id	sid	tid	token	lemma	pos
stem-6878	1	1	200	200	NUM
stem-6878	1	2	american	american	ADJ
stem-6878	1	3	journal	journal	NOUN
stem-6878	1	4	of	of	ADP
stem-6878	1	5	language	language	NOUN
stem-6878	1	6	,	,	PUNCT
stem-6878	1	7	literacy	literacy	NOUN
stem-6878	1	8	and	and	CCONJ
stem-6878	1	9	learning	learn	VERB
stem-6878	1	10	in	in	ADP
stem-6878	1	11	stem	stem	NOUN
stem-6878	1	12	education	education	NOUN
stem-6878	1	13	www	www	PROPN
stem-6878	1	14	.	.	PROPN
stem-6878	2	1	grnjournal.us	grnjournal.us	PROPN
stem-6878	2	2	american	american	PROPN
stem-6878	2	3	journal	journal	PROPN
stem-6878	2	4	of	of	ADP
stem-6878	2	5	language	language	NOUN
stem-6878	2	6	,	,	PUNCT
stem-6878	2	7	literacy	literacy	NOUN
stem-6878	2	8	and	and	CCONJ
stem-6878	2	9	learning	learn	VERB
stem-6878	2	10	in	in	ADP
stem-6878	2	11	stem	stem	NOUN
stem-6878	2	12	education	education	NOUN
stem-6878	2	13	volume	volume	NOUN
stem-6878	2	14	3	3	NUM
stem-6878	2	15	,	,	PUNCT
stem-6878	2	16	issue	issue	NOUN
stem-6878	2	17	2	2	NUM
stem-6878	2	18	,	,	PUNCT
stem-6878	2	19	2025	2025	NUM
stem-6878	2	20	issn	issn	X
stem-6878	2	21	(	(	PUNCT
stem-6878	2	22	e	e	NOUN
stem-6878	2	23	):	):	PUNCT
stem-6878	2	24	2993	2993	NUM
stem-6878	2	25	-	-	SYM
stem-6878	2	26	2769	2769	NUM
stem-6878	2	27	methods	method	NOUN
stem-6878	2	28	of	of	ADP
stem-6878	2	29	recovering	recover	VERB
stem-6878	2	30	punctuation	punctuation	NOUN
stem-6878	2	31	mark	mark	NOUN
stem-6878	2	32	in	in	ADP
stem-6878	2	33	the	the	DET
stem-6878	2	34	text	text	NOUN
stem-6878	2	35	in	in	ADP
stem-6878	2	36	speech	speech	NOUN
stem-6878	2	37	recognition	recognition	NOUN
stem-6878	2	38	system	system	NOUN
stem-6878	2	39	and	and	CCONJ
stem-6878	2	40	its	its	PRON
stem-6878	2	41	specific	specific	ADJ
stem-6878	2	42	aspects	aspect	NOUN
stem-6878	2	43	jumayeva	jumayeva	PROPN
stem-6878	2	44	dilnoza	dilnoza	PROPN
stem-6878	2	45	bakhshulloyevna	bakhshulloyevna	PROPN
stem-6878	2	46	navoi	navoi	PROPN
stem-6878	2	47	state	state	PROPN
stem-6878	2	48	university	university	PROPN
stem-6878	2	49	faculty	faculty	NOUN
stem-6878	2	50	of	of	ADP
stem-6878	2	51	pre	pre	ADJ
stem-6878	2	52	-	-	NOUN
stem-6878	2	53	school	school	ADJ
stem-6878	2	54	and	and	CCONJ
stem-6878	2	55	primary	primary	ADJ
stem-6878	2	56	education	education	NOUN
stem-6878	2	57	major	major	NOUN
stem-6878	2	58	of	of	ADP
stem-6878	2	59	primary	primary	ADJ
stem-6878	2	60	education	education	NOUN
stem-6878	2	61	dotsent	dotsent	NOUN
stem-6878	2	62	v.b	v.b	PROPN
stem-6878	2	63	f.f.f.d(phd	f.f.f.d(phd	PROPN
stem-6878	2	64	)	)	PUNCT
stem-6878	2	65	abstract	abstract	NOUN
stem-6878	2	66	.	.	PUNCT
stem-6878	3	1	this	this	DET
stem-6878	3	2	article	article	NOUN
stem-6878	3	3	provides	provide	VERB
stem-6878	3	4	general	general	ADJ
stem-6878	3	5	information	information	NOUN
stem-6878	3	6	about	about	ADP
stem-6878	3	7	the	the	DET
stem-6878	3	8	methods	method	NOUN
stem-6878	3	9	of	of	ADP
stem-6878	3	10	restoring	restore	VERB
stem-6878	3	11	punctuation	punctuation	NOUN
stem-6878	3	12	marks	mark	NOUN
stem-6878	3	13	in	in	ADP
stem-6878	3	14	the	the	DET
stem-6878	3	15	text	text	NOUN
stem-6878	3	16	and	and	CCONJ
stem-6878	3	17	its	its	PRON
stem-6878	3	18	specific	specific	ADJ
stem-6878	3	19	aspects	aspect	NOUN
stem-6878	3	20	in	in	ADP
stem-6878	3	21	the	the	DET
stem-6878	3	22	speech	speech	NOUN
stem-6878	3	23	recognition	recognition	NOUN
stem-6878	3	24	system	system	NOUN
stem-6878	3	25	,	,	PUNCT
stem-6878	3	26	and	and	CCONJ
stem-6878	3	27	their	their	PRON
stem-6878	3	28	features	feature	NOUN
stem-6878	3	29	are	be	AUX
stem-6878	3	30	revealed	reveal	VERB
stem-6878	3	31	.	.	PUNCT
stem-6878	4	1	the	the	DET
stem-6878	4	2	issue	issue	NOUN
stem-6878	4	3	of	of	ADP
stem-6878	4	4	punctuation	punctuation	NOUN
stem-6878	4	5	recovery	recovery	NOUN
stem-6878	4	6	has	have	AUX
stem-6878	4	7	been	be	AUX
stem-6878	4	8	analyzed	analyze	VERB
stem-6878	4	9	by	by	ADP
stem-6878	4	10	nlp	nlp	NOUN
stem-6878	4	11	,	,	PUNCT
stem-6878	4	12	a	a	DET
stem-6878	4	13	common	common	ADJ
stem-6878	4	14	method	method	NOUN
stem-6878	4	15	for	for	ADP
stem-6878	4	16	automatic	automatic	ADJ
stem-6878	4	17	speech	speech	NOUN
stem-6878	4	18	recognition	recognition	NOUN
stem-6878	4	19	(	(	PUNCT
stem-6878	4	20	asr	asr	NOUN
stem-6878	4	21	)	)	PUNCT
stem-6878	4	22	systems	system	NOUN
stem-6878	4	23	.	.	PUNCT
stem-6878	5	1	key	key	ADJ
stem-6878	5	2	words	word	NOUN
stem-6878	5	3	:	:	PUNCT
stem-6878	5	4	language	language	NOUN
stem-6878	5	5	models	model	NOUN
stem-6878	5	6	,	,	PUNCT
stem-6878	5	7	punctuation	punctuation	NOUN
stem-6878	5	8	,	,	PUNCT
stem-6878	5	9	formal	formal	ADJ
stem-6878	5	10	and	and	CCONJ
stem-6878	5	11	informal	informal	ADJ
stem-6878	5	12	text	text	NOUN
stem-6878	5	13	,	,	PUNCT
stem-6878	5	14	spoken	spoken	ADJ
stem-6878	5	15	language	language	NOUN
stem-6878	5	16	,	,	PUNCT
stem-6878	5	17	automatic	automatic	ADJ
stem-6878	5	18	speech	speech	NOUN
stem-6878	5	19	recognition	recognition	NOUN
stem-6878	5	20	,	,	PUNCT
stem-6878	5	21	natural	natural	ADJ
stem-6878	5	22	language	language	NOUN
stem-6878	5	23	processing	processing	NOUN
stem-6878	5	24	,	,	PUNCT
stem-6878	5	25	asr	asr	NOUN
stem-6878	5	26	,	,	PUNCT
stem-6878	5	27	punctuation	punctuation	NOUN
stem-6878	5	28	functions	function	NOUN
stem-6878	5	29	.	.	PUNCT
stem-6878	6	1	introduction	introduction	NOUN
stem-6878	6	2	.	.	PUNCT
stem-6878	7	1	today	today	NOUN
stem-6878	7	2	,	,	PUNCT
stem-6878	7	3	sentences	sentence	NOUN
stem-6878	7	4	generated	generate	VERB
stem-6878	7	5	by	by	ADP
stem-6878	7	6	language	language	NOUN
stem-6878	7	7	models	model	NOUN
stem-6878	7	8	do	do	AUX
stem-6878	7	9	not	not	PART
stem-6878	7	10	contain	contain	VERB
stem-6878	7	11	punctuation	punctuation	NOUN
stem-6878	7	12	marks	mark	NOUN
stem-6878	7	13	.	.	PUNCT
stem-6878	8	1	therefore	therefore	ADV
stem-6878	8	2	,	,	PUNCT
stem-6878	8	3	in	in	ADP
stem-6878	8	4	various	various	ADJ
stem-6878	8	5	natural	natural	ADJ
stem-6878	8	6	languages	language	NOUN
stem-6878	8	7	,	,	PUNCT
stem-6878	8	8	punctuation	punctuation	NOUN
stem-6878	8	9	marks	mark	NOUN
stem-6878	8	10	are	be	AUX
stem-6878	8	11	a	a	DET
stem-6878	8	12	set	set	NOUN
stem-6878	8	13	of	of	ADP
stem-6878	8	14	symbols	symbol	NOUN
stem-6878	8	15	that	that	PRON
stem-6878	8	16	determine	determine	VERB
stem-6878	8	17	the	the	DET
stem-6878	8	18	structure	structure	NOUN
stem-6878	8	19	of	of	ADP
stem-6878	8	20	a	a	DET
stem-6878	8	21	sentence	sentence	NOUN
stem-6878	8	22	and	and	CCONJ
stem-6878	8	23	express	express	ADJ
stem-6878	8	24	,	,	PUNCT
stem-6878	8	25	interpret	interpret	VERB
stem-6878	8	26	or	or	CCONJ
stem-6878	8	27	express	express	VERB
stem-6878	8	28	an	an	DET
stem-6878	8	29	emotion	emotion	NOUN
stem-6878	8	30	.	.	PUNCT
stem-6878	9	1	punctuation	punctuation	NOUN
stem-6878	9	2	is	be	AUX
stem-6878	9	3	important	important	ADJ
stem-6878	9	4	in	in	ADP
stem-6878	9	5	writing	writing	NOUN
stem-6878	9	6	to	to	PART
stem-6878	9	7	make	make	VERB
stem-6878	9	8	each	each	DET
stem-6878	9	9	sentence	sentence	NOUN
stem-6878	9	10	or	or	CCONJ
stem-6878	9	11	section	section	NOUN
stem-6878	9	12	easier	easy	ADJ
stem-6878	9	13	to	to	PART
stem-6878	9	14	read	read	VERB
stem-6878	9	15	and	and	CCONJ
stem-6878	9	16	understand	understand	VERB
stem-6878	9	17	.	.	PUNCT
stem-6878	10	1	punctuation	punctuation	NOUN
stem-6878	10	2	marks	mark	NOUN
stem-6878	10	3	are	be	AUX
stem-6878	10	4	used	use	VERB
stem-6878	10	5	incorrectly	incorrectly	ADV
stem-6878	10	6	in	in	ADP
stem-6878	10	7	many	many	ADJ
stem-6878	10	8	formal	formal	ADJ
stem-6878	10	9	and	and	CCONJ
stem-6878	10	10	informal	informal	ADJ
stem-6878	10	11	texts	text	NOUN
stem-6878	10	12	.	.	PUNCT
stem-6878	11	1	text	text	NOUN
stem-6878	11	2	sequences	sequence	NOUN
stem-6878	11	3	resulting	result	VERB
stem-6878	11	4	from	from	ADP
stem-6878	11	5	automatic	automatic	ADJ
stem-6878	11	6	speech	speech	NOUN
stem-6878	11	7	recognition	recognition	NOUN
stem-6878	11	8	(	(	PUNCT
stem-6878	11	9	asr	asr	NOUN
stem-6878	11	10	)	)	PUNCT
stem-6878	11	11	systems	system	NOUN
stem-6878	11	12	typically	typically	ADV
stem-6878	11	13	do	do	AUX
stem-6878	11	14	not	not	PART
stem-6878	11	15	contain	contain	VERB
stem-6878	11	16	punctuation	punctuation	NOUN
stem-6878	11	17	marks	mark	NOUN
stem-6878	11	18	.	.	PUNCT
stem-6878	12	1	therefore	therefore	ADV
stem-6878	12	2	,	,	PUNCT
stem-6878	12	3	it	it	PRON
stem-6878	12	4	is	be	AUX
stem-6878	12	5	very	very	ADV
stem-6878	12	6	important	important	ADJ
stem-6878	12	7	to	to	PART
stem-6878	12	8	choose	choose	VERB
stem-6878	12	9	the	the	DET
stem-6878	12	10	appropriate	appropriate	ADJ
stem-6878	12	11	punctuation	punctuation	NOUN
stem-6878	12	12	marks	mark	NOUN
stem-6878	12	13	for	for	ADP
stem-6878	12	14	the	the	DET
stem-6878	12	15	transcribed	transcribe	VERB
stem-6878	12	16	text	text	NOUN
stem-6878	12	17	in	in	ADP
stem-6878	12	18	order	order	NOUN
stem-6878	12	19	to	to	PART
stem-6878	12	20	understand	understand	VERB
stem-6878	12	21	the	the	DET
stem-6878	12	22	text	text	NOUN
stem-6878	12	23	correctly	correctly	ADV
stem-6878	12	24	.	.	PUNCT
stem-6878	13	1	punctuation	punctuation	NOUN
stem-6878	13	2	prediction	prediction	NOUN
stem-6878	13	3	is	be	AUX
stem-6878	13	4	a	a	DET
stem-6878	13	5	pressing	press	VERB
stem-6878	13	6	problem	problem	NOUN
stem-6878	13	7	in	in	ADP
stem-6878	13	8	many	many	ADJ
stem-6878	13	9	natural	natural	ADJ
stem-6878	13	10	languages	language	NOUN
stem-6878	13	11	.	.	PUNCT
stem-6878	14	1	some	some	DET
stem-6878	14	2	studies	study	NOUN
stem-6878	14	3	treat	treat	VERB
stem-6878	14	4	this	this	DET
stem-6878	14	5	issue	issue	NOUN
stem-6878	14	6	as	as	ADP
stem-6878	14	7	a	a	DET
stem-6878	14	8	sequencing	sequencing	NOUN
stem-6878	14	9	task	task	NOUN
stem-6878	14	10	.	.	PUNCT
stem-6878	15	1	in	in	ADP
stem-6878	15	2	recent	recent	ADJ
stem-6878	15	3	years	year	NOUN
stem-6878	15	4	,	,	PUNCT
stem-6878	15	5	this	this	DET
stem-6878	15	6	problem	problem	NOUN
stem-6878	15	7	has	have	AUX
stem-6878	15	8	been	be	AUX
stem-6878	15	9	solved	solve	VERB
stem-6878	15	10	using	use	VERB
stem-6878	15	11	neural	neural	ADJ
stem-6878	15	12	networks	network	NOUN
stem-6878	15	13	.	.	PUNCT
stem-6878	16	1	high	high	ADJ
stem-6878	16	2	-	-	PUNCT
stem-6878	16	3	precision	precision	NOUN
stem-6878	16	4	models	model	NOUN
stem-6878	16	5	are	be	AUX
stem-6878	16	6	being	be	AUX
stem-6878	16	7	developed	develop	VERB
stem-6878	16	8	and	and	CCONJ
stem-6878	16	9	implemented	implement	VERB
stem-6878	16	10	based	base	VERB
stem-6878	16	11	on	on	ADP
stem-6878	16	12	different	different	ADJ
stem-6878	16	13	approaches	approach	NOUN
stem-6878	16	14	for	for	ADP
stem-6878	16	15	punctuation	punctuation	NOUN
stem-6878	16	16	prediction	prediction	NOUN
stem-6878	16	17	in	in	ADP
stem-6878	16	18	different	different	ADJ
stem-6878	16	19	natural	natural	ADJ
stem-6878	16	20	languages	language	NOUN
stem-6878	16	21	(	(	PUNCT
stem-6878	16	22	english	english	PROPN
stem-6878	16	23	,	,	PUNCT
stem-6878	16	24	chinese	chinese	PROPN
stem-6878	16	25	,	,	PUNCT
stem-6878	16	26	arabic	arabic	ADJ
stem-6878	16	27	,	,	PUNCT
stem-6878	16	28	and	and	CCONJ
stem-6878	16	29	italian	italian	ADJ
stem-6878	16	30	)	)	PUNCT
stem-6878	16	31	.	.	PUNCT
stem-6878	17	1	punctuation	punctuation	NOUN
stem-6878	17	2	recovery	recovery	NOUN
stem-6878	17	3	is	be	AUX
stem-6878	17	4	a	a	DET
stem-6878	17	5	common	common	ADJ
stem-6878	17	6	nlp	nlp	NOUN
stem-6878	17	7	problem	problem	NOUN
stem-6878	17	8	for	for	ADP
stem-6878	17	9	automatic	automatic	ADJ
stem-6878	17	10	speech	speech	NOUN
stem-6878	17	11	recognition	recognition	NOUN
stem-6878	17	12	(	(	PUNCT
stem-6878	17	13	asr	asr	NOUN
stem-6878	17	14	)	)	PUNCT
stem-6878	17	15	systems	system	NOUN
stem-6878	17	16	.	.	PUNCT
stem-6878	18	1	automatic	automatic	ADJ
stem-6878	18	2	speech	speech	NOUN
stem-6878	18	3	recognition	recognition	NOUN
stem-6878	18	4	is	be	AUX
stem-6878	18	5	a	a	DET
stem-6878	18	6	programming	programming	NOUN
stem-6878	18	7	technology	technology	NOUN
stem-6878	18	8	that	that	PRON
stem-6878	18	9	allows	allow	VERB
stem-6878	18	10	computers	computer	NOUN
stem-6878	18	11	to	to	PART
stem-6878	18	12	recognize	recognize	VERB
stem-6878	18	13	and	and	CCONJ
stem-6878	18	14	transcribe	transcribe	VERB
stem-6878	18	15	human	human	ADJ
stem-6878	18	16	speech	speech	NOUN
stem-6878	18	17	.	.	PUNCT
stem-6878	19	1	asr	asr	NOUN
stem-6878	19	2	systems	system	NOUN
stem-6878	19	3	are	be	AUX
stem-6878	19	4	essential	essential	ADJ
stem-6878	19	5	tools	tool	NOUN
stem-6878	19	6	for	for	ADP
stem-6878	19	7	nlp	nlp	NOUN
stem-6878	19	8	applications	application	NOUN
stem-6878	19	9	such	such	ADJ
stem-6878	19	10	as	as	ADP
stem-6878	19	11	voice	voice	NOUN
stem-6878	19	12	assistants	assistant	NOUN
stem-6878	19	13	,	,	PUNCT
stem-6878	19	14	call	call	NOUN
stem-6878	19	15	center	center	NOUN
stem-6878	19	16	automation	automation	NOUN
stem-6878	19	17	,	,	PUNCT
stem-6878	19	18	and	and	CCONJ
stem-6878	19	19	natural	natural	ADJ
stem-6878	19	20	language	language	NOUN
stem-6878	19	21	translation	translation	NOUN
stem-6878	19	22	.	.	PUNCT
stem-6878	20	1	today	today	NOUN
stem-6878	20	2	,	,	PUNCT
stem-6878	20	3	with	with	ADP
stem-6878	20	4	the	the	DET
stem-6878	20	5	rapid	rapid	ADJ
stem-6878	20	6	growth	growth	NOUN
stem-6878	20	7	of	of	ADP
stem-6878	20	8	digital	digital	ADJ
stem-6878	20	9	content	content	NOUN
stem-6878	20	10	,	,	PUNCT
stem-6878	20	11	asr	asr	PROPN
stem-6878	20	12	has	have	AUX
stem-6878	20	13	become	become	VERB
stem-6878	20	14	an	an	DET
stem-6878	20	15	essential	essential	ADJ
stem-6878	20	16	component	component	NOUN
stem-6878	20	17	of	of	ADP
stem-6878	20	18	many	many	ADJ
stem-6878	20	19	applications	application	NOUN
stem-6878	20	20	and	and	CCONJ
stem-6878	20	21	services	service	NOUN
stem-6878	20	22	.	.	PUNCT
stem-6878	21	1	literature	literature	NOUN
stem-6878	21	2	analysis	analysis	NOUN
stem-6878	21	3	and	and	CCONJ
stem-6878	21	4	method	method	NOUN
stem-6878	21	5	.	.	PUNCT
stem-6878	22	1	today	today	NOUN
stem-6878	22	2	,	,	PUNCT
stem-6878	22	3	the	the	DET
stem-6878	22	4	accuracy	accuracy	NOUN
stem-6878	22	5	and	and	CCONJ
stem-6878	22	6	quality	quality	NOUN
stem-6878	22	7	of	of	ADP
stem-6878	22	8	digital	digital	ADJ
stem-6878	22	9	written	write	VERB
stem-6878	22	10	communication	communication	NOUN
stem-6878	22	11	is	be	AUX
stem-6878	22	12	very	very	ADV
stem-6878	22	13	important	important	ADJ
stem-6878	22	14	.	.	PUNCT
stem-6878	23	1	participating	participate	VERB
stem-6878	23	2	in	in	ADP
stem-6878	23	3	informal	informal	ADJ
stem-6878	23	4	chats	chat	NOUN
stem-6878	23	5	or	or	CCONJ
stem-6878	23	6	preparing	prepare	VERB
stem-6878	23	7	professional	professional	ADJ
stem-6878	23	8	documents	document	NOUN
stem-6878	23	9	,	,	PUNCT
stem-6878	23	10	communicating	communicate	VERB
stem-6878	23	11	effectively	effectively	ADV
stem-6878	23	12	relies	rely	VERB
stem-6878	23	13	on	on	ADP
stem-6878	23	14	the	the	DET
stem-6878	23	15	accuracy	accuracy	NOUN
stem-6878	23	16	of	of	ADP
stem-6878	23	17	our	our	PRON
stem-6878	23	18	language	language	NOUN
stem-6878	23	19	.	.	PUNCT
stem-6878	24	1	while	while	SCONJ
stem-6878	24	2	traditional	traditional	ADJ
stem-6878	24	3	spelling	spelling	NOUN
stem-6878	24	4	and	and	CCONJ
stem-6878	24	5	grammar	grammar	NOUN
stem-6878	24	6	checks	check	NOUN
stem-6878	24	7	are	be	AUX
stem-6878	24	8	valuable	valuable	ADJ
stem-6878	24	9	tools	tool	NOUN
stem-6878	24	10	for	for	ADP
stem-6878	24	11	detecting	detect	VERB
stem-6878	24	12	errors	error	NOUN
stem-6878	24	13	,	,	PUNCT
stem-6878	24	14	they	they	PRON
stem-6878	24	15	often	often	ADV
stem-6878	24	16	require	require	VERB
stem-6878	24	17	more	more	ADJ
stem-6878	24	18	than	than	ADP
stem-6878	24	19	understanding	understand	VERB
stem-6878	24	20	context	context	NOUN
stem-6878	24	21	.	.	PUNCT
stem-6878	25	1	this	this	DET
stem-6878	25	2	limitation	limitation	NOUN
stem-6878	25	3	has	have	AUX
stem-6878	25	4	given	give	VERB
stem-6878	25	5	way	way	NOUN
stem-6878	25	6	to	to	ADP
stem-6878	25	7	more	more	ADV
stem-6878	25	8	advanced	advanced	ADJ
stem-6878	25	9	solutions	solution	NOUN
stem-6878	25	10	using	use	VERB
stem-6878	25	11	natural	natural	ADJ
stem-6878	25	12	language	language	NOUN
stem-6878	25	13	processing	processing	NOUN
stem-6878	25	14	(	(	PUNCT
stem-6878	25	15	nlp	nlp	ADJ
stem-6878	25	16	)	)	PUNCT
stem-6878	25	17	tools	tool	NOUN
stem-6878	25	18	.	.	PUNCT
stem-6878	26	1	in	in	ADP
stem-6878	26	2	this	this	DET
stem-6878	26	3	paragraph	paragraph	NOUN
stem-6878	26	4	,	,	PUNCT
stem-6878	26	5	we	we	PRON
stem-6878	26	6	will	will	AUX
stem-6878	26	7	look	look	VERB
stem-6878	26	8	at	at	ADP
stem-6878	26	9	the	the	DET
stem-6878	26	10	development	development	NOUN
stem-6878	26	11	of	of	ADP
stem-6878	26	12	a	a	DET
stem-6878	26	13	modern	modern	ADJ
stem-6878	26	14	spelling	spelling	NOUN
stem-6878	26	15	and	and	CCONJ
stem-6878	26	16	grammar	grammar	NOUN
stem-6878	26	17	checker	checker	NOUN
stem-6878	26	18	using	use	VERB
stem-6878	26	19	nlp	nlp	NOUN
stem-6878	26	20	tools	tool	NOUN
stem-6878	26	21	.	.	PUNCT
stem-6878	27	1	it	it	PRON
stem-6878	27	2	should	should	AUX
stem-6878	27	3	be	be	AUX
stem-6878	27	4	noted	note	VERB
stem-6878	27	5	that	that	SCONJ
stem-6878	27	6	the	the	DET
stem-6878	27	7	proposed	propose	VERB
stem-6878	27	8	solution	solution	NOUN
stem-6878	27	9	is	be	AUX
stem-6878	27	10	superior	superior	ADJ
stem-6878	27	11	to	to	ADP
stem-6878	27	12	traditional	traditional	ADJ
stem-6878	27	13	rule	rule	NOUN
stem-6878	27	14	-	-	PUNCT
stem-6878	27	15	based	base	VERB
stem-6878	27	16	systems	system	NOUN
stem-6878	27	17	and	and	CCONJ
stem-6878	27	18	provides	provide	VERB
stem-6878	27	19	a	a	DET
stem-6878	27	20	more	more	ADV
stem-6878	27	21	convenient	convenient	ADJ
stem-6878	27	22	user	user	NOUN
stem-6878	27	23	experience	experience	NOUN
stem-6878	27	24	in	in	ADP
stem-6878	27	25	the	the	DET
stem-6878	27	26	age	age	NOUN
stem-6878	27	27	of	of	ADP
stem-6878	27	28	digital	digital	ADJ
stem-6878	27	29	communication	communication	NOUN
stem-6878	27	30	.	.	PUNCT
stem-6878	28	1	the	the	DET
stem-6878	28	2	ever	ever	ADV
stem-6878	28	3	-	-	PUNCT
stem-6878	28	4	increasing	increase	VERB
stem-6878	28	5	importance	importance	NOUN
stem-6878	28	6	of	of	ADP
stem-6878	28	7	digital	digital	ADJ
stem-6878	28	8	communication	communication	NOUN
stem-6878	28	9	has	have	AUX
stem-6878	28	10	placed	place	VERB
stem-6878	28	11	great	great	ADJ
stem-6878	28	12	importance	importance	NOUN
stem-6878	28	13	on	on	ADP
stem-6878	28	14	the	the	DET
stem-6878	28	15	clarity	clarity	NOUN
stem-6878	28	16	and	and	CCONJ
stem-6878	28	17	precision	precision	NOUN
stem-6878	28	18	of	of	ADP
stem-6878	28	19	the	the	DET
stem-6878	28	20	written	write	VERB
stem-6878	28	21	text	text	NOUN
stem-6878	28	22	.	.	PUNCT
stem-6878	29	1	from	from	ADP
stem-6878	29	2	online	online	ADJ
stem-6878	29	3	chats	chat	NOUN
stem-6878	29	4	to	to	ADP
stem-6878	29	5	professional	professional	ADJ
stem-6878	29	6	correspondence	correspondence	NOUN
stem-6878	29	7	,	,	PUNCT
stem-6878	29	8	our	our	PRON
stem-6878	29	9	ability	ability	NOUN
stem-6878	29	10	to	to	ADP
stem-6878	29	11	201	201	NUM
stem-6878	29	12	american	american	ADJ
stem-6878	29	13	journal	journal	PROPN
stem-6878	29	14	of	of	ADP
stem-6878	29	15	language	language	NOUN
stem-6878	29	16	,	,	PUNCT
stem-6878	29	17	literacy	literacy	NOUN
stem-6878	29	18	and	and	CCONJ
stem-6878	29	19	learning	learn	VERB
stem-6878	29	20	in	in	ADP
stem-6878	29	21	stem	stem	NOUN
stem-6878	29	22	education	education	NOUN
stem-6878	29	23	www	www	PROPN
stem-6878	29	24	.	.	PUNCT
stem-6878	30	1	grnjournal.us	grnjournal.us	X
stem-6878	30	2	express	express	VERB
stem-6878	30	3	ourselves	ourselves	PRON
stem-6878	30	4	effectively	effectively	ADV
stem-6878	30	5	depends	depend	VERB
stem-6878	30	6	on	on	ADP
stem-6878	30	7	the	the	DET
stem-6878	30	8	accuracy	accuracy	NOUN
stem-6878	30	9	of	of	ADP
stem-6878	30	10	our	our	PRON
stem-6878	30	11	natural	natural	ADJ
stem-6878	30	12	language	language	NOUN
stem-6878	30	13	.	.	PUNCT
stem-6878	31	1	traditional	traditional	ADJ
stem-6878	31	2	spelling	spelling	NOUN
stem-6878	31	3	and	and	CCONJ
stem-6878	31	4	grammar	grammar	NOUN
stem-6878	31	5	checking	checking	NOUN
stem-6878	31	6	methods	method	NOUN
stem-6878	31	7	have	have	AUX
stem-6878	31	8	long	long	ADV
stem-6878	31	9	been	be	AUX
stem-6878	31	10	valuable	valuable	ADJ
stem-6878	31	11	tools	tool	NOUN
stem-6878	31	12	for	for	ADP
stem-6878	31	13	error	error	NOUN
stem-6878	31	14	detection	detection	NOUN
stem-6878	31	15	and	and	CCONJ
stem-6878	31	16	correction	correction	NOUN
stem-6878	31	17	,	,	PUNCT
stem-6878	31	18	but	but	CCONJ
stem-6878	31	19	their	their	PRON
stem-6878	31	20	limitations	limitation	NOUN
stem-6878	31	21	in	in	ADP
stem-6878	31	22	contextual	contextual	ADJ
stem-6878	31	23	understanding	understanding	NOUN
stem-6878	31	24	and	and	CCONJ
stem-6878	31	25	adaptation	adaptation	NOUN
stem-6878	31	26	have	have	AUX
stem-6878	31	27	not	not	PART
stem-6878	31	28	yet	yet	ADV
stem-6878	31	29	been	be	AUX
stem-6878	31	30	addressed	address	VERB
stem-6878	31	31	.	.	PUNCT
stem-6878	32	1	this	this	PRON
stem-6878	32	2	has	have	AUX
stem-6878	32	3	prompted	prompt	VERB
stem-6878	32	4	the	the	DET
stem-6878	32	5	development	development	NOUN
stem-6878	32	6	of	of	ADP
stem-6878	32	7	more	more	ADV
stem-6878	32	8	advanced	advanced	ADJ
stem-6878	32	9	nlp	nlp	ADJ
stem-6878	32	10	solutions	solution	NOUN
stem-6878	32	11	that	that	PRON
stem-6878	32	12	offer	offer	VERB
stem-6878	32	13	a	a	DET
stem-6878	32	14	broader	broad	ADJ
stem-6878	32	15	approach	approach	NOUN
stem-6878	32	16	to	to	ADP
stem-6878	32	17	natural	natural	ADJ
stem-6878	32	18	language	language	NOUN
stem-6878	32	19	tasks	task	NOUN
stem-6878	32	20	.	.	PUNCT
stem-6878	33	1	discussion	discussion	NOUN
stem-6878	33	2	.	.	PUNCT
stem-6878	34	1	natural	natural	ADJ
stem-6878	34	2	language	language	NOUN
stem-6878	34	3	processing	processing	NOUN
stem-6878	34	4	is	be	AUX
stem-6878	34	5	an	an	DET
stem-6878	34	6	interdisciplinary	interdisciplinary	ADJ
stem-6878	34	7	field	field	NOUN
stem-6878	34	8	that	that	PRON
stem-6878	34	9	combines	combine	VERB
stem-6878	34	10	expertise	expertise	NOUN
stem-6878	34	11	in	in	ADP
stem-6878	34	12	linguistics	linguistic	NOUN
stem-6878	34	13	,	,	PUNCT
stem-6878	34	14	computer	computer	NOUN
stem-6878	34	15	science	science	NOUN
stem-6878	34	16	,	,	PUNCT
stem-6878	34	17	and	and	CCONJ
stem-6878	34	18	artificial	artificial	ADJ
stem-6878	34	19	intelligence	intelligence	NOUN
stem-6878	34	20	to	to	PART
stem-6878	34	21	enable	enable	VERB
stem-6878	34	22	computers	computer	NOUN
stem-6878	34	23	to	to	PART
stem-6878	34	24	process	process	VERB
stem-6878	34	25	and	and	CCONJ
stem-6878	34	26	understand	understand	VERB
stem-6878	34	27	human	human	ADJ
stem-6878	34	28	language	language	NOUN
stem-6878	34	29	.	.	PUNCT
stem-6878	35	1	using	use	VERB
stem-6878	35	2	nlp	nlp	NOUN
stem-6878	35	3	tools	tool	NOUN
stem-6878	35	4	,	,	PUNCT
stem-6878	35	5	our	our	PRON
stem-6878	35	6	spelling	spelling	NOUN
stem-6878	35	7	and	and	CCONJ
stem-6878	35	8	grammar	grammar	NOUN
stem-6878	35	9	checker	checker	NOUN
stem-6878	35	10	provides	provide	VERB
stem-6878	35	11	users	user	NOUN
stem-6878	35	12	with	with	ADP
stem-6878	35	13	the	the	DET
stem-6878	35	14	ability	ability	NOUN
stem-6878	35	15	to	to	PART
stem-6878	35	16	identify	identify	VERB
stem-6878	35	17	and	and	CCONJ
stem-6878	35	18	correct	correct	VERB
stem-6878	35	19	more	more	ADV
stem-6878	35	20	specific	specific	ADJ
stem-6878	35	21	and	and	CCONJ
stem-6878	35	22	context	context	NOUN
stem-6878	35	23	-	-	PUNCT
stem-6878	35	24	sensitive	sensitive	ADJ
stem-6878	35	25	errors	error	NOUN
stem-6878	35	26	.	.	PUNCT
stem-6878	36	1	nlp	nlp	NOUN
stem-6878	36	2	-	-	PUNCT
stem-6878	36	3	based	base	VERB
stem-6878	36	4	proofreading	proofreading	NOUN
stem-6878	36	5	applications	application	NOUN
stem-6878	36	6	detect	detect	VERB
stem-6878	36	7	spelling	spelling	NOUN
stem-6878	36	8	and	and	CCONJ
stem-6878	36	9	grammar	grammar	NOUN
stem-6878	36	10	errors	error	NOUN
stem-6878	36	11	in	in	ADP
stem-6878	36	12	text	text	NOUN
stem-6878	36	13	and	and	CCONJ
stem-6878	36	14	analyze	analyze	VERB
stem-6878	36	15	context	context	NOUN
stem-6878	36	16	,	,	PUNCT
stem-6878	36	17	syntax	syntax	NOUN
stem-6878	36	18	,	,	PUNCT
stem-6878	36	19	and	and	CCONJ
stem-6878	36	20	semantics	semantic	NOUN
stem-6878	36	21	to	to	PART
stem-6878	36	22	provide	provide	VERB
stem-6878	36	23	more	more	ADV
stem-6878	36	24	accurate	accurate	ADJ
stem-6878	36	25	corrections	correction	NOUN
stem-6878	36	26	and	and	CCONJ
stem-6878	36	27	suggestions	suggestion	NOUN
stem-6878	36	28	.	.	PUNCT
stem-6878	37	1	in	in	ADP
stem-6878	37	2	the	the	DET
stem-6878	37	3	last	last	ADJ
stem-6878	37	4	few	few	ADJ
stem-6878	37	5	years	year	NOUN
stem-6878	37	6	,	,	PUNCT
stem-6878	37	7	voice	voice	NOUN
stem-6878	37	8	assistants	assistant	NOUN
stem-6878	37	9	(	(	PUNCT
stem-6878	37	10	voice	voice	NOUN
stem-6878	37	11	assistants	assistant	NOUN
stem-6878	37	12	,	,	PUNCT
stem-6878	37	13	va	va	NOUN
stem-6878	37	14	)	)	PUNCT
stem-6878	37	15	such	such	ADJ
stem-6878	37	16	as	as	ADP
stem-6878	37	17	google	google	PROPN
stem-6878	37	18	home	home	NOUN
stem-6878	37	19	,	,	PUNCT
stem-6878	37	20	amazon	amazon	NOUN
stem-6878	37	21	echo	echo	VERB
stem-6878	37	22	,	,	PUNCT
stem-6878	37	23	siri	siri	NOUN
stem-6878	37	24	and	and	CCONJ
stem-6878	37	25	cortana	cortana	NOUN
stem-6878	37	26	have	have	AUX
stem-6878	37	27	been	be	AUX
stem-6878	37	28	widely	widely	ADV
stem-6878	37	29	used	use	VERB
stem-6878	37	30	.	.	PUNCT
stem-6878	38	1	the	the	DET
stem-6878	38	2	basis	basis	NOUN
stem-6878	38	3	of	of	ADP
stem-6878	38	4	these	these	DET
stem-6878	38	5	applications	application	NOUN
stem-6878	38	6	is	be	AUX
stem-6878	38	7	the	the	DET
stem-6878	38	8	automatic	automatic	ADJ
stem-6878	38	9	speech	speech	NOUN
stem-6878	38	10	recognition	recognition	NOUN
stem-6878	38	11	(	(	PUNCT
stem-6878	38	12	asr	asr	NOUN
stem-6878	38	13	)	)	PUNCT
stem-6878	38	14	nlp	nlp	NOUN
stem-6878	38	15	task	task	NOUN
stem-6878	38	16	.	.	PUNCT
stem-6878	39	1	in	in	ADP
stem-6878	39	2	the	the	DET
stem-6878	39	3	nlp	nlp	NOUN
stem-6878	39	4	applications	application	NOUN
stem-6878	39	5	mentioned	mention	VERB
stem-6878	39	6	above	above	ADV
stem-6878	39	7	,	,	PUNCT
stem-6878	39	8	information	information	NOUN
stem-6878	39	9	in	in	ADP
stem-6878	39	10	text	text	NOUN
stem-6878	39	11	format	format	NOUN
stem-6878	39	12	is	be	AUX
stem-6878	39	13	formed	form	VERB
stem-6878	39	14	from	from	ADP
stem-6878	39	15	data	datum	NOUN
stem-6878	39	16	in	in	ADP
stem-6878	39	17	audio	audio	ADJ
stem-6878	39	18	format	format	NOUN
stem-6878	39	19	.	.	PUNCT
stem-6878	40	1	therefore	therefore	ADV
stem-6878	40	2	,	,	PUNCT
stem-6878	40	3	this	this	DET
stem-6878	40	4	type	type	NOUN
stem-6878	40	5	of	of	ADP
stem-6878	40	6	algorithms	algorithm	NOUN
stem-6878	40	7	are	be	AUX
stem-6878	40	8	also	also	ADV
stem-6878	40	9	called	call	VERB
stem-6878	40	10	speech	speech	NOUN
stem-6878	40	11	-	-	PUNCT
stem-6878	40	12	to	to	ADP
stem-6878	40	13	-	-	PUNCT
stem-6878	40	14	text	text	NOUN
stem-6878	40	15	algorithms	algorithm	NOUN
stem-6878	40	16	.	.	PUNCT
stem-6878	41	1	nlp	nlp	NOUN
stem-6878	41	2	applications	application	NOUN
stem-6878	41	3	such	such	ADJ
stem-6878	41	4	as	as	ADP
stem-6878	41	5	google	google	PROPN
stem-6878	41	6	home	home	NOUN
stem-6878	41	7	and	and	CCONJ
stem-6878	41	8	siri	siri	NOUN
stem-6878	41	9	not	not	PART
stem-6878	41	10	only	only	ADV
stem-6878	41	11	recognize	recognize	VERB
stem-6878	41	12	text	text	NOUN
stem-6878	41	13	from	from	ADP
stem-6878	41	14	audio	audio	NOUN
stem-6878	41	15	,	,	PUNCT
stem-6878	41	16	but	but	CCONJ
stem-6878	41	17	also	also	ADV
stem-6878	41	18	interpret	interpret	VERB
stem-6878	41	19	and	and	CCONJ
stem-6878	41	20	understand	understand	VERB
stem-6878	41	21	the	the	DET
stem-6878	41	22	semantic	semantic	ADJ
stem-6878	41	23	meaning	meaning	NOUN
stem-6878	41	24	of	of	ADP
stem-6878	41	25	the	the	DET
stem-6878	41	26	spoken	spoken	ADJ
stem-6878	41	27	word	word	NOUN
stem-6878	41	28	,	,	PUNCT
stem-6878	41	29	analyze	analyze	VERB
stem-6878	41	30	it	it	PRON
stem-6878	41	31	,	,	PUNCT
stem-6878	41	32	and	and	CCONJ
stem-6878	41	33	respond	respond	VERB
stem-6878	41	34	.	.	PUNCT
stem-6878	42	1	therefore	therefore	ADV
stem-6878	42	2	,	,	PUNCT
stem-6878	42	3	they	they	PRON
stem-6878	42	4	can	can	AUX
stem-6878	42	5	answer	answer	VERB
stem-6878	42	6	questions	question	NOUN
stem-6878	42	7	or	or	CCONJ
stem-6878	42	8	perform	perform	VERB
stem-6878	42	9	actions	action	NOUN
stem-6878	42	10	based	base	VERB
stem-6878	42	11	on	on	ADP
stem-6878	42	12	user	user	NOUN
stem-6878	42	13	commands	command	NOUN
stem-6878	42	14	.	.	PUNCT
stem-6878	43	1	result	result	VERB
stem-6878	43	2	.	.	PUNCT
stem-6878	44	1	human	human	ADJ
stem-6878	44	2	speech	speech	NOUN
stem-6878	44	3	is	be	AUX
stem-6878	44	4	fundamental	fundamental	ADJ
stem-6878	44	5	to	to	ADP
stem-6878	44	6	our	our	PRON
stem-6878	44	7	daily	daily	ADJ
stem-6878	44	8	personal	personal	ADJ
stem-6878	44	9	and	and	CCONJ
stem-6878	44	10	work	work	NOUN
stem-6878	44	11	lives	life	NOUN
stem-6878	44	12	,	,	PUNCT
stem-6878	44	13	and	and	CCONJ
stem-6878	44	14	speech	speech	NOUN
stem-6878	44	15	-	-	PUNCT
stem-6878	44	16	to	to	ADP
stem-6878	44	17	-	-	PUNCT
stem-6878	44	18	text	text	NOUN
stem-6878	44	19	has	have	VERB
stem-6878	44	20	many	many	ADJ
stem-6878	44	21	applications	application	NOUN
stem-6878	44	22	.	.	PUNCT
stem-6878	45	1	these	these	DET
stem-6878	45	2	types	type	NOUN
stem-6878	45	3	of	of	ADP
stem-6878	45	4	nlp	nlp	NOUN
stem-6878	45	5	applications	application	NOUN
stem-6878	45	6	can	can	AUX
stem-6878	45	7	be	be	AUX
stem-6878	45	8	used	use	VERB
stem-6878	45	9	to	to	PART
stem-6878	45	10	transcribe	transcribe	VERB
stem-6878	45	11	the	the	DET
stem-6878	45	12	content	content	NOUN
stem-6878	45	13	of	of	ADP
stem-6878	45	14	customer	customer	NOUN
stem-6878	45	15	support	support	NOUN
stem-6878	45	16	or	or	CCONJ
stem-6878	45	17	sales	sale	NOUN
stem-6878	45	18	calls	call	NOUN
stem-6878	45	19	,	,	PUNCT
stem-6878	45	20	for	for	ADP
stem-6878	45	21	voice	voice	NOUN
stem-6878	45	22	chatbots	chatbot	NOUN
stem-6878	45	23	,	,	PUNCT
stem-6878	45	24	or	or	CCONJ
stem-6878	45	25	to	to	PART
stem-6878	45	26	record	record	VERB
stem-6878	45	27	the	the	DET
stem-6878	45	28	content	content	NOUN
stem-6878	45	29	of	of	ADP
stem-6878	45	30	meetings	meeting	NOUN
stem-6878	45	31	and	and	CCONJ
stem-6878	45	32	other	other	ADJ
stem-6878	45	33	discussions	discussion	NOUN
stem-6878	45	34	.	.	PUNCT
stem-6878	46	1	audio	audio	ADJ
stem-6878	46	2	data	datum	NOUN
stem-6878	46	3	consists	consist	VERB
stem-6878	46	4	of	of	ADP
stem-6878	46	5	sounds	sound	NOUN
stem-6878	46	6	and	and	CCONJ
stem-6878	46	7	noises	noise	NOUN
stem-6878	46	8	.	.	PUNCT
stem-6878	47	1	human	human	ADJ
stem-6878	47	2	speech	speech	NOUN
stem-6878	47	3	is	be	AUX
stem-6878	47	4	a	a	DET
stem-6878	47	5	unique	unique	ADJ
stem-6878	47	6	situation	situation	NOUN
stem-6878	47	7	.	.	PUNCT
stem-6878	48	1	for	for	ADP
stem-6878	48	2	audio	audio	ADJ
stem-6878	48	3	data	datum	NOUN
stem-6878	48	4	processing	processing	NOUN
stem-6878	48	5	,	,	PUNCT
stem-6878	48	6	they	they	PRON
stem-6878	48	7	are	be	AUX
stem-6878	48	8	digitized	digitize	VERB
stem-6878	48	9	and	and	CCONJ
stem-6878	48	10	converted	convert	VERB
stem-6878	48	11	into	into	ADP
stem-6878	48	12	spectrograms	spectrogram	NOUN
stem-6878	48	13	.	.	PUNCT
stem-6878	49	1	however	however	ADV
stem-6878	49	2	,	,	PUNCT
stem-6878	49	3	spoken	spoken	ADJ
stem-6878	49	4	language	language	NOUN
stem-6878	49	5	is	be	AUX
stem-6878	49	6	more	more	ADV
stem-6878	49	7	complex	complex	ADJ
stem-6878	49	8	because	because	SCONJ
stem-6878	49	9	it	it	PRON
stem-6878	49	10	encodes	encode	VERB
stem-6878	49	11	natural	natural	ADJ
stem-6878	49	12	language	language	NOUN
stem-6878	49	13	.	.	PUNCT
stem-6878	50	1	problems	problem	NOUN
stem-6878	50	2	such	such	ADJ
stem-6878	50	3	as	as	ADP
stem-6878	50	4	audio	audio	ADJ
stem-6878	50	5	data	datum	NOUN
stem-6878	50	6	classification	classification	NOUN
stem-6878	50	7	start	start	VERB
stem-6878	50	8	with	with	ADP
stem-6878	50	9	an	an	DET
stem-6878	50	10	audio	audio	ADJ
stem-6878	50	11	clip	clip	NOUN
stem-6878	50	12	and	and	CCONJ
stem-6878	50	13	predict	predict	VERB
stem-6878	50	14	which	which	DET
stem-6878	50	15	class	class	NOUN
stem-6878	50	16	this	this	DET
stem-6878	50	17	audio	audio	NOUN
stem-6878	50	18	belongs	belong	VERB
stem-6878	50	19	to	to	ADP
stem-6878	50	20	from	from	ADP
stem-6878	50	21	a	a	DET
stem-6878	50	22	given	give	VERB
stem-6878	50	23	set	set	NOUN
stem-6878	50	24	of	of	ADP
stem-6878	50	25	classes	class	NOUN
stem-6878	50	26	.	.	PUNCT
stem-6878	51	1	summary.speech	summary.speech	NOUN
stem-6878	51	2	transcripts	transcript	NOUN
stem-6878	51	3	generated	generate	VERB
stem-6878	51	4	by	by	ADP
stem-6878	51	5	automatic	automatic	ADJ
stem-6878	51	6	speech	speech	NOUN
stem-6878	51	7	recognition	recognition	NOUN
stem-6878	51	8	(	(	PUNCT
stem-6878	51	9	asr	asr	NOUN
stem-6878	51	10	)	)	PUNCT
stem-6878	51	11	systems	system	NOUN
stem-6878	51	12	usually	usually	ADV
stem-6878	51	13	do	do	AUX
stem-6878	51	14	not	not	PART
stem-6878	51	15	contain	contain	VERB
stem-6878	51	16	punctuation	punctuation	NOUN
stem-6878	51	17	marks	mark	NOUN
stem-6878	51	18	or	or	CCONJ
stem-6878	51	19	capital	capital	NOUN
stem-6878	51	20	letters	letter	NOUN
stem-6878	51	21	.	.	PUNCT
stem-6878	52	1	due	due	ADP
stem-6878	52	2	to	to	ADP
stem-6878	52	3	the	the	DET
stem-6878	52	4	absence	absence	NOUN
stem-6878	52	5	of	of	ADP
stem-6878	52	6	punctuation	punctuation	NOUN
stem-6878	52	7	in	in	ADP
stem-6878	52	8	the	the	DET
stem-6878	52	9	fragments	fragment	NOUN
stem-6878	52	10	of	of	ADP
stem-6878	52	11	the	the	DET
stem-6878	52	12	automatically	automatically	ADV
stem-6878	52	13	recognized	recognize	VERB
stem-6878	52	14	speech	speech	NOUN
stem-6878	52	15	,	,	PUNCT
stem-6878	52	16	it	it	PRON
stem-6878	52	17	affects	affect	VERB
stem-6878	52	18	the	the	DET
stem-6878	52	19	process	process	NOUN
stem-6878	52	20	of	of	ADP
stem-6878	52	21	understanding	understand	VERB
stem-6878	52	22	the	the	DET
stem-6878	52	23	text	text	NOUN
stem-6878	52	24	.	.	PUNCT
stem-6878	53	1	the	the	DET
stem-6878	53	2	main	main	ADJ
stem-6878	53	3	goal	goal	NOUN
stem-6878	53	4	of	of	ADP
stem-6878	53	5	natural	natural	ADJ
stem-6878	53	6	language	language	NOUN
stem-6878	53	7	processing	processing	NOUN
stem-6878	53	8	(	(	PUNCT
stem-6878	53	9	nlp	nlp	NOUN
stem-6878	53	10	)	)	PUNCT
stem-6878	53	11	punctuation	punctuation	NOUN
stem-6878	53	12	restoration	restoration	NOUN
stem-6878	53	13	(	(	PUNCT
stem-6878	53	14	pr	pr	NOUN
stem-6878	53	15	)	)	PUNCT
stem-6878	53	16	and	and	CCONJ
stem-6878	53	17	capitalization	capitalization	NOUN
stem-6878	53	18	restoration	restoration	NOUN
stem-6878	53	19	(	(	PUNCT
stem-6878	53	20	cr	cr	NOUN
stem-6878	53	21	)	)	PUNCT
stem-6878	53	22	is	be	AUX
stem-6878	53	23	to	to	PART
stem-6878	53	24	improve	improve	VERB
stem-6878	53	25	the	the	DET
stem-6878	53	26	readability	readability	NOUN
stem-6878	53	27	of	of	ADP
stem-6878	53	28	texts	text	NOUN
stem-6878	53	29	without	without	ADP
stem-6878	53	30	punctuation	punctuation	NOUN
stem-6878	53	31	marks	mark	NOUN
stem-6878	53	32	created	create	VERB
stem-6878	53	33	by	by	ADP
stem-6878	53	34	asr	asr	PROPN
stem-6878	53	35	.	.	PUNCT
stem-6878	54	1	used	use	VERB
stem-6878	54	2	literature	literature	NOUN
stem-6878	54	3	1	1	NUM
stem-6878	54	4	.	.	PUNCT
stem-6878	55	1	berdiyorov	berdiyorov	PROPN
stem-6878	55	2	h.	h.	PROPN
stem-6878	55	3	,	,	PUNCT
stem-6878	55	4	rasulov	rasulov	PROPN
stem-6878	55	5	r.	r.	PROPN
stem-6878	55	6	o‘zbek	o‘zbek	PUNCT
stem-6878	55	7	tilining	tiline	VERB
stem-6878	55	8	paremiologik	paremiologik	NOUN
stem-6878	55	9	lug‘ati	lug‘ati	PROPN
stem-6878	55	10	.	.	PUNCT
stem-6878	56	1	–	–	PUNCT
stem-6878	56	2	toshkent	toshkent	NOUN
stem-6878	56	3	:	:	PUNCT
stem-6878	56	4	“	"	PUNCT
stem-6878	56	5	o‘qituvchi	o‘qituvchi	PROPN
stem-6878	56	6	”	"	PUNCT
stem-6878	56	7	,	,	PUNCT
stem-6878	56	8	1984	1984	NUM
stem-6878	56	9	.	.	PUNCT
stem-6878	57	1	2	2	NUM
stem-6878	57	2	.	.	X
stem-6878	57	3	valgina	valgina	PROPN
stem-6878	57	4	n.s	n.s	PROPN
stem-6878	57	5	.	.	PROPN
stem-6878	57	6	neobichnoye	neobichnoye	PROPN
stem-6878	57	7	.	.	PUNCT
stem-6878	58	1	v	v	X
stem-6878	58	2	obichnom	obichnom	NOUN
stem-6878	58	3	.	.	PUNCT
stem-6878	59	1	zametki	zametki	NOUN
stem-6878	59	2	o	o	PROPN
stem-6878	59	3	punktuatsii	punktuatsii	ADJ
stem-6878	59	4	a.	a.	NOUN
stem-6878	59	5	axmatovoy//	axmatovoy//	PROPN
stem-6878	59	6	russkaya	russkaya	NOUN
stem-6878	59	7	rech	rech	NOUN
stem-6878	59	8	,	,	PUNCT
stem-6878	59	9	1979	1979	NUM
stem-6878	59	10	,	,	PUNCT
stem-6878	59	11	№	№	ADP
stem-6878	59	12	6	6	NUM
stem-6878	59	13	.	.	PUNCT
stem-6878	60	1	s.	s.	PROPN
stem-6878	60	2	22–29	22–29	PROPN
stem-6878	60	3	.	.	PUNCT
stem-6878	61	1	3	3	X
stem-6878	61	2	.	.	X
stem-6878	61	3	o‘zbek	o‘zbek	PUNCT
stem-6878	61	4	tili	tili	NOUN
stem-6878	61	5	punktuatsiyasining	punktuatsiyasine	VERB
stem-6878	61	6	asosiy	asosiy	NOUN
stem-6878	61	7	qoidalari	qoidalari	NOUN
stem-6878	61	8	.	.	PUNCT
stem-6878	62	1	tuzuvchilar	tuzuvchilar	ADJ
stem-6878	62	2	:	:	PUNCT
stem-6878	62	3	n.m.mahmudov	n.m.mahmudov	PROPN
stem-6878	62	4	,	,	PUNCT
stem-6878	62	5	a.p.madvaliyev	a.p.madvaliyev	PROPN
stem-6878	62	6	,	,	PUNCT
stem-6878	62	7	n.mahkamov	n.mahkamov	ADJ
stem-6878	62	8	.	.	PUNCT
stem-6878	63	1	–	–	PUNCT
stem-6878	63	2	toshkent	toshkent	NOUN
stem-6878	63	3	:	:	PUNCT
stem-6878	63	4	“	"	PUNCT
stem-6878	63	5	o‘zbekiston	o‘zbekiston	PROPN
stem-6878	63	6	”	"	PUNCT
stem-6878	63	7	nmiu	nmiu	NOUN
stem-6878	63	8	,	,	PUNCT
stem-6878	63	9	2015	2015	NUM
stem-6878	63	10	.	.	PUNCT
stem-6878	64	1	4	4	NUM
stem-6878	64	2	.	.	X
stem-6878	64	3	o‘zbek	o‘zbek	PROPN
stem-6878	64	4	xalq	xalq	PROPN
stem-6878	64	5	maqollari	maqollari	PROPN
stem-6878	64	6	.	.	PUNCT
stem-6878	65	1	ikki	ikki	PROPN
stem-6878	65	2	tomlik	tomlik	PROPN
stem-6878	65	3	,	,	PUNCT
stem-6878	65	4	ikkinchi	ikkinchi	PROPN
stem-6878	65	5	tom	tom	PROPN
stem-6878	65	6	.	.	PUNCT
stem-6878	66	1	–	–	PUNCT
stem-6878	66	2	toshkent	toshkent	NOUN
stem-6878	66	3	:	:	PUNCT
stem-6878	66	4	“	"	PUNCT
stem-6878	66	5	fan	fan	NOUN
stem-6878	66	6	”	"	PUNCT
stem-6878	66	7	,	,	PUNCT
stem-6878	66	8	1988	1988	NUM
stem-6878	66	9	.	.	PUNCT
stem-6878	67	1	5	5	NUM
stem-6878	67	2	.	.	X
stem-6878	67	3	makhija	makhija	NOUN
stem-6878	67	4	,	,	PUNCT
stem-6878	67	5	k.	k.	PROPN
stem-6878	67	6	,	,	PUNCT
stem-6878	67	7	ho	ho	PROPN
stem-6878	67	8	,	,	PUNCT
stem-6878	67	9	t.	t.	PROPN
stem-6878	67	10	n.	n.	PROPN
stem-6878	67	11	,	,	PUNCT
stem-6878	67	12	&	&	CCONJ
stem-6878	67	13	chng	chng	PROPN
stem-6878	67	14	,	,	PUNCT
stem-6878	67	15	e.	e.	PROPN
stem-6878	67	16	s.	s.	PROPN
stem-6878	67	17	(	(	PUNCT
stem-6878	67	18	2019	2019	NUM
stem-6878	67	19	,	,	PUNCT
stem-6878	67	20	november	november	PROPN
stem-6878	67	21	)	)	PUNCT
stem-6878	67	22	.	.	PUNCT
stem-6878	68	1	transfer	transfer	NOUN
stem-6878	68	2	learning	learning	NOUN
stem-6878	68	3	for	for	ADP
stem-6878	68	4	punctuation	punctuation	NOUN
stem-6878	68	5	prediction	prediction	NOUN
stem-6878	68	6	.	.	PUNCT
stem-6878	69	1	in	in	ADP
stem-6878	69	2	2019	2019	NUM
stem-6878	69	3	asia	asia	PROPN
stem-6878	69	4	-	-	PUNCT
stem-6878	69	5	pacific	pacific	PROPN
stem-6878	69	6	signal	signal	NOUN
stem-6878	69	7	and	and	CCONJ
stem-6878	69	8	information	information	NOUN
stem-6878	69	9	processing	processing	NOUN
stem-6878	69	10	association	association	NOUN
stem-6878	69	11	annual	annual	ADJ
stem-6878	69	12	summit	summit	NOUN
stem-6878	69	13	and	and	CCONJ
stem-6878	69	14	conference	conference	NOUN
stem-6878	69	15	(	(	PUNCT
stem-6878	69	16	apsipa	apsipa	PROPN
stem-6878	69	17	asc	asc	PROPN
stem-6878	69	18	)	)	PUNCT
stem-6878	69	19	(	(	PUNCT
stem-6878	69	20	pp	pp	X
stem-6878	69	21	.	.	PUNCT
stem-6878	70	1	268	268	NUM
stem-6878	70	2	-	-	SYM
stem-6878	70	3	273	273	NUM
stem-6878	70	4	)	)	PUNCT
stem-6878	70	5	.	.	PUNCT
stem-6878	71	1	ieee	ieee	PROPN
stem-6878	71	2	.	.	PUNCT
stem-6878	72	1	6	6	NUM
stem-6878	72	2	.	.	X
stem-6878	72	3	yi	yi	PROPN
stem-6878	72	4	,	,	PUNCT
stem-6878	72	5	j.	j.	PROPN
stem-6878	72	6	,	,	PUNCT
stem-6878	72	7	tao	tao	PROPN
stem-6878	72	8	,	,	PUNCT
stem-6878	72	9	j.	j.	PROPN
stem-6878	72	10	,	,	PUNCT
stem-6878	72	11	bai	bai	PROPN
stem-6878	72	12	,	,	PUNCT
stem-6878	72	13	y.	y.	PROPN
stem-6878	72	14	,	,	PUNCT
stem-6878	72	15	tian	tian	PROPN
stem-6878	72	16	,	,	PUNCT
stem-6878	72	17	z.	z.	PROPN
stem-6878	72	18	,	,	PUNCT
stem-6878	72	19	&	&	CCONJ
stem-6878	72	20	fan	fan	PROPN
stem-6878	72	21	,	,	PUNCT
stem-6878	72	22	c.	c.	PROPN
stem-6878	72	23	(	(	PUNCT
stem-6878	72	24	2020	2020	NUM
stem-6878	72	25	)	)	PUNCT
stem-6878	72	26	.	.	PUNCT
stem-6878	73	1	adversarial	adversarial	ADJ
stem-6878	73	2	transfer	transfer	NOUN
stem-6878	73	3	learning	learn	VERB
stem-6878	73	4	for	for	ADP
stem-6878	73	5	punctuation	punctuation	NOUN
stem-6878	73	6	restoration	restoration	NOUN
stem-6878	73	7	.	.	PUNCT
stem-6878	74	1	arxiv	arxiv	PROPN
stem-6878	74	2	preprint	preprint	NOUN
stem-6878	74	3	arxiv:2004.00248	arxiv:2004.00248	PROPN
stem-6878	74	4	.	.	PUNCT
stem-6878	75	1	7	7	X
stem-6878	75	2	.	.	X
stem-6878	75	3	xu	xu	PROPN
stem-6878	75	4	,	,	PUNCT
stem-6878	75	5	k.	k.	PROPN
stem-6878	75	6	,	,	PUNCT
stem-6878	75	7	xie	xie	PROPN
stem-6878	75	8	,	,	PUNCT
stem-6878	75	9	l.	l.	PROPN
stem-6878	75	10	,	,	PUNCT
stem-6878	75	11	&	&	CCONJ
stem-6878	75	12	yao	yao	PROPN
stem-6878	75	13	,	,	PUNCT
stem-6878	75	14	k.	k.	PROPN
stem-6878	75	15	(	(	PUNCT
stem-6878	75	16	2016	2016	NUM
stem-6878	75	17	,	,	PUNCT
stem-6878	75	18	october	october	PROPN
stem-6878	75	19	)	)	PUNCT
stem-6878	75	20	.	.	PUNCT
stem-6878	76	1	investigating	investigate	VERB
stem-6878	76	2	lstm	lstm	NOUN
stem-6878	76	3	for	for	ADP
stem-6878	76	4	punctuation	punctuation	NOUN
stem-6878	76	5	prediction	prediction	NOUN
stem-6878	76	6	.	.	PUNCT
stem-6878	77	1	in	in	ADP
stem-6878	77	2	2016	2016	NUM
stem-6878	77	3	10th	10th	ADJ
stem-6878	77	4	international	international	ADJ
stem-6878	77	5	symposium	symposium	NOUN
stem-6878	77	6	on	on	ADP
stem-6878	77	7	chinese	chinese	ADJ
stem-6878	77	8	spoken	spoken	ADJ
stem-6878	77	9	language	language	NOUN
stem-6878	77	10	processing	processing	NOUN
stem-6878	77	11	(	(	PUNCT
stem-6878	77	12	iscslp	iscslp	ADJ
stem-6878	77	13	)	)	PUNCT
stem-6878	77	14	(	(	PUNCT
stem-6878	77	15	pp	pp	X
stem-6878	77	16	.	.	PUNCT
stem-6878	78	1	1	1	NUM
stem-6878	78	2	-	-	SYM
stem-6878	78	3	5	5	NUM
stem-6878	78	4	)	)	PUNCT
stem-6878	78	5	.	.	PUNCT
stem-6878	79	1	ieee	ieee	PROPN
stem-6878	79	2	.	.	PUNCT
stem-6878	80	1	8	8	NUM
stem-6878	80	2	.	.	PUNCT
stem-6878	80	3	jumayeva	jumayeva	PROPN
stem-6878	80	4	d.b	d.b	PROPN
stem-6878	80	5	.	.	PROPN
stem-6878	80	6	tinish	tinish	ADJ
stem-6878	80	7	belgilarining	belgilarine	VERB
stem-6878	80	8	takror	takror	PROPN
stem-6878	80	9	va	va	PROPN
stem-6878	80	10	qator	qator	PROPN
stem-6878	80	11	ishlatilishi	ishlatilishi	PROPN
stem-6878	80	12	va	va	PROPN
stem-6878	80	13	ularning	ularne	VERB
stem-6878	80	14	korpusda	korpusda	NOUN
stem-6878	80	15	berilishi	berilishi	NOUN
stem-6878	80	16	.	.	PUNCT
stem-6878	80	17	qo‘qon	qo‘qon	PUNCT
stem-6878	81	1	dpi	dpi	NOUN
stem-6878	81	2	2024	2024	NUM
stem-6878	81	3	.	.	PUNCT
stem-6878	82	1	4	4	NUM
stem-6878	82	2	-	-	NUM
stem-6878	82	3	son	son	NOUN
stem-6878	82	4	(	(	PUNCT
stem-6878	82	5	1912	1912	NUM
stem-6878	82	6	-	-	SYM
stem-6878	82	7	1918	1918	NUM
stem-6878	82	8	-	-	PUNCT
stem-6878	82	9	bet	bet	NOUN
stem-6878	82	10	)	)	PUNCT