ADP
easat-3133	99	25	complexity	complexity	NOUN
easat-3133	99	26	.	.	PUNCT
easat-3133	100	1	six	six	NUM
easat-3133	100	2	participants	participant	NOUN
easat-3133	100	3	participated	participate	VERB
easat-3133	100	4	in	in	ADP
easat-3133	100	5	this	this	DET
easat-3133	100	6	study	study	NOUN
easat-3133	100	7	.	.	PUNCT
easat-3133	101	1	nielsen	nielsen	PROPN
easat-3133	101	2	,	,	PUNCT
easat-3133	101	3	turner	turner	PROPN
easat-3133	101	4	,	,	PUNCT
easat-3133	101	5	and	and	CCONJ
easat-3133	101	6	lewis	lewis	PROPN
easat-3133	101	7	stated	state	VERB
easat-3133	101	8	that	that	SCONJ
easat-3133	101	9	most	most	ADJ
easat-3133	101	10	issues	issue	NOUN
easat-3133	101	11	will	will	AUX
easat-3133	101	12	be	be	AUX
easat-3133	101	13	discovered	discover	VERB
easat-3133	101	14	by	by	ADP
easat-3133	101	15	a	a	DET
easat-3133	101	16	small	small	ADJ
easat-3133	101	17	group	group	NOUN
easat-3133	101	18	of	of	ADP
easat-3133	101	19	users	user	NOUN
easat-3133	101	20	[	[	X
easat-3133	101	21	27	27	NUM
easat-3133	101	22	]	]	PUNCT
easat-3133	101	23	.	.	PUNCT
easat-3133	102	1	these	these	DET
easat-3133	102	2	people	people	NOUN
easat-3133	102	3	are	be	AUX
easat-3133	102	4	developing	develop	VERB
easat-3133	102	5	their	their	PRON
easat-3133	102	6	qualitative	qualitative	ADJ
easat-3133	102	7	research	research	NOUN
easat-3133	102	8	and	and	CCONJ
easat-3133	102	9	have	have	VERB
easat-3133	102	10	some	some	DET
easat-3133	102	11	results	result	NOUN
easat-3133	102	12	from	from	ADP
easat-3133	102	13	applying	apply	VERB
easat-3133	102	14	data	datum	NOUN
easat-3133	102	15	collection	collection	NOUN
easat-3133	102	16	instruments	instrument	NOUN
easat-3133	102	17	.	.	PUNCT
easat-3133	103	1	every	every	DET
easat-3133	103	2	participant	participant	NOUN
easat-3133	103	3	underwent	undergo	VERB
easat-3133	103	4	a	a	DET
easat-3133	103	5	structured	structured	ADJ
easat-3133	103	6	test	test	NOUN
easat-3133	103	7	following	follow	VERB
easat-3133	103	8	a	a	DET
easat-3133	103	9	predefined	predefine	VERB
easat-3133	103	10	procedure	procedure	NOUN
easat-3133	103	11	.	.	PUNCT
easat-3133	104	1	these	these	DET
easat-3133	104	2	guided	guide	VERB
easat-3133	104	3	tests	test	NOUN
easat-3133	104	4	consisted	consist	VERB
easat-3133	104	5	of	of	ADP
easat-3133	104	6	2	2	NUM
easat-3133	104	7	exercises	exercise	NOUN
easat-3133	104	8	using	use	VERB
easat-3133	104	9	the	the	DET
easat-3133	104	10	computing	computing	NOUN
easat-3133	104	11	solution	solution	NOUN
easat-3133	104	12	,	,	PUNCT
easat-3133	104	13	one	one	NUM
easat-3133	104	14	for	for	ADP
easat-3133	104	15	predicting	predict	VERB
easat-3133	104	16	feelings	feeling	NOUN
easat-3133	104	17	—	—	PUNCT
easat-3133	104	18	sentiment	sentiment	NOUN
easat-3133	104	19	analysis	analysis	NOUN
easat-3133	104	20	—	—	PUNCT
easat-3133	104	21	and	and	CCONJ
easat-3133	104	22	the	the	DET
easat-3133	104	23	other	other	ADJ
easat-3133	104	24	for	for	ADP
easat-3133	104	25	predicting	predict	VERB
easat-3133	104	26	categories	category	NOUN
easat-3133	104	27	—	—	PUNCT
easat-3133	104	28	topic	topic	NOUN
easat-3133	104	29	detection—.	detection—.	NOUN
easat-3133	104	30	after	after	ADP
easat-3133	104	31	completing	complete	VERB
easat-3133	104	32	each	each	DET
easat-3133	104	33	guided	guide	VERB
easat-3133	104	34	test	test	NOUN
easat-3133	104	35	,	,	PUNCT
easat-3133	104	36	each	each	DET
easat-3133	104	37	participant	participant	NOUN
easat-3133	104	38	answered	answer	VERB
easat-3133	104	39	a	a	DET
easat-3133	104	40	survey	survey	NOUN
easat-3133	104	41	regarding	regard	VERB
easat-3133	104	42	their	their	PRON
easat-3133	104	43	experience	experience	NOUN
easat-3133	104	44	with	with	ADP
easat-3133	104	45	the	the	DET
easat-3133	104	46	computing	computing	NOUN
easat-3133	104	47	solution	solution	NOUN
easat-3133	104	48	.	.	PUNCT
easat-3133	105	1	after	after	ADP
easat-3133	105	2	completing	complete	VERB
easat-3133	105	3	the	the	DET
easat-3133	105	4	usability	usability	NOUN
easat-3133	105	5	test	test	NOUN
easat-3133	105	6	,	,	PUNCT
easat-3133	105	7	the	the	DET
easat-3133	105	8	participants	participant	NOUN
easat-3133	105	9	completed	complete	VERB
easat-3133	105	10	a	a	DET
easat-3133	105	11	survey	survey	NOUN
easat-3133	105	12	.	.	PUNCT
easat-3133	106	1	for	for	ADP
easat-3133	106	2	the	the	DET
easat-3133	106	3	usability	usability	NOUN
easat-3133	106	4	test	test	NOUN
easat-3133	106	5	,	,	PUNCT
easat-3133	106	6	six	six	NUM
easat-3133	106	7	students	student	NOUN
easat-3133	106	8	interacted	interact	VERB
easat-3133	106	9	with	with	ADP
easat-3133	106	10	the	the	DET
easat-3133	106	11	computing	computing	NOUN
easat-3133	106	12	solution	solution	NOUN
easat-3133	106	13	for	for	ADP
easat-3133	106	14	a	a	DET
easat-3133	106	15	specific	specific	ADJ
easat-3133	106	16	test	test	NOUN
easat-3133	106	17	time	time	NOUN
easat-3133	106	18	between	between	ADP
easat-3133	106	19	15	15	NUM
easat-3133	106	20	and	and	CCONJ
easat-3133	106	21	20	20	NUM
easat-3133	106	22	minutes	minute	NOUN
easat-3133	106	23	.	.	PUNCT
easat-3133	107	1	to	to	PART
easat-3133	107	2	do	do	VERB
easat-3133	107	3	this	this	PRON
easat-3133	107	4	,	,	PUNCT
easat-3133	107	5	students	student	NOUN
easat-3133	107	6	were	be	AUX
easat-3133	107	7	asked	ask	VERB
easat-3133	107	8	to	to	PART
easat-3133	107	9	take	take	VERB
easat-3133	107	10	transcripts	transcript	NOUN
easat-3133	107	11	of	of	ADP
easat-3133	107	12	their	their	PRON
easat-3133	107	13	interviews	interview	NOUN
easat-3133	107	14	,	,	PUNCT
easat-3133	107	15	and	and	CCONJ
easat-3133	107	16	these	these	DET
easat-3133	107	17	text	text	NOUN
easat-3133	107	18	fragments	fragment	NOUN
easat-3133	107	19	were	be	AUX
easat-3133	107	20	exposed	expose	VERB
easat-3133	107	21	to	to	ADP
easat-3133	107	22	a	a	DET
easat-3133	107	23	computing	computing	NOUN
easat-3133	107	24	solution	solution	NOUN
easat-3133	107	25	.	.	PUNCT
easat-3133	108	1	when	when	SCONJ
easat-3133	108	2	processing	process	VERB
easat-3133	108	3	the	the	DET
easat-3133	108	4	information	information	NOUN
easat-3133	108	5	,	,	PUNCT
easat-3133	108	6	the	the	DET
easat-3133	108	7	computing	computing	NOUN
easat-3133	108	8	solution	solution	NOUN
easat-3133	108	9	showed	show	VERB
easat-3133	108	10	results	result	NOUN
easat-3133	108	11	in	in	ADP
easat-3133	108	12	detecting	detect	VERB
easat-3133	108	13	sentiments	sentiment	NOUN
easat-3133	108	14	and	and	CCONJ
easat-3133	108	15	identifying	identify	VERB
easat-3133	108	16	categories	category	NOUN
easat-3133	108	17	.	.	PUNCT
easat-3133	109	1	a	a	DET
easat-3133	109	2	screen	screen	NOUN
easat-3133	109	3	capture	capture	NOUN
easat-3133	109	4	is	be	AUX
easat-3133	109	5	shown	show	VERB
easat-3133	109	6	in	in	ADP
easat-3133	109	7	figure	figure	NOUN
easat-3133	109	8	4	4	NUM
easat-3133	109	9	.	.	PUNCT
easat-3133	109	10	figure	figure	VERB
easat-3133	109	11	4	4	NUM
easat-3133	109	12	.	.	PUNCT
easat-3133	109	13	screen	screen	NOUN
easat-3133	109	14	capture	capture	NOUN
easat-3133	109	15	about	about	ADP
easat-3133	109	16	the	the	DET
easat-3133	109	17	use	use	NOUN
easat-3133	109	18	of	of	ADP
easat-3133	109	19	the	the	DET
easat-3133	109	20	computing	computing	NOUN
easat-3133	109	21	solution	solution	NOUN
easat-3133	109	22	in	in	ADP
easat-3133	109	23	the	the	DET
easat-3133	109	24	classroom	classroom	NOUN
easat-3133	109	25	.	.	PUNCT
easat-3133	110	1	the	the	DET
easat-3133	110	2	students	student	NOUN
easat-3133	110	3	repeated	repeat	VERB
easat-3133	110	4	this	this	DET
easat-3133	110	5	procedure	procedure	NOUN
easat-3133	110	6	until	until	SCONJ
easat-3133	110	7	the	the	DET
easat-3133	110	8	agreed	agree	VERB
easat-3133	110	9	-	-	PUNCT
easat-3133	110	10	upon	upon	ADP
easat-3133	110	11	time	time	NOUN
easat-3133	110	12	was	be	AUX
easat-3133	110	13	fulfilled	fulfil	VERB
easat-3133	110	14	.	.	PUNCT
easat-3133	111	1	at	at	ADP
easat-3133	111	2	the	the	DET
easat-3133	111	3	end	end	NOUN
easat-3133	111	4	of	of	ADP
easat-3133	111	5	the	the	DET
easat-3133	111	6	experiences	experience	NOUN
easat-3133	111	7	,	,	PUNCT
easat-3133	111	8	the	the	DET
easat-3133	111	9	students	student	NOUN
easat-3133	111	10	responded	respond	VERB
easat-3133	111	11	to	to	ADP
easat-3133	111	12	an	an	DET
easat-3133	111	13	information	information	NOUN
easat-3133	111	14	collection	collection	NOUN
easat-3133	111	15	instrument	instrument	NOUN
easat-3133	111	16	described	describe	VERB
easat-3133	111	17	below	below	ADP
easat-3133	111	18	with	with	ADP
easat-3133	111	19	four	four	NUM
easat-3133	111	20	probes	probe	NOUN
easat-3133	111	21	—	—	PUNCT
easat-3133	111	22	questions	question	NOUN
easat-3133	111	23	—	—	PUNCT
easat-3133	111	24	from	from	ADP
easat-3133	111	25	p1	p1	PROPN
easat-3133	111	26	to	to	ADP
easat-3133	111	27	p4	p4	ADJ
easat-3133	111	28	.	.	PUNCT
easat-3133	112	1	p1	p1	PROPN
easat-3133	112	2	.	.	PUNCT
easat-3133	112	3	evaluate	evaluate	VERB
easat-3133	112	4	the	the	DET
easat-3133	112	5	degree	degree	NOUN
easat-3133	112	6	of	of	ADP
easat-3133	112	7	functionality	functionality	NOUN
easat-3133	112	8	of	of	ADP
easat-3133	112	9	the	the	DET
easat-3133	112	10	tool	tool	NOUN
easat-3133	112	11	(	(	PUNCT
easat-3133	112	12	{	{	PUNCT
easat-3133	112	13	1	1	NUM
easat-3133	112	14	}	}	PUNCT
easat-3133	112	15	poor	poor	ADJ
easat-3133	112	16	,	,	PUNCT
easat-3133	112	17	{	{	PUNCT
easat-3133	112	18	2	2	NUM
easat-3133	112	19	}	}	PUNCT
easat-3133	112	20	regular	regular	ADJ
easat-3133	112	21	,	,	PUNCT
easat-3133	112	22	{	{	PUNCT
easat-3133	112	23	3	3	NUM
easat-3133	112	24	}	}	PUNCT
easat-3133	112	25	good	good	ADJ
easat-3133	112	26	{	{	PUNCT
easat-3133	112	27	4	4	NUM
easat-3133	112	28	}	}	SYM
easat-3133	112	29	excellent	excellent	ADJ
easat-3133	112	30	)	)	PUNCT
easat-3133	112	31	p2	p2	NOUN
easat-3133	112	32	.	.	PUNCT
easat-3133	113	1	did	do	AUX
easat-3133	113	2	you	you	PRON
easat-3133	113	3	like	like	VERB
easat-3133	113	4	how	how	SCONJ
easat-3133	113	5	the	the	DET
easat-3133	113	6	tool	tool	NOUN
easat-3133	113	7	handled	handle	VERB
easat-3133	113	8	the	the	DET
easat-3133	113	9	information	information	NOUN
easat-3133	113	10	?	?	PUNCT
easat-3133	114	1	(	(	PUNCT
easat-3133	114	2	{	{	PUNCT
easat-3133	114	3	1	1	NUM
easat-3133	114	4	}	}	PUNCT
easat-3133	114	5	it	it	PRON
easat-3133	114	6	was	be	AUX
easat-3133	114	7	chaotic	chaotic	ADJ
easat-3133	114	8	,	,	PUNCT
easat-3133	114	9	{	{	PUNCT
easat-3133	114	10	2	2	NUM
easat-3133	114	11	}	}	PUNCT
easat-3133	114	12	it	it	PRON
easat-3133	114	13	was	be	AUX
easat-3133	114	14	5047	5047	NUM
easat-3133	114	15	edelweiss	edelweiss	PROPN
easat-3133	114	16	applied	apply	VERB
easat-3133	114	17	science	science	NOUN
easat-3133	114	18	and	and	CCONJ
easat-3133	114	19	technology	technology	NOUN
easat-3133	114	20	issn	issn	PROPN
easat-3133	114	21	:	:	PUNCT
easat-3133	114	22	2576	2576	NUM
easat-3133	114	23	-	-	SYM
easat-3133	114	24	8484	8484	NUM
easat-3133	114	25	vol	vol	NOUN
easat-3133	114	26	.	.	PROPN
easat-3133	115	1	8	8	NUM
easat-3133	115	2	,	,	PUNCT
easat-3133	115	3	no	no	INTJ
easat-3133	115	4	.	.	NOUN
easat-3133	116	1	6	6	NUM
easat-3133	116	2	:	:	SYM
easat-3133	116	3	5041	5041	NUM
easat-3133	116	4	-	-	SYM
easat-3133	116	5	5049	5049	NUM
easat-3133	116	6	,	,	PUNCT
easat-3133	116	7	2024	2024	NUM
easat-3133	116	8	doi	doi	NOUN
easat-3133	116	9	:	:	PUNCT
easat-3133	116	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	116	11	©	©	ADP
easat-3133	116	12	2024	2024	NUM
easat-3133	116	13	by	by	ADP
easat-3133	116	14	the	the	DET
easat-3133	116	15	authors	author	NOUN
easat-3133	116	16	;	;	PUNCT
easat-3133	116	17	licensee	licensee	PROPN
easat-3133	116	18	learning	learn	VERB
easat-3133	116	19	gate	gate	NOUN
easat-3133	116	20	confusing	confusing	ADJ
easat-3133	116	21	,	,	PUNCT
easat-3133	116	22	{	{	PUNCT
easat-3133	116	23	3	3	X
easat-3133	116	24	}	}	PUNCT
easat-3133	116	25	it	it	PRON
easat-3133	116	26	was	be	AUX
easat-3133	116	27	neat	neat	ADJ
easat-3133	116	28	,	,	PUNCT
easat-3133	116	29	{	{	PUNCT
easat-3133	116	30	4	4	X
easat-3133	116	31	}	}	PUNCT
easat-3133	116	32	i	i	PRON
easat-3133	116	33	definitely	definitely	ADV
easat-3133	116	34	liked	like	VERB
easat-3133	116	35	it	it	PRON
easat-3133	116	36	)	)	PUNCT
easat-3133	116	37	p3	p3	PROPN
easat-3133	116	38	.	.	PUNCT
easat-3133	117	1	how	how	SCONJ
easat-3133	117	2	accurate	accurate	ADJ
easat-3133	117	3	is	be	AUX
easat-3133	117	4	the	the	DET
easat-3133	117	5	tool	tool	NOUN
easat-3133	117	6	?	?	PUNCT
easat-3133	118	1	(	(	PUNCT
easat-3133	118	2	{	{	PUNCT
easat-3133	118	3	1	1	NUM
easat-3133	118	4	}	}	PUNCT
easat-3133	118	5	very	very	ADV
easat-3133	118	6	imprecise	imprecise	ADV
easat-3133	118	7	,	,	PUNCT
easat-3133	118	8	{	{	PUNCT
easat-3133	118	9	2	2	NUM
easat-3133	118	10	}	}	PUNCT
easat-3133	118	11	imprecise	imprecise	ADV
easat-3133	118	12	,	,	PUNCT
easat-3133	118	13	{	{	PUNCT
easat-3133	118	14	3	3	NUM
easat-3133	118	15	}	}	PUNCT
easat-3133	118	16	accurate	accurate	ADJ
easat-3133	118	17	,	,	PUNCT
easat-3133	118	18	{	{	PUNCT
easat-3133	118	19	4	4	NUM
easat-3133	118	20	}	}	PUNCT
easat-3133	118	21	very	very	ADV
easat-3133	118	22	accurate	accurate	ADJ
easat-3133	118	23	)	)	PUNCT
easat-3133	118	24	p4	p4	ADJ
easat-3133	118	25	.	.	PUNCT
easat-3133	119	1	overall	overall	ADJ
easat-3133	119	2	,	,	PUNCT
easat-3133	119	3	how	how	SCONJ
easat-3133	119	4	easy	easy	ADJ
easat-3133	119	5	was	be	AUX
easat-3133	119	6	it	it	PRON
easat-3133	119	7	to	to	PART
easat-3133	119	8	use	use	VERB
easat-3133	119	9	the	the	DET
easat-3133	119	10	tool	tool	NOUN
easat-3133	119	11	?	?	PUNCT
easat-3133	120	1	(	(	PUNCT
easat-3133	120	2	{	{	PUNCT
easat-3133	120	3	1	1	NUM
easat-3133	120	4	}	}	PUNCT
easat-3133	120	5	very	very	ADV
easat-3133	120	6	difficult	difficult	ADJ
easat-3133	120	7	,	,	PUNCT
easat-3133	120	8	{	{	PUNCT
easat-3133	120	9	2	2	NUM
easat-3133	120	10	}	}	PUNCT
easat-3133	120	11	difficult	difficult	ADJ
easat-3133	120	12	,	,	PUNCT
easat-3133	120	13	{	{	PUNCT
easat-3133	120	14	3	3	NUM
easat-3133	120	15	}	}	PUNCT
easat-3133	120	16	easy	easy	ADJ
easat-3133	120	17	,	,	PUNCT
easat-3133	120	18	{	{	PUNCT
easat-3133	120	19	4	4	NUM
easat-3133	120	20	}	}	PUNCT
easat-3133	120	21	very	very	ADV
easat-3133	120	22	easy	easy	ADV
easat-3133	120	23	)	)	PUNCT
easat-3133	120	24	subsequently	subsequently	ADV
easat-3133	120	25	,	,	PUNCT
easat-3133	120	26	figure	figure	VERB
easat-3133	120	27	5	5	NUM
easat-3133	120	28	presents	present	VERB
easat-3133	120	29	a	a	DET
easat-3133	120	30	summary	summary	NOUN
easat-3133	120	31	of	of	ADP
easat-3133	120	32	the	the	DET
easat-3133	120	33	usability	usability	NOUN
easat-3133	120	34	test	test	NOUN
easat-3133	120	35	.	.	PUNCT
easat-3133	121	1	the	the	DET
easat-3133	121	2	findings	finding	NOUN
easat-3133	121	3	indicate	indicate	VERB
easat-3133	121	4	that	that	SCONJ
easat-3133	121	5	six	six	NUM
easat-3133	121	6	master	master	NOUN
easat-3133	121	7	’s	’s	PART
easat-3133	121	8	students	student	NOUN
easat-3133	121	9	took	take	VERB
easat-3133	121	10	part	part	NOUN
easat-3133	121	11	in	in	ADP
easat-3133	121	12	this	this	DET
easat-3133	121	13	assessment	assessment	NOUN
easat-3133	121	14	.	.	PUNCT
easat-3133	122	1	the	the	DET
easat-3133	122	2	coding	coding	NOUN
easat-3133	122	3	uses	use	VERB
easat-3133	122	4	sequential	sequential	ADJ
easat-3133	122	5	numbers	number	NOUN
easat-3133	122	6	for	for	ADP
easat-3133	122	7	each	each	DET
easat-3133	122	8	participant	participant	NOUN
easat-3133	122	9	,	,	PUNCT
easat-3133	122	10	ranging	range	VERB
easat-3133	122	11	from	from	ADP
easat-3133	122	12	01	01	NUM
easat-3133	122	13	to	to	PART
easat-3133	122	14	06	06	NUM
easat-3133	122	15	,	,	PUNCT
easat-3133	122	16	based	base	VERB
easat-3133	122	17	on	on	ADP
easat-3133	122	18	their	their	PRON
easat-3133	122	19	testing	testing	NOUN
easat-3133	122	20	sequence	sequence	NOUN
easat-3133	122	21	,	,	PUNCT
easat-3133	122	22	and	and	CCONJ
easat-3133	122	23	their	their	PRON
easat-3133	122	24	initials	initial	NOUN
easat-3133	122	25	are	be	AUX
easat-3133	122	26	denoted	denote	VERB
easat-3133	122	27	by	by	ADP
easat-3133	122	28	capital	capital	NOUN
easat-3133	122	29	letters	letter	NOUN
easat-3133	122	30	.	.	PUNCT
easat-3133	123	1	figure	figure	NOUN
easat-3133	123	2	5	5	NUM
easat-3133	123	3	.	.	PUNCT
easat-3133	124	1	usability	usability	NOUN
easat-3133	124	2	test	test	NOUN
easat-3133	124	3	results	result	NOUN
easat-3133	124	4	with	with	ADP
easat-3133	124	5	tabular	tabular	PROPN
easat-3133	124	6	information	information	NOUN
easat-3133	124	7	.	.	PUNCT
easat-3133	125	1	5	5	X
easat-3133	125	2	.	.	X
easat-3133	125	3	discussion	discussion	NOUN
easat-3133	125	4	&	&	CCONJ
easat-3133	125	5	conclusions	conclusion	NOUN
easat-3133	125	6	considering	consider	VERB
easat-3133	125	7	the	the	DET
easat-3133	125	8	computational	computational	ADJ
easat-3133	125	9	solution	solution	NOUN
easat-3133	125	10	as	as	ADP
easat-3133	125	11	an	an	DET
easat-3133	125	12	initial	initial	ADJ
easat-3133	125	13	state	state	NOUN
easat-3133	125	14	,	,	PUNCT
easat-3133	125	15	it	it	PRON
easat-3133	125	16	is	be	AUX
easat-3133	125	17	possible	possible	ADJ
easat-3133	125	18	to	to	PART
easat-3133	125	19	extend	extend	VERB
easat-3133	125	20	its	its	PRON
easat-3133	125	21	functionality	functionality	NOUN
easat-3133	125	22	and	and	CCONJ
easat-3133	125	23	capacity	capacity	NOUN
easat-3133	125	24	according	accord	VERB
easat-3133	125	25	to	to	ADP
easat-3133	125	26	the	the	DET
easat-3133	125	27	developments	development	NOUN
easat-3133	125	28	that	that	PRON
easat-3133	125	29	can	can	AUX
easat-3133	125	30	be	be	AUX
easat-3133	125	31	made	make	VERB
easat-3133	125	32	from	from	ADP
easat-3133	125	33	this	this	DET
easat-3133	125	34	built	build	VERB
easat-3133	125	35	solution	solution	NOUN
easat-3133	125	36	.	.	PUNCT
easat-3133	126	1	the	the	DET
easat-3133	126	2	fact	fact	NOUN
easat-3133	126	3	that	that	SCONJ
easat-3133	126	4	the	the	DET
easat-3133	126	5	computational	computational	ADJ
easat-3133	126	6	solution	solution	NOUN
easat-3133	126	7	has	have	AUX
easat-3133	126	8	been	be	AUX
easat-3133	126	9	deployed	deploy	VERB
easat-3133	126	10	as	as	ADP
easat-3133	126	11	a	a	DET
easat-3133	126	12	desktop	desktop	NOUN
easat-3133	126	13	application	application	NOUN
easat-3133	126	14	is	be	AUX
easat-3133	126	15	a	a	DET
easat-3133	126	16	feature	feature	NOUN
easat-3133	126	17	that	that	PRON
easat-3133	126	18	can	can	AUX
easat-3133	126	19	make	make	VERB
easat-3133	126	20	its	its	PRON
easat-3133	126	21	use	use	NOUN
easat-3133	126	22	massive	massive	ADJ
easat-3133	126	23	through	through	ADP
easat-3133	126	24	setup	setup	NOUN
easat-3133	126	25	wizards	wizard	NOUN
easat-3133	126	26	for	for	ADP
easat-3133	126	27	download	download	NOUN
easat-3133	126	28	.	.	PUNCT
easat-3133	127	1	the	the	DET
easat-3133	127	2	nature	nature	NOUN
easat-3133	127	3	of	of	ADP
easat-3133	127	4	this	this	DET
easat-3133	127	5	research	research	NOUN
easat-3133	127	6	supports	support	VERB
easat-3133	127	7	the	the	DET
easat-3133	127	8	processes	process	NOUN
easat-3133	127	9	of	of	ADP
easat-3133	127	10	interpreting	interpret	VERB
easat-3133	127	11	the	the	DET
easat-3133	127	12	results	result	NOUN
easat-3133	127	13	of	of	ADP
easat-3133	127	14	data	datum	NOUN
easat-3133	127	15	collection	collection	NOUN
easat-3133	127	16	instruments	instrument	NOUN
easat-3133	127	17	that	that	PRON
easat-3133	127	18	can	can	AUX
easat-3133	127	19	be	be	AUX
easat-3133	127	20	presented	present	VERB
easat-3133	127	21	in	in	ADP
easat-3133	127	22	qualitative	qualitative	ADJ
easat-3133	127	23	research	research	NOUN
easat-3133	127	24	scenarios	scenario	NOUN
easat-3133	127	25	.	.	PUNCT
easat-3133	128	1	in	in	ADP
easat-3133	128	2	this	this	DET
easat-3133	128	3	order	order	NOUN
easat-3133	128	4	of	of	ADP
easat-3133	128	5	ideas	idea	NOUN
easat-3133	128	6	,	,	PUNCT
easat-3133	128	7	the	the	DET
easat-3133	128	8	computational	computational	ADJ
easat-3133	128	9	solution	solution	NOUN
easat-3133	128	10	can	can	AUX
easat-3133	128	11	be	be	AUX
easat-3133	128	12	consumed	consume	VERB
easat-3133	128	13	by	by	ADP
easat-3133	128	14	distinct	distinct	ADJ
easat-3133	128	15	types	type	NOUN
easat-3133	128	16	of	of	ADP
easat-3133	128	17	users	user	NOUN
easat-3133	128	18	related	relate	VERB
easat-3133	128	19	to	to	ADP
easat-3133	128	20	qualitative	qualitative	ADJ
easat-3133	128	21	research	research	NOUN
easat-3133	128	22	.	.	PUNCT
easat-3133	129	1	only	only	ADV
easat-3133	129	2	in	in	ADP
easat-3133	129	3	the	the	DET
easat-3133	129	4	context	context	NOUN
easat-3133	129	5	of	of	ADP
easat-3133	129	6	the	the	DET
easat-3133	129	7	university	university	NOUN
easat-3133	129	8	of	of	ADP
easat-3133	129	9	nariño	nariño	NOUN
easat-3133	129	10	is	be	AUX
easat-3133	129	11	there	there	PRON
easat-3133	129	12	a	a	DET
easat-3133	129	13	great	great	ADJ
easat-3133	129	14	possibility	possibility	NOUN
easat-3133	129	15	of	of	ADP
easat-3133	129	16	using	use	VERB
easat-3133	129	17	the	the	DET
easat-3133	129	18	computational	computational	ADJ
easat-3133	129	19	solution	solution	NOUN
easat-3133	129	20	beyond	beyond	ADP
easat-3133	129	21	the	the	DET
easat-3133	129	22	master	master	NOUN
easat-3133	129	23	’s	’s	PART
easat-3133	129	24	program	program	NOUN
easat-3133	129	25	in	in	ADP
easat-3133	129	26	education	education	NOUN
easat-3133	129	27	since	since	SCONJ
easat-3133	129	28	the	the	DET
easat-3133	129	29	university	university	NOUN
easat-3133	129	30	has	have	VERB
easat-3133	129	31	an	an	DET
easat-3133	129	32	academic	academic	ADJ
easat-3133	129	33	offer	offer	NOUN
easat-3133	129	34	of	of	ADP
easat-3133	129	35	both	both	CCONJ
easat-3133	129	36	undergraduate	undergraduate	ADJ
easat-3133	129	37	and	and	CCONJ
easat-3133	129	38	postgraduate	postgraduate	NOUN
easat-3133	129	39	programs	program	NOUN
easat-3133	129	40	that	that	PRON
easat-3133	129	41	are	be	AUX
easat-3133	129	42	related	relate	VERB
easat-3133	129	43	to	to	ADP
easat-3133	129	44	social	social	ADJ
easat-3133	129	45	sciences	science	NOUN
easat-3133	129	46	,	,	PUNCT
easat-3133	129	47	human	human	ADJ
easat-3133	129	48	sciences	science	NOUN
easat-3133	129	49	,	,	PUNCT
easat-3133	129	50	arts	art	NOUN
easat-3133	129	51	and	and	CCONJ
easat-3133	129	52	letters	letter	NOUN
easat-3133	129	53	,	,	PUNCT
easat-3133	129	54	among	among	ADP
easat-3133	129	55	other	other	ADJ
easat-3133	129	56	types	type	NOUN
easat-3133	129	57	of	of	ADP
easat-3133	129	58	programs	program	NOUN
easat-3133	129	59	where	where	SCONJ
easat-3133	129	60	qualitative	qualitative	ADJ
easat-3133	129	61	research	research	NOUN
easat-3133	129	62	is	be	AUX
easat-3133	129	63	constituted	constitute	VERB
easat-3133	129	64	as	as	ADP
easat-3133	129	65	a	a	DET
easat-3133	129	66	fundamental	fundamental	ADJ
easat-3133	129	67	axis	axis	NOUN
easat-3133	129	68	in	in	ADP
easat-3133	129	69	consequence	consequence	NOUN
easat-3133	129	70	with	with	ADP
easat-3133	129	71	the	the	DET
easat-3133	129	72	epistemology	epistemology	NOUN
easat-3133	129	73	of	of	ADP
easat-3133	129	74	such	such	ADJ
easat-3133	129	75	sciences	science	NOUN
easat-3133	129	76	.	.	PUNCT
easat-3133	130	1	thus	thus	ADV
easat-3133	130	2	,	,	PUNCT
easat-3133	130	3	the	the	DET
easat-3133	130	4	perspectives	perspective	NOUN
easat-3133	130	5	of	of	ADP
easat-3133	130	6	the	the	DET
easat-3133	130	7	product	product	NOUN
easat-3133	130	8	regarding	regard	VERB
easat-3133	130	9	the	the	DET
easat-3133	130	10	possibility	possibility	NOUN
easat-3133	130	11	of	of	ADP
easat-3133	130	12	use	use	NOUN
easat-3133	130	13	and	and	CCONJ
easat-3133	130	14	growth	growth	NOUN
easat-3133	130	15	of	of	ADP
easat-3133	130	16	its	its	PRON
easat-3133	130	17	functionality	functionality	NOUN
easat-3133	130	18	are	be	AUX
easat-3133	130	19	feasible	feasible	ADJ
easat-3133	130	20	,	,	PUNCT
easat-3133	130	21	not	not	PART
easat-3133	130	22	only	only	ADV
easat-3133	130	23	at	at	ADP
easat-3133	130	24	the	the	DET
easat-3133	130	25	university	university	NOUN
easat-3133	130	26	of	of	ADP
easat-3133	130	27	nariño	nariño	NOUN
easat-3133	130	28	but	but	CCONJ
easat-3133	130	29	also	also	ADV
easat-3133	130	30	at	at	ADP
easat-3133	130	31	other	other	ADJ
easat-3133	130	32	universities	university	NOUN
easat-3133	130	33	.	.	PUNCT
easat-3133	131	1	overall	overall	ADV
easat-3133	131	2	,	,	PUNCT
easat-3133	131	3	the	the	DET
easat-3133	131	4	usability	usability	NOUN
easat-3133	131	5	assessment	assessment	NOUN
easat-3133	131	6	yielded	yield	VERB
easat-3133	131	7	positive	positive	ADJ
easat-3133	131	8	results	result	NOUN
easat-3133	131	9	.	.	PUNCT
easat-3133	132	1	the	the	DET
easat-3133	132	2	findings	finding	NOUN
easat-3133	132	3	indicate	indicate	VERB
easat-3133	132	4	that	that	SCONJ
easat-3133	132	5	the	the	DET
easat-3133	132	6	participants	participant	NOUN
easat-3133	132	7	found	find	VERB
easat-3133	132	8	the	the	DET
easat-3133	132	9	computing	computing	NOUN
easat-3133	132	10	solution	solution	NOUN
easat-3133	132	11	acceptable	acceptable	ADJ
easat-3133	132	12	.	.	PUNCT
easat-3133	133	1	based	base	VERB
easat-3133	133	2	on	on	ADP
easat-3133	133	3	their	their	PRON
easat-3133	133	4	responses	response	NOUN
easat-3133	133	5	,	,	PUNCT
easat-3133	133	6	there	there	PRON
easat-3133	133	7	was	be	VERB
easat-3133	133	8	a	a	DET
easat-3133	133	9	consensus	consensus	NOUN
easat-3133	133	10	of	of	ADP
easat-3133	133	11	positive	positive	ADJ
easat-3133	133	12	feedback	feedback	NOUN
easat-3133	133	13	,	,	PUNCT
easat-3133	133	14	indicating	indicate	VERB
easat-3133	133	15	that	that	SCONJ
easat-3133	133	16	the	the	DET
easat-3133	133	17	proposed	propose	VERB
easat-3133	133	18	computing	computing	NOUN
easat-3133	133	19	solution	solution	NOUN
easat-3133	133	20	is	be	AUX
easat-3133	133	21	feasible	feasible	ADJ
easat-3133	133	22	and	and	CCONJ
easat-3133	133	23	highly	highly	ADV
easat-3133	133	24	intuitive	intuitive	ADJ
easat-3133	133	25	.	.	PUNCT
easat-3133	134	1	5048	5048	NUM
easat-3133	134	2	edelweiss	edelweiss	PROPN
easat-3133	134	3	applied	apply	VERB
easat-3133	134	4	science	science	NOUN
easat-3133	134	5	and	and	CCONJ
easat-3133	134	6	technology	technology	NOUN
easat-3133	134	7	issn	issn	PROPN
easat-3133	134	8	:	:	PUNCT
easat-3133	134	9	2576	2576	NUM
easat-3133	134	10	-	-	SYM
easat-3133	134	11	8484	8484	NUM
easat-3133	134	12	vol	vol	NOUN
easat-3133	134	13	.	.	PROPN
easat-3133	134	14	8	8	NUM
easat-3133	134	15	,	,	PUNCT
easat-3133	134	16	no	no	INTJ
easat-3133	134	17	.	.	NOUN
easat-3133	135	1	6	6	NUM
easat-3133	135	2	:	:	SYM
easat-3133	135	3	5041	5041	NUM
easat-3133	135	4	-	-	SYM
easat-3133	135	5	5049	5049	NUM
easat-3133	135	6	,	,	PUNCT
easat-3133	135	7	2024	2024	NUM
easat-3133	135	8	doi	doi	NOUN
easat-3133	135	9	:	:	PUNCT
easat-3133	135	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	135	11	©	©	ADP
easat-3133	135	12	2024	2024	NUM
easat-3133	135	13	by	by	ADP
easat-3133	135	14	the	the	DET
easat-3133	135	15	authors	author	NOUN
easat-3133	135	16	;	;	PUNCT
easat-3133	135	17	licensee	licensee	PROPN
easat-3133	135	18	learning	learning	NOUN
easat-3133	135	19	gate	gate	NOUN
easat-3133	135	20	6	6	NUM
easat-3133	135	21	.	.	PUNCT
easat-3133	136	1	future	future	ADJ
easat-3133	136	2	work	work	NOUN
easat-3133	136	3	considering	consider	VERB
easat-3133	136	4	the	the	DET
easat-3133	136	5	results	result	NOUN
easat-3133	136	6	of	of	ADP
easat-3133	136	7	the	the	DET
easat-3133	136	8	experience	experience	NOUN
easat-3133	136	9	in	in	ADP
easat-3133	136	10	real	real	ADJ
easat-3133	136	11	scenarios	scenario	NOUN
easat-3133	136	12	,	,	PUNCT
easat-3133	136	13	it	it	PRON
easat-3133	136	14	is	be	AUX
easat-3133	136	15	necessary	necessary	ADJ
easat-3133	136	16	to	to	PART
easat-3133	136	17	enhance	enhance	VERB
easat-3133	136	18	the	the	DET
easat-3133	136	19	computational	computational	ADJ
easat-3133	136	20	solution	solution	NOUN
easat-3133	136	21	by	by	ADP
easat-3133	136	22	expanding	expand	VERB
easat-3133	136	23	its	its	PRON
easat-3133	136	24	capacity	capacity	NOUN
easat-3133	136	25	to	to	PART
easat-3133	136	26	work	work	VERB
easat-3133	136	27	with	with	ADP
easat-3133	136	28	plain	plain	ADJ
easat-3133	136	29	text	text	NOUN
easat-3133	136	30	;	;	PUNCT
easat-3133	136	31	that	that	PRON
easat-3133	136	32	is	is	ADV
easat-3133	136	33	,	,	PUNCT
easat-3133	136	34	the	the	DET
easat-3133	136	35	tool	tool	NOUN
easat-3133	136	36	must	must	AUX
easat-3133	136	37	be	be	AUX
easat-3133	136	38	able	able	ADJ
easat-3133	136	39	to	to	PART
easat-3133	136	40	process	process	VERB
easat-3133	136	41	large	large	ADJ
easat-3133	136	42	volumes	volume	NOUN
easat-3133	136	43	of	of	ADP
easat-3133	136	44	textual	textual	ADJ
easat-3133	136	45	information	information	NOUN
easat-3133	136	46	,	,	PUNCT
easat-3133	136	47	such	such	ADJ
easat-3133	136	48	as	as	ADP
easat-3133	136	49	the	the	DET
easat-3133	136	50	compiled	compile	VERB
easat-3133	136	51	results	result	NOUN
easat-3133	136	52	of	of	ADP
easat-3133	136	53	all	all	DET
easat-3133	136	54	the	the	DET
easat-3133	136	55	individuals	individual	NOUN
easat-3133	136	56	who	who	PRON
easat-3133	136	57	were	be	AUX
easat-3133	136	58	submitted	submit	VERB
easat-3133	136	59	to	to	PART
easat-3133	136	60	fill	fill	VERB
easat-3133	136	61	out	out	ADP
easat-3133	136	62	data	datum	NOUN
easat-3133	136	63	collection	collection	NOUN
easat-3133	136	64	instruments	instrument	NOUN
easat-3133	136	65	.	.	PUNCT
easat-3133	137	1	on	on	ADP
easat-3133	137	2	the	the	DET
easat-3133	137	3	other	other	ADJ
easat-3133	137	4	hand	hand	NOUN
easat-3133	137	5	,	,	PUNCT
easat-3133	137	6	increasing	increase	VERB
easat-3133	137	7	the	the	DET
easat-3133	137	8	functionality	functionality	NOUN
easat-3133	137	9	of	of	ADP
easat-3133	137	10	the	the	DET
easat-3133	137	11	computational	computational	ADJ
easat-3133	137	12	solution	solution	NOUN
easat-3133	137	13	is	be	AUX
easat-3133	137	14	considered	consider	VERB
easat-3133	137	15	necessary	necessary	ADJ
easat-3133	137	16	in	in	ADP
easat-3133	137	17	the	the	DET
easat-3133	137	18	sense	sense	NOUN
easat-3133	137	19	of	of	ADP
easat-3133	137	20	allowing	allow	VERB
easat-3133	137	21	sentiment	sentiment	NOUN
easat-3133	137	22	analysis	analysis	NOUN
easat-3133	137	23	and	and	CCONJ
easat-3133	137	24	topic	topic	NOUN
easat-3133	137	25	detection	detection	NOUN
easat-3133	137	26	in	in	ADP
easat-3133	137	27	non	non	ADJ
easat-3133	137	28	-	-	ADJ
easat-3133	137	29	textual	textual	ADJ
easat-3133	137	30	sources	source	NOUN
easat-3133	137	31	of	of	ADP
easat-3133	137	32	information	information	NOUN
easat-3133	137	33	.	.	PUNCT
easat-3133	138	1	in	in	ADP
easat-3133	138	2	this	this	DET
easat-3133	138	3	scenario	scenario	NOUN
easat-3133	138	4	,	,	PUNCT
easat-3133	138	5	significant	significant	ADJ
easat-3133	138	6	advantages	advantage	NOUN
easat-3133	138	7	could	could	AUX
easat-3133	138	8	be	be	AUX
easat-3133	138	9	exploited	exploit	VERB
easat-3133	138	10	from	from	ADP
easat-3133	138	11	using	use	VERB
easat-3133	138	12	the	the	DET
easat-3133	138	13	computational	computational	ADJ
easat-3133	138	14	solution	solution	NOUN
easat-3133	138	15	when	when	SCONJ
easat-3133	138	16	conducting	conduct	VERB
easat-3133	138	17	linguistic	linguistic	ADJ
easat-3133	138	18	analysis	analysis	NOUN
easat-3133	138	19	,	,	PUNCT
easat-3133	138	20	multimedia	multimedia	NOUN
easat-3133	138	21	digital	digital	ADJ
easat-3133	138	22	sources	source	NOUN
easat-3133	138	23	of	of	ADP
easat-3133	138	24	information	information	NOUN
easat-3133	138	25	such	such	ADJ
easat-3133	138	26	as	as	ADP
easat-3133	138	27	audio	audio	ADJ
easat-3133	138	28	and	and	CCONJ
easat-3133	138	29	video	video	NOUN
easat-3133	138	30	recordings	recording	NOUN
easat-3133	138	31	of	of	ADP
easat-3133	138	32	interviews	interview	NOUN
easat-3133	138	33	,	,	PUNCT
easat-3133	138	34	and	and	CCONJ
easat-3133	138	35	audio	audio	NOUN
easat-3133	138	36	and	and	CCONJ
easat-3133	138	37	video	video	NOUN
easat-3133	138	38	recordings	recording	NOUN
easat-3133	138	39	from	from	ADP
easat-3133	138	40	field	field	NOUN
easat-3133	138	41	observations	observation	NOUN
easat-3133	138	42	,	,	PUNCT
easat-3133	138	43	among	among	ADP
easat-3133	138	44	others	other	NOUN
easat-3133	138	45	.	.	PUNCT
easat-3133	139	1	the	the	DET
easat-3133	139	2	computational	computational	ADJ
easat-3133	139	3	solution	solution	NOUN
easat-3133	139	4	is	be	AUX
easat-3133	139	5	available	available	ADJ
easat-3133	139	6	for	for	ADP
easat-3133	139	7	mass	mass	ADJ
easat-3133	139	8	consumption	consumption	NOUN
easat-3133	139	9	through	through	ADP
easat-3133	139	10	a	a	DET
easat-3133	139	11	website	website	NOUN
easat-3133	139	12	,	,	PUNCT
easat-3133	139	13	and	and	CCONJ
easat-3133	139	14	its	its	PRON
easat-3133	139	15	setup	setup	NOUN
easat-3133	139	16	wizard	wizard	NOUN
easat-3133	139	17	for	for	ADP
easat-3133	139	18	desktop	desktop	NOUN
easat-3133	139	19	environments	environment	NOUN
easat-3133	139	20	is	be	AUX
easat-3133	139	21	available	available	ADJ
easat-3133	139	22	.	.	PUNCT
easat-3133	140	1	in	in	ADP
easat-3133	140	2	this	this	DET
easat-3133	140	3	sense	sense	NOUN
easat-3133	140	4	,	,	PUNCT
easat-3133	140	5	considerable	considerable	ADJ
easat-3133	140	6	expectations	expectation	NOUN
easat-3133	140	7	regarding	regard	VERB
easat-3133	140	8	future	future	ADJ
easat-3133	140	9	developments	development	NOUN
easat-3133	140	10	may	may	AUX
easat-3133	140	11	arise	arise	VERB
easat-3133	140	12	.	.	PUNCT
easat-3133	141	1	acknowledgment	acknowledgment	NOUN
easat-3133	141	2	:	:	PUNCT
easat-3133	141	3	the	the	DET
easat-3133	141	4	authors	author	NOUN
easat-3133	141	5	of	of	ADP
easat-3133	141	6	this	this	DET
easat-3133	141	7	paper	paper	NOUN
easat-3133	141	8	wish	wish	VERB
easat-3133	141	9	to	to	PART
easat-3133	141	10	extend	extend	VERB
easat-3133	141	11	their	their	PRON
easat-3133	141	12	appreciation	appreciation	NOUN
easat-3133	141	13	to	to	ADP
easat-3133	141	14	the	the	DET
easat-3133	141	15	computational	computational	ADJ
easat-3133	141	16	language	language	NOUN
easat-3133	141	17	research	research	NOUN
easat-3133	141	18	group	group	NOUN
easat-3133	141	19	at	at	ADP
easat-3133	141	20	the	the	DET
easat-3133	141	21	universidad	universidad	PROPN
easat-3133	141	22	nacional	nacional	PROPN
easat-3133	141	23	de	de	X
easat-3133	141	24	colombia	colombia	PROPN
easat-3133	141	25	in	in	ADP
easat-3133	141	26	medellin	medellin	PROPN
easat-3133	141	27	and	and	CCONJ
easat-3133	141	28	the	the	DET
easat-3133	141	29	galeras.net	galeras.net	PROPN
easat-3133	141	30	research	research	NOUN
easat-3133	141	31	group	group	NOUN
easat-3133	141	32	at	at	ADP
easat-3133	141	33	the	the	DET
easat-3133	141	34	university	university	NOUN
easat-3133	141	35	of	of	ADP
easat-3133	141	36	nariño	nariño	NOUN
easat-3133	141	37	.	.	PUNCT
easat-3133	142	1	this	this	DET
easat-3133	142	2	research	research	NOUN
easat-3133	142	3	was	be	AUX
easat-3133	142	4	self	self	NOUN
easat-3133	142	5	-	-	PUNCT
easat-3133	142	6	funded	fund	VERB
easat-3133	142	7	,	,	PUNCT
easat-3133	142	8	and	and	CCONJ
easat-3133	142	9	the	the	DET
easat-3133	142	10	computational	computational	ADJ
easat-3133	142	11	resources	resource	NOUN
easat-3133	142	12	provided	provide	VERB
easat-3133	142	13	by	by	ADP
easat-3133	142	14	the	the	DET
easat-3133	142	15	galeras.net	galeras.net	PROPN
easat-3133	142	16	research	research	NOUN
easat-3133	142	17	group	group	NOUN
easat-3133	142	18	at	at	ADP
easat-3133	142	19	the	the	DET
easat-3133	142	20	university	university	NOUN
easat-3133	142	21	of	of	ADP
easat-3133	142	22	nariño	nariño	NOUN
easat-3133	142	23	were	be	AUX
easat-3133	142	24	utilized	utilize	VERB
easat-3133	142	25	.	.	PUNCT
easat-3133	143	1	furthermore	furthermore	ADV
easat-3133	143	2	,	,	PUNCT
easat-3133	143	3	the	the	DET
easat-3133	143	4	authors	author	NOUN
easat-3133	143	5	would	would	AUX
easat-3133	143	6	like	like	VERB
easat-3133	143	7	to	to	PART
easat-3133	143	8	thank	thank	VERB
easat-3133	143	9	the	the	DET
easat-3133	143	10	master	master	NOUN
easat-3133	143	11	's	's	PART
easat-3133	143	12	students	student	NOUN
easat-3133	143	13	in	in	ADP
easat-3133	143	14	higher	high	ADJ
easat-3133	143	15	education	education	NOUN
easat-3133	143	16	teaching	teaching	NOUN
easat-3133	143	17	at	at	ADP
easat-3133	143	18	the	the	DET
easat-3133	143	19	university	university	NOUN
easat-3133	143	20	of	of	ADP
easat-3133	143	21	nariño	nariño	NOUN
easat-3133	143	22	for	for	ADP
easat-3133	143	23	their	their	PRON
easat-3133	143	24	involvement	involvement	NOUN
easat-3133	143	25	in	in	ADP
easat-3133	143	26	conducting	conduct	VERB
easat-3133	143	27	the	the	DET
easat-3133	143	28	quasi	quasi	NOUN
easat-3133	143	29	-	-	NOUN
easat-3133	143	30	experiment	experiment	NOUN
easat-3133	143	31	.	.	PUNCT
easat-3133	144	1	copyright	copyright	NOUN
easat-3133	144	2	:	:	PUNCT
easat-3133	144	3	©	©	PROPN
easat-3133	144	4	2024	2024	NUM
easat-3133	144	5	by	by	ADP
easat-3133	144	6	the	the	DET
easat-3133	144	7	authors	author	NOUN
easat-3133	144	8	.	.	PUNCT
easat-3133	145	1	this	this	DET
easat-3133	145	2	article	article	NOUN
easat-3133	145	3	is	be	AUX
easat-3133	145	4	an	an	DET
easat-3133	145	5	open	open	ADJ
easat-3133	145	6	access	access	NOUN
easat-3133	145	7	article	article	NOUN
easat-3133	145	8	distributed	distribute	VERB
easat-3133	145	9	under	under	ADP
easat-3133	145	10	the	the	DET
easat-3133	145	11	terms	term	NOUN
easat-3133	145	12	and	and	CCONJ
easat-3133	145	13	conditions	condition	NOUN
easat-3133	145	14	of	of	ADP
easat-3133	145	15	the	the	DET
easat-3133	145	16	creative	creative	ADJ
easat-3133	145	17	commons	common	NOUN
easat-3133	145	18	attribution	attribution	NOUN
easat-3133	145	19	(	(	PUNCT
easat-3133	145	20	cc	cc	NOUN
easat-3133	145	21	by	by	ADP
easat-3133	145	22	)	)	PUNCT
easat-3133	145	23	license	license	NOUN
easat-3133	145	24	(	(	PUNCT
easat-3133	145	25	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3133	145	26	)	)	PUNCT
easat-3133	145	27	.	.	PUNCT
easat-3133	146	1	references	reference	NOUN
easat-3133	146	2	[	[	X
easat-3133	146	3	1	1	NUM
easat-3133	146	4	]	]	PUNCT
easat-3133	146	5	r.	r.	PROPN
easat-3133	146	6	kitchin	kitchin	PROPN
easat-3133	146	7	,	,	PUNCT
easat-3133	146	8	“	"	PUNCT
easat-3133	146	9	big	big	ADJ
easat-3133	146	10	data	datum	NOUN
easat-3133	146	11	,	,	PUNCT
easat-3133	146	12	new	new	ADJ
easat-3133	146	13	epistemologies	epistemology	NOUN
easat-3133	146	14	,	,	PUNCT
easat-3133	146	15	and	and	CCONJ
easat-3133	146	16	paradigm	paradigm	NOUN
easat-3133	146	17	shifts	shift	NOUN
easat-3133	146	18	,	,	PUNCT
easat-3133	146	19	”	"	PUNCT
easat-3133	146	20	big	big	ADJ
easat-3133	146	21	data	datum	NOUN
easat-3133	146	22	&	&	CCONJ
easat-3133	146	23	soc	soc	PROPN
easat-3133	146	24	.	.	PUNCT
easat-3133	147	1	,	,	PUNCT
easat-3133	147	2	vol	vol	NOUN
easat-3133	147	3	.	.	PROPN
easat-3133	147	4	1	1	NUM
easat-3133	147	5	,	,	PUNCT
easat-3133	147	6	n.º	n.º	PROPN
easat-3133	147	7	1	1	NUM
easat-3133	147	8	,	,	PUNCT
easat-3133	147	9	p.	p.	NOUN
easat-3133	147	10	205395171452848	205395171452848	NUM
easat-3133	147	11	,	,	PUNCT
easat-3133	147	12	april	april	PROPN
easat-3133	147	13	2014	2014	NUM
easat-3133	147	14	.	.	PUNCT
easat-3133	148	1	disponible	disponible	ADJ
easat-3133	148	2	:	:	PUNCT
easat-3133	149	1	https://doi.org/10.1177/2053951714528481	https://doi.org/10.1177/2053951714528481	PROPN
easat-3133	150	1	[	[	X
easat-3133	150	2	2	2	X
easat-3133	150	3	]	]	X
easat-3133	150	4	e.	e.	PROPN
easat-3133	150	5	klein	klein	PROPN
easat-3133	150	6	,	,	PUNCT
easat-3133	150	7	s.	s.	PROPN
easat-3133	150	8	bird	bird	PROPN
easat-3133	150	9	y	y	PROPN
easat-3133	150	10	e.	e.	PROPN
easat-3133	150	11	loper	loper	PROPN
easat-3133	150	12	,	,	PUNCT
easat-3133	150	13	natural	natural	ADJ
easat-3133	150	14	language	language	NOUN
easat-3133	150	15	processing	processing	NOUN
easat-3133	150	16	with	with	ADP
easat-3133	150	17	python	python	PROPN
easat-3133	150	18	.	.	PUNCT
easat-3133	151	1	o'reilly	o'reilly	PROPN
easat-3133	151	2	media	media	PROPN
easat-3133	151	3	,	,	PUNCT
easat-3133	151	4	inc	inc	PROPN
easat-3133	151	5	.	.	PROPN
easat-3133	151	6	,	,	PUNCT
easat-3133	151	7	2009	2009	NUM
easat-3133	151	8	.	.	PUNCT
easat-3133	152	1	[	[	X
easat-3133	152	2	3	3	X
easat-3133	152	3	]	]	X
easat-3133	152	4	c.	c.	PROPN
easat-3133	152	5	d.	d.	PROPN
easat-3133	152	6	manning	manning	PROPN
easat-3133	152	7	,	,	PUNCT
easat-3133	152	8	foundations	foundation	NOUN
easat-3133	152	9	of	of	ADP
easat-3133	152	10	statistical	statistical	ADJ
easat-3133	152	11	natural	natural	ADJ
easat-3133	152	12	language	language	NOUN
easat-3133	152	13	processing	processing	NOUN
easat-3133	152	14	.	.	PUNCT
easat-3133	153	1	cambridge	cambridge	PROPN
easat-3133	153	2	,	,	PUNCT
easat-3133	153	3	mass	mass	PROPN
easat-3133	153	4	:	:	PUNCT
easat-3133	153	5	mit	mit	PROPN
easat-3133	153	6	press	press	NOUN
easat-3133	153	7	,	,	PUNCT
easat-3133	153	8	1999	1999	NUM
easat-3133	153	9	.	.	PUNCT
easat-3133	154	1	[	[	X
easat-3133	154	2	4	4	X
easat-3133	154	3	]	]	PUNCT
easat-3133	154	4	v.	v.	ADP
easat-3133	154	5	braun	braun	PROPN
easat-3133	154	6	y	y	PROPN
easat-3133	154	7	v.	v.	PROPN
easat-3133	154	8	clarke	clarke	PROPN
easat-3133	154	9	,	,	PUNCT
easat-3133	154	10	“	"	PUNCT
easat-3133	154	11	using	use	VERB
easat-3133	154	12	thematic	thematic	ADJ
easat-3133	154	13	analysis	analysis	NOUN
easat-3133	154	14	in	in	ADP
easat-3133	154	15	psychology	psychology	NOUN
easat-3133	154	16	”	"	PUNCT
easat-3133	154	17	,	,	PUNCT
easat-3133	154	18	qualitative	qualitative	ADJ
easat-3133	154	19	res	re	NOUN
easat-3133	154	20	.	.	PUNCT
easat-3133	155	1	psychol	psychol	PROPN
easat-3133	155	2	.	.	PROPN
easat-3133	155	3	,	,	PUNCT
easat-3133	155	4	vol	vol	NOUN
easat-3133	155	5	.	.	PROPN
easat-3133	156	1	3	3	NUM
easat-3133	156	2	,	,	PUNCT
easat-3133	156	3	n.º	n.º	PROPN
easat-3133	156	4	2	2	NUM
easat-3133	156	5	,	,	PUNCT
easat-3133	156	6	pp	pp	ADJ
easat-3133	156	7	.	.	PUNCT
easat-3133	157	1	77–101	77–101	PROPN
easat-3133	157	2	,	,	PUNCT
easat-3133	157	3	january	january	PROPN
easat-3133	157	4	2006	2006	NUM
easat-3133	157	5	.	.	PUNCT
easat-3133	158	1	disponible	disponible	ADJ
easat-3133	158	2	:	:	PUNCT
easat-3133	158	3	https://doi.org/10.1191/1478088706qp063oa	https://doi.org/10.1191/1478088706qp063oa	NOUN
easat-3133	159	1	[	[	X
easat-3133	159	2	5	5	NUM
easat-3133	159	3	]	]	PUNCT
easat-3133	159	4	d.	d.	PROPN
easat-3133	159	5	boyd	boyd	PROPN
easat-3133	159	6	y	y	PROPN
easat-3133	159	7	k.	k.	PROPN
easat-3133	159	8	crawford	crawford	PROPN
easat-3133	159	9	,	,	PUNCT
easat-3133	159	10	“	"	PUNCT
easat-3133	159	11	critical	critical	ADJ
easat-3133	159	12	questions	question	NOUN
easat-3133	159	13	for	for	ADP
easat-3133	159	14	big	big	ADJ
easat-3133	159	15	data	datum	NOUN
easat-3133	159	16	”	"	PUNCT
easat-3133	159	17	,	,	PUNCT
easat-3133	159	18	inf	inf	PROPN
easat-3133	159	19	.	.	PROPN
easat-3133	159	20	,	,	PUNCT
easat-3133	159	21	communication	communication	NOUN
easat-3133	159	22	&	&	CCONJ
easat-3133	159	23	soc	soc	PROPN
easat-3133	159	24	.	.	PUNCT
easat-3133	160	1	,	,	PUNCT
easat-3133	160	2	vol	vol	NOUN
easat-3133	160	3	.	.	PROPN
easat-3133	160	4	15	15	NUM
easat-3133	160	5	,	,	PUNCT
easat-3133	160	6	n.º	n.º	PROPN
easat-3133	160	7	5	5	NUM
easat-3133	160	8	,	,	PUNCT
easat-3133	160	9	pp	pp	ADJ
easat-3133	160	10	.	.	PUNCT
easat-3133	161	1	662–679	662–679	NUM
easat-3133	161	2	,	,	PUNCT
easat-3133	161	3	june	june	PROPN
easat-3133	161	4	2012	2012	NUM
easat-3133	161	5	.	.	PUNCT
easat-3133	162	1	disponible	disponible	ADJ
easat-3133	162	2	:	:	PUNCT
easat-3133	162	3	https://doi.org/10.1080/1369118x.2012.678878	https://doi.org/10.1080/1369118x.2012.678878	PROPN
easat-3133	162	4	[	[	X
easat-3133	162	5	6	6	NUM
easat-3133	162	6	]	]	PUNCT
easat-3133	162	7	t.	t.	PROPN
easat-3133	162	8	mikolov	mikolov	PROPN
easat-3133	162	9	,	,	PUNCT
easat-3133	162	10	i.	i.	PROPN
easat-3133	162	11	sutskever	sutskever	PROPN
easat-3133	162	12	,	,	PUNCT
easat-3133	162	13	k.	k.	PROPN
easat-3133	162	14	chen	chen	PROPN
easat-3133	162	15	,	,	PUNCT
easat-3133	162	16	g.	g.	PROPN
easat-3133	162	17	s.	s.	PROPN
easat-3133	162	18	corrado	corrado	PROPN
easat-3133	162	19	,	,	PUNCT
easat-3133	162	20	y	y	PROPN
easat-3133	162	21	j.	j.	PROPN
easat-3133	162	22	dean	dean	PROPN
easat-3133	162	23	,	,	PUNCT
easat-3133	162	24	“	"	PUNCT
easat-3133	162	25	distributed	distribute	VERB
easat-3133	162	26	representations	representation	NOUN
easat-3133	162	27	of	of	ADP
easat-3133	162	28	words	word	NOUN
easat-3133	162	29	and	and	CCONJ
easat-3133	162	30	phrases	phrase	NOUN
easat-3133	162	31	and	and	CCONJ
easat-3133	162	32	their	their	PRON
easat-3133	162	33	compositionality	compositionality	NOUN
easat-3133	162	34	”	"	PUNCT
easat-3133	162	35	,	,	PUNCT
easat-3133	162	36	in	in	ADP
easat-3133	162	37	advances	advance	NOUN
easat-3133	162	38	in	in	ADP
easat-3133	162	39	neural	neural	ADJ
easat-3133	162	40	information	information	NOUN
easat-3133	162	41	processing	processing	NOUN
easat-3133	162	42	systems	system	NOUN
easat-3133	162	43	,	,	PUNCT
easat-3133	162	44	curran	curran	PROPN
easat-3133	162	45	associates	associates	PROPN
easat-3133	162	46	,	,	PUNCT
easat-3133	162	47	inc	inc	PROPN
easat-3133	162	48	.	.	PROPN
easat-3133	162	49	,	,	PUNCT
easat-3133	162	50	2013	2013	NUM
easat-3133	162	51	.	.	PUNCT
easat-3133	163	1	[	[	X
easat-3133	163	2	7	7	NUM
easat-3133	163	3	]	]	PUNCT
easat-3133	163	4	a.	a.	NOUN
easat-3133	163	5	vaswani	vaswani	PROPN
easat-3133	163	6	et	et	PROPN
easat-3133	163	7	al	al	PROPN
easat-3133	163	8	.	.	PROPN
easat-3133	163	9	,	,	PUNCT
easat-3133	163	10	“	"	PUNCT
easat-3133	163	11	attention	attention	NOUN
easat-3133	163	12	is	be	AUX
easat-3133	163	13	all	all	PRON
easat-3133	163	14	you	you	PRON
easat-3133	163	15	need	need	VERB
easat-3133	163	16	”	"	PUNCT
easat-3133	163	17	,	,	PUNCT
easat-3133	163	18	in	in	ADP
easat-3133	163	19	advances	advance	NOUN
easat-3133	163	20	in	in	ADP
easat-3133	163	21	neural	neural	ADJ
easat-3133	163	22	information	information	NOUN
easat-3133	163	23	processing	processing	NOUN
easat-3133	163	24	systems	system	NOUN
easat-3133	163	25	,	,	PUNCT
easat-3133	163	26	curran	curran	PROPN
easat-3133	163	27	associates	associates	PROPN
easat-3133	163	28	,	,	PUNCT
easat-3133	163	29	inc	inc	PROPN
easat-3133	163	30	.	.	PROPN
easat-3133	163	31	,	,	PUNCT
easat-3133	163	32	2017	2017	NUM
easat-3133	163	33	.	.	PUNCT
easat-3133	164	1	[	[	X
easat-3133	164	2	8	8	NUM
easat-3133	164	3	]	]	X
easat-3133	164	4	b.	b.	PROPN
easat-3133	164	5	g.	g.	PROPN
easat-3133	164	6	glaser	glaser	PROPN
easat-3133	164	7	y	y	PROPN
easat-3133	164	8	a.	a.	PROPN
easat-3133	164	9	l.	l.	PROPN
easat-3133	164	10	strauss	strauss	PROPN
easat-3133	164	11	,	,	PUNCT
easat-3133	164	12	the	the	DET
easat-3133	164	13	discovery	discovery	NOUN
easat-3133	164	14	of	of	ADP
easat-3133	164	15	grounded	ground	VERB
easat-3133	164	16	theory	theory	NOUN
easat-3133	164	17	:	:	PUNCT
easat-3133	164	18	strategies	strategy	NOUN
easat-3133	164	19	for	for	ADP
easat-3133	164	20	qualitative	qualitative	ADJ
easat-3133	164	21	research	research	NOUN
easat-3133	164	22	.	.	PUNCT
easat-3133	165	1	in	in	ADP
easat-3133	165	2	observations	observation	NOUN
easat-3133	165	3	(	(	PUNCT
easat-3133	165	4	chicago	chicago	PROPN
easat-3133	165	5	,	,	PUNCT
easat-3133	165	6	ill	ill	PROPN
easat-3133	165	7	.	.	PUNCT
easat-3133	165	8	)	)	PUNCT
easat-3133	165	9	.	.	PUNCT
easat-3133	166	1	aldine	aldine	PROPN
easat-3133	166	2	,	,	PUNCT
easat-3133	166	3	1967	1967	NUM
easat-3133	167	1	[	[	X
easat-3133	167	2	9	9	NUM
easat-3133	167	3	]	]	PUNCT
easat-3133	167	4	c.	c.	PROPN
easat-3133	167	5	k.	k.	PROPN
easat-3133	167	6	riessman	riessman	PROPN
easat-3133	167	7	,	,	PUNCT
easat-3133	167	8	“	"	PUNCT
easat-3133	167	9	narrative	narrative	ADJ
easat-3133	167	10	methods	method	NOUN
easat-3133	167	11	for	for	ADP
easat-3133	167	12	the	the	DET
easat-3133	167	13	human	human	ADJ
easat-3133	167	14	sciences	science	NOUN
easat-3133	167	15	.	.	PUNCT
easat-3133	167	16	”	"	PUNCT
easat-3133	168	1	narrative	narrative	ADJ
easat-3133	168	2	methods	method	NOUN
easat-3133	168	3	for	for	ADP
easat-3133	168	4	the	the	DET
easat-3133	168	5	human	human	ADJ
easat-3133	168	6	sciences	sciences	PROPN
easat-3133	168	7	.	.	PUNCT
easat-3133	169	1	sage	sage	NOUN
easat-3133	169	2	publications	publication	NOUN
easat-3133	169	3	,	,	PUNCT
easat-3133	169	4	inc	inc	PROPN
easat-3133	169	5	,	,	PUNCT
easat-3133	169	6	thousand	thousand	NUM
easat-3133	169	7	oaks	oak	NOUN
easat-3133	169	8	,	,	PUNCT
easat-3133	169	9	ca	ca	PROPN
easat-3133	169	10	,	,	PUNCT
easat-3133	169	11	us	we	PRON
easat-3133	169	12	,	,	PUNCT
easat-3133	169	13	2008	2008	NUM
easat-3133	169	14	.	.	PUNCT
easat-3133	170	1	[	[	X
easat-3133	170	2	10	10	NUM
easat-3133	170	3	]	]	X
easat-3133	170	4	s.	s.	PROPN
easat-3133	170	5	m.	m.	PROPN
easat-3133	170	6	mohammad	mohammad	PROPN
easat-3133	170	7	y	y	PROPN
easat-3133	170	8	p.	p.	PROPN
easat-3133	170	9	d.	d.	PROPN
easat-3133	170	10	turney	turney	PROPN
easat-3133	170	11	,	,	PUNCT
easat-3133	170	12	“	"	PUNCT
easat-3133	170	13	crowdsourcing	crowdsource	VERB
easat-3133	170	14	a	a	DET
easat-3133	170	15	word	word	NOUN
easat-3133	170	16	-	-	PUNCT
easat-3133	170	17	emotion	emotion	NOUN
easat-3133	170	18	association	association	NOUN
easat-3133	170	19	lexicon	lexicon	PROPN
easat-3133	170	20	”	"	PUNCT
easat-3133	170	21	,	,	PUNCT
easat-3133	170	22	comput	comput	NOUN
easat-3133	170	23	.	.	PUNCT
easat-3133	171	1	intell	intell	PROPN
easat-3133	171	2	.	.	PUNCT
easat-3133	172	1	,	,	PUNCT
easat-3133	172	2	vol	vol	NOUN
easat-3133	172	3	.	.	PROPN
easat-3133	172	4	29	29	NUM
easat-3133	172	5	,	,	PUNCT
easat-3133	172	6	n.º	n.º	PROPN
easat-3133	172	7	3	3	NUM
easat-3133	172	8	,	,	PUNCT
easat-3133	172	9	pp	pp	ADJ
easat-3133	172	10	.	.	PUNCT
easat-3133	173	1	436–465	436–465	NUM
easat-3133	173	2	,	,	PUNCT
easat-3133	173	3	september	september	PROPN
easat-3133	173	4	de	de	PROPN
easat-3133	173	5	2012	2012	NUM
easat-3133	173	6	.	.	PUNCT
easat-3133	174	1	disponible	disponible	ADJ
easat-3133	174	2	:	:	PUNCT
easat-3133	174	3	https://doi.org/10.1111/j.1467-8640.2012.00460.x	https://doi.org/10.1111/j.1467-8640.2012.00460.x	VERB
easat-3133	175	1	[	[	X
easat-3133	175	2	11	11	NUM
easat-3133	175	3	]	]	X
easat-3133	175	4	b.	b.	PROPN
easat-3133	175	5	pang	pang	PROPN
easat-3133	175	6	y	y	PROPN
easat-3133	175	7	l.	l.	PROPN
easat-3133	175	8	lee	lee	PROPN
easat-3133	175	9	,	,	PUNCT
easat-3133	175	10	“	"	PUNCT
easat-3133	175	11	opinion	opinion	NOUN
easat-3133	175	12	mining	mining	NOUN
easat-3133	175	13	and	and	CCONJ
easat-3133	175	14	sentiment	sentiment	NOUN
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easat-3133	175	16	”	"	PUNCT
easat-3133	175	17	,	,	PUNCT
easat-3133	175	18	found	find	VERB
easat-3133	175	19	.	.	PUNCT
easat-3133	176	1	trends	trend	NOUN
easat-3133	176	2	®	®	PROPN
easat-3133	176	3	inf	inf	PROPN
easat-3133	176	4	.	.	PUNCT
easat-3133	176	5	retrieval	retrieval	PROPN
easat-3133	176	6	,	,	PUNCT
easat-3133	176	7	vol	vol	NOUN
easat-3133	176	8	.	.	PROPN
easat-3133	176	9	2	2	NUM
easat-3133	176	10	,	,	PUNCT
easat-3133	176	11	n.º	n.º	PROPN
easat-3133	176	12	1–2	1–2	NOUN
easat-3133	176	13	,	,	PUNCT
easat-3133	176	14	pp	pp	ADV
easat-3133	176	15	.	.	PUNCT
easat-3133	177	1	1–135	1–135	NUM
easat-3133	177	2	,	,	PUNCT
easat-3133	177	3	2008	2008	NUM
easat-3133	177	4	.	.	PUNCT
easat-3133	178	1	[	[	X
easat-3133	178	2	online	online	X
easat-3133	178	3	]	]	X
easat-3133	178	4	.	.	PUNCT
easat-3133	179	1	disponible	disponible	ADJ
easat-3133	179	2	:	:	PUNCT
easat-3133	179	3	https://doi.org/10.1561/1500000011	https://doi.org/10.1561/1500000011	PRON
easat-3133	180	1	[	[	X
easat-3133	180	2	12	12	NUM
easat-3133	180	3	]	]	X
easat-3133	180	4	d.	d.	PROPN
easat-3133	180	5	blei	blei	PROPN
easat-3133	180	6	,	,	PUNCT
easat-3133	180	7	a.	a.	PROPN
easat-3133	180	8	ng	ng	PROPN
easat-3133	180	9	,	,	PUNCT
easat-3133	180	10	y	y	PROPN
easat-3133	180	11	m.	m.	PROPN
easat-3133	180	12	jordan	jordan	PROPN
easat-3133	180	13	,	,	PUNCT
easat-3133	180	14	“	"	PUNCT
easat-3133	180	15	latent	latent	ADJ
easat-3133	180	16	dirichlet	dirichlet	PROPN
easat-3133	180	17	allocation	allocation	NOUN
easat-3133	180	18	”	"	PUNCT
easat-3133	180	19	,	,	PUNCT
easat-3133	180	20	journal	journal	NOUN
easat-3133	180	21	of	of	ADP
easat-3133	180	22	machine	machine	NOUN
easat-3133	180	23	learning	learn	VERB
easat-3133	180	24	research	research	NOUN
easat-3133	180	25	,	,	PUNCT
easat-3133	180	26	vol	vol	NOUN
easat-3133	180	27	.	.	PROPN
easat-3133	181	1	3	3	NUM
easat-3133	181	2	,	,	PUNCT
easat-3133	181	3	pp	pp	ADJ
easat-3133	181	4	.	.	PUNCT
easat-3133	182	1	993–1022	993–1022	NUM
easat-3133	182	2	,	,	PUNCT
easat-3133	182	3	may	may	PROPN
easat-3133	182	4	2003	2003	NUM
easat-3133	182	5	,	,	PUNCT
easat-3133	182	6	doi	doi	NOUN
easat-3133	182	7	:	:	PUNCT
easat-3133	182	8	10.1162	10.1162	NUM
easat-3133	182	9	/	/	SYM
easat-3133	182	10	jmlr.2003.3.4	jmlr.2003.3.4	NOUN
easat-3133	182	11	-	-	SYM
easat-3133	182	12	5.993	5.993	NUM
easat-3133	182	13	.	.	PUNCT
easat-3133	183	1	[	[	X
easat-3133	183	2	13	13	NUM
easat-3133	183	3	]	]	X
easat-3133	183	4	f.	f.	PROPN
easat-3133	183	5	sebastiani	sebastiani	PROPN
easat-3133	183	6	,	,	PUNCT
easat-3133	183	7	“	"	PUNCT
easat-3133	183	8	machine	machine	NOUN
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easat-3133	183	10	in	in	ADP
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easat-3133	183	14	”	"	PUNCT
easat-3133	183	15	,	,	PUNCT
easat-3133	183	16	acm	acm	NOUN
easat-3133	183	17	comput	comput	NOUN
easat-3133	183	18	.	.	PUNCT
easat-3133	184	1	surv	surv	PROPN
easat-3133	184	2	.	.	PUNCT
easat-3133	184	3	,	,	PUNCT
easat-3133	184	4	vol	vol	NOUN
easat-3133	184	5	.	.	PROPN
easat-3133	185	1	34	34	NUM
easat-3133	185	2	,	,	PUNCT
easat-3133	185	3	n.º	n.º	PROPN
easat-3133	185	4	1	1	NUM
easat-3133	185	5	,	,	PUNCT
easat-3133	185	6	pp	pp	ADJ
easat-3133	185	7	.	.	PUNCT
easat-3133	186	1	1–47	1–47	NOUN
easat-3133	186	2	,	,	PUNCT
easat-3133	186	3	march	march	PROPN
easat-3133	186	4	2002	2002	NUM
easat-3133	186	5	.	.	PUNCT
easat-3133	187	1	[	[	X
easat-3133	187	2	online	online	X
easat-3133	187	3	]	]	X
easat-3133	187	4	.	.	PUNCT
easat-3133	188	1	disponible	disponible	ADJ
easat-3133	188	2	:	:	PUNCT
easat-3133	188	3	https://doi.org/10.1145/505282.505283	https://doi.org/10.1145/505282.505283	NOUN
easat-3133	189	1	[	[	X
easat-3133	189	2	14	14	NUM
easat-3133	189	3	]	]	PUNCT
easat-3133	189	4	e.	e.	PROPN
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easat-3133	189	10	“	"	PUNCT
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easat-3133	189	13	‘	'	PUNCT
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easat-3133	189	15	’	'	PUNCT
easat-3133	189	16	of	of	ADP
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easat-3133	189	18	annotation	annotation	NOUN
easat-3133	189	19	:	:	PUNCT
easat-3133	189	20	a	a	DET
easat-3133	189	21	new	new	ADJ
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easat-3133	189	23	challenge	challenge	NOUN
easat-3133	189	24	for	for	ADP
easat-3133	189	25	corpus	corpus	NOUN
easat-3133	189	26	linguistics	linguistic	NOUN
easat-3133	189	27	”	"	PUNCT
easat-3133	189	28	,	,	PUNCT
easat-3133	189	29	international	international	ADJ
easat-3133	189	30	journal	journal	NOUN
easat-3133	189	31	of	of	ADP
easat-3133	189	32	translation	translation	NOUN
easat-3133	189	33	studies	study	NOUN
easat-3133	189	34	,	,	PUNCT
easat-3133	189	35	vol	vol	NOUN
easat-3133	189	36	.	.	PROPN
easat-3133	189	37	22	22	NUM
easat-3133	189	38	,	,	PUNCT
easat-3133	189	39	pp	pp	ADJ
easat-3133	189	40	.	.	PUNCT
easat-3133	190	1	13–36	13–36	NUM
easat-3133	190	2	,	,	PUNCT
easat-3133	190	3	january	january	PROPN
easat-3133	190	4	2010	2010	NUM
easat-3133	190	5	.	.	PUNCT
easat-3133	191	1	[	[	X
easat-3133	191	2	15	15	NUM
easat-3133	191	3	]	]	PUNCT
easat-3133	191	4	k.	k.	PROPN
easat-3133	191	5	crawford	crawford	PROPN
easat-3133	191	6	y	y	PROPN
easat-3133	191	7	t.	t.	PROPN
easat-3133	191	8	paglen	paglen	VERB
easat-3133	191	9	,	,	PUNCT
easat-3133	191	10	“	"	PUNCT
easat-3133	191	11	excavating	excavate	VERB
easat-3133	191	12	ai	ai	NOUN
easat-3133	191	13	:	:	PUNCT
easat-3133	191	14	the	the	DET
easat-3133	191	15	politics	politic	NOUN
easat-3133	191	16	of	of	ADP
easat-3133	191	17	images	image	NOUN
easat-3133	191	18	in	in	ADP
easat-3133	191	19	machine	machine	NOUN
easat-3133	191	20	learning	learn	VERB
easat-3133	191	21	training	training	NOUN
easat-3133	191	22	sets	set	NOUN
easat-3133	191	23	”	"	PUNCT
easat-3133	191	24	,	,	PUNCT
easat-3133	191	25	ai	ai	VERB
easat-3133	191	26	&	&	CCONJ
easat-3133	191	27	soc	soc	PROPN
easat-3133	191	28	.	.	PUNCT
easat-3133	191	29	,	,	PUNCT
easat-3133	191	30	june	june	PROPN
easat-3133	191	31	2021	2021	NUM
easat-3133	191	32	.	.	PUNCT
easat-3133	192	1	disponible	disponible	ADJ
easat-3133	192	2	:	:	PUNCT
easat-3133	192	3	https://doi.org/10.1007/s00146-021-01162-8	https://doi.org/10.1007/s00146-021-01162-8	NUM
easat-3133	192	4	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-3133	192	5	5049	5049	NUM
easat-3133	192	6	edelweiss	edelweiss	PROPN
easat-3133	192	7	applied	apply	VERB
easat-3133	192	8	science	science	NOUN
easat-3133	192	9	and	and	CCONJ
easat-3133	192	10	technology	technology	NOUN
easat-3133	192	11	issn	issn	PROPN
easat-3133	192	12	:	:	PUNCT
easat-3133	192	13	2576	2576	NUM
easat-3133	192	14	-	-	SYM
easat-3133	192	15	8484	8484	NUM
easat-3133	192	16	vol	vol	NOUN
easat-3133	192	17	.	.	PROPN
easat-3133	192	18	8	8	NUM
easat-3133	192	19	,	,	PUNCT
easat-3133	192	20	no	no	INTJ
easat-3133	192	21	.	.	NOUN
easat-3133	193	1	6	6	NUM
easat-3133	193	2	:	:	SYM
easat-3133	193	3	5041	5041	NUM
easat-3133	193	4	-	-	SYM
easat-3133	193	5	5049	5049	NUM
easat-3133	193	6	,	,	PUNCT
easat-3133	193	7	2024	2024	NUM
easat-3133	193	8	doi	doi	NOUN
easat-3133	193	9	:	:	PUNCT
easat-3133	193	10	10.55214/25768484.v8i6.3133	10.55214/25768484.v8i6.3133	NUM
easat-3133	193	11	©	©	ADP
easat-3133	193	12	2024	2024	NUM
easat-3133	193	13	by	by	ADP
easat-3133	193	14	the	the	DET
easat-3133	193	15	authors	author	NOUN
easat-3133	193	16	;	;	PUNCT
easat-3133	193	17	licensee	licensee	PROPN
easat-3133	193	18	learning	learning	NOUN
easat-3133	193	19	gate	gate	NOUN
easat-3133	194	1	[	[	X
easat-3133	194	2	16	16	NUM
easat-3133	194	3	]	]	PUNCT
easat-3133	194	4	a.	a.	PROPN
easat-3133	194	5	joulin	joulin	PROPN
easat-3133	194	6	,	,	PUNCT
easat-3133	194	7	e.	e.	PROPN
easat-3133	194	8	grave	grave	PROPN
easat-3133	194	9	,	,	PUNCT
easat-3133	194	10	p.	p.	PROPN
easat-3133	194	11	bojanowski	bojanowski	NOUN
easat-3133	194	12	,	,	PUNCT
easat-3133	194	13	y	y	PROPN
easat-3133	194	14	t.	t.	PROPN
easat-3133	194	15	mikolov	mikolov	PROPN
easat-3133	194	16	,	,	PUNCT
easat-3133	194	17	“	"	PUNCT
easat-3133	194	18	bag	bag	NOUN
easat-3133	194	19	of	of	ADP
easat-3133	194	20	tricks	trick	NOUN
easat-3133	194	21	for	for	ADP
easat-3133	194	22	efficient	efficient	ADJ
easat-3133	194	23	text	text	NOUN
easat-3133	194	24	classification	classification	NOUN
easat-3133	194	25	”	"	PUNCT
easat-3133	194	26	,	,	PUNCT
easat-3133	194	27	arxiv	arxiv	PROPN
easat-3133	194	28	,	,	PUNCT
easat-3133	194	29	vol	vol	NOUN
easat-3133	194	30	.	.	PUNCT
easat-3133	195	1	abs/1607.01759	abs/1607.01759	PROPN
easat-3133	195	2	,	,	PUNCT
easat-3133	195	3	2016	2016	NUM
easat-3133	195	4	[	[	X
easat-3133	195	5	17	17	NUM
easat-3133	195	6	]	]	PUNCT
easat-3133	195	7	j.	j.	PROPN
easat-3133	195	8	devlin	devlin	PROPN
easat-3133	195	9	,	,	PUNCT
easat-3133	195	10	m.-w	m.-w	PROPN
easat-3133	195	11	.	.	PUNCT
easat-3133	196	1	chang	chang	PROPN
easat-3133	196	2	,	,	PUNCT
easat-3133	196	3	k.	k.	PROPN
easat-3133	196	4	lee	lee	PROPN
easat-3133	196	5	,	,	PUNCT
easat-3133	196	6	and	and	CCONJ
easat-3133	196	7	k.	k.	PROPN
easat-3133	196	8	toutanova	toutanova	PROPN
easat-3133	196	9	,	,	PUNCT
easat-3133	196	10	“	"	PUNCT
easat-3133	196	11	bert	bert	PROPN
easat-3133	196	12	:	:	PUNCT
easat-3133	196	13	pre	pre	ADJ
easat-3133	196	14	-	-	NOUN
easat-3133	196	15	training	training	NOUN
easat-3133	196	16	of	of	ADP
easat-3133	196	17	deep	deep	ADJ
easat-3133	196	18	bidirectional	bidirectional	ADJ
easat-3133	196	19	transformers	transformer	NOUN
easat-3133	196	20	for	for	ADP
easat-3133	196	21	language	language	NOUN
easat-3133	196	22	understanding	understanding	NOUN
easat-3133	196	23	,	,	PUNCT
easat-3133	196	24	”	"	PUNCT
easat-3133	196	25	in	in	ADP
easat-3133	196	26	north	north	ADJ
easat-3133	196	27	american	american	ADJ
easat-3133	196	28	chapter	chapter	NOUN
easat-3133	196	29	of	of	ADP
easat-3133	196	30	the	the	DET
easat-3133	196	31	association	association	NOUN
easat-3133	196	32	for	for	ADP
easat-3133	196	33	computational	computational	ADJ
easat-3133	196	34	linguistics	linguistic	NOUN
easat-3133	196	35	,	,	PUNCT
easat-3133	196	36	2019	2019	NUM
easat-3133	196	37	.	.	PUNCT
easat-3133	197	1	[	[	X
easat-3133	197	2	18	18	NUM
easat-3133	197	3	]	]	X
easat-3133	197	4	b.	b.	PROPN
easat-3133	197	5	settles	settles	PROPN
easat-3133	197	6	,	,	PUNCT
easat-3133	197	7	“	"	PUNCT
easat-3133	197	8	active	active	ADJ
easat-3133	197	9	learning	learning	NOUN
easat-3133	197	10	literature	literature	NOUN
easat-3133	197	11	survey	survey	NOUN
easat-3133	197	12	”	"	PUNCT
easat-3133	197	13	.	.	PUNCT
easat-3133	198	1	university	university	PROPN
easat-3133	198	2	of	of	ADP
easat-3133	198	3	wisconsin	wisconsin	PROPN
easat-3133	198	4	,	,	PUNCT
easat-3133	198	5	madison	madison	PROPN
easat-3133	198	6	.	.	PROPN
easat-3133	198	7	52	52	NUM
easat-3133	198	8	,	,	PUNCT
easat-3133	198	9	2009	2009	NUM
easat-3133	198	10	[	[	X
easat-3133	198	11	19	19	NUM
easat-3133	198	12	]	]	PUNCT
easat-3133	198	13	j.	j.	PROPN
easat-3133	198	14	metcalf	metcalf	PROPN
easat-3133	198	15	and	and	CCONJ
easat-3133	198	16	k.	k.	PROPN
easat-3133	198	17	crawford	crawford	PROPN
easat-3133	198	18	,	,	PUNCT
easat-3133	198	19	“	"	PUNCT
easat-3133	198	20	where	where	SCONJ
easat-3133	198	21	are	be	AUX
easat-3133	198	22	human	human	ADJ
easat-3133	198	23	subjects	subject	NOUN
easat-3133	198	24	in	in	ADP
easat-3133	198	25	big	big	ADJ
easat-3133	198	26	data	datum	NOUN
easat-3133	198	27	research	research	NOUN
easat-3133	198	28	?	?	PUNCT
easat-3133	199	1	the	the	DET
easat-3133	199	2	emerging	emerge	VERB
easat-3133	199	3	ethics	ethic	NOUN
easat-3133	199	4	divide	divide	VERB
easat-3133	199	5	,	,	PUNCT
easat-3133	199	6	”	"	PUNCT
easat-3133	199	7	big	big	ADJ
easat-3133	199	8	data	datum	NOUN
easat-3133	199	9	&	&	CCONJ
easat-3133	199	10	soc	soc	PROPN
easat-3133	199	11	.	.	PUNCT
easat-3133	200	1	,	,	PUNCT
easat-3133	200	2	vol	vol	NOUN
easat-3133	200	3	.	.	PROPN
easat-3133	200	4	3	3	NUM
easat-3133	200	5	,	,	PUNCT
easat-3133	200	6	n.	n.	NOUN
easat-3133	200	7	º	º	PROPN
easat-3133	200	8	1	1	NUM
easat-3133	200	9	,	,	PUNCT
easat-3133	200	10	p.	p.	NOUN
easat-3133	200	11	205395171665021	205395171665021	NUM
easat-3133	200	12	,	,	PUNCT
easat-3133	200	13	january	january	PROPN
easat-3133	200	14	2016	2016	NUM
easat-3133	200	15	.	.	PUNCT
easat-3133	201	1	disponible	disponible	ADJ
easat-3133	201	2	:	:	PUNCT
easat-3133	202	1	https://doi.org/10.1177/2053951716650211	https://doi.org/10.1177/2053951716650211	X
easat-3133	203	1	[	[	X
easat-3133	203	2	20	20	NUM
easat-3133	203	3	]	]	PUNCT
easat-3133	203	4	a.	a.	PROPN
easat-3133	203	5	radford	radford	PROPN
easat-3133	203	6	,	,	PUNCT
easat-3133	203	7	k.	k.	PROPN
easat-3133	203	8	narasimhan	narasimhan	PROPN
easat-3133	203	9	,	,	PUNCT
easat-3133	203	10	t.	t.	PROPN
easat-3133	203	11	salimans	salimans	PROPN
easat-3133	203	12	y	y	PROPN
easat-3133	203	13	i.	i.	PROPN
easat-3133	203	14	sutskever	sutskever	PROPN
easat-3133	203	15	.	.	PUNCT
easat-3133	204	1	“	"	PUNCT
easat-3133	204	2	improving	improve	VERB
easat-3133	204	3	language	language	NOUN
easat-3133	204	4	understanding	understanding	NOUN
easat-3133	204	5	with	with	ADP
easat-3133	204	6	unsupervised	unsupervised	ADJ
easat-3133	204	7	learning	learning	NOUN
easat-3133	204	8	.	.	PUNCT
easat-3133	204	9	”	"	PUNCT
easat-3133	204	10	openai	openai	PROPN
easat-3133	204	11	.	.	PUNCT
easat-3133	205	1	[	[	X
easat-3133	205	2	online	online	X
easat-3133	205	3	]	]	X
easat-3133	205	4	.	.	PUNCT
easat-3133	206	1	disponible	disponible	ADJ
easat-3133	206	2	:	:	PUNCT
easat-3133	207	1	https://openai.com/research/language-unsupervised	https://openai.com/research/language-unsupervise	VERB
easat-3133	207	2	[	[	X
easat-3133	207	3	21	21	NUM
easat-3133	207	4	]	]	X
easat-3133	207	5	b.	b.	PROPN
easat-3133	207	6	raffel	raffel	PROPN
easat-3133	207	7	et	et	PROPN
easat-3133	207	8	al	al	PROPN
easat-3133	207	9	.	.	PROPN
easat-3133	207	10	,	,	PUNCT
easat-3133	207	11	“	"	PUNCT
easat-3133	207	12	exploring	explore	VERB
easat-3133	207	13	the	the	DET
easat-3133	207	14	limits	limit	NOUN
easat-3133	207	15	of	of	ADP
easat-3133	207	16	transfer	transfer	NOUN
easat-3133	207	17	learning	learn	VERB
easat-3133	207	18	with	with	ADP
easat-3133	207	19	a	a	DET
easat-3133	207	20	unified	unified	ADJ
easat-3133	207	21	text	text	NOUN
easat-3133	207	22	-	-	PUNCT
easat-3133	207	23	to	to	ADP
easat-3133	207	24	-	-	PUNCT
easat-3133	207	25	text	text	NOUN
easat-3133	207	26	transformer	transformer	NOUN
easat-3133	207	27	”	"	PUNCT
easat-3133	207	28	,	,	PUNCT
easat-3133	207	29	j.	j.	PROPN
easat-3133	207	30	mach	mach	PROPN
easat-3133	207	31	.	.	PUNCT
easat-3133	208	1	learn	learn	VERB
easat-3133	208	2	.	.	PUNCT
easat-3133	209	1	res	re	NOUN
easat-3133	209	2	.	.	PROPN
easat-3133	209	3	,	,	PUNCT
easat-3133	209	4	vol	vol	NOUN
easat-3133	209	5	.	.	PROPN
easat-3133	209	6	21	21	NUM
easat-3133	209	7	,	,	PUNCT
easat-3133	209	8	pp	pp	ADJ
easat-3133	209	9	.	.	PUNCT
easat-3133	210	1	140:1	140:1	NUM
easat-3133	210	2	-	-	PUNCT
easat-3133	210	3	140:67	140:67	PROPN
easat-3133	210	4	,	,	PUNCT
easat-3133	210	5	2019	2019	NUM
easat-3133	210	6	,	,	PUNCT
easat-3133	211	1	[	[	X
easat-3133	211	2	online	online	X
easat-3133	211	3	]	]	X
easat-3133	211	4	.	.	PUNCT
easat-3133	212	1	disponible	disponible	ADJ
easat-3133	212	2	in	in	ADP
easat-3133	212	3	:	:	PUNCT
easat-3133	212	4	https://api.semanticscholar.org/corpusid:204838007	https://api.semanticscholar.org/corpusid:204838007	PROPN
easat-3133	213	1	[	[	X
easat-3133	213	2	22	22	NUM
easat-3133	213	3	]	]	X
easat-3133	213	4	y.	y.	PROPN
easat-3133	213	5	liu	liu	PROPN
easat-3133	213	6	et	et	PROPN
easat-3133	213	7	al	al	PROPN
easat-3133	213	8	.	.	PROPN
easat-3133	213	9	,	,	PUNCT
easat-3133	213	10	“	"	PUNCT
easat-3133	213	11	roberta	roberta	NOUN
easat-3133	213	12	:	:	PUNCT
easat-3133	213	13	a	a	DET
easat-3133	213	14	robustly	robustly	ADV
easat-3133	213	15	optimized	optimize	VERB
easat-3133	213	16	bert	bert	NOUN
easat-3133	213	17	pretraining	pretraine	VERB
easat-3133	213	18	approach	approach	NOUN
easat-3133	213	19	”	"	PUNCT
easat-3133	213	20	,	,	PUNCT
easat-3133	213	21	arxiv	arxiv	PROPN
easat-3133	213	22	,	,	PUNCT
easat-3133	213	23	vol	vol	NOUN
easat-3133	213	24	.	.	PUNCT
easat-3133	213	25	abs/1907.11692	abs/1907.11692	PROPN
easat-3133	213	26	,	,	PUNCT
easat-3133	213	27	2019	2019	NUM
easat-3133	214	1	[	[	X
easat-3133	214	2	23	23	NUM
easat-3133	214	3	]	]	X
easat-3133	214	4	v.	v.	X
easat-3133	215	1	sanh	sanh	PROPN
easat-3133	215	2	,	,	PUNCT
easat-3133	215	3	l.	l.	PROPN
easat-3133	215	4	debut	debut	PROPN
easat-3133	215	5	,	,	PUNCT
easat-3133	215	6	j.	j.	PROPN
easat-3133	215	7	chaumond	chaumond	PROPN
easat-3133	215	8	,	,	PUNCT
easat-3133	215	9	y	y	PROPN
easat-3133	215	10	t.	t.	PROPN
easat-3133	215	11	wolf	wolf	PROPN
easat-3133	215	12	,	,	PUNCT
easat-3133	215	13	“	"	PUNCT
easat-3133	215	14	distilbert	distilbert	PROPN
easat-3133	215	15	,	,	PUNCT
easat-3133	215	16	a	a	DET
easat-3133	215	17	distilled	distil	VERB
easat-3133	215	18	version	version	NOUN
easat-3133	215	19	of	of	ADP
easat-3133	215	20	bert	bert	NOUN
easat-3133	215	21	:	:	PUNCT
easat-3133	215	22	smaller	small	ADJ
easat-3133	215	23	,	,	PUNCT
easat-3133	215	24	faster	fast	ADJ
easat-3133	215	25	,	,	PUNCT
easat-3133	215	26	cheaper	cheap	ADJ
easat-3133	215	27	and	and	CCONJ
easat-3133	215	28	lighter	light	ADJ
easat-3133	215	29	”	"	PUNCT
easat-3133	215	30	,	,	PUNCT
easat-3133	215	31	arxiv	arxiv	PROPN
easat-3133	215	32	,	,	PUNCT
easat-3133	215	33	vol	vol	NOUN
easat-3133	215	34	.	.	PUNCT
easat-3133	215	35	abs/1910.01108	abs/1910.01108	NOUN
easat-3133	215	36	,	,	PUNCT
easat-3133	215	37	2019	2019	NUM
easat-3133	215	38	.	.	PUNCT
easat-3133	216	1	[	[	X
easat-3133	216	2	24	24	NUM
easat-3133	216	3	]	]	PUNCT
easat-3133	216	4	k.	k.	PROPN
easat-3133	216	5	clark	clark	PROPN
easat-3133	216	6	,	,	PUNCT
easat-3133	216	7	m.-t	m.-t	PROPN
easat-3133	216	8	.	.	PUNCT
easat-3133	217	1	luong	luong	PROPN
easat-3133	217	2	,	,	PUNCT
easat-3133	217	3	q.	q.	PROPN
easat-3133	217	4	v	v	PROPN
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easat-3133	217	6	,	,	PUNCT
easat-3133	217	7	y	y	PROPN
easat-3133	217	8	c.	c.	PROPN
easat-3133	217	9	d.	d.	PROPN
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easat-3133	217	11	,	,	PUNCT
easat-3133	217	12	“	"	PUNCT
easat-3133	217	13	electra	electra	PROPN
easat-3133	217	14	:	:	PUNCT
easat-3133	217	15	pre	pre	ADJ
easat-3133	217	16	-	-	ADJ
easat-3133	217	17	training	training	ADJ
easat-3133	217	18	text	text	NOUN
easat-3133	217	19	encoders	encoder	NOUN
easat-3133	217	20	as	as	ADP
easat-3133	217	21	discriminators	discriminator	NOUN
easat-3133	217	22	rather	rather	ADV
easat-3133	217	23	than	than	ADP
easat-3133	217	24	generators	generator	NOUN
easat-3133	217	25	”	"	PUNCT
easat-3133	217	26	,	,	PUNCT
easat-3133	217	27	arxiv	arxiv	PROPN
easat-3133	217	28	preprint	preprint	VERB
easat-3133	217	29	arxiv:2003.10555	arxiv:2003.10555	PROPN
easat-3133	217	30	,	,	PUNCT
easat-3133	217	31	2020	2020	NUM
easat-3133	217	32	.	.	PUNCT
easat-3133	218	1	[	[	X
easat-3133	218	2	25	25	NUM
easat-3133	218	3	]	]	X
easat-3133	218	4	d.	d.	PROPN
easat-3133	218	5	cer	cer	PROPN
easat-3133	218	6	et	et	PROPN
easat-3133	218	7	al	al	PROPN
easat-3133	218	8	.	.	PROPN
easat-3133	218	9	,	,	PUNCT
easat-3133	218	10	“	"	PUNCT
easat-3133	218	11	universal	universal	ADJ
easat-3133	218	12	sentence	sentence	NOUN
easat-3133	218	13	encoder	encoder	NOUN
easat-3133	218	14	”	"	PUNCT
easat-3133	218	15	,	,	PUNCT
easat-3133	218	16	arxiv	arxiv	PROPN
easat-3133	218	17	,	,	PUNCT
easat-3133	218	18	vol	vol	NOUN
easat-3133	218	19	.	.	PUNCT
easat-3133	219	1	abs/1803.11175	abs/1803.11175	PROPN
easat-3133	219	2	,	,	PUNCT
easat-3133	219	3	2018	2018	NUM
easat-3133	219	4	.	.	PUNCT
easat-3133	220	1	[	[	X
easat-3133	220	2	26	26	NUM
easat-3133	220	3	]	]	X
easat-3133	220	4	h.-f	h.-f	NOUN
easat-3133	220	5	.	.	PUNCT
easat-3133	221	1	yu	yu	PROPN
easat-3133	221	2	,	,	PUNCT
easat-3133	221	3	f.-l	f.-l	PROPN
easat-3133	221	4	.	.	PUNCT
easat-3133	222	1	huang	huang	PROPN
easat-3133	222	2	,	,	PUNCT
easat-3133	222	3	&	&	CCONJ
easat-3133	222	4	c.-j	c.-j	PROPN
easat-3133	222	5	.	.	PUNCT
easat-3133	223	1	lin	lin	PROPN
easat-3133	223	2	,	,	PUNCT
easat-3133	223	3	“	"	PUNCT
easat-3133	223	4	dual	dual	ADJ
easat-3133	223	5	coordinate	coordinate	NOUN
easat-3133	223	6	descent	descent	NOUN
easat-3133	223	7	methods	method	NOUN
easat-3133	223	8	for	for	ADP
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easat-3133	223	10	regression	regression	NOUN
easat-3133	223	11	and	and	CCONJ
easat-3133	223	12	maximum	maximum	ADJ
easat-3133	223	13	entropy	entropy	NOUN
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easat-3133	223	15	,	,	PUNCT
easat-3133	223	16	”	"	PUNCT
easat-3133	223	17	machine	machine	NOUN
easat-3133	223	18	learning	learning	NOUN
easat-3133	223	19	journal	journal	PROPN
easat-3133	223	20	,	,	PUNCT
easat-3133	223	21	vol	vol	NOUN
easat-3133	223	22	.	.	PROPN
easat-3133	223	23	85	85	NUM
easat-3133	223	24	,	,	PUNCT
easat-3133	223	25	pp	pp	ADJ
easat-3133	223	26	.	.	PUNCT
easat-3133	224	1	41–75	41–75	NUM
easat-3133	224	2	,	,	PUNCT
easat-3133	224	3	2011	2011	NUM
easat-3133	224	4	.	.	PUNCT
easat-3133	225	1	disponible	disponible	ADJ
easat-3133	225	2	:	:	PUNCT
easat-3133	225	3	https://doi.org/10.1007/s10994-010-5221-8	https://doi.org/10.1007/s10994-010-5221-8	NUM
easat-3133	226	1	[	[	X
easat-3133	226	2	27	27	NUM
easat-3133	226	3	]	]	X
easat-3133	226	4	c.	c.	PROPN
easat-3133	226	5	turner	turner	PROPN
easat-3133	226	6	,	,	PUNCT
easat-3133	226	7	j.	j.	PROPN
easat-3133	226	8	lewis	lewis	PROPN
easat-3133	226	9	,	,	PUNCT
easat-3133	226	10	y	y	PROPN
easat-3133	226	11	j.	j.	PROPN
easat-3133	226	12	nielsen	nielsen	PROPN
easat-3133	226	13	,	,	PUNCT
easat-3133	226	14	“	"	PUNCT
easat-3133	226	15	determining	determine	VERB
easat-3133	226	16	usability	usability	NOUN
easat-3133	226	17	test	test	NOUN
easat-3133	226	18	sample	sample	NOUN
easat-3133	226	19	size	size	NOUN
easat-3133	226	20	”	"	PUNCT
easat-3133	226	21	,	,	PUNCT
easat-3133	226	22	in	in	ADP
easat-3133	226	23	international	international	ADJ
easat-3133	226	24	encyclopedia	encyclopedia	NOUN
easat-3133	226	25	of	of	ADP
easat-3133	226	26	ergonomics	ergonomic	NOUN
easat-3133	226	27	and	and	CCONJ
easat-3133	226	28	human	human	ADJ
easat-3133	226	29	factors	factor	NOUN
easat-3133	226	30	,	,	PUNCT
easat-3133	226	31	vol	vol	NOUN
easat-3133	226	32	.	.	PROPN
easat-3133	226	33	12	12	NUM
easat-3133	226	34	,	,	PUNCT
easat-3133	226	35	2006	2006	NUM
easat-3133	226	36	,	,	PUNCT
easat-3133	226	37	pp	pp	ADV
easat-3133	226	38	.	.	PUNCT
easat-3133	226	39	3084–3088	3084–3088	NUM
easat-3133	226	40	.	.	PUNCT
easat-3133	227	1	https://doi.org/10.1177/2053951716650211	https://doi.org/10.1177/2053951716650211	PROPN
easat-3133	227	2	https://openai.com/research/language-unsupervised	https://openai.com/research/language-unsupervise	VERB