id	sid	tid	token	lemma	pos
fuelectenerg-13355	1	1	13355	13355	NUM
fuelectenerg-13355	1	2	facta	facta	PROPN
fuelectenerg-13355	1	3	universitatis	universitatis	PROPN
fuelectenerg-13355	1	4	series	series	NOUN
fuelectenerg-13355	1	5	:	:	PUNCT
fuelectenerg-13355	1	6	electronics	electronic	NOUN
fuelectenerg-13355	1	7	and	and	CCONJ
fuelectenerg-13355	1	8	energetics	energetic	NOUN
fuelectenerg-13355	1	9	vol	vol	NOUN
fuelectenerg-13355	1	10	.	.	PUNCT
fuelectenerg-13355	2	1	38	38	NUM
fuelectenerg-13355	2	2	,	,	PUNCT
fuelectenerg-13355	2	3	no	no	DET
fuelectenerg-13355	2	4	4	4	NUM
fuelectenerg-13355	2	5	,	,	PUNCT
fuelectenerg-13355	2	6	december	december	PROPN
fuelectenerg-13355	2	7	2025	2025	NUM
fuelectenerg-13355	2	8	,	,	PUNCT
fuelectenerg-13355	2	9	pp	pp	ADV
fuelectenerg-13355	2	10	.	.	PUNCT
fuelectenerg-13355	3	1	697	697	NUM
fuelectenerg-13355	3	2	714	714	NUM
fuelectenerg-13355	3	3	https://doi.org/10.2298/fuee2504697k	https://doi.org/10.2298/fuee2504697k	NOUN
fuelectenerg-13355	3	4	©	©	PROPN
fuelectenerg-13355	3	5	2025	2025	NUM
fuelectenerg-13355	3	6	by	by	ADP
fuelectenerg-13355	3	7	university	university	PROPN
fuelectenerg-13355	3	8	of	of	ADP
fuelectenerg-13355	3	9	niš	niš	PROPN
fuelectenerg-13355	3	10	,	,	PUNCT
fuelectenerg-13355	3	11	serbia	serbia	PROPN
fuelectenerg-13355	3	12	|	|	ADV
fuelectenerg-13355	3	13	creative	creative	ADJ
fuelectenerg-13355	3	14	commons	common	NOUN
fuelectenerg-13355	3	15	license	license	NOUN
fuelectenerg-13355	3	16	:	:	PUNCT
fuelectenerg-13355	3	17	cc	cc	VERB
fuelectenerg-13355	3	18	by	by	ADP
fuelectenerg-13355	3	19	-	-	PUNCT
fuelectenerg-13355	3	20	nc	nc	VERB
fuelectenerg-13355	3	21	-	-	PUNCT
fuelectenerg-13355	3	22	nd	nd	ADV
fuelectenerg-13355	3	23	original	original	ADJ
fuelectenerg-13355	3	24	scientific	scientific	ADJ
fuelectenerg-13355	3	25	paper	paper	NOUN
fuelectenerg-13355	3	26	a	a	DET
fuelectenerg-13355	3	27	structure	structure	NOUN
fuelectenerg-13355	3	28	based	base	VERB
fuelectenerg-13355	3	29	on	on	ADP
fuelectenerg-13355	3	30	trocr	trocr	ADJ
fuelectenerg-13355	3	31	transformer	transformer	NOUN
fuelectenerg-13355	3	32	and	and	CCONJ
fuelectenerg-13355	3	33	large	large	ADJ
fuelectenerg-13355	3	34	language	language	NOUN
fuelectenerg-13355	3	35	model	model	NOUN
fuelectenerg-13355	3	36	for	for	ADP
fuelectenerg-13355	3	37	classification	classification	NOUN
fuelectenerg-13355	3	38	of	of	ADP
fuelectenerg-13355	3	39	handwritten	handwritten	ADJ
fuelectenerg-13355	3	40	texts	text	NOUN
fuelectenerg-13355	3	41	hossein	hossein	PROPN
fuelectenerg-13355	3	42	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	3	43	,	,	PUNCT
fuelectenerg-13355	3	44	adel	adel	PROPN
fuelectenerg-13355	3	45	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	3	46	,	,	PUNCT
fuelectenerg-13355	3	47	mohammad	mohammad	PROPN
fuelectenerg-13355	3	48	ranjbarpour	ranjbarpour	PROPN
fuelectenerg-13355	3	49	,	,	PUNCT
fuelectenerg-13355	3	50	mahdi	mahdi	PROPN
fuelectenerg-13355	3	51	nooshyar	nooshyar	PROPN
fuelectenerg-13355	3	52	,	,	PUNCT
fuelectenerg-13355	3	53	shahram	shahram	PROPN
fuelectenerg-13355	3	54	jamali	jamali	PROPN
fuelectenerg-13355	3	55	department	department	PROPN
fuelectenerg-13355	3	56	of	of	ADP
fuelectenerg-13355	3	57	electrical	electrical	ADJ
fuelectenerg-13355	3	58	and	and	CCONJ
fuelectenerg-13355	3	59	computer	computer	NOUN
fuelectenerg-13355	3	60	engineering	engineering	NOUN
fuelectenerg-13355	3	61	,	,	PUNCT
fuelectenerg-13355	3	62	university	university	NOUN
fuelectenerg-13355	3	63	of	of	ADP
fuelectenerg-13355	3	64	mohaghegh	mohaghegh	PROPN
fuelectenerg-13355	3	65	ardabili	ardabili	PROPN
fuelectenerg-13355	3	66	,	,	PUNCT
fuelectenerg-13355	3	67	ardabili	ardabili	PROPN
fuelectenerg-13355	3	68	,	,	PUNCT
fuelectenerg-13355	3	69	iran	iran	PROPN
fuelectenerg-13355	3	70	orcid	orcid	PROPN
fuelectenerg-13355	3	71	ids	ids	PROPN
fuelectenerg-13355	3	72	:	:	PUNCT
fuelectenerg-13355	3	73	hossein	hossein	PROPN
fuelectenerg-13355	3	74	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	3	75	https://orcid.org/0000-0002-9304-5093	https://orcid.org/0000-0002-9304-5093	PROPN
fuelectenerg-13355	3	76	adel	adel	PROPN
fuelectenerg-13355	3	77	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	3	78	https://orcid.org/0000-0002-7019-9655	https://orcid.org/0000-0002-7019-9655	PROPN
fuelectenerg-13355	3	79	mohammad	mohammad	PROPN
fuelectenerg-13355	3	80	ranjbarpour	ranjbarpour	PROPN
fuelectenerg-13355	3	81	https://orcid.org/0009-0004-4522-2421	https://orcid.org/0009-0004-4522-2421	PROPN
fuelectenerg-13355	3	82	mahdi	mahdi	PROPN
fuelectenerg-13355	3	83	nooshyar	nooshyar	PROPN
fuelectenerg-13355	3	84	https://orcid.org/0000-0002-6786-7763	https://orcid.org/0000-0002-6786-7763	PROPN
fuelectenerg-13355	3	85	shahram	shahram	PROPN
fuelectenerg-13355	3	86	jamali	jamali	PROPN
fuelectenerg-13355	4	1	https://orcid.org/0000-0003-2764-6373	https://orcid.org/0000-0003-2764-6373	PROPN
fuelectenerg-13355	4	2	abstract	abstract	NOUN
fuelectenerg-13355	4	3	.	.	PUNCT
fuelectenerg-13355	5	1	processing	process	VERB
fuelectenerg-13355	5	2	handwritten	handwritten	ADJ
fuelectenerg-13355	5	3	texts	text	NOUN
fuelectenerg-13355	5	4	and	and	CCONJ
fuelectenerg-13355	5	5	classification	classification	NOUN
fuelectenerg-13355	5	6	and	and	CCONJ
fuelectenerg-13355	5	7	their	their	PRON
fuelectenerg-13355	5	8	content	content	NOUN
fuelectenerg-13355	5	9	analysis	analysis	NOUN
fuelectenerg-13355	5	10	are	be	AUX
fuelectenerg-13355	5	11	among	among	ADP
fuelectenerg-13355	5	12	the	the	DET
fuelectenerg-13355	5	13	most	most	ADV
fuelectenerg-13355	5	14	important	important	ADJ
fuelectenerg-13355	5	15	problems	problem	NOUN
fuelectenerg-13355	5	16	in	in	ADP
fuelectenerg-13355	5	17	the	the	DET
fuelectenerg-13355	5	18	realm	realm	NOUN
fuelectenerg-13355	5	19	of	of	ADP
fuelectenerg-13355	5	20	text	text	NOUN
fuelectenerg-13355	5	21	analysis	analysis	NOUN
fuelectenerg-13355	5	22	.	.	PUNCT
fuelectenerg-13355	6	1	microsoft	microsoft	PROPN
fuelectenerg-13355	6	2	has	have	AUX
fuelectenerg-13355	6	3	presented	present	VERB
fuelectenerg-13355	6	4	pre	pre	ADJ
fuelectenerg-13355	6	5	-	-	ADJ
fuelectenerg-13355	6	6	trained	train	VERB
fuelectenerg-13355	6	7	trocr	trocr	NOUN
fuelectenerg-13355	6	8	models	model	NOUN
fuelectenerg-13355	6	9	for	for	ADP
fuelectenerg-13355	6	10	printed	print	VERB
fuelectenerg-13355	6	11	and	and	CCONJ
fuelectenerg-13355	6	12	hand	hand	NOUN
fuelectenerg-13355	6	13	-	-	PUNCT
fuelectenerg-13355	6	14	written	write	VERB
fuelectenerg-13355	6	15	texts	text	NOUN
fuelectenerg-13355	6	16	.	.	PUNCT
fuelectenerg-13355	7	1	these	these	DET
fuelectenerg-13355	7	2	models	model	NOUN
fuelectenerg-13355	7	3	due	due	ADJ
fuelectenerg-13355	7	4	to	to	ADP
fuelectenerg-13355	7	5	prior	prior	ADJ
fuelectenerg-13355	7	6	pre	pre	ADJ
fuelectenerg-13355	7	7	-	-	ADJ
fuelectenerg-13355	7	8	training	training	NOUN
fuelectenerg-13355	7	9	are	be	AUX
fuelectenerg-13355	7	10	better	well	ADV
fuelectenerg-13355	7	11	starting	start	VERB
fuelectenerg-13355	7	12	point	point	NOUN
fuelectenerg-13355	7	13	for	for	ADP
fuelectenerg-13355	7	14	image	image	NOUN
fuelectenerg-13355	7	15	processing	processing	NOUN
fuelectenerg-13355	7	16	.	.	PUNCT
fuelectenerg-13355	8	1	for	for	ADP
fuelectenerg-13355	8	2	using	use	VERB
fuelectenerg-13355	8	3	trocr	trocr	NOUN
fuelectenerg-13355	8	4	with	with	ADP
fuelectenerg-13355	8	5	the	the	DET
fuelectenerg-13355	8	6	aim	aim	NOUN
fuelectenerg-13355	8	7	of	of	ADP
fuelectenerg-13355	8	8	detecting	detect	VERB
fuelectenerg-13355	8	9	printed	print	VERB
fuelectenerg-13355	8	10	and	and	CCONJ
fuelectenerg-13355	8	11	handwritten	handwritten	ADJ
fuelectenerg-13355	8	12	texts	text	NOUN
fuelectenerg-13355	8	13	,	,	PUNCT
fuelectenerg-13355	8	14	we	we	PRON
fuelectenerg-13355	8	15	can	can	AUX
fuelectenerg-13355	8	16	use	use	VERB
fuelectenerg-13355	8	17	fine	fine	ADJ
fuelectenerg-13355	8	18	-	-	PUNCT
fuelectenerg-13355	8	19	tuning	tuning	NOUN
fuelectenerg-13355	8	20	technique	technique	NOUN
fuelectenerg-13355	8	21	on	on	ADP
fuelectenerg-13355	8	22	pre	pre	ADJ
fuelectenerg-13355	8	23	-	-	ADJ
fuelectenerg-13355	8	24	trained	train	VERB
fuelectenerg-13355	8	25	model	model	NOUN
fuelectenerg-13355	8	26	using	use	VERB
fuelectenerg-13355	8	27	different	different	ADJ
fuelectenerg-13355	8	28	datasets	dataset	NOUN
fuelectenerg-13355	8	29	.	.	PUNCT
fuelectenerg-13355	9	1	this	this	DET
fuelectenerg-13355	9	2	process	process	NOUN
fuelectenerg-13355	9	3	helps	help	VERB
fuelectenerg-13355	9	4	the	the	DET
fuelectenerg-13355	9	5	model	model	NOUN
fuelectenerg-13355	9	6	to	to	PART
fuelectenerg-13355	9	7	learn	learn	VERB
fuelectenerg-13355	9	8	better	well	ADJ
fuelectenerg-13355	9	9	the	the	DET
fuelectenerg-13355	9	10	specific	specific	ADJ
fuelectenerg-13355	9	11	features	feature	NOUN
fuelectenerg-13355	9	12	of	of	ADP
fuelectenerg-13355	9	13	image	image	NOUN
fuelectenerg-13355	9	14	processing	processing	NOUN
fuelectenerg-13355	9	15	and	and	CCONJ
fuelectenerg-13355	9	16	hand	hand	NOUN
fuelectenerg-13355	9	17	-	-	PUNCT
fuelectenerg-13355	9	18	written	write	VERB
fuelectenerg-13355	9	19	or	or	CCONJ
fuelectenerg-13355	9	20	semihandwritten	semihandwritten	ADJ
fuelectenerg-13355	9	21	texts	text	NOUN
fuelectenerg-13355	9	22	.	.	PUNCT
fuelectenerg-13355	10	1	trocr	trocr	PROPN
fuelectenerg-13355	10	2	uses	use	VERB
fuelectenerg-13355	10	3	transformer	transformer	NOUN
fuelectenerg-13355	10	4	models	model	NOUN
fuelectenerg-13355	10	5	for	for	ADP
fuelectenerg-13355	10	6	ocr	ocr	NOUN
fuelectenerg-13355	10	7	and	and	CCONJ
fuelectenerg-13355	10	8	its	its	PRON
fuelectenerg-13355	10	9	fine	fine	ADV
fuelectenerg-13355	10	10	-	-	PUNCT
fuelectenerg-13355	10	11	tuning	tuning	NOUN
fuelectenerg-13355	10	12	on	on	ADP
fuelectenerg-13355	10	13	special	special	ADJ
fuelectenerg-13355	10	14	datasets	dataset	NOUN
fuelectenerg-13355	10	15	especially	especially	ADV
fuelectenerg-13355	10	16	,	,	PUNCT
fuelectenerg-13355	10	17	hand	hand	NOUN
fuelectenerg-13355	10	18	-	-	PUNCT
fuelectenerg-13355	10	19	written	write	VERB
fuelectenerg-13355	10	20	datasets	dataset	NOUN
fuelectenerg-13355	10	21	is	be	AUX
fuelectenerg-13355	10	22	a	a	DET
fuelectenerg-13355	10	23	common	common	ADJ
fuelectenerg-13355	10	24	task	task	NOUN
fuelectenerg-13355	10	25	.	.	PUNCT
fuelectenerg-13355	11	1	trocr	trocr	ADJ
fuelectenerg-13355	11	2	model	model	NOUN
fuelectenerg-13355	11	3	from	from	ADP
fuelectenerg-13355	11	4	microsoft	microsoft	PROPN
fuelectenerg-13355	11	5	extracts	extract	NOUN
fuelectenerg-13355	11	6	text	text	NOUN
fuelectenerg-13355	11	7	from	from	ADP
fuelectenerg-13355	11	8	these	these	DET
fuelectenerg-13355	11	9	images	image	NOUN
fuelectenerg-13355	11	10	,	,	PUNCT
fuelectenerg-13355	11	11	and	and	CCONJ
fuelectenerg-13355	11	12	in	in	ADP
fuelectenerg-13355	11	13	this	this	DET
fuelectenerg-13355	11	14	research	research	NOUN
fuelectenerg-13355	11	15	a	a	DET
fuelectenerg-13355	11	16	structure	structure	NOUN
fuelectenerg-13355	11	17	based	base	VERB
fuelectenerg-13355	11	18	on	on	ADP
fuelectenerg-13355	11	19	trocr	trocr	NOUN
fuelectenerg-13355	11	20	and	and	CCONJ
fuelectenerg-13355	11	21	llm	llm	PROPN
fuelectenerg-13355	11	22	has	have	AUX
fuelectenerg-13355	11	23	been	be	AUX
fuelectenerg-13355	11	24	proposed	propose	VERB
fuelectenerg-13355	11	25	whose	whose	DET
fuelectenerg-13355	11	26	aim	aim	NOUN
fuelectenerg-13355	11	27	is	be	AUX
fuelectenerg-13355	11	28	extraction	extraction	NOUN
fuelectenerg-13355	11	29	of	of	ADP
fuelectenerg-13355	11	30	hand	hand	NOUN
fuelectenerg-13355	11	31	-	-	PUNCT
fuelectenerg-13355	11	32	written	write	VERB
fuelectenerg-13355	11	33	texts	text	NOUN
fuelectenerg-13355	11	34	from	from	ADP
fuelectenerg-13355	11	35	existing	exist	VERB
fuelectenerg-13355	11	36	images	image	NOUN
fuelectenerg-13355	11	37	in	in	ADP
fuelectenerg-13355	11	38	a	a	DET
fuelectenerg-13355	11	39	dataset	dataset	NOUN
fuelectenerg-13355	11	40	(	(	PUNCT
fuelectenerg-13355	11	41	english	english	ADJ
fuelectenerg-13355	11	42	handwritten	handwritten	ADJ
fuelectenerg-13355	11	43	line	line	NOUN
fuelectenerg-13355	11	44	dataset	dataset	NOUN
fuelectenerg-13355	11	45	)	)	PUNCT
fuelectenerg-13355	11	46	and	and	CCONJ
fuelectenerg-13355	11	47	converting	convert	VERB
fuelectenerg-13355	11	48	them	they	PRON
fuelectenerg-13355	11	49	to	to	PART
fuelectenerg-13355	11	50	text	text	NOUN
fuelectenerg-13355	11	51	data	datum	NOUN
fuelectenerg-13355	11	52	and	and	CCONJ
fuelectenerg-13355	11	53	then	then	ADV
fuelectenerg-13355	11	54	this	this	DET
fuelectenerg-13355	11	55	data	data	NOUN
fuelectenerg-13355	11	56	has	have	AUX
fuelectenerg-13355	11	57	been	be	AUX
fuelectenerg-13355	11	58	given	give	VERB
fuelectenerg-13355	11	59	to	to	ADP
fuelectenerg-13355	11	60	llm	llm	VERB
fuelectenerg-13355	11	61	as	as	ADP
fuelectenerg-13355	11	62	an	an	DET
fuelectenerg-13355	11	63	input	input	NOUN
fuelectenerg-13355	11	64	so	so	SCONJ
fuelectenerg-13355	11	65	that	that	SCONJ
fuelectenerg-13355	11	66	the	the	DET
fuelectenerg-13355	11	67	extracted	extract	VERB
fuelectenerg-13355	11	68	texts	text	NOUN
fuelectenerg-13355	11	69	can	can	AUX
fuelectenerg-13355	11	70	be	be	AUX
fuelectenerg-13355	11	71	classified	classify	VERB
fuelectenerg-13355	11	72	(	(	PUNCT
fuelectenerg-13355	11	73	using	use	VERB
fuelectenerg-13355	11	74	bart	bart	PROPN
fuelectenerg-13355	11	75	model	model	PROPN
fuelectenerg-13355	11	76	)	)	PUNCT
fuelectenerg-13355	11	77	based	base	VERB
fuelectenerg-13355	11	78	on	on	ADP
fuelectenerg-13355	11	79	different	different	ADJ
fuelectenerg-13355	11	80	subjects	subject	NOUN
fuelectenerg-13355	11	81	and	and	CCONJ
fuelectenerg-13355	11	82	contents	content	NOUN
fuelectenerg-13355	11	83	.	.	PUNCT
fuelectenerg-13355	12	1	key	key	ADJ
fuelectenerg-13355	12	2	words	word	NOUN
fuelectenerg-13355	12	3	:	:	PUNCT
fuelectenerg-13355	12	4	large	large	ADJ
fuelectenerg-13355	12	5	language	language	NOUN
fuelectenerg-13355	12	6	model	model	NOUN
fuelectenerg-13355	12	7	,	,	PUNCT
fuelectenerg-13355	12	8	fine	fine	ADV
fuelectenerg-13355	12	9	-	-	PUNCT
fuelectenerg-13355	12	10	tuning	tuning	NOUN
fuelectenerg-13355	12	11	,	,	PUNCT
fuelectenerg-13355	12	12	trocr	trocr	ADJ
fuelectenerg-13355	12	13	,	,	PUNCT
fuelectenerg-13355	12	14	neural	neural	ADJ
fuelectenerg-13355	12	15	network	network	NOUN
fuelectenerg-13355	12	16	,	,	PUNCT
fuelectenerg-13355	12	17	deep	deep	ADJ
fuelectenerg-13355	12	18	learning	learn	VERB
fuelectenerg-13355	12	19	1	1	NUM
fuelectenerg-13355	12	20	.	.	PUNCT
fuelectenerg-13355	13	1	introduction	introduction	NOUN
fuelectenerg-13355	13	2	natural	natural	ADJ
fuelectenerg-13355	13	3	language	language	NOUN
fuelectenerg-13355	13	4	processing	processing	NOUN
fuelectenerg-13355	13	5	is	be	AUX
fuelectenerg-13355	13	6	one	one	NUM
fuelectenerg-13355	13	7	of	of	ADP
fuelectenerg-13355	13	8	the	the	DET
fuelectenerg-13355	13	9	significant	significant	ADJ
fuelectenerg-13355	13	10	subfields	subfield	NOUN
fuelectenerg-13355	13	11	in	in	ADP
fuelectenerg-13355	13	12	artificial	artificial	ADJ
fuelectenerg-13355	13	13	intelligence	intelligence	NOUN
fuelectenerg-13355	13	14	and	and	CCONJ
fuelectenerg-13355	13	15	also	also	ADV
fuelectenerg-13355	13	16	in	in	ADP
fuelectenerg-13355	13	17	linguistic	linguistic	ADJ
fuelectenerg-13355	13	18	field	field	NOUN
fuelectenerg-13355	13	19	.	.	PUNCT
fuelectenerg-13355	14	1	handwritten	handwritten	ADJ
fuelectenerg-13355	14	2	recognition	recognition	NOUN
fuelectenerg-13355	14	3	(	(	PUNCT
fuelectenerg-13355	14	4	hwr	hwr	PROPN
fuelectenerg-13355	14	5	)	)	PUNCT
fuelectenerg-13355	14	6	is	be	AUX
fuelectenerg-13355	14	7	the	the	DET
fuelectenerg-13355	14	8	ability	ability	NOUN
fuelectenerg-13355	14	9	of	of	ADP
fuelectenerg-13355	14	10	computer	computer	NOUN
fuelectenerg-13355	14	11	for	for	ADP
fuelectenerg-13355	14	12	receiving	receive	VERB
fuelectenerg-13355	14	13	and	and	CCONJ
fuelectenerg-13355	14	14	interpreting	interpret	VERB
fuelectenerg-13355	14	15	conceivable	conceivable	ADJ
fuelectenerg-13355	14	16	handwritten	handwritten	ADJ
fuelectenerg-13355	14	17	input	input	NOUN
fuelectenerg-13355	14	18	from	from	ADP
fuelectenerg-13355	14	19	sources	source	NOUN
fuelectenerg-13355	14	20	like	like	ADP
fuelectenerg-13355	14	21	paper	paper	NOUN
fuelectenerg-13355	14	22	received	receive	VERB
fuelectenerg-13355	14	23	december	december	PROPN
fuelectenerg-13355	14	24	28	28	NUM
fuelectenerg-13355	14	25	,	,	PUNCT
fuelectenerg-13355	14	26	2024	2024	NUM
fuelectenerg-13355	14	27	;	;	PUNCT
fuelectenerg-13355	14	28	revised	revise	VERB
fuelectenerg-13355	14	29	april	april	PROPN
fuelectenerg-13355	14	30	03	03	NUM
fuelectenerg-13355	14	31	,	,	PUNCT
fuelectenerg-13355	14	32	2025	2025	NUM
fuelectenerg-13355	14	33	and	and	CCONJ
fuelectenerg-13355	14	34	august	august	PROPN
fuelectenerg-13355	14	35	07	07	NUM
fuelectenerg-13355	14	36	,	,	PUNCT
fuelectenerg-13355	14	37	2025	2025	NUM
fuelectenerg-13355	14	38	;	;	PUNCT
fuelectenerg-13355	14	39	accepted	accept	VERB
fuelectenerg-13355	14	40	august	august	PROPN
fuelectenerg-13355	14	41	10	10	NUM
fuelectenerg-13355	14	42	,	,	PUNCT
fuelectenerg-13355	14	43	2025	2025	NUM
fuelectenerg-13355	14	44	corresponding	correspond	VERB
fuelectenerg-13355	14	45	author	author	NOUN
fuelectenerg-13355	14	46	:	:	PUNCT
fuelectenerg-13355	14	47	hossein	hossein	PROPN
fuelectenerg-13355	14	48	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	14	49	department	department	PROPN
fuelectenerg-13355	14	50	of	of	ADP
fuelectenerg-13355	14	51	electrical	electrical	ADJ
fuelectenerg-13355	14	52	and	and	CCONJ
fuelectenerg-13355	14	53	computer	computer	NOUN
fuelectenerg-13355	14	54	engineering	engineering	NOUN
fuelectenerg-13355	14	55	,	,	PUNCT
fuelectenerg-13355	14	56	university	university	NOUN
fuelectenerg-13355	14	57	of	of	ADP
fuelectenerg-13355	14	58	mohaghegh	mohaghegh	PROPN
fuelectenerg-13355	14	59	ardabili	ardabili	PROPN
fuelectenerg-13355	14	60	,	,	PUNCT
fuelectenerg-13355	14	61	ardabili	ardabili	PROPN
fuelectenerg-13355	14	62	,	,	PUNCT
fuelectenerg-13355	14	63	iran	iran	PROPN
fuelectenerg-13355	14	64	e	e	NOUN
fuelectenerg-13355	14	65	-	-	NOUN
fuelectenerg-13355	14	66	mail	mail	NOUN
fuelectenerg-13355	14	67	:	:	PUNCT
fuelectenerg-13355	14	68	kardanmoghaddam@uma.ac.ir	kardanmoghaddam@uma.ac.ir	PROPN
fuelectenerg-13355	14	69	https://orcid.org/0000-0002-9304-5093	https://orcid.org/0000-0002-9304-5093	PROPN
fuelectenerg-13355	14	70	https://orcid.org/0000-0002-7019-9655	https://orcid.org/0000-0002-7019-9655	PROPN
fuelectenerg-13355	14	71	https://orcid.org/0009-0004-4522-2421	https://orcid.org/0009-0004-4522-2421	NOUN
fuelectenerg-13355	14	72	https://orcid.org/0000-0002-6786-7763	https://orcid.org/0000-0002-6786-7763	PROPN
fuelectenerg-13355	14	73	https://orcid.org/0000-0003-2764-6373	https://orcid.org/0000-0003-2764-6373	VERB
fuelectenerg-13355	14	74	698	698	NUM
fuelectenerg-13355	14	75	h.	h.	PROPN
fuelectenerg-13355	14	76	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	14	77	,	,	PUNCT
fuelectenerg-13355	14	78	a.	a.	NOUN
fuelectenerg-13355	14	79	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	14	80	,	,	PUNCT
fuelectenerg-13355	14	81	m.	m.	NOUN
fuelectenerg-13355	14	82	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	14	83	,	,	PUNCT
fuelectenerg-13355	14	84	m.	m.	NOUN
fuelectenerg-13355	14	85	nooshyar	nooshyar	PROPN
fuelectenerg-13355	14	86	,	,	PUNCT
fuelectenerg-13355	14	87	...	...	PUNCT
fuelectenerg-13355	15	1	documents	document	NOUN
fuelectenerg-13355	15	2	,	,	PUNCT
fuelectenerg-13355	15	3	image	image	NOUN
fuelectenerg-13355	15	4	,	,	PUNCT
fuelectenerg-13355	15	5	touch	touch	NOUN
fuelectenerg-13355	15	6	screen	screen	NOUN
fuelectenerg-13355	15	7	and	and	CCONJ
fuelectenerg-13355	15	8	other	other	ADJ
fuelectenerg-13355	15	9	devices	device	NOUN
fuelectenerg-13355	15	10	.	.	PUNCT
fuelectenerg-13355	16	1	text	text	NOUN
fuelectenerg-13355	16	2	detection	detection	NOUN
fuelectenerg-13355	16	3	is	be	AUX
fuelectenerg-13355	16	4	an	an	DET
fuelectenerg-13355	16	5	old	old	ADJ
fuelectenerg-13355	16	6	research	research	NOUN
fuelectenerg-13355	16	7	problem	problem	NOUN
fuelectenerg-13355	16	8	for	for	ADP
fuelectenerg-13355	16	9	digitalization	digitalization	NOUN
fuelectenerg-13355	16	10	of	of	ADP
fuelectenerg-13355	16	11	documents	document	NOUN
fuelectenerg-13355	16	12	.	.	PUNCT
fuelectenerg-13355	17	1	natural	natural	ADJ
fuelectenerg-13355	17	2	language	language	NOUN
fuelectenerg-13355	17	3	processing	processing	NOUN
fuelectenerg-13355	17	4	is	be	AUX
fuelectenerg-13355	17	5	a	a	DET
fuelectenerg-13355	17	6	field	field	NOUN
fuelectenerg-13355	17	7	of	of	ADP
fuelectenerg-13355	17	8	artificial	artificial	ADJ
fuelectenerg-13355	17	9	intelligence	intelligence	NOUN
fuelectenerg-13355	17	10	uses	use	VERB
fuelectenerg-13355	17	11	linguistic	linguistic	ADJ
fuelectenerg-13355	17	12	and	and	CCONJ
fuelectenerg-13355	17	13	computational	computational	ADJ
fuelectenerg-13355	17	14	techniques	technique	NOUN
fuelectenerg-13355	17	15	for	for	ADP
fuelectenerg-13355	17	16	helping	help	VERB
fuelectenerg-13355	17	17	computers	computer	NOUN
fuelectenerg-13355	17	18	in	in	ADP
fuelectenerg-13355	17	19	perceiving	perceive	VERB
fuelectenerg-13355	17	20	and	and	CCONJ
fuelectenerg-13355	17	21	producing	produce	VERB
fuelectenerg-13355	17	22	human	human	ADJ
fuelectenerg-13355	17	23	languages	language	NOUN
fuelectenerg-13355	17	24	in	in	ADP
fuelectenerg-13355	17	25	written	write	VERB
fuelectenerg-13355	17	26	and	and	CCONJ
fuelectenerg-13355	17	27	spoken	speak	VERB
fuelectenerg-13355	17	28	forms	form	NOUN
fuelectenerg-13355	17	29	[	[	X
fuelectenerg-13355	17	30	1	1	NUM
fuelectenerg-13355	17	31	]	]	PUNCT
fuelectenerg-13355	17	32	.	.	PUNCT
fuelectenerg-13355	18	1	among	among	ADP
fuelectenerg-13355	18	2	the	the	DET
fuelectenerg-13355	18	3	most	most	ADV
fuelectenerg-13355	18	4	important	important	ADJ
fuelectenerg-13355	18	5	issues	issue	NOUN
fuelectenerg-13355	18	6	in	in	ADP
fuelectenerg-13355	18	7	the	the	DET
fuelectenerg-13355	18	8	realm	realm	NOUN
fuelectenerg-13355	18	9	of	of	ADP
fuelectenerg-13355	18	10	natural	natural	ADJ
fuelectenerg-13355	18	11	language	language	NOUN
fuelectenerg-13355	18	12	processing	processing	NOUN
fuelectenerg-13355	18	13	are	be	AUX
fuelectenerg-13355	18	14	automatic	automatic	ADJ
fuelectenerg-13355	18	15	translation	translation	NOUN
fuelectenerg-13355	18	16	,	,	PUNCT
fuelectenerg-13355	18	17	question	question	NOUN
fuelectenerg-13355	18	18	and	and	CCONJ
fuelectenerg-13355	18	19	answering	answer	VERB
fuelectenerg-13355	18	20	systems	system	NOUN
fuelectenerg-13355	18	21	,	,	PUNCT
fuelectenerg-13355	18	22	retrieving	retrieve	VERB
fuelectenerg-13355	18	23	and	and	CCONJ
fuelectenerg-13355	18	24	searching	search	VERB
fuelectenerg-13355	18	25	information	information	NOUN
fuelectenerg-13355	18	26	,	,	PUNCT
fuelectenerg-13355	18	27	text	text	NOUN
fuelectenerg-13355	18	28	summarization	summarization	NOUN
fuelectenerg-13355	18	29	and	and	CCONJ
fuelectenerg-13355	18	30	emotion	emotion	NOUN
fuelectenerg-13355	18	31	analysis	analysis	NOUN
fuelectenerg-13355	18	32	[	[	X
fuelectenerg-13355	18	33	2][3	2][3	X
fuelectenerg-13355	18	34	]	]	X
fuelectenerg-13355	18	35	.	.	PUNCT
fuelectenerg-13355	19	1	in	in	ADP
fuelectenerg-13355	19	2	recent	recent	ADJ
fuelectenerg-13355	19	3	years	year	NOUN
fuelectenerg-13355	19	4	,	,	PUNCT
fuelectenerg-13355	19	5	deep	deep	ADJ
fuelectenerg-13355	19	6	learning	learning	NOUN
fuelectenerg-13355	19	7	models	model	NOUN
fuelectenerg-13355	19	8	have	have	AUX
fuelectenerg-13355	19	9	been	be	AUX
fuelectenerg-13355	19	10	presented	present	VERB
fuelectenerg-13355	19	11	for	for	ADP
fuelectenerg-13355	19	12	detecting	detect	VERB
fuelectenerg-13355	19	13	and	and	CCONJ
fuelectenerg-13355	19	14	recognizing	recognize	VERB
fuelectenerg-13355	19	15	text	text	NOUN
fuelectenerg-13355	19	16	contents	content	NOUN
fuelectenerg-13355	19	17	that	that	PRON
fuelectenerg-13355	19	18	compared	compare	VERB
fuelectenerg-13355	19	19	with	with	ADP
fuelectenerg-13355	19	20	traditional	traditional	ADJ
fuelectenerg-13355	19	21	models	model	NOUN
fuelectenerg-13355	19	22	and	and	CCONJ
fuelectenerg-13355	19	23	machine	machine	NOUN
fuelectenerg-13355	19	24	learning	learning	NOUN
fuelectenerg-13355	19	25	have	have	VERB
fuelectenerg-13355	19	26	higher	high	ADJ
fuelectenerg-13355	19	27	power	power	NOUN
fuelectenerg-13355	19	28	meaning	mean	VERB
fuelectenerg-13355	19	29	modeling	modeling	NOUN
fuelectenerg-13355	19	30	and	and	CCONJ
fuelectenerg-13355	19	31	word	word	NOUN
fuelectenerg-13355	19	32	sequence	sequence	NOUN
fuelectenerg-13355	19	33	[	[	X
fuelectenerg-13355	19	34	1][4][5	1][4][5	NUM
fuelectenerg-13355	19	35	]	]	X
fuelectenerg-13355	19	36	.	.	PUNCT
fuelectenerg-13355	20	1	deep	deep	ADJ
fuelectenerg-13355	20	2	learning	learning	NOUN
fuelectenerg-13355	20	3	models	model	NOUN
fuelectenerg-13355	20	4	can	can	AUX
fuelectenerg-13355	20	5	extract	extract	VERB
fuelectenerg-13355	20	6	hidden	hidden	ADJ
fuelectenerg-13355	20	7	and	and	CCONJ
fuelectenerg-13355	20	8	inherent	inherent	ADJ
fuelectenerg-13355	20	9	details	detail	NOUN
fuelectenerg-13355	20	10	of	of	ADP
fuelectenerg-13355	20	11	meaning	meaning	NOUN
fuelectenerg-13355	20	12	from	from	ADP
fuelectenerg-13355	20	13	a	a	DET
fuelectenerg-13355	20	14	sequence	sequence	NOUN
fuelectenerg-13355	20	15	of	of	ADP
fuelectenerg-13355	20	16	deep	deep	ADJ
fuelectenerg-13355	20	17	neural	neural	ADJ
fuelectenerg-13355	20	18	network	network	NOUN
fuelectenerg-13355	20	19	layers	layer	NOUN
fuelectenerg-13355	20	20	and	and	CCONJ
fuelectenerg-13355	20	21	during	during	ADP
fuelectenerg-13355	20	22	decision	decision	NOUN
fuelectenerg-13355	20	23	making	make	VERB
fuelectenerg-13355	20	24	act	act	NOUN
fuelectenerg-13355	20	25	on	on	ADP
fuelectenerg-13355	20	26	the	the	DET
fuelectenerg-13355	20	27	basis	basis	NOUN
fuelectenerg-13355	20	28	of	of	ADP
fuelectenerg-13355	20	29	text	text	NOUN
fuelectenerg-13355	20	30	meaning	mean	VERB
fuelectenerg-13355	20	31	[	[	X
fuelectenerg-13355	20	32	6][7	6][7	NUM
fuelectenerg-13355	20	33	]	]	PUNCT
fuelectenerg-13355	20	34	.	.	PUNCT
fuelectenerg-13355	21	1	deep	deep	ADJ
fuelectenerg-13355	21	2	models	model	NOUN
fuelectenerg-13355	21	3	using	use	VERB
fuelectenerg-13355	21	4	deep	deep	ADJ
fuelectenerg-13355	21	5	neural	neural	ADJ
fuelectenerg-13355	21	6	structures	structure	NOUN
fuelectenerg-13355	21	7	and	and	CCONJ
fuelectenerg-13355	21	8	layers	layer	NOUN
fuelectenerg-13355	21	9	inside	inside	ADP
fuelectenerg-13355	21	10	them	they	PRON
fuelectenerg-13355	21	11	can	can	AUX
fuelectenerg-13355	21	12	learn	learn	VERB
fuelectenerg-13355	21	13	automatically	automatically	ADV
fuelectenerg-13355	21	14	desirable	desirable	ADJ
fuelectenerg-13355	21	15	features	feature	NOUN
fuelectenerg-13355	21	16	in	in	ADP
fuelectenerg-13355	21	17	applied	applied	ADJ
fuelectenerg-13355	21	18	realm	realm	NOUN
fuelectenerg-13355	21	19	and	and	CCONJ
fuelectenerg-13355	21	20	usually	usually	ADV
fuelectenerg-13355	21	21	obtain	obtain	VERB
fuelectenerg-13355	21	22	better	well	ADJ
fuelectenerg-13355	21	23	results	result	NOUN
fuelectenerg-13355	21	24	.	.	PUNCT
fuelectenerg-13355	22	1	in	in	ADP
fuelectenerg-13355	22	2	natural	natural	ADJ
fuelectenerg-13355	22	3	language	language	NOUN
fuelectenerg-13355	22	4	processing	processing	NOUN
fuelectenerg-13355	22	5	,	,	PUNCT
fuelectenerg-13355	22	6	like	like	ADP
fuelectenerg-13355	22	7	transformer	transformer	NOUN
fuelectenerg-13355	22	8	based	base	VERB
fuelectenerg-13355	22	9	models	model	NOUN
fuelectenerg-13355	22	10	and	and	CCONJ
fuelectenerg-13355	22	11	deep	deep	ADJ
fuelectenerg-13355	22	12	learning	learning	NOUN
fuelectenerg-13355	22	13	techniques	technique	NOUN
fuelectenerg-13355	22	14	such	such	ADJ
fuelectenerg-13355	22	15	as	as	ADP
fuelectenerg-13355	22	16	bert	bert	NOUN
fuelectenerg-13355	22	17	and	and	CCONJ
fuelectenerg-13355	22	18	gpt-3	gpt-3	ADV
fuelectenerg-13355	22	19	the	the	DET
fuelectenerg-13355	22	20	capacity	capacity	NOUN
fuelectenerg-13355	22	21	of	of	ADP
fuelectenerg-13355	22	22	condense	condense	NOUN
fuelectenerg-13355	22	23	text	text	NOUN
fuelectenerg-13355	22	24	automatically	automatically	ADV
fuelectenerg-13355	22	25	has	have	AUX
fuelectenerg-13355	22	26	been	be	AUX
fuelectenerg-13355	22	27	improved	improve	VERB
fuelectenerg-13355	22	28	considerably	considerably	ADV
fuelectenerg-13355	22	29	[	[	X
fuelectenerg-13355	22	30	8][9][10	8][9][10	NUM
fuelectenerg-13355	22	31	]	]	PUNCT
fuelectenerg-13355	22	32	.	.	PUNCT
fuelectenerg-13355	23	1	however	however	ADV
fuelectenerg-13355	23	2	,	,	PUNCT
fuelectenerg-13355	23	3	the	the	DET
fuelectenerg-13355	23	4	challenges	challenge	NOUN
fuelectenerg-13355	23	5	of	of	ADP
fuelectenerg-13355	23	6	perceiving	perceive	VERB
fuelectenerg-13355	23	7	complex	complex	ADJ
fuelectenerg-13355	23	8	occasions	occasion	NOUN
fuelectenerg-13355	23	9	of	of	ADP
fuelectenerg-13355	23	10	text	text	NOUN
fuelectenerg-13355	23	11	and	and	CCONJ
fuelectenerg-13355	23	12	correcting	correct	VERB
fuelectenerg-13355	23	13	biases	bias	NOUN
fuelectenerg-13355	23	14	in	in	ADP
fuelectenerg-13355	23	15	textual	textual	ADJ
fuelectenerg-13355	23	16	data	datum	NOUN
fuelectenerg-13355	23	17	are	be	AUX
fuelectenerg-13355	23	18	continuous	continuous	ADJ
fuelectenerg-13355	23	19	[	[	X
fuelectenerg-13355	23	20	11	11	NUM
fuelectenerg-13355	23	21	-	-	SYM
fuelectenerg-13355	23	22	15	15	NUM
fuelectenerg-13355	23	23	]	]	PUNCT
fuelectenerg-13355	23	24	.	.	PUNCT
fuelectenerg-13355	24	1	nowadays	nowadays	ADV
fuelectenerg-13355	24	2	because	because	SCONJ
fuelectenerg-13355	24	3	of	of	ADP
fuelectenerg-13355	24	4	high	high	ADJ
fuelectenerg-13355	24	5	density	density	NOUN
fuelectenerg-13355	24	6	of	of	ADP
fuelectenerg-13355	24	7	scanned	scan	VERB
fuelectenerg-13355	24	8	documents	document	NOUN
fuelectenerg-13355	24	9	and	and	CCONJ
fuelectenerg-13355	24	10	information	information	NOUN
fuelectenerg-13355	24	11	,	,	PUNCT
fuelectenerg-13355	24	12	one	one	NUM
fuelectenerg-13355	24	13	of	of	ADP
fuelectenerg-13355	24	14	the	the	DET
fuelectenerg-13355	24	15	main	main	ADJ
fuelectenerg-13355	24	16	functions	function	NOUN
fuelectenerg-13355	24	17	of	of	ADP
fuelectenerg-13355	24	18	natural	natural	ADJ
fuelectenerg-13355	24	19	language	language	NOUN
fuelectenerg-13355	24	20	processing	processing	NOUN
fuelectenerg-13355	24	21	is	be	AUX
fuelectenerg-13355	24	22	retrieving	retrieve	VERB
fuelectenerg-13355	24	23	these	these	DET
fuelectenerg-13355	24	24	data	datum	NOUN
fuelectenerg-13355	24	25	to	to	ADP
fuelectenerg-13355	24	26	the	the	DET
fuelectenerg-13355	24	27	computer	computer	NOUN
fuelectenerg-13355	24	28	documents	document	NOUN
fuelectenerg-13355	24	29	and	and	CCONJ
fuelectenerg-13355	24	30	classifying	classify	VERB
fuelectenerg-13355	24	31	this	this	DET
fuelectenerg-13355	24	32	information	information	NOUN
fuelectenerg-13355	24	33	and	and	CCONJ
fuelectenerg-13355	24	34	searching	search	VERB
fuelectenerg-13355	24	35	among	among	ADP
fuelectenerg-13355	24	36	them	they	PRON
fuelectenerg-13355	24	37	.	.	PUNCT
fuelectenerg-13355	25	1	companies	company	NOUN
fuelectenerg-13355	25	2	and	and	CCONJ
fuelectenerg-13355	25	3	organizations	organization	NOUN
fuelectenerg-13355	25	4	using	use	VERB
fuelectenerg-13355	25	5	text	text	NOUN
fuelectenerg-13355	25	6	classification	classification	NOUN
fuelectenerg-13355	25	7	can	can	AUX
fuelectenerg-13355	25	8	automatically	automatically	ADV
fuelectenerg-13355	25	9	organize	organize	VERB
fuelectenerg-13355	25	10	and	and	CCONJ
fuelectenerg-13355	25	11	order	order	VERB
fuelectenerg-13355	25	12	any	any	DET
fuelectenerg-13355	25	13	kind	kind	NOUN
fuelectenerg-13355	25	14	of	of	ADP
fuelectenerg-13355	25	15	text	text	NOUN
fuelectenerg-13355	25	16	such	such	ADJ
fuelectenerg-13355	25	17	as	as	ADP
fuelectenerg-13355	25	18	e	e	NOUN
fuelectenerg-13355	25	19	-	-	NOUN
fuelectenerg-13355	25	20	mail	mail	NOUN
fuelectenerg-13355	25	21	,	,	PUNCT
fuelectenerg-13355	25	22	legal	legal	ADJ
fuelectenerg-13355	25	23	documents	document	NOUN
fuelectenerg-13355	25	24	,	,	PUNCT
fuelectenerg-13355	25	25	social	social	ADJ
fuelectenerg-13355	25	26	media	medium	NOUN
fuelectenerg-13355	25	27	,	,	PUNCT
fuelectenerg-13355	25	28	chat	chat	VERB
fuelectenerg-13355	25	29	bots	bot	NOUN
fuelectenerg-13355	25	30	,	,	PUNCT
fuelectenerg-13355	25	31	surveys	survey	NOUN
fuelectenerg-13355	25	32	and	and	CCONJ
fuelectenerg-13355	25	33	other	other	ADJ
fuelectenerg-13355	25	34	cases	case	NOUN
fuelectenerg-13355	25	35	in	in	ADP
fuelectenerg-13355	25	36	a	a	DET
fuelectenerg-13355	25	37	fast	fast	ADJ
fuelectenerg-13355	25	38	and	and	CCONJ
fuelectenerg-13355	25	39	economical	economical	ADJ
fuelectenerg-13355	25	40	way	way	NOUN
fuelectenerg-13355	25	41	.	.	PUNCT
fuelectenerg-13355	26	1	text	text	NOUN
fuelectenerg-13355	26	2	classification	classification	NOUN
fuelectenerg-13355	26	3	is	be	AUX
fuelectenerg-13355	26	4	one	one	NUM
fuelectenerg-13355	26	5	of	of	ADP
fuelectenerg-13355	26	6	machine	machine	NOUN
fuelectenerg-13355	26	7	learning	learning	NOUN
fuelectenerg-13355	26	8	methods	method	NOUN
fuelectenerg-13355	26	9	allocates	allocate	VERB
fuelectenerg-13355	26	10	a	a	DET
fuelectenerg-13355	26	11	collection	collection	NOUN
fuelectenerg-13355	26	12	of	of	ADP
fuelectenerg-13355	26	13	predefined	predefine	VERB
fuelectenerg-13355	26	14	classes	class	NOUN
fuelectenerg-13355	26	15	to	to	ADP
fuelectenerg-13355	26	16	the	the	DET
fuelectenerg-13355	26	17	text	text	NOUN
fuelectenerg-13355	26	18	.	.	PUNCT
fuelectenerg-13355	27	1	text	text	NOUN
fuelectenerg-13355	27	2	classification	classification	NOUN
fuelectenerg-13355	27	3	is	be	AUX
fuelectenerg-13355	27	4	one	one	NUM
fuelectenerg-13355	27	5	of	of	ADP
fuelectenerg-13355	27	6	the	the	DET
fuelectenerg-13355	27	7	fundamental	fundamental	ADJ
fuelectenerg-13355	27	8	duties	duty	NOUN
fuelectenerg-13355	27	9	in	in	ADP
fuelectenerg-13355	27	10	natural	natural	ADJ
fuelectenerg-13355	27	11	language	language	NOUN
fuelectenerg-13355	27	12	process	process	NOUN
fuelectenerg-13355	27	13	with	with	ADP
fuelectenerg-13355	27	14	widespread	widespread	ADJ
fuelectenerg-13355	27	15	usages	usage	NOUN
fuelectenerg-13355	27	16	like	like	ADP
fuelectenerg-13355	27	17	sentiment	sentiment	NOUN
fuelectenerg-13355	27	18	analysis	analysis	NOUN
fuelectenerg-13355	27	19	,	,	PUNCT
fuelectenerg-13355	27	20	topic	topic	NOUN
fuelectenerg-13355	27	21	labeling	labeling	NOUN
fuelectenerg-13355	27	22	and	and	CCONJ
fuelectenerg-13355	27	23	spam	spam	NOUN
fuelectenerg-13355	27	24	detection	detection	NOUN
fuelectenerg-13355	27	25	.	.	PUNCT
fuelectenerg-13355	28	1	machine	machine	NOUN
fuelectenerg-13355	28	2	learning	learning	NOUN
fuelectenerg-13355	28	3	-	-	PUNCT
fuelectenerg-13355	28	4	based	base	VERB
fuelectenerg-13355	28	5	text	text	NOUN
fuelectenerg-13355	28	6	classification	classification	NOUN
fuelectenerg-13355	28	7	learns	learn	VERB
fuelectenerg-13355	28	8	to	to	PART
fuelectenerg-13355	28	9	classify	classify	VERB
fuelectenerg-13355	28	10	the	the	DET
fuelectenerg-13355	28	11	text	text	NOUN
fuelectenerg-13355	28	12	based	base	VERB
fuelectenerg-13355	28	13	on	on	ADP
fuelectenerg-13355	28	14	past	past	ADJ
fuelectenerg-13355	28	15	observations	observation	NOUN
fuelectenerg-13355	28	16	.	.	PUNCT
fuelectenerg-13355	29	1	using	use	VERB
fuelectenerg-13355	29	2	pre	pre	ADJ
fuelectenerg-13355	29	3	-	-	ADJ
fuelectenerg-13355	29	4	labeled	label	VERB
fuelectenerg-13355	29	5	samples	sample	NOUN
fuelectenerg-13355	29	6	as	as	ADP
fuelectenerg-13355	29	7	training	training	NOUN
fuelectenerg-13355	29	8	data	datum	NOUN
fuelectenerg-13355	29	9	,	,	PUNCT
fuelectenerg-13355	29	10	machine	machine	NOUN
fuelectenerg-13355	29	11	learning	learning	NOUN
fuelectenerg-13355	29	12	algorithms	algorithm	NOUN
fuelectenerg-13355	29	13	can	can	AUX
fuelectenerg-13355	29	14	learn	learn	VERB
fuelectenerg-13355	29	15	different	different	ADJ
fuelectenerg-13355	29	16	relations	relation	NOUN
fuelectenerg-13355	29	17	among	among	ADP
fuelectenerg-13355	29	18	the	the	DET
fuelectenerg-13355	29	19	texts	text	NOUN
fuelectenerg-13355	29	20	and	and	CCONJ
fuelectenerg-13355	29	21	for	for	ADP
fuelectenerg-13355	29	22	each	each	DET
fuelectenerg-13355	29	23	unique	unique	ADJ
fuelectenerg-13355	29	24	input	input	NOUN
fuelectenerg-13355	29	25	,	,	PUNCT
fuelectenerg-13355	29	26	they	they	PRON
fuelectenerg-13355	29	27	allocate	allocate	VERB
fuelectenerg-13355	29	28	a	a	DET
fuelectenerg-13355	29	29	special	special	ADJ
fuelectenerg-13355	29	30	label	label	NOUN
fuelectenerg-13355	29	31	.	.	PUNCT
fuelectenerg-13355	30	1	the	the	DET
fuelectenerg-13355	30	2	“	"	PUNCT
fuelectenerg-13355	30	3	label	label	NOUN
fuelectenerg-13355	30	4	”	"	PUNCT
fuelectenerg-13355	30	5	is	be	AUX
fuelectenerg-13355	30	6	the	the	DET
fuelectenerg-13355	30	7	class	class	NOUN
fuelectenerg-13355	30	8	or	or	CCONJ
fuelectenerg-13355	30	9	desired	desire	VERB
fuelectenerg-13355	30	10	set	set	NOUN
fuelectenerg-13355	30	11	that	that	SCONJ
fuelectenerg-13355	30	12	each	each	DET
fuelectenerg-13355	30	13	input	input	NOUN
fuelectenerg-13355	30	14	text	text	NOUN
fuelectenerg-13355	30	15	can	can	AUX
fuelectenerg-13355	30	16	be	be	AUX
fuelectenerg-13355	30	17	placed	place	VERB
fuelectenerg-13355	30	18	in	in	ADP
fuelectenerg-13355	30	19	a	a	DET
fuelectenerg-13355	30	20	special	special	ADJ
fuelectenerg-13355	30	21	set	set	NOUN
fuelectenerg-13355	30	22	.	.	PUNCT
fuelectenerg-13355	31	1	converting	convert	VERB
fuelectenerg-13355	31	2	text	text	NOUN
fuelectenerg-13355	31	3	data	datum	NOUN
fuelectenerg-13355	31	4	into	into	ADP
fuelectenerg-13355	31	5	quantitative	quantitative	ADJ
fuelectenerg-13355	31	6	data	datum	NOUN
fuelectenerg-13355	31	7	for	for	ADP
fuelectenerg-13355	31	8	obtaining	obtain	VERB
fuelectenerg-13355	31	9	practical	practical	ADJ
fuelectenerg-13355	31	10	insight	insight	NOUN
fuelectenerg-13355	31	11	and	and	CCONJ
fuelectenerg-13355	31	12	scientific	scientific	ADJ
fuelectenerg-13355	31	13	and	and	CCONJ
fuelectenerg-13355	31	14	business	business	NOUN
fuelectenerg-13355	31	15	decisions	decision	NOUN
fuelectenerg-13355	31	16	is	be	AUX
fuelectenerg-13355	31	17	very	very	ADV
fuelectenerg-13355	31	18	useful	useful	ADJ
fuelectenerg-13355	31	19	.	.	PUNCT
fuelectenerg-13355	32	1	this	this	DET
fuelectenerg-13355	32	2	paper	paper	NOUN
fuelectenerg-13355	32	3	presents	present	VERB
fuelectenerg-13355	32	4	a	a	DET
fuelectenerg-13355	32	5	new	new	ADJ
fuelectenerg-13355	32	6	transformer	transformer	NOUN
fuelectenerg-13355	32	7	-	-	PUNCT
fuelectenerg-13355	32	8	based	base	VERB
fuelectenerg-13355	32	9	structure	structure	NOUN
fuelectenerg-13355	32	10	and	and	CCONJ
fuelectenerg-13355	32	11	integrates	integrate	VERB
fuelectenerg-13355	32	12	it	it	PRON
fuelectenerg-13355	32	13	with	with	ADP
fuelectenerg-13355	32	14	large	large	ADJ
fuelectenerg-13355	32	15	language	language	NOUN
fuelectenerg-13355	32	16	models	model	NOUN
fuelectenerg-13355	32	17	(	(	PUNCT
fuelectenerg-13355	32	18	combining	combine	VERB
fuelectenerg-13355	32	19	trocr	trocr	NOUN
fuelectenerg-13355	32	20	with	with	ADP
fuelectenerg-13355	32	21	an	an	DET
fuelectenerg-13355	32	22	llm	llm	NOUN
fuelectenerg-13355	32	23	)	)	PUNCT
fuelectenerg-13355	32	24	to	to	PART
fuelectenerg-13355	32	25	improve	improve	VERB
fuelectenerg-13355	32	26	the	the	DET
fuelectenerg-13355	32	27	accuracy	accuracy	NOUN
fuelectenerg-13355	32	28	of	of	ADP
fuelectenerg-13355	32	29	handwritten	handwritten	ADJ
fuelectenerg-13355	32	30	text	text	NOUN
fuelectenerg-13355	32	31	recognition	recognition	NOUN
fuelectenerg-13355	32	32	and	and	CCONJ
fuelectenerg-13355	32	33	classification	classification	NOUN
fuelectenerg-13355	32	34	,	,	PUNCT
fuelectenerg-13355	32	35	yielding	yield	VERB
fuelectenerg-13355	32	36	better	well	ADJ
fuelectenerg-13355	32	37	results	result	NOUN
fuelectenerg-13355	32	38	than	than	ADP
fuelectenerg-13355	32	39	traditional	traditional	ADJ
fuelectenerg-13355	32	40	methods	method	NOUN
fuelectenerg-13355	32	41	.	.	PUNCT
fuelectenerg-13355	33	1	2	2	X
fuelectenerg-13355	33	2	.	.	X
fuelectenerg-13355	33	3	research	research	NOUN
fuelectenerg-13355	33	4	background	background	NOUN
fuelectenerg-13355	33	5	in	in	ADP
fuelectenerg-13355	33	6	this	this	DET
fuelectenerg-13355	33	7	section	section	NOUN
fuelectenerg-13355	33	8	,	,	PUNCT
fuelectenerg-13355	33	9	we	we	PRON
fuelectenerg-13355	33	10	will	will	AUX
fuelectenerg-13355	33	11	examine	examine	VERB
fuelectenerg-13355	33	12	some	some	DET
fuelectenerg-13355	33	13	proposed	propose	VERB
fuelectenerg-13355	33	14	research	research	NOUN
fuelectenerg-13355	33	15	of	of	ADP
fuelectenerg-13355	33	16	different	different	ADJ
fuelectenerg-13355	33	17	researchers	researcher	NOUN
fuelectenerg-13355	33	18	based	base	VERB
fuelectenerg-13355	33	19	on	on	ADP
fuelectenerg-13355	33	20	deep	deep	ADJ
fuelectenerg-13355	33	21	learning	learning	NOUN
fuelectenerg-13355	33	22	presented	present	VERB
fuelectenerg-13355	33	23	for	for	ADP
fuelectenerg-13355	33	24	detecting	detect	VERB
fuelectenerg-13355	33	25	and	and	CCONJ
fuelectenerg-13355	33	26	evaluating	evaluate	VERB
fuelectenerg-13355	33	27	in	in	ADP
fuelectenerg-13355	33	28	texts	text	NOUN
fuelectenerg-13355	33	29	:	:	PUNCT
fuelectenerg-13355	33	30	in	in	ADP
fuelectenerg-13355	33	31	research	research	NOUN
fuelectenerg-13355	33	32	(	(	PUNCT
fuelectenerg-13355	33	33	dhivyaa	dhivyaa	NOUN
fuelectenerg-13355	33	34	et	et	PROPN
fuelectenerg-13355	33	35	al	al	PROPN
fuelectenerg-13355	33	36	.	.	PUNCT
fuelectenerg-13355	33	37	)	)	PUNCT
fuelectenerg-13355	34	1	[	[	X
fuelectenerg-13355	34	2	16	16	NUM
fuelectenerg-13355	34	3	]	]	PUNCT
fuelectenerg-13355	34	4	,	,	PUNCT
fuelectenerg-13355	34	5	fine	fine	ADV
fuelectenerg-13355	34	6	-	-	PUNCT
fuelectenerg-13355	34	7	tuned	tune	VERB
fuelectenerg-13355	34	8	convolutional	convolutional	ADJ
fuelectenerg-13355	34	9	neural	neural	ADJ
fuelectenerg-13355	34	10	network	network	NOUN
fuelectenerg-13355	34	11	has	have	AUX
fuelectenerg-13355	34	12	been	be	AUX
fuelectenerg-13355	34	13	proposed	propose	VERB
fuelectenerg-13355	34	14	for	for	ADP
fuelectenerg-13355	34	15	detecting	detect	VERB
fuelectenerg-13355	34	16	tmail	tmail	ADJ
fuelectenerg-13355	34	17	handwritten	handwritten	ADJ
fuelectenerg-13355	34	18	text	text	NOUN
fuelectenerg-13355	34	19	.	.	PUNCT
fuelectenerg-13355	35	1	the	the	DET
fuelectenerg-13355	35	2	proposed	propose	VERB
fuelectenerg-13355	35	3	approach	approach	NOUN
fuelectenerg-13355	35	4	includes	include	VERB
fuelectenerg-13355	35	5	using	use	VERB
fuelectenerg-13355	35	6	pre	pre	ADJ
fuelectenerg-13355	35	7	-	-	ADJ
fuelectenerg-13355	35	8	trained	train	VERB
fuelectenerg-13355	35	9	convolutional	convolutional	ADJ
fuelectenerg-13355	35	10	neural	neural	ADJ
fuelectenerg-13355	35	11	network	network	NOUN
fuelectenerg-13355	35	12	models	model	NOUN
fuelectenerg-13355	35	13	and	and	CCONJ
fuelectenerg-13355	35	14	their	their	PRON
fuelectenerg-13355	35	15	exact	exact	ADJ
fuelectenerg-13355	35	16	adjustment	adjustment	NOUN
fuelectenerg-13355	35	17	on	on	ADP
fuelectenerg-13355	35	18	collection	collection	NOUN
fuelectenerg-13355	35	19	of	of	ADP
fuelectenerg-13355	35	20	tmail	tmail	ADJ
fuelectenerg-13355	35	21	handwritten	handwritten	ADJ
fuelectenerg-13355	35	22	characters	character	NOUN
fuelectenerg-13355	35	23	.	.	PUNCT
fuelectenerg-13355	36	1	in	in	ADP
fuelectenerg-13355	36	2	research	research	NOUN
fuelectenerg-13355	36	3	(	(	PUNCT
fuelectenerg-13355	36	4	daniel	daniel	PROPN
fuelectenerg-13355	36	5	parres	parre	VERB
fuelectenerg-13355	36	6	et	et	PROPN
fuelectenerg-13355	36	7	al	al	PROPN
fuelectenerg-13355	36	8	)	)	PUNCT
fuelectenerg-13355	37	1	[	[	X
fuelectenerg-13355	37	2	17	17	NUM
fuelectenerg-13355	37	3	]	]	PUNCT
fuelectenerg-13355	37	4	,	,	PUNCT
fuelectenerg-13355	37	5	pre	pre	ADJ
fuelectenerg-13355	37	6	-	-	ADJ
fuelectenerg-13355	37	7	trained	train	VERB
fuelectenerg-13355	37	8	visual	visual	ADJ
fuelectenerg-13355	37	9	encoderdecoder	encoderdecoder	NOUN
fuelectenerg-13355	37	10	transformers	transformer	NOUN
fuelectenerg-13355	37	11	have	have	AUX
fuelectenerg-13355	37	12	been	be	AUX
fuelectenerg-13355	37	13	used	use	VERB
fuelectenerg-13355	37	14	for	for	ADP
fuelectenerg-13355	37	15	detecting	detect	VERB
fuelectenerg-13355	37	16	handwritten	handwritten	ADJ
fuelectenerg-13355	37	17	text	text	NOUN
fuelectenerg-13355	37	18	in	in	ADP
fuelectenerg-13355	37	19	historical	historical	ADJ
fuelectenerg-13355	37	20	documents	document	NOUN
fuelectenerg-13355	37	21	.	.	PUNCT
fuelectenerg-13355	38	1	in	in	ADP
fuelectenerg-13355	38	2	research	research	NOUN
fuelectenerg-13355	38	3	(	(	PUNCT
fuelectenerg-13355	38	4	mehar	mehar	PROPN
fuelectenerg-13355	38	5	prateek	prateek	PROPN
fuelectenerg-13355	38	6	kalra	kalra	PROPN
fuelectenerg-13355	38	7	et	et	PROPN
fuelectenerg-13355	38	8	al	al	PROPN
fuelectenerg-13355	38	9	)	)	PUNCT
fuelectenerg-13355	39	1	[	[	X
fuelectenerg-13355	39	2	18	18	NUM
fuelectenerg-13355	39	3	]	]	PUNCT
fuelectenerg-13355	39	4	examined	examine	VERB
fuelectenerg-13355	39	5	how	how	SCONJ
fuelectenerg-13355	39	6	to	to	PART
fuelectenerg-13355	39	7	combine	combine	VERB
fuelectenerg-13355	39	8	handwritten	handwritten	ADJ
fuelectenerg-13355	39	9	text	text	NOUN
fuelectenerg-13355	39	10	recognition	recognition	NOUN
fuelectenerg-13355	39	11	(	(	PUNCT
fuelectenerg-13355	39	12	htr	htr	PROPN
fuelectenerg-13355	39	13	)	)	PUNCT
fuelectenerg-13355	39	14	systems	system	NOUN
fuelectenerg-13355	39	15	with	with	ADP
fuelectenerg-13355	39	16	llm	llm	PROPN
fuelectenerg-13355	39	17	.	.	PUNCT
fuelectenerg-13355	40	1	given	give	VERB
fuelectenerg-13355	40	2	the	the	DET
fuelectenerg-13355	40	3	impressive	impressive	ADJ
fuelectenerg-13355	40	4	https://ieeexplore.ieee.org/author/37089351261	https://ieeexplore.ieee.org/author/37089351261	NOUN
fuelectenerg-13355	40	5	https://link.springer.com/chapter/10.1007/978-3-031-41685-9_16#auth-daniel-parres	https://link.springer.com/chapter/10.1007/978-3-031-41685-9_16#auth-daniel-parre	NOUN
fuelectenerg-13355	40	6	https://www.researchgate.net/scientific-contributions/mehar-prateek-kalra-2258103521?_tp=eyjjb250zxh0ijp7imzpcnn0ugfnzsi6inb1ymxpy2f0aw9uiiwicgfnzsi6inb1ymxpy2f0aw9uin19	https://www.researchgate.net/scientific-contributions/mehar-prateek-kalra-2258103521?_tp=eyjjb250zxh0ijp7imzpcnn0ugfnzsi6inb1ymxpy2f0aw9uiiwicgfnzsi6inb1ymxpy2f0aw9uin19	NOUN
fuelectenerg-13355	40	7	a	a	DET
fuelectenerg-13355	40	8	structure	structure	NOUN
fuelectenerg-13355	40	9	based	base	VERB
fuelectenerg-13355	40	10	on	on	ADP
fuelectenerg-13355	40	11	trocr	trocr	ADJ
fuelectenerg-13355	40	12	transformer	transformer	NOUN
fuelectenerg-13355	40	13	and	and	CCONJ
fuelectenerg-13355	40	14	large	large	ADJ
fuelectenerg-13355	40	15	language	language	NOUN
fuelectenerg-13355	40	16	model	model	NOUN
fuelectenerg-13355	40	17	for	for	ADP
fuelectenerg-13355	40	18	classification	classification	NOUN
fuelectenerg-13355	40	19	of	of	ADP
fuelectenerg-13355	40	20	....	....	PUNCT
fuelectenerg-13355	40	21	699	699	NUM
fuelectenerg-13355	40	22	capabilities	capability	NOUN
fuelectenerg-13355	40	23	of	of	ADP
fuelectenerg-13355	40	24	llms	llm	NOUN
fuelectenerg-13355	40	25	in	in	ADP
fuelectenerg-13355	40	26	language	language	NOUN
fuelectenerg-13355	40	27	understanding	understanding	NOUN
fuelectenerg-13355	40	28	and	and	CCONJ
fuelectenerg-13355	40	29	processing	processing	NOUN
fuelectenerg-13355	40	30	,	,	PUNCT
fuelectenerg-13355	40	31	this	this	DET
fuelectenerg-13355	40	32	integration	integration	NOUN
fuelectenerg-13355	40	33	could	could	AUX
fuelectenerg-13355	40	34	be	be	AUX
fuelectenerg-13355	40	35	especially	especially	ADV
fuelectenerg-13355	40	36	beneficial	beneficial	ADJ
fuelectenerg-13355	40	37	in	in	ADP
fuelectenerg-13355	40	38	fields	field	NOUN
fuelectenerg-13355	40	39	that	that	PRON
fuelectenerg-13355	40	40	demand	demand	VERB
fuelectenerg-13355	40	41	high	high	ADJ
fuelectenerg-13355	40	42	accuracy	accuracy	NOUN
fuelectenerg-13355	40	43	in	in	ADP
fuelectenerg-13355	40	44	text	text	NOUN
fuelectenerg-13355	40	45	recognition	recognition	NOUN
fuelectenerg-13355	40	46	.	.	PUNCT
fuelectenerg-13355	41	1	in	in	ADP
fuelectenerg-13355	41	2	research	research	NOUN
fuelectenerg-13355	41	3	(	(	PUNCT
fuelectenerg-13355	41	4	jan	jan	PROPN
fuelectenerg-13355	41	5	kohút	kohút	PROPN
fuelectenerg-13355	41	6	et	et	PROPN
fuelectenerg-13355	41	7	al	al	PROPN
fuelectenerg-13355	41	8	)	)	PUNCT
fuelectenerg-13355	42	1	[	[	X
fuelectenerg-13355	42	2	19	19	NUM
fuelectenerg-13355	42	3	]	]	PUNCT
fuelectenerg-13355	42	4	,	,	PUNCT
fuelectenerg-13355	42	5	the	the	DET
fuelectenerg-13355	42	6	effect	effect	NOUN
fuelectenerg-13355	42	7	of	of	ADP
fuelectenerg-13355	42	8	fine	fine	ADV
fuelectenerg-13355	42	9	-	-	PUNCT
fuelectenerg-13355	42	10	tuning	tune	VERB
fuelectenerg-13355	42	11	methods	method	NOUN
fuelectenerg-13355	42	12	on	on	ADP
fuelectenerg-13355	42	13	handwriting	handwriting	NOUN
fuelectenerg-13355	42	14	recognition	recognition	NOUN
fuelectenerg-13355	42	15	is	be	AUX
fuelectenerg-13355	42	16	investigated	investigate	VERB
fuelectenerg-13355	42	17	.	.	PUNCT
fuelectenerg-13355	43	1	the	the	DET
fuelectenerg-13355	43	2	research	research	NOUN
fuelectenerg-13355	43	3	emphasizes	emphasize	VERB
fuelectenerg-13355	43	4	that	that	SCONJ
fuelectenerg-13355	43	5	fine	fine	ADJ
fuelectenerg-13355	43	6	-	-	PUNCT
fuelectenerg-13355	43	7	tuning	tuning	NOUN
fuelectenerg-13355	43	8	is	be	AUX
fuelectenerg-13355	43	9	a	a	DET
fuelectenerg-13355	43	10	simple	simple	ADJ
fuelectenerg-13355	43	11	and	and	CCONJ
fuelectenerg-13355	43	12	effective	effective	ADJ
fuelectenerg-13355	43	13	method	method	NOUN
fuelectenerg-13355	43	14	for	for	ADP
fuelectenerg-13355	43	15	domain	domain	NOUN
fuelectenerg-13355	43	16	adaptation	adaptation	NOUN
fuelectenerg-13355	43	17	in	in	ADP
fuelectenerg-13355	43	18	handwritten	handwritten	ADJ
fuelectenerg-13355	43	19	text	text	NOUN
fuelectenerg-13355	43	20	recognition	recognition	NOUN
fuelectenerg-13355	43	21	and	and	CCONJ
fuelectenerg-13355	43	22	can	can	AUX
fuelectenerg-13355	43	23	significantly	significantly	ADV
fuelectenerg-13355	43	24	improve	improve	VERB
fuelectenerg-13355	43	25	handwriting	handwriting	NOUN
fuelectenerg-13355	43	26	recognition	recognition	NOUN
fuelectenerg-13355	43	27	systems	system	NOUN
fuelectenerg-13355	43	28	'	'	PART
fuelectenerg-13355	43	29	performance	performance	NOUN
fuelectenerg-13355	43	30	.	.	PUNCT
fuelectenerg-13355	44	1	kumar	kumar	PROPN
fuelectenerg-13355	44	2	and	and	CCONJ
fuelectenerg-13355	44	3	raman	raman	ADJ
fuelectenerg-13355	44	4	[	[	X
fuelectenerg-13355	44	5	20	20	NUM
fuelectenerg-13355	44	6	]	]	PUNCT
fuelectenerg-13355	44	7	has	have	AUX
fuelectenerg-13355	44	8	used	use	VERB
fuelectenerg-13355	44	9	bert	bert	NOUN
fuelectenerg-13355	44	10	model	model	NOUN
fuelectenerg-13355	44	11	as	as	ADP
fuelectenerg-13355	44	12	a	a	DET
fuelectenerg-13355	44	13	placement	placement	NOUN
fuelectenerg-13355	44	14	method	method	NOUN
fuelectenerg-13355	44	15	and	and	CCONJ
fuelectenerg-13355	44	16	in	in	ADP
fuelectenerg-13355	44	17	next	next	ADJ
fuelectenerg-13355	44	18	layers	layer	NOUN
fuelectenerg-13355	44	19	a	a	DET
fuelectenerg-13355	44	20	bi	bi	ADJ
fuelectenerg-13355	44	21	-	-	ADJ
fuelectenerg-13355	44	22	channel	channel	NOUN
fuelectenerg-13355	44	23	structure	structure	NOUN
fuelectenerg-13355	44	24	that	that	PRON
fuelectenerg-13355	44	25	the	the	DET
fuelectenerg-13355	44	26	first	first	ADJ
fuelectenerg-13355	44	27	channel	channel	NOUN
fuelectenerg-13355	44	28	contains	contain	VERB
fuelectenerg-13355	44	29	convolution	convolution	NOUN
fuelectenerg-13355	44	30	layers	layer	NOUN
fuelectenerg-13355	44	31	and	and	CCONJ
fuelectenerg-13355	44	32	the	the	DET
fuelectenerg-13355	44	33	second	second	ADJ
fuelectenerg-13355	44	34	channel	channel	NOUN
fuelectenerg-13355	44	35	contains	contain	VERB
fuelectenerg-13355	44	36	bilstm	bilstm	NOUN
fuelectenerg-13355	44	37	.	.	PUNCT
fuelectenerg-13355	45	1	in	in	ADP
fuelectenerg-13355	45	2	their	their	PRON
fuelectenerg-13355	45	3	proposed	propose	VERB
fuelectenerg-13355	45	4	method	method	NOUN
fuelectenerg-13355	45	5	,	,	PUNCT
fuelectenerg-13355	45	6	convolution	convolution	NOUN
fuelectenerg-13355	45	7	layer	layer	NOUN
fuelectenerg-13355	45	8	has	have	AUX
fuelectenerg-13355	45	9	been	be	AUX
fuelectenerg-13355	45	10	used	use	VERB
fuelectenerg-13355	45	11	for	for	ADP
fuelectenerg-13355	45	12	modeling	model	VERB
fuelectenerg-13355	45	13	local	local	ADJ
fuelectenerg-13355	45	14	features	feature	NOUN
fuelectenerg-13355	45	15	of	of	ADP
fuelectenerg-13355	45	16	text	text	NOUN
fuelectenerg-13355	45	17	,	,	PUNCT
fuelectenerg-13355	45	18	and	and	CCONJ
fuelectenerg-13355	45	19	bilstm	bilstm	NOUN
fuelectenerg-13355	45	20	has	have	AUX
fuelectenerg-13355	45	21	been	be	AUX
fuelectenerg-13355	45	22	used	use	VERB
fuelectenerg-13355	45	23	for	for	ADP
fuelectenerg-13355	45	24	modeling	model	VERB
fuelectenerg-13355	45	25	word	word	NOUN
fuelectenerg-13355	45	26	sequence	sequence	NOUN
fuelectenerg-13355	45	27	.	.	PUNCT
fuelectenerg-13355	46	1	badpeima	badpeima	PROPN
fuelectenerg-13355	46	2	et	et	PROPN
fuelectenerg-13355	46	3	al	al	PROPN
fuelectenerg-13355	47	1	[	[	X
fuelectenerg-13355	47	2	21	21	NUM
fuelectenerg-13355	47	3	]	]	PUNCT
fuelectenerg-13355	47	4	have	have	AUX
fuelectenerg-13355	47	5	used	use	VERB
fuelectenerg-13355	47	6	combined	combine	VERB
fuelectenerg-13355	47	7	long	long	ADJ
fuelectenerg-13355	47	8	-	-	PUNCT
fuelectenerg-13355	47	9	short	short	ADJ
fuelectenerg-13355	47	10	term	term	NOUN
fuelectenerg-13355	47	11	memory	memory	NOUN
fuelectenerg-13355	47	12	recurrent	recurrent	NOUN
fuelectenerg-13355	47	13	network	network	NOUN
fuelectenerg-13355	47	14	for	for	ADP
fuelectenerg-13355	47	15	extracting	extract	VERB
fuelectenerg-13355	47	16	features	feature	NOUN
fuelectenerg-13355	47	17	and	and	CCONJ
fuelectenerg-13355	47	18	support	support	VERB
fuelectenerg-13355	47	19	vector	vector	NOUN
fuelectenerg-13355	47	20	machines	machine	NOUN
fuelectenerg-13355	47	21	for	for	ADP
fuelectenerg-13355	47	22	classifying	classify	VERB
fuelectenerg-13355	47	23	persian	persian	ADJ
fuelectenerg-13355	47	24	texts	text	NOUN
fuelectenerg-13355	47	25	in	in	ADP
fuelectenerg-13355	47	26	three	three	NUM
fuelectenerg-13355	47	27	groups	group	NOUN
fuelectenerg-13355	47	28	of	of	ADP
fuelectenerg-13355	47	29	positive	positive	ADJ
fuelectenerg-13355	47	30	,	,	PUNCT
fuelectenerg-13355	47	31	negative	negative	ADJ
fuelectenerg-13355	47	32	and	and	CCONJ
fuelectenerg-13355	47	33	neutral	neutral	ADJ
fuelectenerg-13355	47	34	.	.	PUNCT
fuelectenerg-13355	48	1	in	in	ADP
fuelectenerg-13355	48	2	this	this	DET
fuelectenerg-13355	48	3	model	model	NOUN
fuelectenerg-13355	48	4	,	,	PUNCT
fuelectenerg-13355	48	5	after	after	ADP
fuelectenerg-13355	48	6	pre	pre	ADJ
fuelectenerg-13355	48	7	-	-	ADJ
fuelectenerg-13355	48	8	processing	process	VERB
fuelectenerg-13355	48	9	and	and	CCONJ
fuelectenerg-13355	48	10	extracting	extract	VERB
fuelectenerg-13355	48	11	word	word	NOUN
fuelectenerg-13355	48	12	bank	bank	NOUN
fuelectenerg-13355	48	13	,	,	PUNCT
fuelectenerg-13355	48	14	the	the	DET
fuelectenerg-13355	48	15	raw	raw	ADJ
fuelectenerg-13355	48	16	text	text	NOUN
fuelectenerg-13355	48	17	has	have	AUX
fuelectenerg-13355	48	18	been	be	AUX
fuelectenerg-13355	48	19	used	use	VERB
fuelectenerg-13355	48	20	as	as	ADP
fuelectenerg-13355	48	21	input	input	NOUN
fuelectenerg-13355	48	22	for	for	ADP
fuelectenerg-13355	48	23	recurrent	recurrent	ADJ
fuelectenerg-13355	48	24	networks	network	NOUN
fuelectenerg-13355	48	25	.	.	PUNCT
fuelectenerg-13355	49	1	in	in	ADP
fuelectenerg-13355	49	2	the	the	DET
fuelectenerg-13355	49	3	following	following	NOUN
fuelectenerg-13355	49	4	,	,	PUNCT
fuelectenerg-13355	49	5	vectors	vector	NOUN
fuelectenerg-13355	49	6	resulted	result	VERB
fuelectenerg-13355	49	7	from	from	ADP
fuelectenerg-13355	49	8	the	the	DET
fuelectenerg-13355	49	9	network	network	NOUN
fuelectenerg-13355	49	10	output	output	NOUN
fuelectenerg-13355	49	11	has	have	AUX
fuelectenerg-13355	49	12	been	be	AUX
fuelectenerg-13355	49	13	averaged	average	VERB
fuelectenerg-13355	49	14	and	and	CCONJ
fuelectenerg-13355	49	15	finally	finally	ADV
fuelectenerg-13355	49	16	have	have	AUX
fuelectenerg-13355	49	17	been	be	AUX
fuelectenerg-13355	49	18	classified	classify	VERB
fuelectenerg-13355	49	19	by	by	ADP
fuelectenerg-13355	49	20	support	support	NOUN
fuelectenerg-13355	49	21	vector	vector	NOUN
fuelectenerg-13355	49	22	machine	machine	NOUN
fuelectenerg-13355	49	23	.	.	PUNCT
fuelectenerg-13355	50	1	onan	onan	PROPN
fuelectenerg-13355	51	1	[	[	X
fuelectenerg-13355	51	2	22	22	NUM
fuelectenerg-13355	51	3	]	]	PUNCT
fuelectenerg-13355	51	4	analyzed	analyze	VERB
fuelectenerg-13355	51	5	review	review	NOUN
fuelectenerg-13355	51	6	database	database	NOUN
fuelectenerg-13355	51	7	containing	contain	VERB
fuelectenerg-13355	51	8	66000	66000	NUM
fuelectenerg-13355	51	9	comments	comment	NOUN
fuelectenerg-13355	51	10	using	use	VERB
fuelectenerg-13355	51	11	machine	machine	NOUN
fuelectenerg-13355	51	12	learning	learning	NOUN
fuelectenerg-13355	51	13	methods	method	NOUN
fuelectenerg-13355	51	14	,	,	PUNCT
fuelectenerg-13355	51	15	ensemble	ensemble	ADJ
fuelectenerg-13355	51	16	learning	learning	NOUN
fuelectenerg-13355	51	17	and	and	CCONJ
fuelectenerg-13355	51	18	deep	deep	ADJ
fuelectenerg-13355	51	19	learning	learning	NOUN
fuelectenerg-13355	51	20	methods	method	NOUN
fuelectenerg-13355	51	21	.	.	PUNCT
fuelectenerg-13355	52	1	in	in	ADP
fuelectenerg-13355	52	2	research	research	NOUN
fuelectenerg-13355	52	3	[	[	X
fuelectenerg-13355	52	4	23	23	NUM
fuelectenerg-13355	52	5	]	]	X
fuelectenerg-13355	52	6	,	,	PUNCT
fuelectenerg-13355	52	7	a	a	DET
fuelectenerg-13355	52	8	multimodal	multimodal	NOUN
fuelectenerg-13355	52	9	fusion	fusion	NOUN
fuelectenerg-13355	52	10	neural	neural	ADJ
fuelectenerg-13355	52	11	network	network	NOUN
fuelectenerg-13355	52	12	with	with	ADP
fuelectenerg-13355	52	13	dual	dual	ADJ
fuelectenerg-13355	52	14	-	-	PUNCT
fuelectenerg-13355	52	15	attention	attention	NOUN
fuelectenerg-13355	52	16	based	base	VERB
fuelectenerg-13355	52	17	on	on	ADP
fuelectenerg-13355	52	18	textual	textual	ADJ
fuelectenerg-13355	52	19	doubleembedding	doubleembedding	NOUN
fuelectenerg-13355	52	20	networks	network	NOUN
fuelectenerg-13355	52	21	for	for	ADP
fuelectenerg-13355	52	22	rumor	rumor	NOUN
fuelectenerg-13355	52	23	detection	detection	NOUN
fuelectenerg-13355	52	24	has	have	AUX
fuelectenerg-13355	52	25	been	be	AUX
fuelectenerg-13355	52	26	proposed	propose	VERB
fuelectenerg-13355	52	27	consider	consider	VERB
fuelectenerg-13355	52	28	both	both	DET
fuelectenerg-13355	52	29	images	image	NOUN
fuelectenerg-13355	52	30	and	and	CCONJ
fuelectenerg-13355	52	31	texts	text	NOUN
fuelectenerg-13355	52	32	and	and	CCONJ
fuelectenerg-13355	52	33	comparing	compare	VERB
fuelectenerg-13355	52	34	experiments	experiment	NOUN
fuelectenerg-13355	52	35	have	have	AUX
fuelectenerg-13355	52	36	been	be	AUX
fuelectenerg-13355	52	37	carried	carry	VERB
fuelectenerg-13355	52	38	out	out	ADP
fuelectenerg-13355	52	39	on	on	ADP
fuelectenerg-13355	52	40	two	two	NUM
fuelectenerg-13355	52	41	sets	set	NOUN
fuelectenerg-13355	52	42	of	of	ADP
fuelectenerg-13355	52	43	weibo	weibo	NOUN
fuelectenerg-13355	52	44	and	and	CCONJ
fuelectenerg-13355	52	45	twitter	twitter	NOUN
fuelectenerg-13355	52	46	.	.	PUNCT
fuelectenerg-13355	53	1	in	in	ADP
fuelectenerg-13355	53	2	the	the	DET
fuelectenerg-13355	53	3	research	research	NOUN
fuelectenerg-13355	53	4	(	(	PUNCT
fuelectenerg-13355	53	5	majma	majma	NOUN
fuelectenerg-13355	53	6	et	et	PROPN
fuelectenerg-13355	53	7	al	al	PROPN
fuelectenerg-13355	53	8	)	)	PUNCT
fuelectenerg-13355	54	1	[	[	X
fuelectenerg-13355	54	2	24	24	NUM
fuelectenerg-13355	54	3	]	]	X
fuelectenerg-13355	54	4	using	use	VERB
fuelectenerg-13355	54	5	blocking	block	VERB
fuelectenerg-13355	54	6	criteria	criterion	NOUN
fuelectenerg-13355	54	7	of	of	ADP
fuelectenerg-13355	54	8	text	text	NOUN
fuelectenerg-13355	54	9	and	and	CCONJ
fuelectenerg-13355	54	10	cosine	cosine	NOUN
fuelectenerg-13355	54	11	similarity	similarity	NOUN
fuelectenerg-13355	54	12	,	,	PUNCT
fuelectenerg-13355	54	13	copying	copy	VERB
fuelectenerg-13355	54	14	in	in	ADP
fuelectenerg-13355	54	15	scientific	scientific	ADJ
fuelectenerg-13355	54	16	texts	text	NOUN
fuelectenerg-13355	54	17	has	have	AUX
fuelectenerg-13355	54	18	been	be	AUX
fuelectenerg-13355	54	19	detected	detect	VERB
fuelectenerg-13355	54	20	.	.	PUNCT
fuelectenerg-13355	55	1	in	in	ADP
fuelectenerg-13355	55	2	the	the	DET
fuelectenerg-13355	55	3	research	research	NOUN
fuelectenerg-13355	55	4	(	(	PUNCT
fuelectenerg-13355	55	5	behzadidoost	behzadidoost	PROPN
fuelectenerg-13355	55	6	et	et	PROPN
fuelectenerg-13355	55	7	al	al	PROPN
fuelectenerg-13355	55	8	)	)	PUNCT
fuelectenerg-13355	56	1	[	[	X
fuelectenerg-13355	56	2	25	25	NUM
fuelectenerg-13355	56	3	]	]	PUNCT
fuelectenerg-13355	56	4	a	a	DET
fuelectenerg-13355	56	5	deep	deep	ADJ
fuelectenerg-13355	56	6	learning	learning	NOUN
fuelectenerg-13355	56	7	model	model	NOUN
fuelectenerg-13355	56	8	based	base	VERB
fuelectenerg-13355	56	9	on	on	ADP
fuelectenerg-13355	56	10	granular	granular	ADJ
fuelectenerg-13355	56	11	computation	computation	NOUN
fuelectenerg-13355	56	12	has	have	AUX
fuelectenerg-13355	56	13	been	be	AUX
fuelectenerg-13355	56	14	proposed	propose	VERB
fuelectenerg-13355	56	15	for	for	ADP
fuelectenerg-13355	56	16	text	text	NOUN
fuelectenerg-13355	56	17	classification	classification	NOUN
fuelectenerg-13355	56	18	.	.	PUNCT
fuelectenerg-13355	57	1	in	in	ADP
fuelectenerg-13355	57	2	the	the	DET
fuelectenerg-13355	57	3	research	research	NOUN
fuelectenerg-13355	57	4	(	(	PUNCT
fuelectenerg-13355	57	5	feizi	feizi	NOUN
fuelectenerg-13355	57	6	-	-	PUNCT
fuelectenerg-13355	57	7	derakhshi	derakhshi	PROPN
fuelectenerg-13355	57	8	et	et	PROPN
fuelectenerg-13355	57	9	al	al	PROPN
fuelectenerg-13355	57	10	)	)	PUNCT
fuelectenerg-13355	58	1	[	[	X
fuelectenerg-13355	58	2	7	7	X
fuelectenerg-13355	58	3	]	]	PUNCT
fuelectenerg-13355	58	4	it	it	PRON
fuelectenerg-13355	58	5	has	have	AUX
fuelectenerg-13355	58	6	been	be	AUX
fuelectenerg-13355	58	7	proposed	propose	VERB
fuelectenerg-13355	58	8	that	that	SCONJ
fuelectenerg-13355	58	9	convolutional	convolutional	ADJ
fuelectenerg-13355	58	10	neural	neural	ADJ
fuelectenerg-13355	58	11	network	network	NOUN
fuelectenerg-13355	58	12	and	and	CCONJ
fuelectenerg-13355	58	13	bidirectional	bidirectional	ADJ
fuelectenerg-13355	58	14	long	long	ADJ
fuelectenerg-13355	58	15	short	short	ADJ
fuelectenerg-13355	58	16	term	term	NOUN
fuelectenerg-13355	58	17	memory	memory	NOUN
fuelectenerg-13355	58	18	neural	neural	ADJ
fuelectenerg-13355	58	19	network	network	NOUN
fuelectenerg-13355	58	20	with	with	ADP
fuelectenerg-13355	58	21	attention	attention	NOUN
fuelectenerg-13355	58	22	layer	layer	NOUN
fuelectenerg-13355	58	23	used	use	VERB
fuelectenerg-13355	58	24	for	for	ADP
fuelectenerg-13355	58	25	classification	classification	NOUN
fuelectenerg-13355	58	26	of	of	ADP
fuelectenerg-13355	58	27	persian	persian	ADJ
fuelectenerg-13355	58	28	texts	text	NOUN
fuelectenerg-13355	58	29	.	.	PUNCT
fuelectenerg-13355	59	1	3	3	X
fuelectenerg-13355	59	2	.	.	X
fuelectenerg-13355	59	3	modern	modern	ADJ
fuelectenerg-13355	59	4	deep	deep	ADJ
fuelectenerg-13355	59	5	learning	learning	NOUN
fuelectenerg-13355	59	6	methods	method	NOUN
fuelectenerg-13355	59	7	in	in	ADP
fuelectenerg-13355	59	8	the	the	DET
fuelectenerg-13355	59	9	realm	realm	NOUN
fuelectenerg-13355	59	10	of	of	ADP
fuelectenerg-13355	59	11	text	text	NOUN
fuelectenerg-13355	59	12	recognition	recognition	NOUN
fuelectenerg-13355	59	13	modern	modern	ADJ
fuelectenerg-13355	59	14	deep	deep	ADJ
fuelectenerg-13355	59	15	learning	learning	NOUN
fuelectenerg-13355	59	16	methods	method	NOUN
fuelectenerg-13355	59	17	in	in	ADP
fuelectenerg-13355	59	18	the	the	DET
fuelectenerg-13355	59	19	realm	realm	NOUN
fuelectenerg-13355	59	20	of	of	ADP
fuelectenerg-13355	59	21	text	text	NOUN
fuelectenerg-13355	59	22	recognition	recognition	NOUN
fuelectenerg-13355	59	23	(	(	PUNCT
fuelectenerg-13355	59	24	ocr	ocr	ADJ
fuelectenerg-13355	59	25	-	-	ADJ
fuelectenerg-13355	59	26	optical	optical	ADJ
fuelectenerg-13355	59	27	character	character	NOUN
fuelectenerg-13355	59	28	recognition	recognition	NOUN
fuelectenerg-13355	59	29	)	)	PUNCT
fuelectenerg-13355	59	30	because	because	SCONJ
fuelectenerg-13355	59	31	of	of	ADP
fuelectenerg-13355	59	32	processing	processing	NOUN
fuelectenerg-13355	59	33	ability	ability	NOUN
fuelectenerg-13355	59	34	and	and	CCONJ
fuelectenerg-13355	59	35	detecting	detect	VERB
fuelectenerg-13355	59	36	convoluted	convoluted	ADJ
fuelectenerg-13355	59	37	texts	text	NOUN
fuelectenerg-13355	59	38	in	in	ADP
fuelectenerg-13355	59	39	images	image	NOUN
fuelectenerg-13355	59	40	or	or	CCONJ
fuelectenerg-13355	59	41	videos	video	NOUN
fuelectenerg-13355	59	42	are	be	AUX
fuelectenerg-13355	59	43	very	very	ADV
fuelectenerg-13355	59	44	important	important	ADJ
fuelectenerg-13355	59	45	.	.	PUNCT
fuelectenerg-13355	60	1	the	the	DET
fuelectenerg-13355	60	2	first	first	ADJ
fuelectenerg-13355	60	3	method	method	NOUN
fuelectenerg-13355	60	4	is	be	AUX
fuelectenerg-13355	60	5	crnn	crnn	NOUN
fuelectenerg-13355	60	6	(	(	PUNCT
fuelectenerg-13355	60	7	convolutional	convolutional	ADJ
fuelectenerg-13355	60	8	recurrent	recurrent	ADJ
fuelectenerg-13355	60	9	neural	neural	ADJ
fuelectenerg-13355	60	10	network	network	NOUN
fuelectenerg-13355	60	11	)	)	PUNCT
fuelectenerg-13355	60	12	is	be	AUX
fuelectenerg-13355	60	13	a	a	DET
fuelectenerg-13355	60	14	fusion	fusion	NOUN
fuelectenerg-13355	60	15	of	of	ADP
fuelectenerg-13355	60	16	convolutional	convolutional	ADJ
fuelectenerg-13355	60	17	neural	neural	ADJ
fuelectenerg-13355	60	18	network	network	NOUN
fuelectenerg-13355	60	19	for	for	ADP
fuelectenerg-13355	60	20	extracting	extract	VERB
fuelectenerg-13355	60	21	visual	visual	ADJ
fuelectenerg-13355	60	22	features	feature	NOUN
fuelectenerg-13355	60	23	and	and	CCONJ
fuelectenerg-13355	60	24	recurrent	recurrent	ADJ
fuelectenerg-13355	60	25	neural	neural	ADJ
fuelectenerg-13355	60	26	networks	network	NOUN
fuelectenerg-13355	60	27	for	for	ADP
fuelectenerg-13355	60	28	modeling	model	VERB
fuelectenerg-13355	60	29	time	time	NOUN
fuelectenerg-13355	60	30	sequencing	sequence	VERB
fuelectenerg-13355	60	31	.	.	PUNCT
fuelectenerg-13355	61	1	its	its	PRON
fuelectenerg-13355	61	2	usage	usage	NOUN
fuelectenerg-13355	61	3	is	be	AUX
fuelectenerg-13355	61	4	detecting	detect	VERB
fuelectenerg-13355	61	5	sequence	sequence	NOUN
fuelectenerg-13355	61	6	texts	text	NOUN
fuelectenerg-13355	61	7	like	like	ADP
fuelectenerg-13355	61	8	handwritten	handwritten	ADJ
fuelectenerg-13355	61	9	or	or	CCONJ
fuelectenerg-13355	61	10	printed	print	VERB
fuelectenerg-13355	61	11	ones	one	NOUN
fuelectenerg-13355	61	12	in	in	ADP
fuelectenerg-13355	61	13	the	the	DET
fuelectenerg-13355	61	14	images	image	NOUN
fuelectenerg-13355	61	15	[	[	X
fuelectenerg-13355	61	16	26	26	NUM
fuelectenerg-13355	61	17	]	]	PUNCT
fuelectenerg-13355	61	18	.	.	PUNCT
fuelectenerg-13355	62	1	the	the	DET
fuelectenerg-13355	62	2	second	second	ADJ
fuelectenerg-13355	62	3	method	method	NOUN
fuelectenerg-13355	62	4	is	be	AUX
fuelectenerg-13355	62	5	transformer	transformer	NOUN
fuelectenerg-13355	62	6	-	-	PUNCT
fuelectenerg-13355	62	7	based	base	VERB
fuelectenerg-13355	62	8	ocr	ocr	PROPN
fuelectenerg-13355	62	9	(	(	PUNCT
fuelectenerg-13355	62	10	trocr	trocr	PROPN
fuelectenerg-13355	62	11	)	)	PUNCT
fuelectenerg-13355	62	12	from	from	ADP
fuelectenerg-13355	62	13	microsoft	microsoft	PROPN
fuelectenerg-13355	62	14	uses	use	VERB
fuelectenerg-13355	62	15	vision	vision	PROPN
fuelectenerg-13355	62	16	transformer	transformer	NOUN
fuelectenerg-13355	62	17	(	(	PUNCT
fuelectenerg-13355	62	18	vit	vit	NOUN
fuelectenerg-13355	62	19	)	)	PUNCT
fuelectenerg-13355	62	20	and	and	CCONJ
fuelectenerg-13355	62	21	linguistic	linguistic	ADJ
fuelectenerg-13355	62	22	transformer	transformer	NOUN
fuelectenerg-13355	62	23	for	for	ADP
fuelectenerg-13355	62	24	text	text	NOUN
fuelectenerg-13355	62	25	recognition	recognition	NOUN
fuelectenerg-13355	62	26	and	and	CCONJ
fuelectenerg-13355	62	27	its	its	PRON
fuelectenerg-13355	62	28	main	main	ADJ
fuelectenerg-13355	62	29	usage	usage	NOUN
fuelectenerg-13355	62	30	is	be	AUX
fuelectenerg-13355	62	31	detecting	detect	VERB
fuelectenerg-13355	62	32	printed	print	VERB
fuelectenerg-13355	62	33	and	and	CCONJ
fuelectenerg-13355	62	34	handwritten	handwritten	ADJ
fuelectenerg-13355	62	35	texts	text	NOUN
fuelectenerg-13355	62	36	with	with	ADP
fuelectenerg-13355	62	37	high	high	ADJ
fuelectenerg-13355	62	38	accuracy	accuracy	NOUN
fuelectenerg-13355	62	39	[	[	X
fuelectenerg-13355	62	40	27	27	NUM
fuelectenerg-13355	62	41	]	]	PUNCT
fuelectenerg-13355	62	42	.	.	PUNCT
fuelectenerg-13355	63	1	the	the	DET
fuelectenerg-13355	63	2	third	third	ADJ
fuelectenerg-13355	63	3	method	method	NOUN
fuelectenerg-13355	63	4	is	be	AUX
fuelectenerg-13355	63	5	east	east	NOUN
fuelectenerg-13355	63	6	(	(	PUNCT
fuelectenerg-13355	63	7	efficient	efficient	ADJ
fuelectenerg-13355	63	8	and	and	CCONJ
fuelectenerg-13355	63	9	accurate	accurate	ADJ
fuelectenerg-13355	63	10	scene	scene	NOUN
fuelectenerg-13355	63	11	text	text	NOUN
fuelectenerg-13355	63	12	detector	detector	NOUN
fuelectenerg-13355	63	13	)	)	PUNCT
fuelectenerg-13355	63	14	which	which	PRON
fuelectenerg-13355	63	15	is	be	AUX
fuelectenerg-13355	63	16	an	an	DET
fuelectenerg-13355	63	17	efficient	efficient	ADJ
fuelectenerg-13355	63	18	model	model	NOUN
fuelectenerg-13355	63	19	detecting	detect	VERB
fuelectenerg-13355	63	20	textual	textual	ADJ
fuelectenerg-13355	63	21	areas	area	NOUN
fuelectenerg-13355	63	22	in	in	ADP
fuelectenerg-13355	63	23	images	image	NOUN
fuelectenerg-13355	63	24	,	,	PUNCT
fuelectenerg-13355	63	25	without	without	ADP
fuelectenerg-13355	63	26	requiring	require	VERB
fuelectenerg-13355	63	27	exact	exact	ADJ
fuelectenerg-13355	63	28	classification	classification	NOUN
fuelectenerg-13355	63	29	.	.	PUNCT
fuelectenerg-13355	64	1	its	its	PRON
fuelectenerg-13355	64	2	usage	usage	NOUN
fuelectenerg-13355	64	3	fused	fuse	VERB
fuelectenerg-13355	64	4	with	with	ADP
fuelectenerg-13355	64	5	ocr	ocr	NOUN
fuelectenerg-13355	64	6	for	for	ADP
fuelectenerg-13355	64	7	text	text	NOUN
fuelectenerg-13355	64	8	recognition	recognition	NOUN
fuelectenerg-13355	64	9	in	in	ADP
fuelectenerg-13355	64	10	convoluted	convoluted	ADJ
fuelectenerg-13355	64	11	images	image	NOUN
fuelectenerg-13355	64	12	,	,	PUNCT
fuelectenerg-13355	64	13	is	be	AUX
fuelectenerg-13355	64	14	like	like	ADP
fuelectenerg-13355	64	15	scanned	scan	VERB
fuelectenerg-13355	64	16	documents	document	NOUN
fuelectenerg-13355	64	17	[	[	X
fuelectenerg-13355	64	18	28	28	NUM
fuelectenerg-13355	64	19	]	]	PUNCT
fuelectenerg-13355	64	20	.	.	PUNCT
fuelectenerg-13355	65	1	the	the	DET
fuelectenerg-13355	65	2	fourth	fourth	ADJ
fuelectenerg-13355	65	3	method	method	NOUN
fuelectenerg-13355	65	4	,	,	PUNCT
fuelectenerg-13355	65	5	is	be	AUX
fuelectenerg-13355	65	6	the	the	DET
fuelectenerg-13355	65	7	ctc	ctc	NOUN
fuelectenerg-13355	65	8	(	(	PUNCT
fuelectenerg-13355	65	9	connectionist	connectionist	NOUN
fuelectenerg-13355	65	10	temporal	temporal	ADJ
fuelectenerg-13355	65	11	classification	classification	NOUN
fuelectenerg-13355	65	12	)	)	PUNCT
fuelectenerg-13355	65	13	which	which	PRON
fuelectenerg-13355	65	14	is	be	AUX
fuelectenerg-13355	65	15	a	a	DET
fuelectenerg-13355	65	16	deep	deep	ADJ
fuelectenerg-13355	65	17	learning	learning	NOUN
fuelectenerg-13355	65	18	algorithm	algorithm	NOUN
fuelectenerg-13355	65	19	designed	design	VERB
fuelectenerg-13355	65	20	for	for	ADP
fuelectenerg-13355	65	21	modeling	model	VERB
fuelectenerg-13355	65	22	issues	issue	NOUN
fuelectenerg-13355	65	23	related	relate	VERB
fuelectenerg-13355	65	24	to	to	ADP
fuelectenerg-13355	65	25	sequence	sequence	NOUN
fuelectenerg-13355	65	26	data	datum	NOUN
fuelectenerg-13355	65	27	without	without	ADP
fuelectenerg-13355	65	28	requiring	require	VERB
fuelectenerg-13355	65	29	exact	exact	ADJ
fuelectenerg-13355	65	30	alignment	alignment	NOUN
fuelectenerg-13355	65	31	between	between	ADP
fuelectenerg-13355	65	32	input	input	NOUN
fuelectenerg-13355	65	33	and	and	CCONJ
fuelectenerg-13355	65	34	output	output	NOUN
fuelectenerg-13355	65	35	.	.	PUNCT
fuelectenerg-13355	66	1	this	this	DET
fuelectenerg-13355	66	2	structure	structure	NOUN
fuelectenerg-13355	66	3	is	be	AUX
fuelectenerg-13355	66	4	usually	usually	ADV
fuelectenerg-13355	66	5	applied	apply	VERB
fuelectenerg-13355	66	6	in	in	ADP
fuelectenerg-13355	66	7	cases	case	NOUN
fuelectenerg-13355	66	8	like	like	ADP
fuelectenerg-13355	66	9	speech	speech	NOUN
fuelectenerg-13355	66	10	recognition	recognition	NOUN
fuelectenerg-13355	66	11	,	,	PUNCT
fuelectenerg-13355	66	12	text	text	NOUN
fuelectenerg-13355	66	13	recognition	recognition	NOUN
fuelectenerg-13355	66	14	(	(	PUNCT
fuelectenerg-13355	66	15	ocr	ocr	NOUN
fuelectenerg-13355	66	16	)	)	PUNCT
fuelectenerg-13355	66	17	and	and	CCONJ
fuelectenerg-13355	66	18	sequence	sequence	NOUN
fuelectenerg-13355	66	19	analysis	analysis	NOUN
fuelectenerg-13355	66	20	[	[	X
fuelectenerg-13355	66	21	29	29	NUM
fuelectenerg-13355	66	22	]	]	PUNCT
fuelectenerg-13355	66	23	.	.	PUNCT
fuelectenerg-13355	67	1	the	the	DET
fuelectenerg-13355	67	2	fifth	fifth	ADJ
fuelectenerg-13355	67	3	method	method	NOUN
fuelectenerg-13355	67	4	,	,	PUNCT
fuelectenerg-13355	67	5	is	be	AUX
fuelectenerg-13355	67	6	the	the	DET
fuelectenerg-13355	67	7	https://arxiv.org/search/cs?searchtype=author&query=koh%c3%bat,+j	https://arxiv.org/search/cs?searchtype=author&query=koh%c3%bat,+j	ADJ
fuelectenerg-13355	67	8	700	700	NUM
fuelectenerg-13355	67	9	h.	h.	NOUN
fuelectenerg-13355	67	10	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	67	11	,	,	PUNCT
fuelectenerg-13355	67	12	a.	a.	NOUN
fuelectenerg-13355	67	13	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	67	14	,	,	PUNCT
fuelectenerg-13355	67	15	m.	m.	NOUN
fuelectenerg-13355	67	16	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	67	17	,	,	PUNCT
fuelectenerg-13355	67	18	m.	m.	NOUN
fuelectenerg-13355	67	19	nooshyar	nooshyar	PROPN
fuelectenerg-13355	67	20	,	,	PUNCT
fuelectenerg-13355	67	21	...	...	PUNCT
fuelectenerg-13355	67	22	pre	pre	ADJ
fuelectenerg-13355	67	23	-	-	ADJ
fuelectenerg-13355	67	24	trained	train	VERB
fuelectenerg-13355	67	25	models	model	NOUN
fuelectenerg-13355	67	26	that	that	PRON
fuelectenerg-13355	67	27	in	in	ADP
fuelectenerg-13355	67	28	this	this	DET
fuelectenerg-13355	67	29	method	method	NOUN
fuelectenerg-13355	67	30	deep	deep	ADJ
fuelectenerg-13355	67	31	learning	learning	NOUN
fuelectenerg-13355	67	32	models	model	NOUN
fuelectenerg-13355	67	33	are	be	AUX
fuelectenerg-13355	67	34	used	use	VERB
fuelectenerg-13355	67	35	previously	previously	ADV
fuelectenerg-13355	67	36	trained	train	VERB
fuelectenerg-13355	67	37	on	on	ADP
fuelectenerg-13355	67	38	big	big	ADJ
fuelectenerg-13355	67	39	data	datum	NOUN
fuelectenerg-13355	67	40	sets	set	NOUN
fuelectenerg-13355	67	41	and	and	CCONJ
fuelectenerg-13355	67	42	ready	ready	ADJ
fuelectenerg-13355	67	43	for	for	ADP
fuelectenerg-13355	67	44	direct	direct	ADJ
fuelectenerg-13355	67	45	usage	usage	NOUN
fuelectenerg-13355	67	46	and	and	CCONJ
fuelectenerg-13355	67	47	some	some	DET
fuelectenerg-13355	67	48	cases	case	NOUN
fuelectenerg-13355	67	49	are	be	AUX
fuelectenerg-13355	67	50	:	:	PUNCT
fuelectenerg-13355	67	51	▪	▪	X
fuelectenerg-13355	67	52	easyocr	easyocr	ADJ
fuelectenerg-13355	67	53	:	:	PUNCT
fuelectenerg-13355	67	54	a	a	DET
fuelectenerg-13355	67	55	library	library	NOUN
fuelectenerg-13355	67	56	with	with	ADP
fuelectenerg-13355	67	57	support	support	NOUN
fuelectenerg-13355	67	58	for	for	ADP
fuelectenerg-13355	67	59	multiple	multiple	ADJ
fuelectenerg-13355	67	60	languages	language	NOUN
fuelectenerg-13355	67	61	[	[	X
fuelectenerg-13355	67	62	30	30	NUM
fuelectenerg-13355	67	63	]	]	PUNCT
fuelectenerg-13355	67	64	.	.	PUNCT
fuelectenerg-13355	68	1	▪	▪	ADJ
fuelectenerg-13355	68	2	paddleocr	paddleocr	NOUN
fuelectenerg-13355	68	3	:	:	PUNCT
fuelectenerg-13355	68	4	comprehensive	comprehensive	ADJ
fuelectenerg-13355	68	5	framework	framework	NOUN
fuelectenerg-13355	68	6	with	with	ADP
fuelectenerg-13355	68	7	the	the	DET
fuelectenerg-13355	68	8	capability	capability	NOUN
fuelectenerg-13355	68	9	of	of	ADP
fuelectenerg-13355	68	10	text	text	NOUN
fuelectenerg-13355	68	11	recognition	recognition	NOUN
fuelectenerg-13355	68	12	in	in	ADP
fuelectenerg-13355	68	13	multilingual	multilingual	ADJ
fuelectenerg-13355	68	14	images	image	NOUN
fuelectenerg-13355	68	15	[	[	X
fuelectenerg-13355	68	16	31	31	NUM
fuelectenerg-13355	68	17	]	]	PUNCT
fuelectenerg-13355	68	18	.	.	PUNCT
fuelectenerg-13355	69	1	▪	▪	X
fuelectenerg-13355	69	2	keras	keras	PROPN
fuelectenerg-13355	69	3	ocr	ocr	PROPN
fuelectenerg-13355	69	4	:	:	PUNCT
fuelectenerg-13355	69	5	open	open	ADJ
fuelectenerg-13355	69	6	text	text	NOUN
fuelectenerg-13355	69	7	framework	framework	NOUN
fuelectenerg-13355	69	8	for	for	ADP
fuelectenerg-13355	69	9	teaching	teaching	NOUN
fuelectenerg-13355	69	10	and	and	CCONJ
fuelectenerg-13355	69	11	using	use	VERB
fuelectenerg-13355	69	12	ocr	ocr	ADJ
fuelectenerg-13355	69	13	models	model	NOUN
fuelectenerg-13355	69	14	[	[	X
fuelectenerg-13355	69	15	32	32	NUM
fuelectenerg-13355	69	16	]	]	PUNCT
fuelectenerg-13355	69	17	.	.	PUNCT
fuelectenerg-13355	70	1	the	the	DET
fuelectenerg-13355	70	2	sixth	sixth	ADJ
fuelectenerg-13355	70	3	method	method	NOUN
fuelectenerg-13355	70	4	is	be	AUX
fuelectenerg-13355	70	5	vision	vision	NOUN
fuelectenerg-13355	70	6	-	-	PUNCT
fuelectenerg-13355	70	7	language	language	NOUN
fuelectenerg-13355	70	8	models	model	NOUN
fuelectenerg-13355	70	9	for	for	ADP
fuelectenerg-13355	70	10	ocr	ocr	PROPN
fuelectenerg-13355	70	11	that	that	SCONJ
fuelectenerg-13355	70	12	this	this	DET
fuelectenerg-13355	70	13	method	method	NOUN
fuelectenerg-13355	70	14	is	be	AUX
fuelectenerg-13355	70	15	set	set	VERB
fuelectenerg-13355	70	16	of	of	ADP
fuelectenerg-13355	70	17	deep	deep	ADJ
fuelectenerg-13355	70	18	learning	learning	NOUN
fuelectenerg-13355	70	19	methods	method	NOUN
fuelectenerg-13355	70	20	fusing	fuse	VERB
fuelectenerg-13355	70	21	the	the	DET
fuelectenerg-13355	70	22	computer	computer	NOUN
fuelectenerg-13355	70	23	visual	visual	ADJ
fuelectenerg-13355	70	24	capabilities	capability	NOUN
fuelectenerg-13355	70	25	and	and	CCONJ
fuelectenerg-13355	70	26	natural	natural	ADJ
fuelectenerg-13355	70	27	language	language	NOUN
fuelectenerg-13355	70	28	processing	processing	NOUN
fuelectenerg-13355	70	29	for	for	ADP
fuelectenerg-13355	70	30	recognition	recognition	NOUN
fuelectenerg-13355	70	31	,	,	PUNCT
fuelectenerg-13355	70	32	interpretation	interpretation	NOUN
fuelectenerg-13355	70	33	and	and	CCONJ
fuelectenerg-13355	70	34	comprehension	comprehension	NOUN
fuelectenerg-13355	70	35	of	of	ADP
fuelectenerg-13355	70	36	text	text	NOUN
fuelectenerg-13355	70	37	from	from	ADP
fuelectenerg-13355	70	38	images	image	NOUN
fuelectenerg-13355	70	39	.	.	PUNCT
fuelectenerg-13355	71	1	these	these	DET
fuelectenerg-13355	71	2	models	model	NOUN
fuelectenerg-13355	71	3	are	be	AUX
fuelectenerg-13355	71	4	more	more	ADV
fuelectenerg-13355	71	5	advanced	advanced	ADJ
fuelectenerg-13355	71	6	than	than	ADP
fuelectenerg-13355	71	7	traditional	traditional	ADJ
fuelectenerg-13355	71	8	ocr	ocr	ADJ
fuelectenerg-13355	71	9	methods	method	NOUN
fuelectenerg-13355	71	10	and	and	CCONJ
fuelectenerg-13355	71	11	are	be	AUX
fuelectenerg-13355	71	12	used	use	VERB
fuelectenerg-13355	71	13	in	in	ADP
fuelectenerg-13355	71	14	complex	complex	ADJ
fuelectenerg-13355	71	15	cases	case	NOUN
fuelectenerg-13355	71	16	such	such	ADJ
fuelectenerg-13355	71	17	as	as	ADP
fuelectenerg-13355	71	18	text	text	NOUN
fuelectenerg-13355	71	19	recognition	recognition	NOUN
fuelectenerg-13355	71	20	in	in	ADP
fuelectenerg-13355	71	21	multi	multi	ADJ
fuelectenerg-13355	71	22	-	-	ADJ
fuelectenerg-13355	71	23	page	page	ADJ
fuelectenerg-13355	71	24	documents	document	NOUN
fuelectenerg-13355	71	25	,	,	PUNCT
fuelectenerg-13355	71	26	chart	chart	VERB
fuelectenerg-13355	71	27	analysis	analysis	NOUN
fuelectenerg-13355	71	28	or	or	CCONJ
fuelectenerg-13355	71	29	images	image	NOUN
fuelectenerg-13355	71	30	with	with	ADP
fuelectenerg-13355	71	31	disordered	disordered	ADJ
fuelectenerg-13355	71	32	or	or	CCONJ
fuelectenerg-13355	71	33	sparse	sparse	ADJ
fuelectenerg-13355	71	34	texts	text	NOUN
fuelectenerg-13355	71	35	[	[	X
fuelectenerg-13355	71	36	33	33	NUM
fuelectenerg-13355	71	37	]	]	PUNCT
fuelectenerg-13355	71	38	.	.	PUNCT
fuelectenerg-13355	72	1	these	these	DET
fuelectenerg-13355	72	2	models	model	NOUN
fuelectenerg-13355	72	3	comprise	comprise	VERB
fuelectenerg-13355	72	4	two	two	NUM
fuelectenerg-13355	72	5	main	main	ADJ
fuelectenerg-13355	72	6	parts	part	NOUN
fuelectenerg-13355	72	7	:	:	PUNCT
fuelectenerg-13355	72	8	▪	▪	ADJ
fuelectenerg-13355	72	9	vision	vision	NOUN
fuelectenerg-13355	72	10	module	module	NOUN
fuelectenerg-13355	72	11	:	:	PUNCT
fuelectenerg-13355	72	12	this	this	DET
fuelectenerg-13355	72	13	module	module	NOUN
fuelectenerg-13355	72	14	is	be	AUX
fuelectenerg-13355	72	15	responsible	responsible	ADJ
fuelectenerg-13355	72	16	for	for	ADP
fuelectenerg-13355	72	17	analysis	analysis	NOUN
fuelectenerg-13355	72	18	of	of	ADP
fuelectenerg-13355	72	19	visual	visual	ADJ
fuelectenerg-13355	72	20	aspects	aspect	NOUN
fuelectenerg-13355	72	21	of	of	ADP
fuelectenerg-13355	72	22	an	an	DET
fuelectenerg-13355	72	23	image	image	NOUN
fuelectenerg-13355	72	24	.	.	PUNCT
fuelectenerg-13355	73	1	most	most	ADJ
fuelectenerg-13355	73	2	of	of	ADP
fuelectenerg-13355	73	3	the	the	DET
fuelectenerg-13355	73	4	time	time	NOUN
fuelectenerg-13355	73	5	,	,	PUNCT
fuelectenerg-13355	73	6	computer	computer	NOUN
fuelectenerg-13355	73	7	vision	vision	NOUN
fuelectenerg-13355	73	8	advanced	advanced	ADJ
fuelectenerg-13355	73	9	structures	structure	NOUN
fuelectenerg-13355	73	10	like	like	ADP
fuelectenerg-13355	73	11	vision	vision	NOUN
fuelectenerg-13355	73	12	transformer	transformer	NOUN
fuelectenerg-13355	73	13	(	(	PUNCT
fuelectenerg-13355	73	14	vit	vit	NOUN
fuelectenerg-13355	73	15	)	)	PUNCT
fuelectenerg-13355	73	16	,	,	PUNCT
fuelectenerg-13355	73	17	resnet	resnet	NOUN
fuelectenerg-13355	73	18	or	or	CCONJ
fuelectenerg-13355	73	19	cnn	cnn	PROPN
fuelectenerg-13355	73	20	are	be	AUX
fuelectenerg-13355	73	21	used	use	VERB
fuelectenerg-13355	73	22	for	for	ADP
fuelectenerg-13355	73	23	extracting	extract	VERB
fuelectenerg-13355	73	24	visual	visual	ADJ
fuelectenerg-13355	73	25	features	feature	NOUN
fuelectenerg-13355	73	26	.	.	PUNCT
fuelectenerg-13355	74	1	▪	▪	ADJ
fuelectenerg-13355	74	2	language	language	NOUN
fuelectenerg-13355	74	3	module	module	NOUN
fuelectenerg-13355	74	4	:	:	PUNCT
fuelectenerg-13355	74	5	this	this	DET
fuelectenerg-13355	74	6	part	part	NOUN
fuelectenerg-13355	74	7	processes	process	VERB
fuelectenerg-13355	74	8	extracted	extract	VERB
fuelectenerg-13355	74	9	text	text	NOUN
fuelectenerg-13355	74	10	features	feature	NOUN
fuelectenerg-13355	74	11	and	and	CCONJ
fuelectenerg-13355	74	12	interprets	interpret	VERB
fuelectenerg-13355	74	13	their	their	PRON
fuelectenerg-13355	74	14	language	language	NOUN
fuelectenerg-13355	74	15	content	content	NOUN
fuelectenerg-13355	74	16	.	.	PUNCT
fuelectenerg-13355	75	1	language	language	NOUN
fuelectenerg-13355	75	2	structures	structure	NOUN
fuelectenerg-13355	75	3	like	like	ADP
fuelectenerg-13355	75	4	transformer	transformer	NOUN
fuelectenerg-13355	75	5	or	or	CCONJ
fuelectenerg-13355	75	6	bert	bert	NOUN
fuelectenerg-13355	75	7	is	be	AUX
fuelectenerg-13355	75	8	used	use	VERB
fuelectenerg-13355	75	9	for	for	ADP
fuelectenerg-13355	75	10	text	text	NOUN
fuelectenerg-13355	75	11	production	production	NOUN
fuelectenerg-13355	75	12	by	by	ADP
fuelectenerg-13355	75	13	language	language	NOUN
fuelectenerg-13355	75	14	structure	structure	NOUN
fuelectenerg-13355	75	15	.	.	PUNCT
fuelectenerg-13355	76	1	among	among	ADP
fuelectenerg-13355	76	2	the	the	DET
fuelectenerg-13355	76	3	prominent	prominent	ADJ
fuelectenerg-13355	76	4	cases	case	NOUN
fuelectenerg-13355	76	5	of	of	ADP
fuelectenerg-13355	76	6	vision	vision	NOUN
fuelectenerg-13355	76	7	-	-	PUNCT
fuelectenerg-13355	76	8	language	language	NOUN
fuelectenerg-13355	76	9	models	model	NOUN
fuelectenerg-13355	76	10	for	for	ADP
fuelectenerg-13355	76	11	ocr	ocr	NOUN
fuelectenerg-13355	76	12	we	we	PRON
fuelectenerg-13355	76	13	can	can	AUX
fuelectenerg-13355	76	14	name	name	VERB
fuelectenerg-13355	76	15	donut	donut	NOUN
fuelectenerg-13355	76	16	(	(	PUNCT
fuelectenerg-13355	76	17	document	document	NOUN
fuelectenerg-13355	76	18	understanding	understanding	NOUN
fuelectenerg-13355	76	19	transformer	transformer	NOUN
fuelectenerg-13355	76	20	)	)	PUNCT
fuelectenerg-13355	77	1	[	[	X
fuelectenerg-13355	77	2	33	33	NUM
fuelectenerg-13355	77	3	]	]	PUNCT
fuelectenerg-13355	77	4	and	and	CCONJ
fuelectenerg-13355	77	5	trocr	trocr	ADJ
fuelectenerg-13355	77	6	[	[	X
fuelectenerg-13355	77	7	27	27	NUM
fuelectenerg-13355	77	8	]	]	PUNCT
fuelectenerg-13355	77	9	and	and	CCONJ
fuelectenerg-13355	77	10	layoutlm	layoutlm	NOUN
fuelectenerg-13355	78	1	[	[	X
fuelectenerg-13355	78	2	34	34	NUM
fuelectenerg-13355	78	3	]	]	PUNCT
fuelectenerg-13355	78	4	.	.	PUNCT
fuelectenerg-13355	79	1	4	4	X
fuelectenerg-13355	79	2	.	.	X
fuelectenerg-13355	79	3	the	the	DET
fuelectenerg-13355	79	4	advantages	advantage	NOUN
fuelectenerg-13355	79	5	of	of	ADP
fuelectenerg-13355	79	6	pre	pre	ADJ
fuelectenerg-13355	79	7	-	-	ADJ
fuelectenerg-13355	79	8	trained	train	VERB
fuelectenerg-13355	79	9	models	model	NOUN
fuelectenerg-13355	79	10	in	in	ADP
fuelectenerg-13355	79	11	trocr	trocr	ADJ
fuelectenerg-13355	79	12	the	the	DET
fuelectenerg-13355	79	13	pre	pre	ADJ
fuelectenerg-13355	79	14	-	-	ADJ
fuelectenerg-13355	79	15	trained	train	VERB
fuelectenerg-13355	79	16	models	model	NOUN
fuelectenerg-13355	79	17	in	in	ADP
fuelectenerg-13355	79	18	trocr	trocr	NOUN
fuelectenerg-13355	79	19	propose	propose	VERB
fuelectenerg-13355	79	20	some	some	DET
fuelectenerg-13355	79	21	key	key	ADJ
fuelectenerg-13355	79	22	advantages	advantage	NOUN
fuelectenerg-13355	79	23	for	for	ADP
fuelectenerg-13355	79	24	optical	optical	ADJ
fuelectenerg-13355	79	25	character	character	NOUN
fuelectenerg-13355	79	26	recognition	recognition	NOUN
fuelectenerg-13355	79	27	that	that	PRON
fuelectenerg-13355	79	28	considerably	considerably	ADV
fuelectenerg-13355	79	29	improves	improve	VERB
fuelectenerg-13355	79	30	performance	performance	NOUN
fuelectenerg-13355	79	31	compared	compare	VERB
fuelectenerg-13355	79	32	with	with	ADP
fuelectenerg-13355	79	33	traditional	traditional	ADJ
fuelectenerg-13355	79	34	methods	method	NOUN
fuelectenerg-13355	79	35	:	:	PUNCT
fuelectenerg-13355	79	36	4	4	NUM
fuelectenerg-13355	79	37	-	-	SYM
fuelectenerg-13355	79	38	1	1	NUM
fuelectenerg-13355	79	39	.	.	PUNCT
fuelectenerg-13355	79	40	lowering	lower	VERB
fuelectenerg-13355	79	41	need	need	NOUN
fuelectenerg-13355	79	42	for	for	ADP
fuelectenerg-13355	79	43	labeled	label	VERB
fuelectenerg-13355	79	44	data	datum	NOUN
fuelectenerg-13355	79	45	:	:	PUNCT
fuelectenerg-13355	79	46	pre	pre	ADJ
fuelectenerg-13355	79	47	-	-	ADJ
fuelectenerg-13355	79	48	trained	train	VERB
fuelectenerg-13355	79	49	models	model	NOUN
fuelectenerg-13355	79	50	are	be	AUX
fuelectenerg-13355	79	51	trained	train	VERB
fuelectenerg-13355	79	52	with	with	ADP
fuelectenerg-13355	79	53	big	big	ADJ
fuelectenerg-13355	79	54	and	and	CCONJ
fuelectenerg-13355	79	55	general	general	ADJ
fuelectenerg-13355	79	56	data	datum	NOUN
fuelectenerg-13355	79	57	(	(	PUNCT
fuelectenerg-13355	79	58	labeled	label	VERB
fuelectenerg-13355	79	59	and	and	CCONJ
fuelectenerg-13355	79	60	without	without	ADP
fuelectenerg-13355	79	61	label	label	NOUN
fuelectenerg-13355	79	62	)	)	PUNCT
fuelectenerg-13355	79	63	.	.	PUNCT
fuelectenerg-13355	80	1	this	this	DET
fuelectenerg-13355	80	2	method	method	NOUN
fuelectenerg-13355	80	3	lowers	lower	VERB
fuelectenerg-13355	80	4	the	the	DET
fuelectenerg-13355	80	5	cost	cost	NOUN
fuelectenerg-13355	80	6	and	and	CCONJ
fuelectenerg-13355	80	7	needing	need	VERB
fuelectenerg-13355	80	8	to	to	PART
fuelectenerg-13355	80	9	get	get	VERB
fuelectenerg-13355	80	10	high	high	ADJ
fuelectenerg-13355	80	11	density	density	NOUN
fuelectenerg-13355	80	12	of	of	ADP
fuelectenerg-13355	80	13	labeled	label	VERB
fuelectenerg-13355	80	14	data	datum	NOUN
fuelectenerg-13355	80	15	and	and	CCONJ
fuelectenerg-13355	80	16	also	also	ADV
fuelectenerg-13355	80	17	provides	provide	VERB
fuelectenerg-13355	80	18	high	high	ADJ
fuelectenerg-13355	80	19	accuracy	accuracy	NOUN
fuelectenerg-13355	80	20	level	level	NOUN
fuelectenerg-13355	80	21	.	.	PUNCT
fuelectenerg-13355	81	1	pre	pre	VERB
fuelectenerg-13355	81	2	-	-	ADJ
fuelectenerg-13355	81	3	trained	train	VERB
fuelectenerg-13355	81	4	level	level	NOUN
fuelectenerg-13355	81	5	data	datum	NOUN
fuelectenerg-13355	81	6	include	include	VERB
fuelectenerg-13355	81	7	large	large	ADJ
fuelectenerg-13355	81	8	sets	set	NOUN
fuelectenerg-13355	81	9	of	of	ADP
fuelectenerg-13355	81	10	handwritten	handwritten	ADJ
fuelectenerg-13355	81	11	or	or	CCONJ
fuelectenerg-13355	81	12	printed	print	VERB
fuelectenerg-13355	81	13	texts	text	NOUN
fuelectenerg-13355	81	14	made	make	VERB
fuelectenerg-13355	81	15	with	with	ADP
fuelectenerg-13355	81	16	artificial	artificial	ADJ
fuelectenerg-13355	81	17	data	datum	NOUN
fuelectenerg-13355	81	18	production	production	NOUN
fuelectenerg-13355	81	19	tools	tool	NOUN
fuelectenerg-13355	81	20	.	.	PUNCT
fuelectenerg-13355	82	1	4	4	NUM
fuelectenerg-13355	82	2	-	-	SYM
fuelectenerg-13355	82	3	2	2	NUM
fuelectenerg-13355	82	4	.	.	PUNCT
fuelectenerg-13355	82	5	better	well	ADJ
fuelectenerg-13355	82	6	generalization	generalization	NOUN
fuelectenerg-13355	82	7	of	of	ADP
fuelectenerg-13355	82	8	trocr	trocr	NOUN
fuelectenerg-13355	82	9	:	:	PUNCT
fuelectenerg-13355	82	10	it	it	PRON
fuelectenerg-13355	82	11	uses	use	VERB
fuelectenerg-13355	82	12	extracted	extract	VERB
fuelectenerg-13355	82	13	general	general	ADJ
fuelectenerg-13355	82	14	features	feature	NOUN
fuelectenerg-13355	82	15	in	in	ADP
fuelectenerg-13355	82	16	pre	pre	ADJ
fuelectenerg-13355	82	17	-	-	ADJ
fuelectenerg-13355	82	18	trained	train	VERB
fuelectenerg-13355	82	19	stage	stage	NOUN
fuelectenerg-13355	82	20	and	and	CCONJ
fuelectenerg-13355	82	21	can	can	AUX
fuelectenerg-13355	82	22	be	be	AUX
fuelectenerg-13355	82	23	adjusted	adjust	VERB
fuelectenerg-13355	82	24	for	for	ADP
fuelectenerg-13355	82	25	more	more	ADJ
fuelectenerg-13355	82	26	special	special	ADJ
fuelectenerg-13355	82	27	data	datum	NOUN
fuelectenerg-13355	82	28	.	.	PUNCT
fuelectenerg-13355	83	1	this	this	DET
fuelectenerg-13355	83	2	feature	feature	NOUN
fuelectenerg-13355	83	3	causes	cause	VERB
fuelectenerg-13355	83	4	that	that	SCONJ
fuelectenerg-13355	83	5	the	the	DET
fuelectenerg-13355	83	6	model	model	NOUN
fuelectenerg-13355	83	7	can	can	AUX
fuelectenerg-13355	83	8	act	act	VERB
fuelectenerg-13355	83	9	with	with	ADP
fuelectenerg-13355	83	10	higher	high	ADJ
fuelectenerg-13355	83	11	accuracy	accuracy	NOUN
fuelectenerg-13355	83	12	on	on	ADP
fuelectenerg-13355	83	13	manifold	manifold	ADJ
fuelectenerg-13355	83	14	languages	language	NOUN
fuelectenerg-13355	83	15	,	,	PUNCT
fuelectenerg-13355	83	16	fonts	font	NOUN
fuelectenerg-13355	83	17	and	and	CCONJ
fuelectenerg-13355	83	18	text	text	NOUN
fuelectenerg-13355	83	19	structures	structure	NOUN
fuelectenerg-13355	83	20	.	.	PUNCT
fuelectenerg-13355	84	1	4	4	NUM
fuelectenerg-13355	84	2	-	-	SYM
fuelectenerg-13355	84	3	3	3	NUM
fuelectenerg-13355	84	4	.	.	PUNCT
fuelectenerg-13355	84	5	increases	increase	VERB
fuelectenerg-13355	84	6	speed	speed	NOUN
fuelectenerg-13355	84	7	of	of	ADP
fuelectenerg-13355	84	8	fine	fine	ADV
fuelectenerg-13355	84	9	-	-	PUNCT
fuelectenerg-13355	84	10	tuning	tuning	NOUN
fuelectenerg-13355	84	11	:	:	PUNCT
fuelectenerg-13355	84	12	using	use	VERB
fuelectenerg-13355	84	13	pre	pre	ADJ
fuelectenerg-13355	84	14	-	-	ADJ
fuelectenerg-13355	84	15	trained	train	VERB
fuelectenerg-13355	84	16	models	model	NOUN
fuelectenerg-13355	84	17	lowers	lower	VERB
fuelectenerg-13355	84	18	time	time	NOUN
fuelectenerg-13355	84	19	and	and	CCONJ
fuelectenerg-13355	84	20	computation	computation	NOUN
fuelectenerg-13355	84	21	resources	resource	NOUN
fuelectenerg-13355	84	22	required	require	VERB
fuelectenerg-13355	84	23	for	for	ADP
fuelectenerg-13355	84	24	adjustment	adjustment	NOUN
fuelectenerg-13355	84	25	with	with	ADP
fuelectenerg-13355	84	26	more	more	ADJ
fuelectenerg-13355	84	27	special	special	ADJ
fuelectenerg-13355	84	28	tasks	task	NOUN
fuelectenerg-13355	84	29	as	as	SCONJ
fuelectenerg-13355	84	30	the	the	DET
fuelectenerg-13355	84	31	model	model	NOUN
fuelectenerg-13355	84	32	has	have	AUX
fuelectenerg-13355	84	33	previously	previously	ADV
fuelectenerg-13355	84	34	learnt	learn	VERB
fuelectenerg-13355	84	35	general	general	ADJ
fuelectenerg-13355	84	36	knowledge	knowledge	NOUN
fuelectenerg-13355	84	37	of	of	ADP
fuelectenerg-13355	84	38	the	the	DET
fuelectenerg-13355	84	39	text	text	NOUN
fuelectenerg-13355	84	40	and	and	CCONJ
fuelectenerg-13355	84	41	visual	visual	ADJ
fuelectenerg-13355	84	42	features	feature	NOUN
fuelectenerg-13355	84	43	.	.	PUNCT
fuelectenerg-13355	85	1	4	4	NUM
fuelectenerg-13355	85	2	-	-	SYM
fuelectenerg-13355	85	3	4	4	NUM
fuelectenerg-13355	85	4	.	.	PUNCT
fuelectenerg-13355	85	5	advanced	advanced	ADJ
fuelectenerg-13355	85	6	performance	performance	NOUN
fuelectenerg-13355	85	7	in	in	ADP
fuelectenerg-13355	85	8	multilingual	multilingual	ADJ
fuelectenerg-13355	85	9	texts	text	NOUN
fuelectenerg-13355	85	10	recognition	recognition	NOUN
fuelectenerg-13355	85	11	:	:	PUNCT
fuelectenerg-13355	85	12	transformer	transformer	NOUN
fuelectenerg-13355	85	13	based	base	VERB
fuelectenerg-13355	85	14	structure	structure	NOUN
fuelectenerg-13355	85	15	in	in	ADP
fuelectenerg-13355	85	16	trocr	trocr	NOUN
fuelectenerg-13355	85	17	like	like	ADP
fuelectenerg-13355	85	18	using	use	VERB
fuelectenerg-13355	85	19	models	model	NOUN
fuelectenerg-13355	85	20	like	like	ADP
fuelectenerg-13355	85	21	beit	beit	PROPN
fuelectenerg-13355	85	22	and	and	CCONJ
fuelectenerg-13355	85	23	roberta	roberta	PROPN
fuelectenerg-13355	85	24	,	,	PUNCT
fuelectenerg-13355	85	25	improves	improve	VERB
fuelectenerg-13355	85	26	recognition	recognition	NOUN
fuelectenerg-13355	85	27	of	of	ADP
fuelectenerg-13355	85	28	different	different	ADJ
fuelectenerg-13355	85	29	lingual	lingual	NOUN
fuelectenerg-13355	85	30	structures	structure	NOUN
fuelectenerg-13355	85	31	and	and	CCONJ
fuelectenerg-13355	85	32	makes	make	VERB
fuelectenerg-13355	85	33	it	it	PRON
fuelectenerg-13355	85	34	suitable	suitable	ADJ
fuelectenerg-13355	85	35	for	for	ADP
fuelectenerg-13355	85	36	multilingual	multilingual	ADJ
fuelectenerg-13355	85	37	usages	usage	NOUN
fuelectenerg-13355	85	38	.	.	PUNCT
fuelectenerg-13355	86	1	4	4	NUM
fuelectenerg-13355	86	2	-	-	SYM
fuelectenerg-13355	86	3	5	5	NUM
fuelectenerg-13355	86	4	.	.	PUNCT
fuelectenerg-13355	86	5	higher	high	ADJ
fuelectenerg-13355	86	6	quality	quality	NOUN
fuelectenerg-13355	86	7	in	in	ADP
fuelectenerg-13355	86	8	convoluted	convoluted	ADJ
fuelectenerg-13355	86	9	text	text	NOUN
fuelectenerg-13355	86	10	recognition	recognition	NOUN
fuelectenerg-13355	86	11	:	:	PUNCT
fuelectenerg-13355	86	12	the	the	DET
fuelectenerg-13355	86	13	structure	structure	NOUN
fuelectenerg-13355	86	14	of	of	ADP
fuelectenerg-13355	86	15	vision	vision	NOUN
fuelectenerg-13355	86	16	encoder	encoder	NOUN
fuelectenerg-13355	86	17	and	and	CCONJ
fuelectenerg-13355	86	18	language	language	NOUN
fuelectenerg-13355	86	19	decoder	decoder	NOUN
fuelectenerg-13355	86	20	in	in	ADP
fuelectenerg-13355	86	21	trocr	trocr	NOUN
fuelectenerg-13355	86	22	provides	provide	VERB
fuelectenerg-13355	86	23	the	the	DET
fuelectenerg-13355	86	24	possibility	possibility	NOUN
fuelectenerg-13355	86	25	of	of	ADP
fuelectenerg-13355	86	26	exact	exact	ADJ
fuelectenerg-13355	86	27	extraction	extraction	NOUN
fuelectenerg-13355	86	28	of	of	ADP
fuelectenerg-13355	86	29	visual	visual	ADJ
fuelectenerg-13355	86	30	features	feature	NOUN
fuelectenerg-13355	86	31	(	(	PUNCT
fuelectenerg-13355	86	32	like	like	ADP
fuelectenerg-13355	86	33	word	word	NOUN
fuelectenerg-13355	86	34	form	form	NOUN
fuelectenerg-13355	86	35	and	and	CCONJ
fuelectenerg-13355	86	36	arrangement	arrangement	NOUN
fuelectenerg-13355	86	37	)	)	PUNCT
fuelectenerg-13355	86	38	and	and	CCONJ
fuelectenerg-13355	86	39	their	their	PRON
fuelectenerg-13355	86	40	combination	combination	NOUN
fuelectenerg-13355	86	41	with	with	ADP
fuelectenerg-13355	86	42	lingual	lingual	PROPN
fuelectenerg-13355	86	43	information	information	NOUN
fuelectenerg-13355	86	44	.	.	PUNCT
fuelectenerg-13355	87	1	this	this	DET
fuelectenerg-13355	87	2	feature	feature	NOUN
fuelectenerg-13355	87	3	is	be	AUX
fuelectenerg-13355	87	4	very	very	ADV
fuelectenerg-13355	87	5	effective	effective	ADJ
fuelectenerg-13355	87	6	especially	especially	ADV
fuelectenerg-13355	87	7	in	in	ADP
fuelectenerg-13355	87	8	cases	case	NOUN
fuelectenerg-13355	87	9	with	with	ADP
fuelectenerg-13355	87	10	noised	noised	ADJ
fuelectenerg-13355	87	11	or	or	CCONJ
fuelectenerg-13355	87	12	low	low	ADJ
fuelectenerg-13355	87	13	quality	quality	NOUN
fuelectenerg-13355	87	14	images	image	NOUN
fuelectenerg-13355	87	15	.	.	PUNCT
fuelectenerg-13355	88	1	a	a	DET
fuelectenerg-13355	88	2	structure	structure	NOUN
fuelectenerg-13355	88	3	based	base	VERB
fuelectenerg-13355	88	4	on	on	ADP
fuelectenerg-13355	88	5	trocr	trocr	ADJ
fuelectenerg-13355	88	6	transformer	transformer	NOUN
fuelectenerg-13355	88	7	and	and	CCONJ
fuelectenerg-13355	88	8	large	large	ADJ
fuelectenerg-13355	88	9	language	language	NOUN
fuelectenerg-13355	88	10	model	model	NOUN
fuelectenerg-13355	88	11	for	for	ADP
fuelectenerg-13355	88	12	classification	classification	NOUN
fuelectenerg-13355	88	13	of	of	ADP
fuelectenerg-13355	88	14	....	....	PUNCT
fuelectenerg-13355	89	1	701	701	NUM
fuelectenerg-13355	89	2	4	4	NUM
fuelectenerg-13355	89	3	-	-	SYM
fuelectenerg-13355	89	4	6	6	NUM
fuelectenerg-13355	89	5	.	.	PUNCT
fuelectenerg-13355	89	6	transfer	transfer	NOUN
fuelectenerg-13355	89	7	learning	learning	NOUN
fuelectenerg-13355	89	8	:	:	PUNCT
fuelectenerg-13355	89	9	using	use	VERB
fuelectenerg-13355	89	10	known	know	VERB
fuelectenerg-13355	89	11	models	model	NOUN
fuelectenerg-13355	89	12	like	like	ADP
fuelectenerg-13355	89	13	beit	beit	PROPN
fuelectenerg-13355	89	14	and	and	CCONJ
fuelectenerg-13355	89	15	roberta	roberta	PROPN
fuelectenerg-13355	89	16	for	for	ADP
fuelectenerg-13355	89	17	encoder	encoder	NOUN
fuelectenerg-13355	89	18	and	and	CCONJ
fuelectenerg-13355	89	19	decoder	decoder	NOUN
fuelectenerg-13355	89	20	parts	part	NOUN
fuelectenerg-13355	89	21	contributes	contribute	VERB
fuelectenerg-13355	89	22	on	on	ADP
fuelectenerg-13355	89	23	transferring	transfer	VERB
fuelectenerg-13355	89	24	knowledge	knowledge	NOUN
fuelectenerg-13355	89	25	from	from	ADP
fuelectenerg-13355	89	26	similar	similar	ADJ
fuelectenerg-13355	89	27	ranges	range	NOUN
fuelectenerg-13355	89	28	and	and	CCONJ
fuelectenerg-13355	89	29	improves	improve	VERB
fuelectenerg-13355	89	30	the	the	DET
fuelectenerg-13355	89	31	performance	performance	NOUN
fuelectenerg-13355	89	32	.	.	PUNCT
fuelectenerg-13355	90	1	4	4	NUM
fuelectenerg-13355	90	2	-	-	SYM
fuelectenerg-13355	90	3	7	7	NUM
fuelectenerg-13355	90	4	.	.	PUNCT
fuelectenerg-13355	90	5	compatibility	compatibility	NOUN
fuelectenerg-13355	90	6	with	with	ADP
fuelectenerg-13355	90	7	modern	modern	ADJ
fuelectenerg-13355	90	8	structure	structure	NOUN
fuelectenerg-13355	90	9	:	:	PUNCT
fuelectenerg-13355	90	10	using	use	VERB
fuelectenerg-13355	90	11	structural	structural	ADJ
fuelectenerg-13355	90	12	benefits	benefit	NOUN
fuelectenerg-13355	90	13	of	of	ADP
fuelectenerg-13355	90	14	transformer	transformer	NOUN
fuelectenerg-13355	90	15	like	like	ADP
fuelectenerg-13355	90	16	self	self	NOUN
fuelectenerg-13355	90	17	-	-	PUNCT
fuelectenerg-13355	90	18	attention	attention	NOUN
fuelectenerg-13355	90	19	and	and	CCONJ
fuelectenerg-13355	90	20	multi	multi	ADJ
fuelectenerg-13355	90	21	head	head	NOUN
fuelectenerg-13355	90	22	attention	attention	NOUN
fuelectenerg-13355	90	23	,	,	PUNCT
fuelectenerg-13355	90	24	increases	increase	VERB
fuelectenerg-13355	90	25	precision	precision	NOUN
fuelectenerg-13355	90	26	and	and	CCONJ
fuelectenerg-13355	90	27	speed	speed	NOUN
fuelectenerg-13355	90	28	of	of	ADP
fuelectenerg-13355	90	29	processing	processing	NOUN
fuelectenerg-13355	90	30	.	.	PUNCT
fuelectenerg-13355	91	1	these	these	DET
fuelectenerg-13355	91	2	benefits	benefit	NOUN
fuelectenerg-13355	91	3	have	have	AUX
fuelectenerg-13355	91	4	caused	cause	VERB
fuelectenerg-13355	91	5	that	that	DET
fuelectenerg-13355	91	6	trocr	trocr	NOUN
fuelectenerg-13355	91	7	be	be	AUX
fuelectenerg-13355	91	8	considered	consider	VERB
fuelectenerg-13355	91	9	as	as	ADP
fuelectenerg-13355	91	10	one	one	NUM
fuelectenerg-13355	91	11	of	of	ADP
fuelectenerg-13355	91	12	the	the	DET
fuelectenerg-13355	91	13	best	good	ADJ
fuelectenerg-13355	91	14	existing	exist	VERB
fuelectenerg-13355	91	15	models	model	NOUN
fuelectenerg-13355	91	16	in	in	ADP
fuelectenerg-13355	91	17	printed	print	VERB
fuelectenerg-13355	91	18	,	,	PUNCT
fuelectenerg-13355	91	19	handwritten	handwritten	ADJ
fuelectenerg-13355	91	20	and	and	CCONJ
fuelectenerg-13355	91	21	convoluted	convoluted	ADJ
fuelectenerg-13355	91	22	text	text	NOUN
fuelectenerg-13355	91	23	recognition	recognition	NOUN
fuelectenerg-13355	91	24	tasks	task	NOUN
fuelectenerg-13355	91	25	[	[	X
fuelectenerg-13355	91	26	27	27	NUM
fuelectenerg-13355	91	27	]	]	PUNCT
fuelectenerg-13355	91	28	.	.	PUNCT
fuelectenerg-13355	92	1	5	5	X
fuelectenerg-13355	92	2	.	.	X
fuelectenerg-13355	92	3	large	large	ADJ
fuelectenerg-13355	92	4	language	language	NOUN
fuelectenerg-13355	92	5	models	model	NOUN
fuelectenerg-13355	92	6	large	large	ADJ
fuelectenerg-13355	92	7	language	language	NOUN
fuelectenerg-13355	92	8	models	model	NOUN
fuelectenerg-13355	92	9	(	(	PUNCT
fuelectenerg-13355	92	10	llm	llm	NOUN
fuelectenerg-13355	92	11	)	)	PUNCT
fuelectenerg-13355	92	12	are	be	AUX
fuelectenerg-13355	92	13	one	one	NUM
fuelectenerg-13355	92	14	of	of	ADP
fuelectenerg-13355	92	15	the	the	DET
fuelectenerg-13355	92	16	latest	late	ADJ
fuelectenerg-13355	92	17	advancements	advancement	NOUN
fuelectenerg-13355	92	18	in	in	ADP
fuelectenerg-13355	92	19	artificial	artificial	ADJ
fuelectenerg-13355	92	20	intelligence	intelligence	NOUN
fuelectenerg-13355	92	21	having	have	VERB
fuelectenerg-13355	92	22	the	the	DET
fuelectenerg-13355	92	23	required	require	VERB
fuelectenerg-13355	92	24	ability	ability	NOUN
fuelectenerg-13355	92	25	in	in	ADP
fuelectenerg-13355	92	26	producing	produce	VERB
fuelectenerg-13355	92	27	a	a	DET
fuelectenerg-13355	92	28	text	text	NOUN
fuelectenerg-13355	92	29	with	with	ADP
fuelectenerg-13355	92	30	high	high	ADJ
fuelectenerg-13355	92	31	quality	quality	NOUN
fuelectenerg-13355	92	32	and	and	CCONJ
fuelectenerg-13355	92	33	precision	precision	NOUN
fuelectenerg-13355	92	34	.	.	PUNCT
fuelectenerg-13355	93	1	these	these	DET
fuelectenerg-13355	93	2	models	model	NOUN
fuelectenerg-13355	93	3	use	use	VERB
fuelectenerg-13355	93	4	convoluted	convoluted	ADJ
fuelectenerg-13355	93	5	structures	structure	NOUN
fuelectenerg-13355	93	6	and	and	CCONJ
fuelectenerg-13355	93	7	deep	deep	ADJ
fuelectenerg-13355	93	8	neural	neural	ADJ
fuelectenerg-13355	93	9	networks	network	NOUN
fuelectenerg-13355	93	10	that	that	PRON
fuelectenerg-13355	93	11	enables	enable	VERB
fuelectenerg-13355	93	12	them	they	PRON
fuelectenerg-13355	93	13	to	to	PART
fuelectenerg-13355	93	14	produce	produce	VERB
fuelectenerg-13355	93	15	a	a	DET
fuelectenerg-13355	93	16	coherent	coherent	ADJ
fuelectenerg-13355	93	17	text	text	NOUN
fuelectenerg-13355	93	18	compatible	compatible	ADJ
fuelectenerg-13355	93	19	with	with	ADP
fuelectenerg-13355	93	20	a	a	DET
fuelectenerg-13355	93	21	realm	realm	NOUN
fuelectenerg-13355	93	22	of	of	ADP
fuelectenerg-13355	93	23	subjects	subject	NOUN
fuelectenerg-13355	93	24	.	.	PUNCT
fuelectenerg-13355	94	1	using	use	VERB
fuelectenerg-13355	94	2	these	these	DET
fuelectenerg-13355	94	3	models	model	NOUN
fuelectenerg-13355	94	4	considered	consider	VERB
fuelectenerg-13355	94	5	as	as	ADP
fuelectenerg-13355	94	6	deep	deep	ADJ
fuelectenerg-13355	94	7	learning	learning	NOUN
fuelectenerg-13355	94	8	algorithms	algorithm	NOUN
fuelectenerg-13355	94	9	,	,	PUNCT
fuelectenerg-13355	94	10	machines	machine	NOUN
fuelectenerg-13355	94	11	can	can	AUX
fuelectenerg-13355	94	12	understand	understand	VERB
fuelectenerg-13355	94	13	the	the	DET
fuelectenerg-13355	94	14	human	human	NOUN
fuelectenerg-13355	94	15	’s	’s	PART
fuelectenerg-13355	94	16	talking	talking	NOUN
fuelectenerg-13355	94	17	and	and	CCONJ
fuelectenerg-13355	94	18	produce	produce	VERB
fuelectenerg-13355	94	19	something	something	PRON
fuelectenerg-13355	94	20	like	like	ADP
fuelectenerg-13355	94	21	that	that	PRON
fuelectenerg-13355	94	22	.	.	PUNCT
fuelectenerg-13355	95	1	in	in	ADP
fuelectenerg-13355	95	2	this	this	DET
fuelectenerg-13355	95	3	way	way	NOUN
fuelectenerg-13355	95	4	,	,	PUNCT
fuelectenerg-13355	95	5	they	they	PRON
fuelectenerg-13355	95	6	can	can	AUX
fuelectenerg-13355	95	7	arrange	arrange	VERB
fuelectenerg-13355	95	8	a	a	DET
fuelectenerg-13355	95	9	dialogue	dialogue	NOUN
fuelectenerg-13355	95	10	with	with	ADP
fuelectenerg-13355	95	11	a	a	DET
fuelectenerg-13355	95	12	person	person	NOUN
fuelectenerg-13355	95	13	and	and	CCONJ
fuelectenerg-13355	95	14	this	this	DET
fuelectenerg-13355	95	15	dialogue	dialogue	NOUN
fuelectenerg-13355	95	16	can	can	AUX
fuelectenerg-13355	95	17	be	be	AUX
fuelectenerg-13355	95	18	very	very	ADV
fuelectenerg-13355	95	19	beneficial	beneficial	ADJ
fuelectenerg-13355	95	20	.	.	PUNCT
fuelectenerg-13355	96	1	these	these	DET
fuelectenerg-13355	96	2	models	model	NOUN
fuelectenerg-13355	96	3	can	can	AUX
fuelectenerg-13355	96	4	be	be	AUX
fuelectenerg-13355	96	5	considered	consider	VERB
fuelectenerg-13355	96	6	as	as	ADP
fuelectenerg-13355	96	7	a	a	DET
fuelectenerg-13355	96	8	very	very	ADV
fuelectenerg-13355	96	9	smart	smart	ADJ
fuelectenerg-13355	96	10	and	and	CCONJ
fuelectenerg-13355	96	11	talented	talented	ADJ
fuelectenerg-13355	96	12	person	person	NOUN
fuelectenerg-13355	96	13	that	that	PRON
fuelectenerg-13355	96	14	spends	spend	VERB
fuelectenerg-13355	96	15	all	all	PRON
fuelectenerg-13355	96	16	of	of	ADP
fuelectenerg-13355	96	17	his	his	PRON
fuelectenerg-13355	96	18	time	time	NOUN
fuelectenerg-13355	96	19	on	on	ADP
fuelectenerg-13355	96	20	studying	study	VERB
fuelectenerg-13355	96	21	and	and	CCONJ
fuelectenerg-13355	96	22	learning	learn	VERB
fuelectenerg-13355	96	23	from	from	ADP
fuelectenerg-13355	96	24	different	different	ADJ
fuelectenerg-13355	96	25	sources	source	NOUN
fuelectenerg-13355	96	26	and	and	CCONJ
fuelectenerg-13355	96	27	now	now	ADV
fuelectenerg-13355	96	28	s	s	VERB
fuelectenerg-13355	96	29	/	/	SYM
fuelectenerg-13355	96	30	he	he	PRON
fuelectenerg-13355	96	31	can	can	AUX
fuelectenerg-13355	96	32	answer	answer	VERB
fuelectenerg-13355	96	33	the	the	DET
fuelectenerg-13355	96	34	person	person	NOUN
fuelectenerg-13355	96	35	’s	’s	PART
fuelectenerg-13355	96	36	questions	question	NOUN
fuelectenerg-13355	96	37	in	in	ADP
fuelectenerg-13355	96	38	different	different	ADJ
fuelectenerg-13355	96	39	realms	realm	NOUN
fuelectenerg-13355	96	40	and	and	CCONJ
fuelectenerg-13355	96	41	in	in	ADP
fuelectenerg-13355	96	42	many	many	ADJ
fuelectenerg-13355	96	43	cases	case	NOUN
fuelectenerg-13355	96	44	helps	help	VERB
fuelectenerg-13355	96	45	the	the	DET
fuelectenerg-13355	96	46	person	person	NOUN
fuelectenerg-13355	96	47	.	.	PUNCT
fuelectenerg-13355	97	1	gradually	gradually	ADV
fuelectenerg-13355	97	2	these	these	DET
fuelectenerg-13355	97	3	models	model	NOUN
fuelectenerg-13355	97	4	learn	learn	VERB
fuelectenerg-13355	97	5	new	new	ADJ
fuelectenerg-13355	97	6	information	information	NOUN
fuelectenerg-13355	97	7	from	from	ADP
fuelectenerg-13355	97	8	this	this	DET
fuelectenerg-13355	97	9	process	process	NOUN
fuelectenerg-13355	97	10	of	of	ADP
fuelectenerg-13355	97	11	asking	ask	VERB
fuelectenerg-13355	97	12	and	and	CCONJ
fuelectenerg-13355	97	13	answering	answering	NOUN
fuelectenerg-13355	97	14	,	,	PUNCT
fuelectenerg-13355	97	15	and	and	CCONJ
fuelectenerg-13355	97	16	gives	give	VERB
fuelectenerg-13355	97	17	better	well	ADJ
fuelectenerg-13355	97	18	answers	answer	NOUN
fuelectenerg-13355	97	19	to	to	ADP
fuelectenerg-13355	97	20	the	the	DET
fuelectenerg-13355	97	21	person	person	NOUN
fuelectenerg-13355	97	22	.	.	PUNCT
fuelectenerg-13355	98	1	the	the	DET
fuelectenerg-13355	98	2	basic	basic	ADJ
fuelectenerg-13355	98	3	structure	structure	NOUN
fuelectenerg-13355	98	4	of	of	ADP
fuelectenerg-13355	98	5	llm	llm	PROPN
fuelectenerg-13355	98	6	has	have	AUX
fuelectenerg-13355	98	7	been	be	AUX
fuelectenerg-13355	98	8	made	make	VERB
fuelectenerg-13355	98	9	based	base	VERB
fuelectenerg-13355	98	10	on	on	ADP
fuelectenerg-13355	98	11	transformers	transformer	NOUN
fuelectenerg-13355	98	12	and	and	CCONJ
fuelectenerg-13355	98	13	this	this	DET
fuelectenerg-13355	98	14	advancement	advancement	NOUN
fuelectenerg-13355	98	15	was	be	AUX
fuelectenerg-13355	98	16	proposed	propose	VERB
fuelectenerg-13355	98	17	in	in	ADP
fuelectenerg-13355	98	18	2017	2017	NUM
fuelectenerg-13355	98	19	and	and	CCONJ
fuelectenerg-13355	98	20	due	due	ADP
fuelectenerg-13355	98	21	to	to	ADP
fuelectenerg-13355	98	22	its	its	PRON
fuelectenerg-13355	98	23	unique	unique	ADJ
fuelectenerg-13355	98	24	efficiency	efficiency	NOUN
fuelectenerg-13355	98	25	,	,	PUNCT
fuelectenerg-13355	98	26	it	it	PRON
fuelectenerg-13355	98	27	has	have	AUX
fuelectenerg-13355	98	28	been	be	AUX
fuelectenerg-13355	98	29	converted	convert	VERB
fuelectenerg-13355	98	30	to	to	ADP
fuelectenerg-13355	98	31	natural	natural	ADJ
fuelectenerg-13355	98	32	language	language	NOUN
fuelectenerg-13355	98	33	processing	processing	NOUN
fuelectenerg-13355	98	34	milestone	milestone	NOUN
fuelectenerg-13355	98	35	at	at	ADP
fuelectenerg-13355	98	36	high	high	ADJ
fuelectenerg-13355	98	37	speed	speed	NOUN
fuelectenerg-13355	98	38	[	[	X
fuelectenerg-13355	98	39	35	35	NUM
fuelectenerg-13355	98	40	]	]	PUNCT
fuelectenerg-13355	98	41	.	.	PUNCT
fuelectenerg-13355	99	1	transformer	transformer	NOUN
fuelectenerg-13355	99	2	model	model	NOUN
fuelectenerg-13355	99	3	is	be	AUX
fuelectenerg-13355	99	4	considered	consider	VERB
fuelectenerg-13355	99	5	as	as	ADP
fuelectenerg-13355	99	6	one	one	NUM
fuelectenerg-13355	99	7	of	of	ADP
fuelectenerg-13355	99	8	the	the	DET
fuelectenerg-13355	99	9	most	most	ADV
fuelectenerg-13355	99	10	important	important	ADJ
fuelectenerg-13355	99	11	elements	element	NOUN
fuelectenerg-13355	99	12	of	of	ADP
fuelectenerg-13355	99	13	llm	llm	PROPN
fuelectenerg-13355	99	14	that	that	PRON
fuelectenerg-13355	99	15	can	can	AUX
fuelectenerg-13355	99	16	be	be	AUX
fuelectenerg-13355	99	17	trained	train	VERB
fuelectenerg-13355	99	18	with	with	ADP
fuelectenerg-13355	99	19	high	high	ADJ
fuelectenerg-13355	99	20	amount	amount	NOUN
fuelectenerg-13355	99	21	of	of	ADP
fuelectenerg-13355	99	22	manifold	manifold	ADJ
fuelectenerg-13355	99	23	data	datum	NOUN
fuelectenerg-13355	99	24	.	.	PUNCT
fuelectenerg-13355	100	1	using	use	VERB
fuelectenerg-13355	100	2	these	these	DET
fuelectenerg-13355	100	3	large	large	ADJ
fuelectenerg-13355	100	4	datasets	dataset	NOUN
fuelectenerg-13355	100	5	causes	cause	VERB
fuelectenerg-13355	100	6	that	that	SCONJ
fuelectenerg-13355	100	7	we	we	PRON
fuelectenerg-13355	100	8	call	call	VERB
fuelectenerg-13355	100	9	them	they	PRON
fuelectenerg-13355	100	10	large	large	ADJ
fuelectenerg-13355	100	11	data	datum	NOUN
fuelectenerg-13355	100	12	.	.	PUNCT
fuelectenerg-13355	101	1	some	some	PRON
fuelectenerg-13355	101	2	of	of	ADP
fuelectenerg-13355	101	3	the	the	DET
fuelectenerg-13355	101	4	key	key	ADJ
fuelectenerg-13355	101	5	usages	usage	NOUN
fuelectenerg-13355	101	6	of	of	ADP
fuelectenerg-13355	101	7	llm	llm	PROPN
fuelectenerg-13355	101	8	models	model	NOUN
fuelectenerg-13355	101	9	include	include	VERB
fuelectenerg-13355	101	10	automatic	automatic	ADJ
fuelectenerg-13355	101	11	content	content	NOUN
fuelectenerg-13355	101	12	producing	produce	VERB
fuelectenerg-13355	101	13	,	,	PUNCT
fuelectenerg-13355	101	14	machine	machine	NOUN
fuelectenerg-13355	101	15	translation	translation	NOUN
fuelectenerg-13355	101	16	,	,	PUNCT
fuelectenerg-13355	101	17	natural	natural	ADJ
fuelectenerg-13355	101	18	language	language	NOUN
fuelectenerg-13355	101	19	processing	processing	NOUN
fuelectenerg-13355	101	20	and	and	CCONJ
fuelectenerg-13355	101	21	answering	answer	VERB
fuelectenerg-13355	101	22	systems	system	NOUN
fuelectenerg-13355	101	23	to	to	ADP
fuelectenerg-13355	101	24	questions	question	NOUN
fuelectenerg-13355	101	25	.	.	PUNCT
fuelectenerg-13355	102	1	llm	llm	PROPN
fuelectenerg-13355	102	2	can	can	AUX
fuelectenerg-13355	102	3	analyze	analyze	VERB
fuelectenerg-13355	102	4	huge	huge	ADJ
fuelectenerg-13355	102	5	amount	amount	NOUN
fuelectenerg-13355	102	6	of	of	ADP
fuelectenerg-13355	102	7	data	datum	NOUN
fuelectenerg-13355	102	8	,	,	PUNCT
fuelectenerg-13355	102	9	learn	learn	VERB
fuelectenerg-13355	102	10	lingual	lingual	NOUN
fuelectenerg-13355	102	11	patterns	pattern	NOUN
fuelectenerg-13355	102	12	enabling	enable	VERB
fuelectenerg-13355	102	13	them	they	PRON
fuelectenerg-13355	102	14	to	to	PART
fuelectenerg-13355	102	15	produce	produce	VERB
fuelectenerg-13355	102	16	logical	logical	ADJ
fuelectenerg-13355	102	17	and	and	CCONJ
fuelectenerg-13355	102	18	meaningful	meaningful	ADJ
fuelectenerg-13355	102	19	sentences	sentence	NOUN
fuelectenerg-13355	102	20	often	often	ADV
fuelectenerg-13355	102	21	can	can	AUX
fuelectenerg-13355	102	22	not	not	PART
fuelectenerg-13355	102	23	be	be	AUX
fuelectenerg-13355	102	24	recognized	recognize	VERB
fuelectenerg-13355	102	25	from	from	ADP
fuelectenerg-13355	102	26	the	the	DET
fuelectenerg-13355	102	27	handwritten	handwritten	ADJ
fuelectenerg-13355	102	28	text	text	NOUN
fuelectenerg-13355	103	1	[	[	X
fuelectenerg-13355	103	2	36	36	NUM
fuelectenerg-13355	103	3	]	]	PUNCT
fuelectenerg-13355	103	4	.	.	PUNCT
fuelectenerg-13355	104	1	some	some	PRON
fuelectenerg-13355	104	2	of	of	ADP
fuelectenerg-13355	104	3	the	the	DET
fuelectenerg-13355	104	4	significant	significant	ADJ
fuelectenerg-13355	104	5	cases	case	NOUN
fuelectenerg-13355	104	6	of	of	ADP
fuelectenerg-13355	104	7	llm	llm	PROPN
fuelectenerg-13355	104	8	are	be	AUX
fuelectenerg-13355	104	9	gpt	gpt	NOUN
fuelectenerg-13355	104	10	[	[	X
fuelectenerg-13355	104	11	37	37	NUM
fuelectenerg-13355	104	12	]	]	PUNCT
fuelectenerg-13355	104	13	developed	develop	VERB
fuelectenerg-13355	104	14	by	by	ADP
fuelectenerg-13355	104	15	openai	openai	NOUN
fuelectenerg-13355	104	16	and	and	CCONJ
fuelectenerg-13355	104	17	bert	bert	NOUN
fuelectenerg-13355	105	1	[	[	X
fuelectenerg-13355	105	2	38	38	NUM
fuelectenerg-13355	105	3	]	]	PUNCT
fuelectenerg-13355	105	4	and	and	CCONJ
fuelectenerg-13355	105	5	t5	t5	PROPN
fuelectenerg-13355	106	1	[	[	X
fuelectenerg-13355	106	2	39	39	NUM
fuelectenerg-13355	106	3	]	]	PUNCT
fuelectenerg-13355	106	4	developed	develop	VERB
fuelectenerg-13355	106	5	by	by	ADP
fuelectenerg-13355	106	6	google	google	PROPN
fuelectenerg-13355	106	7	.	.	PUNCT
fuelectenerg-13355	107	1	these	these	DET
fuelectenerg-13355	107	2	models	model	NOUN
fuelectenerg-13355	107	3	have	have	AUX
fuelectenerg-13355	107	4	learnt	learn	VERB
fuelectenerg-13355	107	5	convoluted	convoluted	ADJ
fuelectenerg-13355	107	6	lingual	lingual	NOUN
fuelectenerg-13355	107	7	patterns	pattern	NOUN
fuelectenerg-13355	107	8	through	through	ADP
fuelectenerg-13355	107	9	analysis	analysis	NOUN
fuelectenerg-13355	107	10	of	of	ADP
fuelectenerg-13355	107	11	large	large	ADJ
fuelectenerg-13355	107	12	amount	amount	NOUN
fuelectenerg-13355	107	13	of	of	ADP
fuelectenerg-13355	107	14	data	datum	NOUN
fuelectenerg-13355	107	15	that	that	PRON
fuelectenerg-13355	107	16	enables	enable	VERB
fuelectenerg-13355	107	17	them	they	PRON
fuelectenerg-13355	107	18	to	to	PART
fuelectenerg-13355	107	19	produce	produce	VERB
fuelectenerg-13355	107	20	sentences	sentence	NOUN
fuelectenerg-13355	107	21	which	which	PRON
fuelectenerg-13355	107	22	are	be	AUX
fuelectenerg-13355	107	23	both	both	ADV
fuelectenerg-13355	107	24	logical	logical	ADJ
fuelectenerg-13355	107	25	and	and	CCONJ
fuelectenerg-13355	107	26	rich	rich	ADJ
fuelectenerg-13355	107	27	-	-	PUNCT
fuelectenerg-13355	107	28	content	content	NOUN
fuelectenerg-13355	107	29	and	and	CCONJ
fuelectenerg-13355	107	30	their	their	PRON
fuelectenerg-13355	107	31	output	output	NOUN
fuelectenerg-13355	107	32	differentiation	differentiation	NOUN
fuelectenerg-13355	107	33	challenges	challenge	VERB
fuelectenerg-13355	107	34	handwritten	handwritten	ADJ
fuelectenerg-13355	107	35	text	text	NOUN
fuelectenerg-13355	107	36	.	.	PUNCT
fuelectenerg-13355	108	1	the	the	DET
fuelectenerg-13355	108	2	main	main	ADJ
fuelectenerg-13355	108	3	benefit	benefit	NOUN
fuelectenerg-13355	108	4	of	of	ADP
fuelectenerg-13355	108	5	these	these	DET
fuelectenerg-13355	108	6	models	model	NOUN
fuelectenerg-13355	108	7	is	be	AUX
fuelectenerg-13355	108	8	their	their	PRON
fuelectenerg-13355	108	9	unique	unique	ADJ
fuelectenerg-13355	108	10	capability	capability	NOUN
fuelectenerg-13355	108	11	in	in	ADP
fuelectenerg-13355	108	12	comprehending	comprehend	VERB
fuelectenerg-13355	108	13	and	and	CCONJ
fuelectenerg-13355	108	14	producing	produce	VERB
fuelectenerg-13355	108	15	a	a	DET
fuelectenerg-13355	108	16	high	high	ADJ
fuelectenerg-13355	108	17	quality	quality	NOUN
fuelectenerg-13355	108	18	text	text	NOUN
fuelectenerg-13355	108	19	in	in	ADP
fuelectenerg-13355	108	20	multiple	multiple	ADJ
fuelectenerg-13355	108	21	languages	language	NOUN
fuelectenerg-13355	108	22	and	and	CCONJ
fuelectenerg-13355	108	23	also	also	ADV
fuelectenerg-13355	108	24	presenting	present	VERB
fuelectenerg-13355	108	25	exact	exact	ADJ
fuelectenerg-13355	108	26	answering	answer	VERB
fuelectenerg-13355	108	27	to	to	ADP
fuelectenerg-13355	108	28	questions	question	NOUN
fuelectenerg-13355	108	29	with	with	ADP
fuelectenerg-13355	108	30	different	different	ADJ
fuelectenerg-13355	108	31	complexities	complexity	NOUN
fuelectenerg-13355	108	32	.	.	PUNCT
fuelectenerg-13355	109	1	therefore	therefore	ADV
fuelectenerg-13355	109	2	,	,	PUNCT
fuelectenerg-13355	109	3	llm	llm	PROPN
fuelectenerg-13355	109	4	have	have	VERB
fuelectenerg-13355	109	5	widespread	widespread	ADJ
fuelectenerg-13355	109	6	applications	application	NOUN
fuelectenerg-13355	109	7	in	in	ADP
fuelectenerg-13355	109	8	the	the	DET
fuelectenerg-13355	109	9	realms	realm	NOUN
fuelectenerg-13355	109	10	like	like	ADP
fuelectenerg-13355	109	11	machine	machine	NOUN
fuelectenerg-13355	109	12	translation	translation	NOUN
fuelectenerg-13355	109	13	,	,	PUNCT
fuelectenerg-13355	109	14	chat	chat	VERB
fuelectenerg-13355	109	15	robots	robot	NOUN
fuelectenerg-13355	109	16	,	,	PUNCT
fuelectenerg-13355	109	17	automatic	automatic	ADJ
fuelectenerg-13355	109	18	content	content	NOUN
fuelectenerg-13355	109	19	producing	produce	VERB
fuelectenerg-13355	109	20	and	and	CCONJ
fuelectenerg-13355	109	21	even	even	ADV
fuelectenerg-13355	109	22	advice	advice	NOUN
fuelectenerg-13355	109	23	systems	system	NOUN
fuelectenerg-13355	109	24	.	.	PUNCT
fuelectenerg-13355	110	1	according	accord	VERB
fuelectenerg-13355	110	2	to	to	ADP
fuelectenerg-13355	110	3	these	these	DET
fuelectenerg-13355	110	4	capabilities	capability	NOUN
fuelectenerg-13355	110	5	,	,	PUNCT
fuelectenerg-13355	110	6	llms	llm	NOUN
fuelectenerg-13355	110	7	are	be	AUX
fuelectenerg-13355	110	8	not	not	PART
fuelectenerg-13355	110	9	only	only	ADV
fuelectenerg-13355	110	10	powerful	powerful	ADJ
fuelectenerg-13355	110	11	devices	device	NOUN
fuelectenerg-13355	110	12	for	for	ADP
fuelectenerg-13355	110	13	natural	natural	ADJ
fuelectenerg-13355	110	14	language	language	NOUN
fuelectenerg-13355	110	15	processing	processing	NOUN
fuelectenerg-13355	110	16	,	,	PUNCT
fuelectenerg-13355	110	17	but	but	CCONJ
fuelectenerg-13355	110	18	they	they	PRON
fuelectenerg-13355	110	19	have	have	AUX
fuelectenerg-13355	110	20	been	be	AUX
fuelectenerg-13355	110	21	considered	consider	VERB
fuelectenerg-13355	110	22	as	as	ADP
fuelectenerg-13355	110	23	key	key	ADJ
fuelectenerg-13355	110	24	elements	element	NOUN
fuelectenerg-13355	110	25	in	in	ADP
fuelectenerg-13355	110	26	developing	develop	VERB
fuelectenerg-13355	110	27	ai	ai	NOUN
fuelectenerg-13355	110	28	-	-	PUNCT
fuelectenerg-13355	110	29	based	base	VERB
fuelectenerg-13355	110	30	technologies	technology	NOUN
fuelectenerg-13355	110	31	.	.	PUNCT
fuelectenerg-13355	111	1	for	for	ADP
fuelectenerg-13355	111	2	using	use	VERB
fuelectenerg-13355	111	3	a	a	DET
fuelectenerg-13355	111	4	llm	llm	NOUN
fuelectenerg-13355	111	5	for	for	ADP
fuelectenerg-13355	111	6	different	different	ADJ
fuelectenerg-13355	111	7	tasks	task	NOUN
fuelectenerg-13355	111	8	,	,	PUNCT
fuelectenerg-13355	111	9	a	a	DET
fuelectenerg-13355	111	10	common	common	ADJ
fuelectenerg-13355	111	11	approach	approach	NOUN
fuelectenerg-13355	111	12	,	,	PUNCT
fuelectenerg-13355	111	13	fine	fine	ADV
fuelectenerg-13355	111	14	-	-	PUNCT
fuelectenerg-13355	111	15	tuning	tune	VERB
fuelectenerg-13355	111	16	a	a	DET
fuelectenerg-13355	111	17	pre	pre	ADJ
fuelectenerg-13355	111	18	-	-	ADJ
fuelectenerg-13355	111	19	trained	train	VERB
fuelectenerg-13355	111	20	model	model	NOUN
fuelectenerg-13355	111	21	on	on	ADP
fuelectenerg-13355	111	22	specific	specific	ADJ
fuelectenerg-13355	111	23	task	task	NOUN
fuelectenerg-13355	111	24	data	datum	NOUN
fuelectenerg-13355	111	25	has	have	AUX
fuelectenerg-13355	111	26	been	be	AUX
fuelectenerg-13355	111	27	proposed	propose	VERB
fuelectenerg-13355	111	28	[	[	X
fuelectenerg-13355	111	29	36][38	36][38	PROPN
fuelectenerg-13355	111	30	]	]	PUNCT
fuelectenerg-13355	111	31	.	.	PUNCT
fuelectenerg-13355	112	1	this	this	DET
fuelectenerg-13355	112	2	fine	fine	ADJ
fuelectenerg-13355	112	3	-	-	PUNCT
fuelectenerg-13355	112	4	tuning	tuning	NOUN
fuelectenerg-13355	112	5	is	be	AUX
fuelectenerg-13355	112	6	vital	vital	ADJ
fuelectenerg-13355	112	7	for	for	ADP
fuelectenerg-13355	112	8	optimizing	optimize	VERB
fuelectenerg-13355	112	9	the	the	DET
fuelectenerg-13355	112	10	performance	performance	NOUN
fuelectenerg-13355	112	11	of	of	ADP
fuelectenerg-13355	112	12	llm	llm	PROPN
fuelectenerg-13355	112	13	in	in	ADP
fuelectenerg-13355	112	14	special	special	ADJ
fuelectenerg-13355	112	15	programs	program	NOUN
fuelectenerg-13355	112	16	.	.	PUNCT
fuelectenerg-13355	113	1	the	the	DET
fuelectenerg-13355	113	2	exact	exact	ADJ
fuelectenerg-13355	113	3	fine	fine	NOUN
fuelectenerg-13355	113	4	-	-	PUNCT
fuelectenerg-13355	113	5	tuning	tune	VERB
fuelectenerg-13355	113	6	a	a	DET
fuelectenerg-13355	113	7	lingual	lingual	NOUN
fuelectenerg-13355	113	8	model	model	NOUN
fuelectenerg-13355	113	9	can	can	AUX
fuelectenerg-13355	113	10	be	be	AUX
fuelectenerg-13355	113	11	computationally	computationally	ADV
fuelectenerg-13355	113	12	intensive	intensive	ADJ
fuelectenerg-13355	113	13	,	,	PUNCT
fuelectenerg-13355	113	14	usually	usually	ADV
fuelectenerg-13355	113	15	requires	require	VERB
fuelectenerg-13355	113	16	updating	update	VERB
fuelectenerg-13355	113	17	all	all	DET
fuelectenerg-13355	113	18	parameters	parameter	NOUN
fuelectenerg-13355	113	19	in	in	ADP
fuelectenerg-13355	113	20	pre	pre	ADJ
fuelectenerg-13355	113	21	-	-	ADJ
fuelectenerg-13355	113	22	trained	train	VERB
fuelectenerg-13355	113	23	model	model	NOUN
fuelectenerg-13355	113	24	and	and	CCONJ
fuelectenerg-13355	113	25	the	the	DET
fuelectenerg-13355	113	26	fine	fine	ADV
fuelectenerg-13355	113	27	-	-	PUNCT
fuelectenerg-13355	113	28	tuned	tune	VERB
fuelectenerg-13355	113	29	model	model	NOUN
fuelectenerg-13355	113	30	can	can	AUX
fuelectenerg-13355	113	31	have	have	VERB
fuelectenerg-13355	113	32	parameters	parameter	NOUN
fuelectenerg-13355	113	33	the	the	DET
fuelectenerg-13355	113	34	same	same	ADJ
fuelectenerg-13355	113	35	as	as	ADP
fuelectenerg-13355	113	36	the	the	DET
fuelectenerg-13355	113	37	key	key	ADJ
fuelectenerg-13355	113	38	model	model	NOUN
fuelectenerg-13355	113	39	[	[	X
fuelectenerg-13355	113	40	40	40	NUM
fuelectenerg-13355	113	41	]	]	PUNCT
fuelectenerg-13355	113	42	.	.	PUNCT
fuelectenerg-13355	114	1	702	702	NUM
fuelectenerg-13355	114	2	h.	h.	PROPN
fuelectenerg-13355	114	3	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	114	4	,	,	PUNCT
fuelectenerg-13355	114	5	a.	a.	NOUN
fuelectenerg-13355	114	6	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	114	7	,	,	PUNCT
fuelectenerg-13355	114	8	m.	m.	NOUN
fuelectenerg-13355	114	9	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	114	10	,	,	PUNCT
fuelectenerg-13355	114	11	m.	m.	NOUN
fuelectenerg-13355	114	12	nooshyar	nooshyar	PROPN
fuelectenerg-13355	114	13	,	,	PUNCT
fuelectenerg-13355	114	14	...	...	PUNCT
fuelectenerg-13355	114	15	5.1	5.1	NUM
fuelectenerg-13355	114	16	fine	fine	ADV
fuelectenerg-13355	114	17	-	-	PUNCT
fuelectenerg-13355	114	18	tuning	tune	VERB
fuelectenerg-13355	114	19	language	language	NOUN
fuelectenerg-13355	114	20	models	model	NOUN
fuelectenerg-13355	114	21	training	train	VERB
fuelectenerg-13355	114	22	a	a	DET
fuelectenerg-13355	114	23	llm	llm	NOUN
fuelectenerg-13355	114	24	at	at	ADP
fuelectenerg-13355	114	25	first	first	ADJ
fuelectenerg-13355	114	26	requires	require	VERB
fuelectenerg-13355	114	27	time	time	NOUN
fuelectenerg-13355	114	28	and	and	CCONJ
fuelectenerg-13355	114	29	considerable	considerable	ADJ
fuelectenerg-13355	114	30	financial	financial	ADJ
fuelectenerg-13355	114	31	resources	resource	NOUN
fuelectenerg-13355	114	32	.	.	PUNCT
fuelectenerg-13355	115	1	using	use	VERB
fuelectenerg-13355	115	2	thousands	thousand	NOUN
fuelectenerg-13355	115	3	of	of	ADP
fuelectenerg-13355	115	4	gpu	gpu	NOUN
fuelectenerg-13355	115	5	can	can	AUX
fuelectenerg-13355	115	6	last	last	VERB
fuelectenerg-13355	115	7	several	several	ADJ
fuelectenerg-13355	115	8	days	day	NOUN
fuelectenerg-13355	116	1	[	[	X
fuelectenerg-13355	116	2	41	41	NUM
fuelectenerg-13355	116	3	]	]	PUNCT
fuelectenerg-13355	116	4	and	and	CCONJ
fuelectenerg-13355	116	5	requires	require	VERB
fuelectenerg-13355	116	6	considerable	considerable	ADJ
fuelectenerg-13355	116	7	financial	financial	ADJ
fuelectenerg-13355	116	8	investment	investment	NOUN
fuelectenerg-13355	117	1	[	[	X
fuelectenerg-13355	117	2	42	42	NUM
fuelectenerg-13355	117	3	]	]	PUNCT
fuelectenerg-13355	117	4	.	.	PUNCT
fuelectenerg-13355	118	1	fine	fine	ADJ
fuelectenerg-13355	118	2	-	-	PUNCT
fuelectenerg-13355	118	3	tuning	tune	VERB
fuelectenerg-13355	118	4	pre	pre	ADJ
fuelectenerg-13355	118	5	-	-	ADJ
fuelectenerg-13355	118	6	trained	train	VERB
fuelectenerg-13355	118	7	models	model	NOUN
fuelectenerg-13355	118	8	has	have	AUX
fuelectenerg-13355	118	9	been	be	AUX
fuelectenerg-13355	118	10	emerged	emerge	VERB
fuelectenerg-13355	118	11	as	as	ADP
fuelectenerg-13355	118	12	an	an	DET
fuelectenerg-13355	118	13	efficient	efficient	ADJ
fuelectenerg-13355	118	14	method	method	NOUN
fuelectenerg-13355	118	15	for	for	ADP
fuelectenerg-13355	118	16	obtaining	obtain	VERB
fuelectenerg-13355	118	17	llm	llm	PROPN
fuelectenerg-13355	118	18	benefits	benefit	NOUN
fuelectenerg-13355	118	19	.	.	PUNCT
fuelectenerg-13355	119	1	for	for	ADP
fuelectenerg-13355	119	2	starting	start	VERB
fuelectenerg-13355	119	3	fine	fine	ADJ
fuelectenerg-13355	119	4	-	-	PUNCT
fuelectenerg-13355	119	5	tuning	tune	VERB
fuelectenerg-13355	119	6	process	process	NOUN
fuelectenerg-13355	119	7	,	,	PUNCT
fuelectenerg-13355	119	8	at	at	ADP
fuelectenerg-13355	119	9	first	first	ADV
fuelectenerg-13355	119	10	a	a	DET
fuelectenerg-13355	119	11	pre	pre	ADJ
fuelectenerg-13355	119	12	-	-	ADJ
fuelectenerg-13355	119	13	trained	train	VERB
fuelectenerg-13355	119	14	language	language	NOUN
fuelectenerg-13355	119	15	model	model	NOUN
fuelectenerg-13355	119	16	like	like	ADP
fuelectenerg-13355	119	17	bert	bert	PROPN
fuelectenerg-13355	119	18	,	,	PUNCT
fuelectenerg-13355	119	19	gpt	gpt	NOUN
fuelectenerg-13355	119	20	or	or	CCONJ
fuelectenerg-13355	119	21	llama	llama	NOUN
fuelectenerg-13355	119	22	is	be	AUX
fuelectenerg-13355	119	23	chosen	choose	VERB
fuelectenerg-13355	119	24	,	,	PUNCT
fuelectenerg-13355	119	25	then	then	ADV
fuelectenerg-13355	119	26	data	datum	NOUN
fuelectenerg-13355	119	27	related	relate	VERB
fuelectenerg-13355	119	28	to	to	ADP
fuelectenerg-13355	119	29	task	task	NOUN
fuelectenerg-13355	119	30	or	or	CCONJ
fuelectenerg-13355	119	31	required	require	VERB
fuelectenerg-13355	119	32	range	range	NOUN
fuelectenerg-13355	119	33	are	be	AUX
fuelectenerg-13355	119	34	gathered	gather	VERB
fuelectenerg-13355	119	35	.	.	PUNCT
fuelectenerg-13355	120	1	these	these	DET
fuelectenerg-13355	120	2	data	datum	NOUN
fuelectenerg-13355	120	3	can	can	AUX
fuelectenerg-13355	120	4	include	include	VERB
fuelectenerg-13355	120	5	texts	text	NOUN
fuelectenerg-13355	120	6	,	,	PUNCT
fuelectenerg-13355	120	7	questions	question	NOUN
fuelectenerg-13355	120	8	and	and	CCONJ
fuelectenerg-13355	120	9	answers	answer	NOUN
fuelectenerg-13355	120	10	or	or	CCONJ
fuelectenerg-13355	120	11	any	any	DET
fuelectenerg-13355	120	12	other	other	ADJ
fuelectenerg-13355	120	13	kind	kind	NOUN
fuelectenerg-13355	120	14	of	of	ADP
fuelectenerg-13355	120	15	information	information	NOUN
fuelectenerg-13355	120	16	and	and	CCONJ
fuelectenerg-13355	120	17	then	then	ADV
fuelectenerg-13355	120	18	model	model	NOUN
fuelectenerg-13355	120	19	parameters	parameter	NOUN
fuelectenerg-13355	120	20	are	be	AUX
fuelectenerg-13355	120	21	fine	fine	ADV
fuelectenerg-13355	120	22	-	-	PUNCT
fuelectenerg-13355	120	23	tuned	tune	VERB
fuelectenerg-13355	120	24	to	to	PART
fuelectenerg-13355	120	25	be	be	AUX
fuelectenerg-13355	120	26	compatible	compatible	ADJ
fuelectenerg-13355	120	27	with	with	ADP
fuelectenerg-13355	120	28	new	new	ADJ
fuelectenerg-13355	120	29	data	datum	NOUN
fuelectenerg-13355	120	30	.	.	PUNCT
fuelectenerg-13355	121	1	this	this	PRON
fuelectenerg-13355	121	2	includes	include	VERB
fuelectenerg-13355	121	3	choosing	choose	VERB
fuelectenerg-13355	121	4	learning	learning	NOUN
fuelectenerg-13355	121	5	rate	rate	NOUN
fuelectenerg-13355	121	6	,	,	PUNCT
fuelectenerg-13355	121	7	the	the	DET
fuelectenerg-13355	121	8	number	number	NOUN
fuelectenerg-13355	121	9	of	of	ADP
fuelectenerg-13355	121	10	training	training	NOUN
fuelectenerg-13355	121	11	courses	course	NOUN
fuelectenerg-13355	121	12	and	and	CCONJ
fuelectenerg-13355	121	13	other	other	ADJ
fuelectenerg-13355	121	14	fine	fine	ADJ
fuelectenerg-13355	121	15	-	-	PUNCT
fuelectenerg-13355	121	16	tunings	tuning	NOUN
fuelectenerg-13355	121	17	and	and	CCONJ
fuelectenerg-13355	121	18	after	after	ADP
fuelectenerg-13355	121	19	that	that	PRON
fuelectenerg-13355	121	20	the	the	DET
fuelectenerg-13355	121	21	model	model	NOUN
fuelectenerg-13355	121	22	is	be	AUX
fuelectenerg-13355	121	23	trained	train	VERB
fuelectenerg-13355	121	24	using	use	VERB
fuelectenerg-13355	121	25	special	special	ADJ
fuelectenerg-13355	121	26	data	datum	NOUN
fuelectenerg-13355	121	27	.	.	PUNCT
fuelectenerg-13355	122	1	this	this	DET
fuelectenerg-13355	122	2	stage	stage	NOUN
fuelectenerg-13355	122	3	includes	include	VERB
fuelectenerg-13355	122	4	several	several	ADJ
fuelectenerg-13355	122	5	training	training	NOUN
fuelectenerg-13355	122	6	courses	course	NOUN
fuelectenerg-13355	122	7	so	so	SCONJ
fuelectenerg-13355	122	8	that	that	SCONJ
fuelectenerg-13355	122	9	the	the	DET
fuelectenerg-13355	122	10	model	model	NOUN
fuelectenerg-13355	122	11	can	can	AUX
fuelectenerg-13355	122	12	be	be	AUX
fuelectenerg-13355	122	13	compatible	compatible	ADJ
fuelectenerg-13355	122	14	with	with	ADP
fuelectenerg-13355	122	15	data	datum	NOUN
fuelectenerg-13355	122	16	so	so	ADV
fuelectenerg-13355	122	17	well	well	ADV
fuelectenerg-13355	122	18	and	and	CCONJ
fuelectenerg-13355	122	19	after	after	ADP
fuelectenerg-13355	122	20	that	that	PRON
fuelectenerg-13355	122	21	the	the	DET
fuelectenerg-13355	122	22	model	model	NOUN
fuelectenerg-13355	122	23	performance	performance	NOUN
fuelectenerg-13355	122	24	on	on	ADP
fuelectenerg-13355	122	25	experimental	experimental	ADJ
fuelectenerg-13355	122	26	data	datum	NOUN
fuelectenerg-13355	122	27	is	be	AUX
fuelectenerg-13355	122	28	evaluated	evaluate	VERB
fuelectenerg-13355	122	29	and	and	CCONJ
fuelectenerg-13355	122	30	when	when	SCONJ
fuelectenerg-13355	122	31	required	require	VERB
fuelectenerg-13355	122	32	,	,	PUNCT
fuelectenerg-13355	122	33	more	more	ADV
fuelectenerg-13355	122	34	fine	fine	ADV
fuelectenerg-13355	122	35	-	-	PUNCT
fuelectenerg-13355	122	36	tuning	tuning	NOUN
fuelectenerg-13355	122	37	is	be	AUX
fuelectenerg-13355	122	38	performed	perform	VERB
fuelectenerg-13355	122	39	[	[	X
fuelectenerg-13355	122	40	43	43	NUM
fuelectenerg-13355	122	41	]	]	PUNCT
fuelectenerg-13355	122	42	.	.	PUNCT
fuelectenerg-13355	123	1	fine	fine	ADJ
fuelectenerg-13355	123	2	-	-	PUNCT
fuelectenerg-13355	123	3	tuning	tuning	NOUN
fuelectenerg-13355	123	4	is	be	AUX
fuelectenerg-13355	123	5	the	the	DET
fuelectenerg-13355	123	6	process	process	NOUN
fuelectenerg-13355	123	7	of	of	ADP
fuelectenerg-13355	123	8	compatibility	compatibility	NOUN
fuelectenerg-13355	123	9	of	of	ADP
fuelectenerg-13355	123	10	a	a	DET
fuelectenerg-13355	123	11	pre	pre	ADJ
fuelectenerg-13355	123	12	-	-	ADJ
fuelectenerg-13355	123	13	trained	train	VERB
fuelectenerg-13355	123	14	model	model	NOUN
fuelectenerg-13355	123	15	with	with	ADP
fuelectenerg-13355	123	16	a	a	DET
fuelectenerg-13355	123	17	special	special	ADJ
fuelectenerg-13355	123	18	task	task	NOUN
fuelectenerg-13355	123	19	by	by	ADP
fuelectenerg-13355	123	20	training	train	VERB
fuelectenerg-13355	123	21	it	it	PRON
fuelectenerg-13355	123	22	on	on	ADP
fuelectenerg-13355	123	23	data	datum	NOUN
fuelectenerg-13355	123	24	related	relate	VERB
fuelectenerg-13355	123	25	to	to	ADP
fuelectenerg-13355	123	26	task	task	NOUN
fuelectenerg-13355	123	27	,	,	PUNCT
fuelectenerg-13355	123	28	and	and	CCONJ
fuelectenerg-13355	123	29	finally	finally	ADV
fuelectenerg-13355	123	30	improves	improve	VERB
fuelectenerg-13355	123	31	it	it	PRON
fuelectenerg-13355	123	32	.	.	PUNCT
fuelectenerg-13355	124	1	this	this	DET
fuelectenerg-13355	124	2	approach	approach	NOUN
fuelectenerg-13355	124	3	has	have	AUX
fuelectenerg-13355	124	4	been	be	AUX
fuelectenerg-13355	124	5	accepted	accept	VERB
fuelectenerg-13355	124	6	widely	widely	ADV
fuelectenerg-13355	124	7	,	,	PUNCT
fuelectenerg-13355	124	8	as	as	SCONJ
fuelectenerg-13355	124	9	this	this	PRON
fuelectenerg-13355	124	10	allows	allow	VERB
fuelectenerg-13355	124	11	the	the	DET
fuelectenerg-13355	124	12	researchers	researcher	NOUN
fuelectenerg-13355	124	13	to	to	PART
fuelectenerg-13355	124	14	use	use	VERB
fuelectenerg-13355	124	15	pre	pre	ADJ
fuelectenerg-13355	124	16	-	-	ADJ
fuelectenerg-13355	124	17	trained	train	VERB
fuelectenerg-13355	124	18	models	model	NOUN
fuelectenerg-13355	124	19	with	with	ADP
fuelectenerg-13355	124	20	general	general	ADJ
fuelectenerg-13355	124	21	aim	aim	NOUN
fuelectenerg-13355	124	22	and	and	CCONJ
fuelectenerg-13355	124	23	design	design	VERB
fuelectenerg-13355	124	24	them	they	PRON
fuelectenerg-13355	124	25	for	for	ADP
fuelectenerg-13355	124	26	meeting	meet	VERB
fuelectenerg-13355	124	27	special	special	ADJ
fuelectenerg-13355	124	28	needs	need	NOUN
fuelectenerg-13355	124	29	.	.	PUNCT
fuelectenerg-13355	125	1	many	many	ADJ
fuelectenerg-13355	125	2	organizations	organization	NOUN
fuelectenerg-13355	125	3	like	like	ADP
fuelectenerg-13355	125	4	meta	meta	X
fuelectenerg-13355	125	5	(	(	PUNCT
fuelectenerg-13355	125	6	facebook	facebook	PROPN
fuelectenerg-13355	125	7	)	)	PUNCT
fuelectenerg-13355	125	8	with	with	ADP
fuelectenerg-13355	125	9	their	their	PRON
fuelectenerg-13355	125	10	llama	llama	NOUN
fuelectenerg-13355	125	11	[	[	X
fuelectenerg-13355	125	12	44	44	NUM
fuelectenerg-13355	125	13	]	]	PUNCT
fuelectenerg-13355	125	14	make	make	VERB
fuelectenerg-13355	125	15	their	their	PRON
fuelectenerg-13355	125	16	pre	pre	ADJ
fuelectenerg-13355	125	17	-	-	ADJ
fuelectenerg-13355	125	18	trained	train	VERB
fuelectenerg-13355	125	19	models	model	NOUN
fuelectenerg-13355	125	20	accessible	accessible	ADJ
fuelectenerg-13355	125	21	to	to	ADP
fuelectenerg-13355	125	22	the	the	DET
fuelectenerg-13355	125	23	public	public	NOUN
fuelectenerg-13355	125	24	.	.	PUNCT
fuelectenerg-13355	126	1	this	this	DET
fuelectenerg-13355	126	2	pre	pre	ADJ
fuelectenerg-13355	126	3	-	-	ADJ
fuelectenerg-13355	126	4	trained	train	VERB
fuelectenerg-13355	126	5	models	model	NOUN
fuelectenerg-13355	126	6	accessible	accessible	ADJ
fuelectenerg-13355	126	7	to	to	ADP
fuelectenerg-13355	126	8	the	the	DET
fuelectenerg-13355	126	9	public	public	NOUN
fuelectenerg-13355	126	10	can	can	AUX
fuelectenerg-13355	126	11	be	be	AUX
fuelectenerg-13355	126	12	fine	fine	ADV
fuelectenerg-13355	126	13	-	-	PUNCT
fuelectenerg-13355	126	14	tuned	tune	VERB
fuelectenerg-13355	126	15	with	with	ADP
fuelectenerg-13355	126	16	different	different	ADJ
fuelectenerg-13355	126	17	downstream	downstream	ADJ
fuelectenerg-13355	126	18	tasks	task	NOUN
fuelectenerg-13355	126	19	and	and	CCONJ
fuelectenerg-13355	126	20	using	use	VERB
fuelectenerg-13355	126	21	fine	fine	ADV
fuelectenerg-13355	126	22	-	-	PUNCT
fuelectenerg-13355	126	23	tuning	tuning	NOUN
fuelectenerg-13355	126	24	convert	convert	VERB
fuelectenerg-13355	126	25	them	they	PRON
fuelectenerg-13355	126	26	to	to	ADP
fuelectenerg-13355	126	27	the	the	DET
fuelectenerg-13355	126	28	most	most	ADV
fuelectenerg-13355	126	29	practical	practical	ADJ
fuelectenerg-13355	126	30	way	way	NOUN
fuelectenerg-13355	126	31	for	for	ADP
fuelectenerg-13355	126	32	using	use	VERB
fuelectenerg-13355	126	33	llm	llm	PROPN
fuelectenerg-13355	126	34	benefits	benefit	NOUN
fuelectenerg-13355	126	35	.	.	PUNCT
fuelectenerg-13355	127	1	however	however	ADV
fuelectenerg-13355	127	2	,	,	PUNCT
fuelectenerg-13355	127	3	the	the	DET
fuelectenerg-13355	127	4	complete	complete	ADJ
fuelectenerg-13355	127	5	fine	fine	NOUN
fuelectenerg-13355	127	6	-	-	PUNCT
fuelectenerg-13355	127	7	tuning	tuning	NOUN
fuelectenerg-13355	127	8	of	of	ADP
fuelectenerg-13355	127	9	llm	llm	PROPN
fuelectenerg-13355	127	10	is	be	AUX
fuelectenerg-13355	127	11	computationally	computationally	ADV
fuelectenerg-13355	127	12	expensive	expensive	ADJ
fuelectenerg-13355	127	13	,	,	PUNCT
fuelectenerg-13355	127	14	as	as	SCONJ
fuelectenerg-13355	127	15	it	it	PRON
fuelectenerg-13355	127	16	needs	need	VERB
fuelectenerg-13355	127	17	updating	update	VERB
fuelectenerg-13355	127	18	all	all	DET
fuelectenerg-13355	127	19	model	model	NOUN
fuelectenerg-13355	127	20	parameters	parameter	NOUN
fuelectenerg-13355	127	21	.	.	PUNCT
fuelectenerg-13355	128	1	6	6	X
fuelectenerg-13355	128	2	.	.	NUM
fuelectenerg-13355	128	3	used	use	VERB
fuelectenerg-13355	128	4	dataset	dataset	NOUN
fuelectenerg-13355	128	5	in	in	ADP
fuelectenerg-13355	128	6	this	this	DET
fuelectenerg-13355	128	7	research	research	NOUN
fuelectenerg-13355	128	8	the	the	DET
fuelectenerg-13355	128	9	dataset	dataset	NOUN
fuelectenerg-13355	128	10	used	use	VERB
fuelectenerg-13355	128	11	in	in	ADP
fuelectenerg-13355	128	12	this	this	DET
fuelectenerg-13355	128	13	study	study	NOUN
fuelectenerg-13355	128	14	is	be	AUX
fuelectenerg-13355	128	15	known	know	VERB
fuelectenerg-13355	128	16	as	as	ADP
fuelectenerg-13355	128	17	the	the	DET
fuelectenerg-13355	128	18	english	english	ADJ
fuelectenerg-13355	128	19	handwritten	handwritten	ADJ
fuelectenerg-13355	128	20	line	line	NOUN
fuelectenerg-13355	128	21	dataset	dataset	VERB
fuelectenerg-13355	128	22	.	.	PUNCT
fuelectenerg-13355	129	1	it	it	PRON
fuelectenerg-13355	129	2	comprises	comprise	VERB
fuelectenerg-13355	129	3	approximately	approximately	ADV
fuelectenerg-13355	129	4	400	400	NUM
fuelectenerg-13355	129	5	images	image	NOUN
fuelectenerg-13355	129	6	of	of	ADP
fuelectenerg-13355	129	7	handwritten	handwritten	ADJ
fuelectenerg-13355	129	8	lines	line	NOUN
fuelectenerg-13355	129	9	in	in	ADP
fuelectenerg-13355	129	10	english	english	PROPN
fuelectenerg-13355	129	11	,	,	PUNCT
fuelectenerg-13355	129	12	which	which	PRON
fuelectenerg-13355	129	13	are	be	AUX
fuelectenerg-13355	129	14	utilized	utilize	VERB
fuelectenerg-13355	129	15	to	to	PART
fuelectenerg-13355	129	16	train	train	VERB
fuelectenerg-13355	129	17	and	and	CCONJ
fuelectenerg-13355	129	18	evaluate	evaluate	VERB
fuelectenerg-13355	129	19	machine	machine	NOUN
fuelectenerg-13355	129	20	learning	learning	NOUN
fuelectenerg-13355	129	21	and	and	CCONJ
fuelectenerg-13355	129	22	computer	computer	NOUN
fuelectenerg-13355	129	23	vision	vision	NOUN
fuelectenerg-13355	129	24	models	model	NOUN
fuelectenerg-13355	129	25	related	relate	VERB
fuelectenerg-13355	129	26	to	to	ADP
fuelectenerg-13355	129	27	handwritten	handwritten	ADJ
fuelectenerg-13355	129	28	text	text	NOUN
fuelectenerg-13355	129	29	recognition	recognition	NOUN
fuelectenerg-13355	129	30	.	.	PUNCT
fuelectenerg-13355	130	1	this	this	DET
fuelectenerg-13355	130	2	dataset	dataset	NOUN
fuelectenerg-13355	130	3	features	feature	VERB
fuelectenerg-13355	130	4	images	image	NOUN
fuelectenerg-13355	130	5	of	of	ADP
fuelectenerg-13355	130	6	handwritten	handwritten	ADJ
fuelectenerg-13355	130	7	text	text	NOUN
fuelectenerg-13355	130	8	created	create	VERB
fuelectenerg-13355	130	9	by	by	ADP
fuelectenerg-13355	130	10	different	different	ADJ
fuelectenerg-13355	130	11	individuals	individual	NOUN
fuelectenerg-13355	130	12	,	,	PUNCT
fuelectenerg-13355	130	13	each	each	PRON
fuelectenerg-13355	130	14	accompanied	accompany	VERB
fuelectenerg-13355	130	15	by	by	ADP
fuelectenerg-13355	130	16	labels	label	NOUN
fuelectenerg-13355	130	17	corresponding	correspond	VERB
fuelectenerg-13355	130	18	to	to	ADP
fuelectenerg-13355	130	19	the	the	DET
fuelectenerg-13355	130	20	content	content	NOUN
fuelectenerg-13355	130	21	of	of	ADP
fuelectenerg-13355	130	22	the	the	DET
fuelectenerg-13355	130	23	images	image	NOUN
fuelectenerg-13355	130	24	.	.	PUNCT
fuelectenerg-13355	131	1	the	the	DET
fuelectenerg-13355	131	2	dataset	dataset	NOUN
fuelectenerg-13355	131	3	is	be	AUX
fuelectenerg-13355	131	4	particularly	particularly	ADV
fuelectenerg-13355	131	5	effective	effective	ADJ
fuelectenerg-13355	131	6	for	for	ADP
fuelectenerg-13355	131	7	training	train	VERB
fuelectenerg-13355	131	8	deep	deep	ADJ
fuelectenerg-13355	131	9	learning	learning	NOUN
fuelectenerg-13355	131	10	models	model	NOUN
fuelectenerg-13355	131	11	,	,	PUNCT
fuelectenerg-13355	131	12	such	such	ADJ
fuelectenerg-13355	131	13	as	as	ADP
fuelectenerg-13355	131	14	convolutional	convolutional	ADJ
fuelectenerg-13355	131	15	neural	neural	ADJ
fuelectenerg-13355	131	16	networks	network	NOUN
fuelectenerg-13355	131	17	(	(	PUNCT
fuelectenerg-13355	131	18	cnns	cnns	PROPN
fuelectenerg-13355	131	19	)	)	PUNCT
fuelectenerg-13355	131	20	and	and	CCONJ
fuelectenerg-13355	131	21	recurrent	recurrent	ADJ
fuelectenerg-13355	131	22	neural	neural	ADJ
fuelectenerg-13355	131	23	networks	network	NOUN
fuelectenerg-13355	131	24	(	(	PUNCT
fuelectenerg-13355	131	25	rnns	rnns	PROPN
fuelectenerg-13355	131	26	)	)	PUNCT
fuelectenerg-13355	131	27	like	like	ADP
fuelectenerg-13355	131	28	lstm	lstm	NOUN
fuelectenerg-13355	131	29	(	(	PUNCT
fuelectenerg-13355	131	30	long	long	ADJ
fuelectenerg-13355	131	31	shortterm	shortterm	PROPN
fuelectenerg-13355	131	32	memory	memory	NOUN
fuelectenerg-13355	131	33	)	)	PUNCT
fuelectenerg-13355	131	34	,	,	PUNCT
fuelectenerg-13355	131	35	to	to	PART
fuelectenerg-13355	131	36	transform	transform	VERB
fuelectenerg-13355	131	37	handwritten	handwritten	ADJ
fuelectenerg-13355	131	38	text	text	NOUN
fuelectenerg-13355	131	39	into	into	ADP
fuelectenerg-13355	131	40	digital	digital	ADJ
fuelectenerg-13355	131	41	text	text	NOUN
fuelectenerg-13355	131	42	.	.	PUNCT
fuelectenerg-13355	132	1	by	by	ADP
fuelectenerg-13355	132	2	leveraging	leverage	VERB
fuelectenerg-13355	132	3	this	this	DET
fuelectenerg-13355	132	4	dataset	dataset	NOUN
fuelectenerg-13355	132	5	,	,	PUNCT
fuelectenerg-13355	132	6	models	model	NOUN
fuelectenerg-13355	132	7	can	can	AUX
fuelectenerg-13355	132	8	be	be	AUX
fuelectenerg-13355	132	9	developed	develop	VERB
fuelectenerg-13355	132	10	to	to	PART
fuelectenerg-13355	132	11	comprehend	comprehend	VERB
fuelectenerg-13355	132	12	handwritten	handwritten	ADJ
fuelectenerg-13355	132	13	text	text	NOUN
fuelectenerg-13355	132	14	and	and	CCONJ
fuelectenerg-13355	132	15	apply	apply	VERB
fuelectenerg-13355	132	16	it	it	PRON
fuelectenerg-13355	132	17	in	in	ADP
fuelectenerg-13355	132	18	natural	natural	ADJ
fuelectenerg-13355	132	19	language	language	NOUN
fuelectenerg-13355	132	20	processing	processing	NOUN
fuelectenerg-13355	132	21	(	(	PUNCT
fuelectenerg-13355	132	22	nlp	nlp	NOUN
fuelectenerg-13355	132	23	)	)	PUNCT
fuelectenerg-13355	132	24	tasks	task	NOUN
fuelectenerg-13355	132	25	such	such	ADJ
fuelectenerg-13355	132	26	as	as	ADP
fuelectenerg-13355	132	27	translation	translation	NOUN
fuelectenerg-13355	132	28	,	,	PUNCT
fuelectenerg-13355	132	29	summarization	summarization	NOUN
fuelectenerg-13355	132	30	,	,	PUNCT
fuelectenerg-13355	132	31	and	and	CCONJ
fuelectenerg-13355	132	32	text	text	NOUN
fuelectenerg-13355	132	33	analysis	analysis	NOUN
fuelectenerg-13355	132	34	.	.	PUNCT
fuelectenerg-13355	133	1	furthermore	furthermore	ADV
fuelectenerg-13355	133	2	,	,	PUNCT
fuelectenerg-13355	133	3	this	this	DET
fuelectenerg-13355	133	4	dataset	dataset	NOUN
fuelectenerg-13355	133	5	serves	serve	VERB
fuelectenerg-13355	133	6	to	to	PART
fuelectenerg-13355	133	7	enhance	enhance	VERB
fuelectenerg-13355	133	8	optical	optical	ADJ
fuelectenerg-13355	133	9	character	character	NOUN
fuelectenerg-13355	133	10	recognition	recognition	NOUN
fuelectenerg-13355	133	11	(	(	PUNCT
fuelectenerg-13355	133	12	ocr	ocr	NOUN
fuelectenerg-13355	133	13	)	)	PUNCT
fuelectenerg-13355	133	14	systems	system	NOUN
fuelectenerg-13355	133	15	that	that	PRON
fuelectenerg-13355	133	16	convert	convert	VERB
fuelectenerg-13355	133	17	handwritten	handwritten	ADJ
fuelectenerg-13355	133	18	text	text	NOUN
fuelectenerg-13355	133	19	into	into	ADP
fuelectenerg-13355	133	20	digital	digital	ADJ
fuelectenerg-13355	133	21	formats	format	NOUN
fuelectenerg-13355	133	22	.	.	PUNCT
fuelectenerg-13355	134	1	it	it	PRON
fuelectenerg-13355	134	2	is	be	AUX
fuelectenerg-13355	134	3	widely	widely	ADV
fuelectenerg-13355	134	4	regarded	regard	VERB
fuelectenerg-13355	134	5	as	as	ADP
fuelectenerg-13355	134	6	a	a	DET
fuelectenerg-13355	134	7	standard	standard	ADJ
fuelectenerg-13355	134	8	data	datum	NOUN
fuelectenerg-13355	134	9	source	source	NOUN
fuelectenerg-13355	134	10	for	for	ADP
fuelectenerg-13355	134	11	both	both	DET
fuelectenerg-13355	134	12	training	training	NOUN
fuelectenerg-13355	134	13	and	and	CCONJ
fuelectenerg-13355	134	14	evaluating	evaluate	VERB
fuelectenerg-13355	134	15	various	various	ADJ
fuelectenerg-13355	134	16	machine	machine	NOUN
fuelectenerg-13355	134	17	learning	learning	NOUN
fuelectenerg-13355	134	18	and	and	CCONJ
fuelectenerg-13355	134	19	deep	deep	ADJ
fuelectenerg-13355	134	20	learning	learning	NOUN
fuelectenerg-13355	134	21	models	model	NOUN
fuelectenerg-13355	134	22	within	within	ADP
fuelectenerg-13355	134	23	the	the	DET
fuelectenerg-13355	134	24	field	field	NOUN
fuelectenerg-13355	134	25	of	of	ADP
fuelectenerg-13355	134	26	handwritten	handwritten	ADJ
fuelectenerg-13355	134	27	text	text	NOUN
fuelectenerg-13355	134	28	recognition	recognition	NOUN
fuelectenerg-13355	134	29	.	.	PUNCT
fuelectenerg-13355	135	1	each	each	DET
fuelectenerg-13355	135	2	image	image	NOUN
fuelectenerg-13355	135	3	in	in	ADP
fuelectenerg-13355	135	4	the	the	DET
fuelectenerg-13355	135	5	dataset	dataset	NOUN
fuelectenerg-13355	135	6	is	be	AUX
fuelectenerg-13355	135	7	paired	pair	VERB
fuelectenerg-13355	135	8	with	with	ADP
fuelectenerg-13355	135	9	a	a	DET
fuelectenerg-13355	135	10	text	text	NOUN
fuelectenerg-13355	135	11	file	file	NOUN
fuelectenerg-13355	135	12	that	that	PRON
fuelectenerg-13355	135	13	contains	contain	VERB
fuelectenerg-13355	135	14	the	the	DET
fuelectenerg-13355	135	15	corresponding	correspond	VERB
fuelectenerg-13355	135	16	text	text	NOUN
fuelectenerg-13355	135	17	,	,	PUNCT
fuelectenerg-13355	135	18	which	which	PRON
fuelectenerg-13355	135	19	can	can	AUX
fuelectenerg-13355	135	20	be	be	AUX
fuelectenerg-13355	135	21	used	use	VERB
fuelectenerg-13355	135	22	to	to	PART
fuelectenerg-13355	135	23	train	train	VERB
fuelectenerg-13355	135	24	models	model	NOUN
fuelectenerg-13355	135	25	effectively	effectively	ADV
fuelectenerg-13355	135	26	.	.	PUNCT
fuelectenerg-13355	136	1	the	the	DET
fuelectenerg-13355	136	2	diversity	diversity	NOUN
fuelectenerg-13355	136	3	of	of	ADP
fuelectenerg-13355	136	4	examples	example	NOUN
fuelectenerg-13355	136	5	within	within	ADP
fuelectenerg-13355	136	6	this	this	DET
fuelectenerg-13355	136	7	dataset	dataset	ADJ
fuelectenerg-13355	136	8	aids	aid	NOUN
fuelectenerg-13355	136	9	in	in	ADP
fuelectenerg-13355	136	10	improving	improve	VERB
fuelectenerg-13355	136	11	the	the	DET
fuelectenerg-13355	136	12	accuracy	accuracy	NOUN
fuelectenerg-13355	136	13	and	and	CCONJ
fuelectenerg-13355	136	14	efficiency	efficiency	NOUN
fuelectenerg-13355	136	15	of	of	ADP
fuelectenerg-13355	136	16	handwritten	handwritten	ADJ
fuelectenerg-13355	136	17	text	text	NOUN
fuelectenerg-13355	136	18	recognition	recognition	NOUN
fuelectenerg-13355	136	19	systems	system	NOUN
fuelectenerg-13355	136	20	.	.	PUNCT
fuelectenerg-13355	137	1	an	an	DET
fuelectenerg-13355	137	2	example	example	NOUN
fuelectenerg-13355	137	3	of	of	ADP
fuelectenerg-13355	137	4	these	these	DET
fuelectenerg-13355	137	5	images	image	NOUN
fuelectenerg-13355	137	6	can	can	AUX
fuelectenerg-13355	137	7	be	be	AUX
fuelectenerg-13355	137	8	seen	see	VERB
fuelectenerg-13355	137	9	in	in	ADP
fuelectenerg-13355	137	10	figure	figure	NOUN
fuelectenerg-13355	137	11	1	1	NUM
fuelectenerg-13355	137	12	.	.	PUNCT
fuelectenerg-13355	137	13	fig	fig	NOUN
fuelectenerg-13355	137	14	.	.	PUNCT
fuelectenerg-13355	138	1	1	1	NUM
fuelectenerg-13355	138	2	an	an	DET
fuelectenerg-13355	138	3	example	example	NOUN
fuelectenerg-13355	138	4	image	image	NOUN
fuelectenerg-13355	138	5	of	of	ADP
fuelectenerg-13355	138	6	the	the	DET
fuelectenerg-13355	138	7	english	english	ADJ
fuelectenerg-13355	138	8	handwritten	handwritten	ADJ
fuelectenerg-13355	138	9	line	line	NOUN
fuelectenerg-13355	138	10	dataset	dataset	VERB
fuelectenerg-13355	138	11	a	a	DET
fuelectenerg-13355	138	12	structure	structure	NOUN
fuelectenerg-13355	138	13	based	base	VERB
fuelectenerg-13355	138	14	on	on	ADP
fuelectenerg-13355	138	15	trocr	trocr	ADJ
fuelectenerg-13355	138	16	transformer	transformer	NOUN
fuelectenerg-13355	138	17	and	and	CCONJ
fuelectenerg-13355	138	18	large	large	ADJ
fuelectenerg-13355	138	19	language	language	NOUN
fuelectenerg-13355	138	20	model	model	NOUN
fuelectenerg-13355	138	21	for	for	ADP
fuelectenerg-13355	138	22	classification	classification	NOUN
fuelectenerg-13355	138	23	of	of	ADP
fuelectenerg-13355	138	24	....	....	PUNCT
fuelectenerg-13355	138	25	703	703	NUM
fuelectenerg-13355	138	26	this	this	DET
fuelectenerg-13355	138	27	dataset	dataset	NOUN
fuelectenerg-13355	138	28	can	can	AUX
fuelectenerg-13355	138	29	be	be	AUX
fuelectenerg-13355	138	30	combined	combine	VERB
fuelectenerg-13355	138	31	with	with	SCONJ
fuelectenerg-13355	138	32	the	the	DET
fuelectenerg-13355	138	33	iam	iam	PROPN
fuelectenerg-13355	138	34	dataset	dataset	VERB
fuelectenerg-13355	139	1	[	[	X
fuelectenerg-13355	139	2	45	45	NUM
fuelectenerg-13355	139	3	]	]	PUNCT
fuelectenerg-13355	139	4	to	to	PART
fuelectenerg-13355	139	5	create	create	VERB
fuelectenerg-13355	139	6	a	a	DET
fuelectenerg-13355	139	7	real	real	ADJ
fuelectenerg-13355	139	8	-	-	PUNCT
fuelectenerg-13355	139	9	time	time	NOUN
fuelectenerg-13355	139	10	handwriting	handwriting	NOUN
fuelectenerg-13355	139	11	recognition	recognition	NOUN
fuelectenerg-13355	139	12	system	system	NOUN
fuelectenerg-13355	139	13	.	.	PUNCT
fuelectenerg-13355	140	1	to	to	PART
fuelectenerg-13355	140	2	use	use	VERB
fuelectenerg-13355	140	3	this	this	DET
fuelectenerg-13355	140	4	dataset	dataset	NOUN
fuelectenerg-13355	140	5	,	,	PUNCT
fuelectenerg-13355	140	6	you	you	PRON
fuelectenerg-13355	140	7	can	can	AUX
fuelectenerg-13355	140	8	visit	visit	VERB
fuelectenerg-13355	140	9	the	the	DET
fuelectenerg-13355	140	10	kaggle	kaggle	ADJ
fuelectenerg-13355	140	11	site	site	NOUN
fuelectenerg-13355	140	12	or	or	CCONJ
fuelectenerg-13355	140	13	github	github	NOUN
fuelectenerg-13355	140	14	by	by	ADP
fuelectenerg-13355	140	15	following	follow	VERB
fuelectenerg-13355	140	16	the	the	DET
fuelectenerg-13355	140	17	links	link	NOUN
fuelectenerg-13355	140	18	[	[	X
fuelectenerg-13355	140	19	46	46	NUM
fuelectenerg-13355	140	20	]	]	PUNCT
fuelectenerg-13355	140	21	and	and	CCONJ
fuelectenerg-13355	140	22	[	[	X
fuelectenerg-13355	140	23	47	47	NUM
fuelectenerg-13355	140	24	]	]	PUNCT
fuelectenerg-13355	140	25	.	.	PUNCT
fuelectenerg-13355	141	1	7	7	NUM
fuelectenerg-13355	141	2	-	-	NUM
fuelectenerg-13355	141	3	the	the	DET
fuelectenerg-13355	141	4	proposed	propose	VERB
fuelectenerg-13355	141	5	structure	structure	NOUN
fuelectenerg-13355	141	6	in	in	ADP
fuelectenerg-13355	141	7	this	this	DET
fuelectenerg-13355	141	8	research	research	NOUN
fuelectenerg-13355	141	9	the	the	DET
fuelectenerg-13355	141	10	methods	method	NOUN
fuelectenerg-13355	141	11	proposed	propose	VERB
fuelectenerg-13355	141	12	so	so	ADV
fuelectenerg-13355	141	13	far	far	ADV
fuelectenerg-13355	141	14	about	about	ADP
fuelectenerg-13355	141	15	printed	printed	ADJ
fuelectenerg-13355	141	16	and	and	CCONJ
fuelectenerg-13355	141	17	handwritten	handwritten	ADJ
fuelectenerg-13355	141	18	text	text	NOUN
fuelectenerg-13355	141	19	content	content	NOUN
fuelectenerg-13355	141	20	typically	typically	ADV
fuelectenerg-13355	141	21	have	have	AUX
fuelectenerg-13355	141	22	used	use	VERB
fuelectenerg-13355	141	23	traditional	traditional	ADJ
fuelectenerg-13355	141	24	methods	method	NOUN
fuelectenerg-13355	141	25	and	and	CCONJ
fuelectenerg-13355	141	26	llm	llm	PROPN
fuelectenerg-13355	141	27	and	and	CCONJ
fuelectenerg-13355	141	28	trocr	trocr	NOUN
fuelectenerg-13355	141	29	has	have	AUX
fuelectenerg-13355	141	30	not	not	PART
fuelectenerg-13355	141	31	been	be	AUX
fuelectenerg-13355	141	32	used	use	VERB
fuelectenerg-13355	141	33	in	in	ADP
fuelectenerg-13355	141	34	combination	combination	NOUN
fuelectenerg-13355	141	35	.	.	PUNCT
fuelectenerg-13355	142	1	meanwhile	meanwhile	ADV
fuelectenerg-13355	142	2	by	by	ADP
fuelectenerg-13355	142	3	developing	develop	VERB
fuelectenerg-13355	142	4	deep	deep	ADJ
fuelectenerg-13355	142	5	learning	learning	NOUN
fuelectenerg-13355	142	6	methods	method	NOUN
fuelectenerg-13355	142	7	and	and	CCONJ
fuelectenerg-13355	142	8	using	use	VERB
fuelectenerg-13355	142	9	pre	pre	ADJ
fuelectenerg-13355	142	10	-	-	ADJ
fuelectenerg-13355	142	11	trained	train	VERB
fuelectenerg-13355	142	12	models	model	NOUN
fuelectenerg-13355	142	13	and	and	CCONJ
fuelectenerg-13355	142	14	also	also	ADV
fuelectenerg-13355	142	15	using	use	VERB
fuelectenerg-13355	142	16	llms	llm	NOUN
fuelectenerg-13355	142	17	speed	speed	NOUN
fuelectenerg-13355	142	18	and	and	CCONJ
fuelectenerg-13355	142	19	productivity	productivity	NOUN
fuelectenerg-13355	142	20	have	have	AUX
fuelectenerg-13355	142	21	been	be	AUX
fuelectenerg-13355	142	22	progressed	progress	VERB
fuelectenerg-13355	142	23	in	in	ADP
fuelectenerg-13355	142	24	many	many	ADJ
fuelectenerg-13355	142	25	cases	case	NOUN
fuelectenerg-13355	142	26	.	.	PUNCT
fuelectenerg-13355	143	1	nowadays	nowadays	ADV
fuelectenerg-13355	143	2	most	most	ADJ
fuelectenerg-13355	143	3	of	of	ADP
fuelectenerg-13355	143	4	the	the	DET
fuelectenerg-13355	143	5	texts	text	NOUN
fuelectenerg-13355	143	6	are	be	AUX
fuelectenerg-13355	143	7	obtained	obtain	VERB
fuelectenerg-13355	143	8	in	in	ADP
fuelectenerg-13355	143	9	film	film	NOUN
fuelectenerg-13355	143	10	-	-	PUNCT
fuelectenerg-13355	143	11	taking	take	VERB
fuelectenerg-13355	143	12	mode	mode	NOUN
fuelectenerg-13355	143	13	that	that	PRON
fuelectenerg-13355	143	14	are	be	AUX
fuelectenerg-13355	143	15	required	require	VERB
fuelectenerg-13355	143	16	to	to	PART
fuelectenerg-13355	143	17	be	be	AUX
fuelectenerg-13355	143	18	processed	process	VERB
fuelectenerg-13355	143	19	and	and	CCONJ
fuelectenerg-13355	143	20	even	even	ADV
fuelectenerg-13355	143	21	corrected	correct	VERB
fuelectenerg-13355	143	22	before	before	ADP
fuelectenerg-13355	143	23	entering	enter	VERB
fuelectenerg-13355	143	24	llm	llm	NOUN
fuelectenerg-13355	143	25	so	so	SCONJ
fuelectenerg-13355	143	26	that	that	SCONJ
fuelectenerg-13355	143	27	they	they	PRON
fuelectenerg-13355	143	28	can	can	AUX
fuelectenerg-13355	143	29	be	be	AUX
fuelectenerg-13355	143	30	categorized	categorize	VERB
fuelectenerg-13355	143	31	correctly	correctly	ADV
fuelectenerg-13355	143	32	.	.	PUNCT
fuelectenerg-13355	144	1	in	in	ADP
fuelectenerg-13355	144	2	this	this	DET
fuelectenerg-13355	144	3	research	research	NOUN
fuelectenerg-13355	144	4	a	a	DET
fuelectenerg-13355	144	5	structure	structure	NOUN
fuelectenerg-13355	144	6	based	base	VERB
fuelectenerg-13355	144	7	on	on	ADP
fuelectenerg-13355	144	8	trocr	trocr	NOUN
fuelectenerg-13355	144	9	and	and	CCONJ
fuelectenerg-13355	144	10	llm	llm	PROPN
fuelectenerg-13355	144	11	has	have	AUX
fuelectenerg-13355	144	12	been	be	AUX
fuelectenerg-13355	144	13	proposed	propose	VERB
fuelectenerg-13355	144	14	that	that	SCONJ
fuelectenerg-13355	144	15	the	the	DET
fuelectenerg-13355	144	16	main	main	ADJ
fuelectenerg-13355	144	17	aim	aim	NOUN
fuelectenerg-13355	144	18	of	of	ADP
fuelectenerg-13355	144	19	this	this	DET
fuelectenerg-13355	144	20	research	research	NOUN
fuelectenerg-13355	144	21	is	be	AUX
fuelectenerg-13355	144	22	extracting	extract	VERB
fuelectenerg-13355	144	23	text	text	NOUN
fuelectenerg-13355	144	24	from	from	ADP
fuelectenerg-13355	144	25	existing	exist	VERB
fuelectenerg-13355	144	26	images	image	NOUN
fuelectenerg-13355	144	27	in	in	ADP
fuelectenerg-13355	144	28	an	an	DET
fuelectenerg-13355	144	29	english	english	ADJ
fuelectenerg-13355	144	30	handwritten	handwritten	ADJ
fuelectenerg-13355	144	31	line	line	NOUN
fuelectenerg-13355	144	32	dataset	dataset	VERB
fuelectenerg-13355	144	33	by	by	ADP
fuelectenerg-13355	144	34	using	use	VERB
fuelectenerg-13355	144	35	pre	pre	ADJ
fuelectenerg-13355	144	36	-	-	ADJ
fuelectenerg-13355	144	37	trained	train	VERB
fuelectenerg-13355	144	38	models	model	NOUN
fuelectenerg-13355	144	39	.	.	PUNCT
fuelectenerg-13355	145	1	table	table	NOUN
fuelectenerg-13355	145	2	1	1	NUM
fuelectenerg-13355	145	3	outlines	outline	VERB
fuelectenerg-13355	145	4	the	the	DET
fuelectenerg-13355	145	5	pre	pre	ADJ
fuelectenerg-13355	145	6	-	-	ADJ
fuelectenerg-13355	145	7	trained	train	VERB
fuelectenerg-13355	145	8	models	model	NOUN
fuelectenerg-13355	145	9	utilized	utilize	VERB
fuelectenerg-13355	145	10	in	in	ADP
fuelectenerg-13355	145	11	this	this	DET
fuelectenerg-13355	145	12	study	study	NOUN
fuelectenerg-13355	145	13	along	along	ADP
fuelectenerg-13355	145	14	with	with	ADP
fuelectenerg-13355	145	15	their	their	PRON
fuelectenerg-13355	145	16	respective	respective	ADJ
fuelectenerg-13355	145	17	characteristics	characteristic	NOUN
fuelectenerg-13355	145	18	.	.	PUNCT
fuelectenerg-13355	146	1	table	table	NOUN
fuelectenerg-13355	146	2	1	1	NUM
fuelectenerg-13355	146	3	pre	pre	ADJ
fuelectenerg-13355	146	4	-	-	ADJ
fuelectenerg-13355	146	5	trained	train	VERB
fuelectenerg-13355	146	6	models	model	NOUN
fuelectenerg-13355	146	7	trocr	trocr	VERB
fuelectenerg-13355	146	8	pre	pre	ADJ
fuelectenerg-13355	146	9	-	-	ADJ
fuelectenerg-13355	146	10	trained	train	VERB
fuelectenerg-13355	146	11	models	model	NOUN
fuelectenerg-13355	146	12	features	feature	VERB
fuelectenerg-13355	146	13	microsoft	microsoft	PROPN
fuelectenerg-13355	146	14	/	/	SYM
fuelectenerg-13355	146	15	trocrbase	trocrbase	NOUN
fuelectenerg-13355	146	16	-	-	PUNCT
fuelectenerg-13355	146	17	handwritten	handwritten	ADJ
fuelectenerg-13355	146	18	based	base	VERB
fuelectenerg-13355	146	19	on	on	ADP
fuelectenerg-13355	146	20	“	"	PUNCT
fuelectenerg-13355	146	21	base	base	NOUN
fuelectenerg-13355	146	22	”	"	PUNCT
fuelectenerg-13355	146	23	transformer	transformer	NOUN
fuelectenerg-13355	146	24	structure	structure	NOUN
fuelectenerg-13355	146	25	especially	especially	ADV
fuelectenerg-13355	146	26	has	have	AUX
fuelectenerg-13355	146	27	been	be	AUX
fuelectenerg-13355	146	28	designed	design	VERB
fuelectenerg-13355	146	29	for	for	ADP
fuelectenerg-13355	146	30	handwritten	handwritten	ADJ
fuelectenerg-13355	146	31	text	text	NOUN
fuelectenerg-13355	146	32	and	and	CCONJ
fuelectenerg-13355	146	33	optimized	optimize	VERB
fuelectenerg-13355	146	34	for	for	ADP
fuelectenerg-13355	146	35	recognition	recognition	NOUN
fuelectenerg-13355	146	36	of	of	ADP
fuelectenerg-13355	146	37	text	text	NOUN
fuelectenerg-13355	146	38	in	in	ADP
fuelectenerg-13355	146	39	images	image	NOUN
fuelectenerg-13355	146	40	containing	contain	VERB
fuelectenerg-13355	146	41	handwritten	handwritten	ADJ
fuelectenerg-13355	146	42	texts	text	NOUN
fuelectenerg-13355	146	43	microsoft	microsoft	PROPN
fuelectenerg-13355	146	44	/	/	SYM
fuelectenerg-13355	146	45	trocrsmall	trocrsmall	NOUN
fuelectenerg-13355	146	46	-	-	PUNCT
fuelectenerg-13355	146	47	handwritten	handwritten	ADJ
fuelectenerg-13355	146	48	the	the	DET
fuelectenerg-13355	146	49	smaller	small	ADJ
fuelectenerg-13355	146	50	version	version	NOUN
fuelectenerg-13355	146	51	of	of	ADP
fuelectenerg-13355	146	52	trocr(small)with	trocr(small)with	ADP
fuelectenerg-13355	146	53	less	less	ADJ
fuelectenerg-13355	146	54	computational	computational	ADJ
fuelectenerg-13355	146	55	amount	amount	NOUN
fuelectenerg-13355	146	56	is	be	AUX
fuelectenerg-13355	146	57	suitable	suitable	ADJ
fuelectenerg-13355	146	58	for	for	ADP
fuelectenerg-13355	146	59	systems	system	NOUN
fuelectenerg-13355	146	60	with	with	ADP
fuelectenerg-13355	146	61	limited	limited	ADJ
fuelectenerg-13355	146	62	computational	computational	ADJ
fuelectenerg-13355	146	63	resources	resource	NOUN
fuelectenerg-13355	146	64	with	with	ADP
fuelectenerg-13355	146	65	acceptable	acceptable	ADJ
fuelectenerg-13355	146	66	performance	performance	NOUN
fuelectenerg-13355	146	67	in	in	ADP
fuelectenerg-13355	146	68	handwritten	handwritten	ADJ
fuelectenerg-13355	146	69	recognition	recognition	NOUN
fuelectenerg-13355	146	70	microsoft	microsoft	PROPN
fuelectenerg-13355	146	71	/	/	SYM
fuelectenerg-13355	146	72	trocrlarge	trocrlarge	NOUN
fuelectenerg-13355	146	73	-	-	PUNCT
fuelectenerg-13355	146	74	handwritten	handwritten	ADJ
fuelectenerg-13355	146	75	the	the	DET
fuelectenerg-13355	146	76	large	large	ADJ
fuelectenerg-13355	146	77	version	version	NOUN
fuelectenerg-13355	146	78	with	with	ADP
fuelectenerg-13355	146	79	high	high	ADJ
fuelectenerg-13355	146	80	capacity	capacity	NOUN
fuelectenerg-13355	146	81	for	for	ADP
fuelectenerg-13355	146	82	better	well	ADJ
fuelectenerg-13355	146	83	learning	learning	NOUN
fuelectenerg-13355	146	84	of	of	ADP
fuelectenerg-13355	146	85	convoluted	convoluted	ADJ
fuelectenerg-13355	146	86	patterns	pattern	NOUN
fuelectenerg-13355	146	87	,	,	PUNCT
fuelectenerg-13355	146	88	is	be	AUX
fuelectenerg-13355	146	89	suitable	suitable	ADJ
fuelectenerg-13355	146	90	for	for	ADP
fuelectenerg-13355	146	91	cumbersome	cumbersome	ADJ
fuelectenerg-13355	146	92	tasks	task	NOUN
fuelectenerg-13355	146	93	requiring	require	VERB
fuelectenerg-13355	146	94	high	high	ADJ
fuelectenerg-13355	146	95	precision	precision	NOUN
fuelectenerg-13355	146	96	like	like	ADP
fuelectenerg-13355	146	97	processing	processing	NOUN
fuelectenerg-13355	146	98	sensitive	sensitive	ADJ
fuelectenerg-13355	146	99	or	or	CCONJ
fuelectenerg-13355	146	100	complicated	complicated	ADJ
fuelectenerg-13355	146	101	documents	document	NOUN
fuelectenerg-13355	146	102	,	,	PUNCT
fuelectenerg-13355	146	103	suitable	suitable	ADJ
fuelectenerg-13355	146	104	for	for	ADP
fuelectenerg-13355	146	105	use	use	NOUN
fuelectenerg-13355	146	106	in	in	ADP
fuelectenerg-13355	146	107	research	research	NOUN
fuelectenerg-13355	146	108	projects	project	NOUN
fuelectenerg-13355	146	109	,	,	PUNCT
fuelectenerg-13355	146	110	reading	read	VERB
fuelectenerg-13355	146	111	handwritten	handwritten	ADJ
fuelectenerg-13355	146	112	texts	text	NOUN
fuelectenerg-13355	146	113	with	with	ADP
fuelectenerg-13355	146	114	complicated	complicated	ADJ
fuelectenerg-13355	146	115	details	detail	NOUN
fuelectenerg-13355	146	116	and	and	CCONJ
fuelectenerg-13355	146	117	organizational	organizational	ADJ
fuelectenerg-13355	146	118	and	and	CCONJ
fuelectenerg-13355	146	119	industrial	industrial	ADJ
fuelectenerg-13355	146	120	usages	usage	NOUN
fuelectenerg-13355	146	121	requiring	require	VERB
fuelectenerg-13355	146	122	high	high	ADJ
fuelectenerg-13355	146	123	precision	precision	NOUN
fuelectenerg-13355	146	124	these	these	DET
fuelectenerg-13355	146	125	pre	pre	ADJ
fuelectenerg-13355	146	126	-	-	ADJ
fuelectenerg-13355	146	127	trained	train	VERB
fuelectenerg-13355	146	128	models	model	NOUN
fuelectenerg-13355	146	129	by	by	ADP
fuelectenerg-13355	146	130	microsoft	microsoft	PROPN
fuelectenerg-13355	146	131	have	have	AUX
fuelectenerg-13355	146	132	been	be	AUX
fuelectenerg-13355	146	133	trained	train	VERB
fuelectenerg-13355	146	134	using	use	VERB
fuelectenerg-13355	146	135	general	general	ADJ
fuelectenerg-13355	146	136	ocr	ocr	PROPN
fuelectenerg-13355	146	137	data	datum	NOUN
fuelectenerg-13355	146	138	and	and	CCONJ
fuelectenerg-13355	146	139	handwritten	handwritten	ADJ
fuelectenerg-13355	146	140	texts	text	NOUN
fuelectenerg-13355	146	141	and	and	CCONJ
fuelectenerg-13355	146	142	after	after	ADP
fuelectenerg-13355	146	143	that	that	PRON
fuelectenerg-13355	146	144	the	the	DET
fuelectenerg-13355	146	145	obtained	obtain	VERB
fuelectenerg-13355	146	146	information	information	NOUN
fuelectenerg-13355	146	147	has	have	AUX
fuelectenerg-13355	146	148	been	be	AUX
fuelectenerg-13355	146	149	saved	save	VERB
fuelectenerg-13355	146	150	on	on	ADP
fuelectenerg-13355	146	151	a	a	DET
fuelectenerg-13355	146	152	csv	csv	NOUN
fuelectenerg-13355	146	153	file	file	NOUN
fuelectenerg-13355	146	154	then	then	ADV
fuelectenerg-13355	146	155	this	this	DET
fuelectenerg-13355	146	156	csv	csv	NOUN
fuelectenerg-13355	146	157	file	file	NOUN
fuelectenerg-13355	146	158	contains	contain	VERB
fuelectenerg-13355	146	159	obtained	obtain	VERB
fuelectenerg-13355	146	160	texts	text	NOUN
fuelectenerg-13355	146	161	from	from	ADP
fuelectenerg-13355	146	162	images	image	NOUN
fuelectenerg-13355	146	163	is	be	AUX
fuelectenerg-13355	146	164	given	give	VERB
fuelectenerg-13355	146	165	to	to	ADP
fuelectenerg-13355	146	166	llm	llm	VERB
fuelectenerg-13355	146	167	as	as	ADP
fuelectenerg-13355	146	168	an	an	DET
fuelectenerg-13355	146	169	input	input	NOUN
fuelectenerg-13355	146	170	so	so	SCONJ
fuelectenerg-13355	146	171	that	that	SCONJ
fuelectenerg-13355	146	172	the	the	DET
fuelectenerg-13355	146	173	extracted	extract	VERB
fuelectenerg-13355	146	174	texts	text	NOUN
fuelectenerg-13355	146	175	are	be	AUX
fuelectenerg-13355	146	176	categorized	categorize	VERB
fuelectenerg-13355	146	177	into	into	ADP
fuelectenerg-13355	146	178	different	different	ADJ
fuelectenerg-13355	146	179	subjects	subject	NOUN
fuelectenerg-13355	146	180	(	(	PUNCT
fuelectenerg-13355	146	181	“	"	PUNCT
fuelectenerg-13355	146	182	health	health	NOUN
fuelectenerg-13355	146	183	”	"	PUNCT
fuelectenerg-13355	146	184	,	,	PUNCT
fuelectenerg-13355	146	185	“	"	PUNCT
fuelectenerg-13355	146	186	technology	technology	NOUN
fuelectenerg-13355	146	187	”	"	PUNCT
fuelectenerg-13355	146	188	,	,	PUNCT
fuelectenerg-13355	146	189	“	"	PUNCT
fuelectenerg-13355	146	190	finance	finance	NOUN
fuelectenerg-13355	146	191	”	"	PUNCT
fuelectenerg-13355	146	192	,	,	PUNCT
fuelectenerg-13355	146	193	“	"	PUNCT
fuelectenerg-13355	146	194	education	education	NOUN
fuelectenerg-13355	146	195	”	"	PUNCT
fuelectenerg-13355	146	196	,	,	PUNCT
fuelectenerg-13355	146	197	“	"	PUNCT
fuelectenerg-13355	146	198	sports	sport	NOUN
fuelectenerg-13355	146	199	”	"	PUNCT
fuelectenerg-13355	146	200	,	,	PUNCT
fuelectenerg-13355	146	201	“	"	PUNCT
fuelectenerg-13355	146	202	others	other	NOUN
fuelectenerg-13355	146	203	”	"	PUNCT
fuelectenerg-13355	146	204	)	)	PUNCT
fuelectenerg-13355	146	205	based	base	VERB
fuelectenerg-13355	146	206	on	on	ADP
fuelectenerg-13355	146	207	the	the	DET
fuelectenerg-13355	146	208	content	content	NOUN
fuelectenerg-13355	146	209	.	.	PUNCT
fuelectenerg-13355	147	1	the	the	DET
fuelectenerg-13355	147	2	order	order	NOUN
fuelectenerg-13355	147	3	of	of	ADP
fuelectenerg-13355	147	4	proposed	propose	VERB
fuelectenerg-13355	147	5	stages	stage	NOUN
fuelectenerg-13355	147	6	and	and	CCONJ
fuelectenerg-13355	147	7	structure	structure	NOUN
fuelectenerg-13355	147	8	used	use	VERB
fuelectenerg-13355	147	9	has	have	AUX
fuelectenerg-13355	147	10	been	be	AUX
fuelectenerg-13355	147	11	illustrated	illustrate	VERB
fuelectenerg-13355	147	12	in	in	ADP
fuelectenerg-13355	147	13	figure	figure	NOUN
fuelectenerg-13355	147	14	2	2	NUM
fuelectenerg-13355	147	15	.	.	PUNCT
fuelectenerg-13355	148	1	as	as	SCONJ
fuelectenerg-13355	148	2	we	we	PRON
fuelectenerg-13355	148	3	can	can	AUX
fuelectenerg-13355	148	4	see	see	VERB
fuelectenerg-13355	148	5	in	in	ADP
fuelectenerg-13355	148	6	figure	figure	NOUN
fuelectenerg-13355	148	7	2	2	NUM
fuelectenerg-13355	148	8	,	,	PUNCT
fuelectenerg-13355	148	9	after	after	ADP
fuelectenerg-13355	148	10	uploading	upload	VERB
fuelectenerg-13355	148	11	ocr	ocr	ADJ
fuelectenerg-13355	148	12	model	model	NOUN
fuelectenerg-13355	148	13	and	and	CCONJ
fuelectenerg-13355	148	14	entering	enter	VERB
fuelectenerg-13355	148	15	dataset	dataset	NOUN
fuelectenerg-13355	148	16	images	image	NOUN
fuelectenerg-13355	148	17	and	and	CCONJ
fuelectenerg-13355	148	18	performing	perform	VERB
fuelectenerg-13355	148	19	elementary	elementary	ADJ
fuelectenerg-13355	148	20	steps	step	NOUN
fuelectenerg-13355	148	21	,	,	PUNCT
fuelectenerg-13355	148	22	data	datum	NOUN
fuelectenerg-13355	148	23	are	be	AUX
fuelectenerg-13355	148	24	given	give	VERB
fuelectenerg-13355	148	25	to	to	ADP
fuelectenerg-13355	148	26	the	the	DET
fuelectenerg-13355	148	27	transformer	transformer	NOUN
fuelectenerg-13355	148	28	model	model	NOUN
fuelectenerg-13355	148	29	as	as	ADP
fuelectenerg-13355	148	30	input	input	NOUN
fuelectenerg-13355	148	31	.	.	PUNCT
fuelectenerg-13355	149	1	transformer	transformer	NOUN
fuelectenerg-13355	149	2	-	-	PUNCT
fuelectenerg-13355	149	3	based	base	VERB
fuelectenerg-13355	149	4	models	model	NOUN
fuelectenerg-13355	149	5	include	include	VERB
fuelectenerg-13355	149	6	two	two	NUM
fuelectenerg-13355	149	7	parts	part	NOUN
fuelectenerg-13355	149	8	:	:	PUNCT
fuelectenerg-13355	149	9	encoder	encoder	NOUN
fuelectenerg-13355	149	10	,	,	PUNCT
fuelectenerg-13355	149	11	decoder	decoder	NOUN
fuelectenerg-13355	149	12	.	.	PUNCT
fuelectenerg-13355	150	1	the	the	DET
fuelectenerg-13355	150	2	encoder	encoder	NOUN
fuelectenerg-13355	150	3	part	part	NOUN
fuelectenerg-13355	150	4	processes	process	VERB
fuelectenerg-13355	150	5	the	the	DET
fuelectenerg-13355	150	6	input	input	NOUN
fuelectenerg-13355	150	7	and	and	CCONJ
fuelectenerg-13355	150	8	converts	convert	VERB
fuelectenerg-13355	150	9	it	it	PRON
fuelectenerg-13355	150	10	to	to	ADP
fuelectenerg-13355	150	11	a	a	DET
fuelectenerg-13355	150	12	rich	rich	ADJ
fuelectenerg-13355	150	13	vector	vector	NOUN
fuelectenerg-13355	150	14	representation	representation	NOUN
fuelectenerg-13355	150	15	.	.	PUNCT
fuelectenerg-13355	151	1	in	in	ADP
fuelectenerg-13355	151	2	this	this	DET
fuelectenerg-13355	151	3	case	case	NOUN
fuelectenerg-13355	151	4	,	,	PUNCT
fuelectenerg-13355	151	5	the	the	DET
fuelectenerg-13355	151	6	input	input	NOUN
fuelectenerg-13355	151	7	is	be	AUX
fuelectenerg-13355	151	8	given	give	VERB
fuelectenerg-13355	151	9	to	to	ADP
fuelectenerg-13355	151	10	the	the	DET
fuelectenerg-13355	151	11	model	model	NOUN
fuelectenerg-13355	151	12	as	as	ADP
fuelectenerg-13355	151	13	a	a	DET
fuelectenerg-13355	151	14	text	text	NOUN
fuelectenerg-13355	151	15	or	or	CCONJ
fuelectenerg-13355	151	16	image	image	NOUN
fuelectenerg-13355	151	17	and	and	CCONJ
fuelectenerg-13355	151	18	at	at	ADP
fuelectenerg-13355	151	19	first	first	ADV
fuelectenerg-13355	151	20	the	the	DET
fuelectenerg-13355	151	21	words	word	NOUN
fuelectenerg-13355	151	22	or	or	CCONJ
fuelectenerg-13355	151	23	the	the	DET
fuelectenerg-13355	151	24	elements	element	NOUN
fuelectenerg-13355	151	25	are	be	AUX
fuelectenerg-13355	151	26	converted	convert	VERB
fuelectenerg-13355	151	27	to	to	ADP
fuelectenerg-13355	151	28	the	the	DET
fuelectenerg-13355	151	29	embedding	embed	VERB
fuelectenerg-13355	151	30	vectors	vector	NOUN
fuelectenerg-13355	151	31	.	.	PUNCT
fuelectenerg-13355	152	1	vectors	vector	NOUN
fuelectenerg-13355	152	2	cross	cross	VERB
fuelectenerg-13355	152	3	self	self	NOUN
fuelectenerg-13355	152	4	-	-	PUNCT
fuelectenerg-13355	152	5	attention	attention	NOUN
fuelectenerg-13355	152	6	layers	layer	NOUN
fuelectenerg-13355	152	7	where	where	SCONJ
fuelectenerg-13355	152	8	the	the	DET
fuelectenerg-13355	152	9	model	model	NOUN
fuelectenerg-13355	152	10	learns	learn	VERB
fuelectenerg-13355	152	11	the	the	DET
fuelectenerg-13355	152	12	relation	relation	NOUN
fuelectenerg-13355	152	13	between	between	ADP
fuelectenerg-13355	152	14	each	each	DET
fuelectenerg-13355	152	15	word	word	NOUN
fuelectenerg-13355	152	16	and	and	CCONJ
fuelectenerg-13355	152	17	element	element	NOUN
fuelectenerg-13355	152	18	with	with	ADP
fuelectenerg-13355	152	19	other	other	ADJ
fuelectenerg-13355	152	20	words	word	NOUN
fuelectenerg-13355	152	21	and	and	CCONJ
fuelectenerg-13355	152	22	elements	element	NOUN
fuelectenerg-13355	152	23	and	and	CCONJ
fuelectenerg-13355	152	24	then	then	ADV
fuelectenerg-13355	152	25	encoder	encoder	NOUN
fuelectenerg-13355	152	26	output	output	NOUN
fuelectenerg-13355	152	27	is	be	AUX
fuelectenerg-13355	152	28	a	a	DET
fuelectenerg-13355	152	29	compressed	compress	VERB
fuelectenerg-13355	152	30	representation	representation	NOUN
fuelectenerg-13355	152	31	of	of	ADP
fuelectenerg-13355	152	32	total	total	ADJ
fuelectenerg-13355	152	33	input	input	NOUN
fuelectenerg-13355	152	34	sent	send	VERB
fuelectenerg-13355	152	35	to	to	ADP
fuelectenerg-13355	152	36	decoder	decoder	NOUN
fuelectenerg-13355	152	37	.	.	PUNCT
fuelectenerg-13355	153	1	the	the	DET
fuelectenerg-13355	153	2	next	next	ADJ
fuelectenerg-13355	153	3	part	part	NOUN
fuelectenerg-13355	153	4	is	be	AUX
fuelectenerg-13355	153	5	decoder	decoder	NOUN
fuelectenerg-13355	153	6	uses	use	VERB
fuelectenerg-13355	153	7	output	output	NOUN
fuelectenerg-13355	153	8	vector	vector	NOUN
fuelectenerg-13355	153	9	of	of	ADP
fuelectenerg-13355	153	10	encoder	encoder	NOUN
fuelectenerg-13355	153	11	and	and	CCONJ
fuelectenerg-13355	153	12	converts	convert	VERB
fuelectenerg-13355	153	13	it	it	PRON
fuelectenerg-13355	153	14	to	to	ADP
fuelectenerg-13355	153	15	final	final	ADJ
fuelectenerg-13355	153	16	output	output	NOUN
fuelectenerg-13355	153	17	like	like	ADP
fuelectenerg-13355	153	18	text	text	NOUN
fuelectenerg-13355	153	19	,	,	PUNCT
fuelectenerg-13355	153	20	translation	translation	NOUN
fuelectenerg-13355	153	21	or	or	CCONJ
fuelectenerg-13355	153	22	any	any	DET
fuelectenerg-13355	153	23	other	other	ADJ
fuelectenerg-13355	153	24	format	format	NOUN
fuelectenerg-13355	153	25	.	.	PUNCT
fuelectenerg-13355	154	1	unlike	unlike	ADP
fuelectenerg-13355	154	2	rnns	rnn	NOUN
fuelectenerg-13355	154	3	that	that	PRON
fuelectenerg-13355	154	4	process	process	VERB
fuelectenerg-13355	154	5	data	datum	NOUN
fuelectenerg-13355	154	6	in	in	ADP
fuelectenerg-13355	154	7	ordinal	ordinal	ADJ
fuelectenerg-13355	154	8	manner	manner	NOUN
fuelectenerg-13355	154	9	,	,	PUNCT
fuelectenerg-13355	154	10	transformers	transformer	NOUN
fuelectenerg-13355	154	11	can	can	AUX
fuelectenerg-13355	154	12	704	704	NUM
fuelectenerg-13355	154	13	h.	h.	PROPN
fuelectenerg-13355	154	14	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	154	15	,	,	PUNCT
fuelectenerg-13355	154	16	a.	a.	NOUN
fuelectenerg-13355	154	17	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	154	18	,	,	PUNCT
fuelectenerg-13355	154	19	m.	m.	NOUN
fuelectenerg-13355	154	20	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	154	21	,	,	PUNCT
fuelectenerg-13355	154	22	m.	m.	NOUN
fuelectenerg-13355	154	23	nooshyar	nooshyar	PROPN
fuelectenerg-13355	154	24	,	,	PUNCT
fuelectenerg-13355	154	25	...	...	PUNCT
fuelectenerg-13355	154	26	process	process	NOUN
fuelectenerg-13355	154	27	data	datum	NOUN
fuelectenerg-13355	154	28	in	in	ADP
fuelectenerg-13355	154	29	parallel	parallel	ADJ
fuelectenerg-13355	154	30	manner	manner	NOUN
fuelectenerg-13355	154	31	leading	lead	VERB
fuelectenerg-13355	154	32	to	to	ADP
fuelectenerg-13355	154	33	high	high	ADJ
fuelectenerg-13355	154	34	speed	speed	NOUN
fuelectenerg-13355	154	35	computations	computation	NOUN
fuelectenerg-13355	154	36	.	.	PUNCT
fuelectenerg-13355	155	1	transformers	transformer	NOUN
fuelectenerg-13355	155	2	due	due	ADJ
fuelectenerg-13355	155	3	to	to	ADP
fuelectenerg-13355	155	4	using	use	VERB
fuelectenerg-13355	155	5	self	self	NOUN
fuelectenerg-13355	155	6	-	-	PUNCT
fuelectenerg-13355	155	7	attention	attention	NOUN
fuelectenerg-13355	155	8	and	and	CCONJ
fuelectenerg-13355	155	9	parallel	parallel	ADJ
fuelectenerg-13355	155	10	processing	processing	NOUN
fuelectenerg-13355	155	11	can	can	AUX
fuelectenerg-13355	155	12	model	model	VERB
fuelectenerg-13355	155	13	long	long	ADJ
fuelectenerg-13355	155	14	-	-	PUNCT
fuelectenerg-13355	155	15	term	term	NOUN
fuelectenerg-13355	155	16	relationships	relationship	NOUN
fuelectenerg-13355	155	17	in	in	ADP
fuelectenerg-13355	155	18	ordinal	ordinal	ADJ
fuelectenerg-13355	155	19	data	datum	NOUN
fuelectenerg-13355	155	20	so	so	ADV
fuelectenerg-13355	155	21	well	well	ADV
fuelectenerg-13355	155	22	.	.	PUNCT
fuelectenerg-13355	156	1	this	this	DET
fuelectenerg-13355	156	2	capability	capability	NOUN
fuelectenerg-13355	156	3	has	have	AUX
fuelectenerg-13355	156	4	made	make	VERB
fuelectenerg-13355	156	5	them	they	PRON
fuelectenerg-13355	156	6	more	more	ADV
fuelectenerg-13355	156	7	efficient	efficient	ADJ
fuelectenerg-13355	156	8	for	for	ADP
fuelectenerg-13355	156	9	many	many	ADJ
fuelectenerg-13355	156	10	deep	deep	ADJ
fuelectenerg-13355	156	11	learning	learning	NOUN
fuelectenerg-13355	156	12	tasks	task	NOUN
fuelectenerg-13355	156	13	[	[	X
fuelectenerg-13355	156	14	35	35	NUM
fuelectenerg-13355	156	15	]	]	SYM
fuelectenerg-13355	156	16	.	.	PUNCT
fuelectenerg-13355	157	1	transformer	transformer	NOUN
fuelectenerg-13355	157	2	-	-	PUNCT
fuelectenerg-13355	157	3	based	base	VERB
fuelectenerg-13355	157	4	optical	optical	ADJ
fuelectenerg-13355	157	5	character	character	NOUN
fuelectenerg-13355	157	6	is	be	AUX
fuelectenerg-13355	157	7	a	a	DET
fuelectenerg-13355	157	8	modern	modern	ADJ
fuelectenerg-13355	157	9	method	method	NOUN
fuelectenerg-13355	157	10	for	for	ADP
fuelectenerg-13355	157	11	recognition	recognition	NOUN
fuelectenerg-13355	157	12	of	of	ADP
fuelectenerg-13355	157	13	optical	optical	ADJ
fuelectenerg-13355	157	14	characters	character	NOUN
fuelectenerg-13355	157	15	based	base	VERB
fuelectenerg-13355	157	16	in	in	ADP
fuelectenerg-13355	157	17	transformer	transformer	NOUN
fuelectenerg-13355	157	18	models	model	NOUN
fuelectenerg-13355	157	19	.	.	PUNCT
fuelectenerg-13355	158	1	this	this	DET
fuelectenerg-13355	158	2	model	model	NOUN
fuelectenerg-13355	158	3	has	have	AUX
fuelectenerg-13355	158	4	been	be	AUX
fuelectenerg-13355	158	5	developed	develop	VERB
fuelectenerg-13355	158	6	by	by	ADP
fuelectenerg-13355	158	7	microsoft	microsoft	PROPN
fuelectenerg-13355	158	8	research	research	NOUN
fuelectenerg-13355	158	9	team	team	NOUN
fuelectenerg-13355	158	10	and	and	CCONJ
fuelectenerg-13355	158	11	uses	use	VERB
fuelectenerg-13355	158	12	transformer	transformer	NOUN
fuelectenerg-13355	158	13	structure	structure	NOUN
fuelectenerg-13355	158	14	for	for	ADP
fuelectenerg-13355	158	15	extracting	extract	VERB
fuelectenerg-13355	158	16	text	text	NOUN
fuelectenerg-13355	158	17	from	from	ADP
fuelectenerg-13355	158	18	the	the	DET
fuelectenerg-13355	158	19	images	image	NOUN
fuelectenerg-13355	158	20	[	[	X
fuelectenerg-13355	158	21	27	27	NUM
fuelectenerg-13355	158	22	]	]	PUNCT
fuelectenerg-13355	158	23	.	.	PUNCT
fuelectenerg-13355	159	1	the	the	DET
fuelectenerg-13355	159	2	architecture	architecture	NOUN
fuelectenerg-13355	159	3	of	of	ADP
fuelectenerg-13355	159	4	this	this	DET
fuelectenerg-13355	159	5	method	method	NOUN
fuelectenerg-13355	159	6	can	can	AUX
fuelectenerg-13355	159	7	be	be	AUX
fuelectenerg-13355	159	8	observed	observe	VERB
fuelectenerg-13355	159	9	in	in	ADP
fuelectenerg-13355	159	10	figure	figure	NOUN
fuelectenerg-13355	159	11	3	3	NUM
fuelectenerg-13355	159	12	.	.	PUNCT
fuelectenerg-13355	159	13	fig	fig	NOUN
fuelectenerg-13355	159	14	.	.	PUNCT
fuelectenerg-13355	160	1	2	2	NUM
fuelectenerg-13355	160	2	proposed	propose	VERB
fuelectenerg-13355	160	3	structure	structure	NOUN
fuelectenerg-13355	160	4	fig	fig	NOUN
fuelectenerg-13355	160	5	.	.	PUNCT
fuelectenerg-13355	161	1	3	3	NUM
fuelectenerg-13355	161	2	the	the	DET
fuelectenerg-13355	161	3	architecture	architecture	NOUN
fuelectenerg-13355	161	4	of	of	ADP
fuelectenerg-13355	161	5	trocr	trocr	NOUN
fuelectenerg-13355	161	6	[	[	X
fuelectenerg-13355	161	7	27	27	NUM
fuelectenerg-13355	161	8	]	]	PUNCT
fuelectenerg-13355	161	9	a	a	DET
fuelectenerg-13355	161	10	structure	structure	NOUN
fuelectenerg-13355	161	11	based	base	VERB
fuelectenerg-13355	161	12	on	on	ADP
fuelectenerg-13355	161	13	trocr	trocr	ADJ
fuelectenerg-13355	161	14	transformer	transformer	NOUN
fuelectenerg-13355	161	15	and	and	CCONJ
fuelectenerg-13355	161	16	large	large	ADJ
fuelectenerg-13355	161	17	language	language	NOUN
fuelectenerg-13355	161	18	model	model	NOUN
fuelectenerg-13355	161	19	for	for	ADP
fuelectenerg-13355	161	20	classification	classification	NOUN
fuelectenerg-13355	161	21	of	of	ADP
fuelectenerg-13355	161	22	....	....	PUNCT
fuelectenerg-13355	161	23	705	705	NUM
fuelectenerg-13355	161	24	the	the	DET
fuelectenerg-13355	161	25	trocr	trocr	NOUN
fuelectenerg-13355	161	26	is	be	AUX
fuelectenerg-13355	161	27	easy	easy	ADJ
fuelectenerg-13355	161	28	but	but	CCONJ
fuelectenerg-13355	161	29	effective	effective	ADJ
fuelectenerg-13355	161	30	and	and	CCONJ
fuelectenerg-13355	161	31	it	it	PRON
fuelectenerg-13355	161	32	can	can	AUX
fuelectenerg-13355	161	33	be	be	AUX
fuelectenerg-13355	161	34	fine	fine	ADV
fuelectenerg-13355	161	35	-	-	PUNCT
fuelectenerg-13355	161	36	tuned	tune	VERB
fuelectenerg-13355	161	37	with	with	ADP
fuelectenerg-13355	161	38	artificial	artificial	ADJ
fuelectenerg-13355	161	39	data	datum	NOUN
fuelectenerg-13355	161	40	in	in	ADP
fuelectenerg-13355	161	41	pre	pre	ADJ
fuelectenerg-13355	161	42	-	-	ADJ
fuelectenerg-13355	161	43	trained	train	VERB
fuelectenerg-13355	161	44	large	large	ADJ
fuelectenerg-13355	161	45	scale	scale	NOUN
fuelectenerg-13355	161	46	with	with	ADP
fuelectenerg-13355	161	47	labeled	label	VERB
fuelectenerg-13355	161	48	dataset	dataset	NOUN
fuelectenerg-13355	161	49	by	by	ADP
fuelectenerg-13355	161	50	human	human	NOUN
fuelectenerg-13355	161	51	.	.	PUNCT
fuelectenerg-13355	162	1	in	in	ADP
fuelectenerg-13355	162	2	research	research	NOUN
fuelectenerg-13355	162	3	(	(	PUNCT
fuelectenerg-13355	162	4	li	li	PROPN
fuelectenerg-13355	162	5	et	et	PROPN
fuelectenerg-13355	162	6	al	al	PROPN
fuelectenerg-13355	162	7	)	)	PUNCT
fuelectenerg-13355	163	1	[	[	X
fuelectenerg-13355	163	2	27	27	NUM
fuelectenerg-13355	163	3	]	]	PUNCT
fuelectenerg-13355	163	4	is	be	AUX
fuelectenerg-13355	163	5	was	be	AUX
fuelectenerg-13355	163	6	illustrated	illustrate	VERB
fuelectenerg-13355	163	7	that	that	SCONJ
fuelectenerg-13355	163	8	trocr	trocr	NOUN
fuelectenerg-13355	163	9	model	model	NOUN
fuelectenerg-13355	163	10	has	have	AUX
fuelectenerg-13355	163	11	performed	perform	VERB
fuelectenerg-13355	163	12	better	well	ADV
fuelectenerg-13355	163	13	in	in	ADP
fuelectenerg-13355	163	14	printed	print	VERB
fuelectenerg-13355	163	15	and	and	CCONJ
fuelectenerg-13355	163	16	handwritten	handwritten	ADJ
fuelectenerg-13355	163	17	text	text	NOUN
fuelectenerg-13355	163	18	recognition	recognition	NOUN
fuelectenerg-13355	163	19	tasks	task	NOUN
fuelectenerg-13355	163	20	than	than	ADP
fuelectenerg-13355	163	21	advanced	advanced	ADJ
fuelectenerg-13355	163	22	models	model	NOUN
fuelectenerg-13355	163	23	.	.	PUNCT
fuelectenerg-13355	164	1	microsoft	microsoft	PROPN
fuelectenerg-13355	164	2	has	have	AUX
fuelectenerg-13355	164	3	presented	present	VERB
fuelectenerg-13355	164	4	pre	pre	ADJ
fuelectenerg-13355	164	5	-	-	ADJ
fuelectenerg-13355	164	6	trained	train	VERB
fuelectenerg-13355	164	7	trocr	trocr	NOUN
fuelectenerg-13355	164	8	models	model	NOUN
fuelectenerg-13355	164	9	for	for	ADP
fuelectenerg-13355	164	10	printed	print	VERB
fuelectenerg-13355	164	11	and	and	CCONJ
fuelectenerg-13355	164	12	handwritten	handwritten	ADJ
fuelectenerg-13355	164	13	texts	text	NOUN
fuelectenerg-13355	164	14	.	.	PUNCT
fuelectenerg-13355	165	1	these	these	DET
fuelectenerg-13355	165	2	models	model	NOUN
fuelectenerg-13355	165	3	due	due	ADJ
fuelectenerg-13355	165	4	to	to	ADP
fuelectenerg-13355	165	5	early	early	ADJ
fuelectenerg-13355	165	6	pre	pre	NOUN
fuelectenerg-13355	165	7	-	-	NOUN
fuelectenerg-13355	165	8	training	training	NOUN
fuelectenerg-13355	165	9	,	,	PUNCT
fuelectenerg-13355	165	10	are	be	AUX
fuelectenerg-13355	165	11	better	well	ADV
fuelectenerg-13355	165	12	starting	start	VERB
fuelectenerg-13355	165	13	point	point	NOUN
fuelectenerg-13355	165	14	for	for	ADP
fuelectenerg-13355	165	15	processing	process	VERB
fuelectenerg-13355	165	16	the	the	DET
fuelectenerg-13355	165	17	images	image	NOUN
fuelectenerg-13355	165	18	.	.	PUNCT
fuelectenerg-13355	166	1	in	in	ADP
fuelectenerg-13355	166	2	this	this	DET
fuelectenerg-13355	166	3	research	research	NOUN
fuelectenerg-13355	166	4	transformer	transformer	NOUN
fuelectenerg-13355	166	5	ocr	ocr	PROPN
fuelectenerg-13355	166	6	(	(	PUNCT
fuelectenerg-13355	166	7	trocr	trocr	NOUN
fuelectenerg-13355	166	8	)	)	PUNCT
fuelectenerg-13355	166	9	has	have	AUX
fuelectenerg-13355	166	10	been	be	AUX
fuelectenerg-13355	166	11	used	use	VERB
fuelectenerg-13355	166	12	for	for	ADP
fuelectenerg-13355	166	13	recognition	recognition	NOUN
fuelectenerg-13355	166	14	of	of	ADP
fuelectenerg-13355	166	15	handwritten	handwritten	ADJ
fuelectenerg-13355	166	16	texts	text	NOUN
fuelectenerg-13355	166	17	from	from	ADP
fuelectenerg-13355	166	18	images	image	NOUN
fuelectenerg-13355	166	19	developed	develop	VERB
fuelectenerg-13355	166	20	by	by	ADP
fuelectenerg-13355	166	21	microsoft	microsoft	PROPN
fuelectenerg-13355	166	22	uploaded	upload	VERB
fuelectenerg-13355	166	23	in	in	ADP
fuelectenerg-13355	166	24	two	two	NUM
fuelectenerg-13355	166	25	parts	part	NOUN
fuelectenerg-13355	166	26	:	:	PUNCT
fuelectenerg-13355	166	27	▪	▪	ADJ
fuelectenerg-13355	166	28	trocr	trocr	ADJ
fuelectenerg-13355	166	29	processor	processor	NOUN
fuelectenerg-13355	166	30	:	:	PUNCT
fuelectenerg-13355	166	31	the	the	DET
fuelectenerg-13355	166	32	task	task	NOUN
fuelectenerg-13355	166	33	of	of	ADP
fuelectenerg-13355	166	34	input	input	NOUN
fuelectenerg-13355	166	35	processing	processing	NOUN
fuelectenerg-13355	166	36	(	(	PUNCT
fuelectenerg-13355	166	37	images	image	NOUN
fuelectenerg-13355	166	38	)	)	PUNCT
fuelectenerg-13355	166	39	and	and	CCONJ
fuelectenerg-13355	166	40	transforming	transform	VERB
fuelectenerg-13355	166	41	them	they	PRON
fuelectenerg-13355	166	42	into	into	ADP
fuelectenerg-13355	166	43	a	a	DET
fuelectenerg-13355	166	44	suitable	suitable	ADJ
fuelectenerg-13355	166	45	format	format	NOUN
fuelectenerg-13355	166	46	for	for	ADP
fuelectenerg-13355	166	47	the	the	DET
fuelectenerg-13355	166	48	model	model	NOUN
fuelectenerg-13355	166	49	.	.	PUNCT
fuelectenerg-13355	167	1	▪	▪	ADJ
fuelectenerg-13355	167	2	vision	vision	NOUN
fuelectenerg-13355	167	3	encoder	encoder	NOUN
fuelectenerg-13355	167	4	decoder	decoder	NOUN
fuelectenerg-13355	167	5	model	model	NOUN
fuelectenerg-13355	167	6	:	:	PUNCT
fuelectenerg-13355	167	7	deep	deep	ADJ
fuelectenerg-13355	167	8	learning	learning	NOUN
fuelectenerg-13355	167	9	model	model	NOUN
fuelectenerg-13355	167	10	that	that	PRON
fuelectenerg-13355	167	11	recognizes	recognize	VERB
fuelectenerg-13355	167	12	the	the	DET
fuelectenerg-13355	167	13	handwritten	handwritten	ADJ
fuelectenerg-13355	167	14	text	text	NOUN
fuelectenerg-13355	167	15	from	from	ADP
fuelectenerg-13355	167	16	the	the	DET
fuelectenerg-13355	167	17	images	image	NOUN
fuelectenerg-13355	167	18	and	and	CCONJ
fuelectenerg-13355	167	19	produces	produce	VERB
fuelectenerg-13355	167	20	a	a	DET
fuelectenerg-13355	167	21	text	text	NOUN
fuelectenerg-13355	167	22	according	accord	VERB
fuelectenerg-13355	167	23	to	to	ADP
fuelectenerg-13355	167	24	them	they	PRON
fuelectenerg-13355	167	25	.	.	PUNCT
fuelectenerg-13355	168	1	after	after	ADP
fuelectenerg-13355	168	2	using	use	VERB
fuelectenerg-13355	168	3	trocr	trocr	NOUN
fuelectenerg-13355	168	4	for	for	ADP
fuelectenerg-13355	168	5	converting	convert	VERB
fuelectenerg-13355	168	6	image	image	NOUN
fuelectenerg-13355	168	7	to	to	ADP
fuelectenerg-13355	168	8	text	text	NOUN
fuelectenerg-13355	168	9	,	,	PUNCT
fuelectenerg-13355	168	10	the	the	DET
fuelectenerg-13355	168	11	obtained	obtain	VERB
fuelectenerg-13355	168	12	texts	text	NOUN
fuelectenerg-13355	168	13	have	have	AUX
fuelectenerg-13355	168	14	been	be	AUX
fuelectenerg-13355	168	15	given	give	VERB
fuelectenerg-13355	168	16	to	to	ADP
fuelectenerg-13355	168	17	a	a	DET
fuelectenerg-13355	168	18	llm	llm	NOUN
fuelectenerg-13355	168	19	as	as	ADP
fuelectenerg-13355	168	20	an	an	DET
fuelectenerg-13355	168	21	input	input	NOUN
fuelectenerg-13355	168	22	.	.	PUNCT
fuelectenerg-13355	169	1	the	the	DET
fuelectenerg-13355	169	2	basic	basic	ADJ
fuelectenerg-13355	169	3	architecture	architecture	NOUN
fuelectenerg-13355	169	4	of	of	ADP
fuelectenerg-13355	169	5	llms	llm	NOUN
fuelectenerg-13355	169	6	has	have	AUX
fuelectenerg-13355	169	7	been	be	AUX
fuelectenerg-13355	169	8	made	make	VERB
fuelectenerg-13355	169	9	on	on	ADP
fuelectenerg-13355	169	10	the	the	DET
fuelectenerg-13355	169	11	basis	basis	NOUN
fuelectenerg-13355	169	12	of	of	ADP
fuelectenerg-13355	169	13	transformers	transformer	NOUN
fuelectenerg-13355	169	14	,	,	PUNCT
fuelectenerg-13355	169	15	this	this	DET
fuelectenerg-13355	169	16	progression	progression	NOUN
fuelectenerg-13355	169	17	was	be	AUX
fuelectenerg-13355	169	18	introduced	introduce	VERB
fuelectenerg-13355	169	19	in	in	ADP
fuelectenerg-13355	169	20	2017	2017	NUM
fuelectenerg-13355	169	21	and	and	CCONJ
fuelectenerg-13355	169	22	because	because	SCONJ
fuelectenerg-13355	169	23	of	of	ADP
fuelectenerg-13355	169	24	its	its	PRON
fuelectenerg-13355	169	25	unique	unique	ADJ
fuelectenerg-13355	169	26	efficiency	efficiency	NOUN
fuelectenerg-13355	169	27	and	and	CCONJ
fuelectenerg-13355	169	28	it	it	PRON
fuelectenerg-13355	169	29	has	have	AUX
fuelectenerg-13355	169	30	been	be	AUX
fuelectenerg-13355	169	31	turned	turn	VERB
fuelectenerg-13355	169	32	into	into	ADP
fuelectenerg-13355	169	33	a	a	DET
fuelectenerg-13355	169	34	milestone	milestone	NOUN
fuelectenerg-13355	169	35	of	of	ADP
fuelectenerg-13355	169	36	natural	natural	ADJ
fuelectenerg-13355	169	37	language	language	NOUN
fuelectenerg-13355	169	38	processing	processing	NOUN
fuelectenerg-13355	169	39	[	[	X
fuelectenerg-13355	169	40	35	35	NUM
fuelectenerg-13355	169	41	]	]	PUNCT
fuelectenerg-13355	169	42	.	.	PUNCT
fuelectenerg-13355	170	1	large	large	ADJ
fuelectenerg-13355	170	2	language	language	NOUN
fuelectenerg-13355	170	3	model	model	NOUN
fuelectenerg-13355	170	4	of	of	ADP
fuelectenerg-13355	170	5	facebook	facebook	PROPN
fuelectenerg-13355	170	6	/	/	SYM
fuelectenerg-13355	170	7	bart	bart	PROPN
fuelectenerg-13355	170	8	-	-	PUNCT
fuelectenerg-13355	170	9	large	large	ADJ
fuelectenerg-13355	170	10	-	-	PUNCT
fuelectenerg-13355	170	11	cnn	cnn	NOUN
fuelectenerg-13355	170	12	used	use	VERB
fuelectenerg-13355	170	13	in	in	ADP
fuelectenerg-13355	170	14	this	this	DET
fuelectenerg-13355	170	15	research	research	NOUN
fuelectenerg-13355	170	16	is	be	AUX
fuelectenerg-13355	170	17	one	one	NUM
fuelectenerg-13355	170	18	of	of	ADP
fuelectenerg-13355	170	19	the	the	DET
fuelectenerg-13355	170	20	advanced	advanced	ADJ
fuelectenerg-13355	170	21	models	model	NOUN
fuelectenerg-13355	170	22	of	of	ADP
fuelectenerg-13355	170	23	natural	natural	ADJ
fuelectenerg-13355	170	24	language	language	NOUN
fuelectenerg-13355	170	25	processing	processing	NOUN
fuelectenerg-13355	170	26	developed	develop	VERB
fuelectenerg-13355	170	27	by	by	ADP
fuelectenerg-13355	170	28	facebook	facebook	PROPN
fuelectenerg-13355	170	29	.	.	PUNCT
fuelectenerg-13355	171	1	this	this	DET
fuelectenerg-13355	171	2	model	model	NOUN
fuelectenerg-13355	171	3	has	have	AUX
fuelectenerg-13355	171	4	been	be	AUX
fuelectenerg-13355	171	5	made	make	VERB
fuelectenerg-13355	171	6	based	base	VERB
fuelectenerg-13355	171	7	on	on	ADP
fuelectenerg-13355	171	8	bart	bart	PROPN
fuelectenerg-13355	171	9	(	(	PUNCT
fuelectenerg-13355	171	10	bidirectional	bidirectional	ADJ
fuelectenerg-13355	171	11	encoder	encoder	NOUN
fuelectenerg-13355	171	12	representations	representation	VERB
fuelectenerg-13355	171	13	from	from	ADP
fuelectenerg-13355	171	14	transformers	transformer	NOUN
fuelectenerg-13355	171	15	)	)	PUNCT
fuelectenerg-13355	171	16	and	and	CCONJ
fuelectenerg-13355	171	17	is	be	AUX
fuelectenerg-13355	171	18	used	use	VERB
fuelectenerg-13355	171	19	for	for	ADP
fuelectenerg-13355	171	20	tasks	task	NOUN
fuelectenerg-13355	171	21	like	like	ADP
fuelectenerg-13355	171	22	text	text	NOUN
fuelectenerg-13355	171	23	summarization	summarization	NOUN
fuelectenerg-13355	171	24	,	,	PUNCT
fuelectenerg-13355	171	25	machine	machine	NOUN
fuelectenerg-13355	171	26	translation	translation	NOUN
fuelectenerg-13355	171	27	and	and	CCONJ
fuelectenerg-13355	171	28	natural	natural	ADJ
fuelectenerg-13355	171	29	language	language	NOUN
fuelectenerg-13355	171	30	comprehension	comprehension	NOUN
fuelectenerg-13355	171	31	.	.	PUNCT
fuelectenerg-13355	172	1	the	the	DET
fuelectenerg-13355	172	2	bart	bart	PROPN
fuelectenerg-13355	172	3	model	model	NOUN
fuelectenerg-13355	172	4	has	have	AUX
fuelectenerg-13355	172	5	been	be	AUX
fuelectenerg-13355	172	6	trained	train	VERB
fuelectenerg-13355	172	7	by	by	ADP
fuelectenerg-13355	172	8	a	a	DET
fuelectenerg-13355	172	9	self	self	NOUN
fuelectenerg-13355	172	10	-	-	PUNCT
fuelectenerg-13355	172	11	supervised	supervise	VERB
fuelectenerg-13355	172	12	pre	pre	ADJ
fuelectenerg-13355	172	13	-	-	NOUN
fuelectenerg-13355	172	14	training	training	NOUN
fuelectenerg-13355	172	15	.	.	PUNCT
fuelectenerg-13355	173	1	in	in	ADP
fuelectenerg-13355	173	2	this	this	DET
fuelectenerg-13355	173	3	method	method	NOUN
fuelectenerg-13355	173	4	,	,	PUNCT
fuelectenerg-13355	173	5	the	the	DET
fuelectenerg-13355	173	6	model	model	NOUN
fuelectenerg-13355	173	7	is	be	AUX
fuelectenerg-13355	173	8	trained	train	VERB
fuelectenerg-13355	173	9	on	on	ADP
fuelectenerg-13355	173	10	a	a	DET
fuelectenerg-13355	173	11	large	large	ADJ
fuelectenerg-13355	173	12	dataset	dataset	NOUN
fuelectenerg-13355	173	13	from	from	ADP
fuelectenerg-13355	173	14	unlabeled	unlabeled	ADJ
fuelectenerg-13355	173	15	texts	text	NOUN
fuelectenerg-13355	173	16	.	.	PUNCT
fuelectenerg-13355	174	1	this	this	DET
fuelectenerg-13355	174	2	process	process	NOUN
fuelectenerg-13355	174	3	helps	help	VERB
fuelectenerg-13355	174	4	the	the	DET
fuelectenerg-13355	174	5	model	model	NOUN
fuelectenerg-13355	174	6	to	to	PART
fuelectenerg-13355	174	7	comprehend	comprehend	VERB
fuelectenerg-13355	174	8	the	the	DET
fuelectenerg-13355	174	9	language	language	NOUN
fuelectenerg-13355	174	10	structure	structure	NOUN
fuelectenerg-13355	174	11	and	and	CCONJ
fuelectenerg-13355	174	12	relation	relation	NOUN
fuelectenerg-13355	174	13	between	between	ADP
fuelectenerg-13355	174	14	the	the	DET
fuelectenerg-13355	174	15	words	word	NOUN
fuelectenerg-13355	174	16	.	.	PUNCT
fuelectenerg-13355	175	1	bart	bart	PROPN
fuelectenerg-13355	175	2	is	be	AUX
fuelectenerg-13355	175	3	a	a	DET
fuelectenerg-13355	175	4	combination	combination	NOUN
fuelectenerg-13355	175	5	of	of	ADP
fuelectenerg-13355	175	6	bidirectional	bidirectional	ADJ
fuelectenerg-13355	175	7	models	model	NOUN
fuelectenerg-13355	175	8	(	(	PUNCT
fuelectenerg-13355	175	9	like	like	INTJ
fuelectenerg-13355	175	10	bert	bert	NOUN
fuelectenerg-13355	175	11	)	)	PUNCT
fuelectenerg-13355	175	12	and	and	CCONJ
fuelectenerg-13355	175	13	self	self	NOUN
fuelectenerg-13355	175	14	-	-	PUNCT
fuelectenerg-13355	175	15	regression	regression	NOUN
fuelectenerg-13355	175	16	(	(	PUNCT
fuelectenerg-13355	175	17	like	like	INTJ
fuelectenerg-13355	175	18	gpt	gpt	NOUN
fuelectenerg-13355	175	19	)	)	PUNCT
fuelectenerg-13355	175	20	.	.	PUNCT
fuelectenerg-13355	176	1	bart	bart	PROPN
fuelectenerg-13355	176	2	uses	use	VERB
fuelectenerg-13355	176	3	attention	attention	NOUN
fuelectenerg-13355	176	4	mechanism	mechanism	NOUN
fuelectenerg-13355	176	5	for	for	ADP
fuelectenerg-13355	176	6	text	text	NOUN
fuelectenerg-13355	176	7	processing	processing	NOUN
fuelectenerg-13355	176	8	and	and	CCONJ
fuelectenerg-13355	176	9	helps	help	VERB
fuelectenerg-13355	176	10	it	it	PRON
fuelectenerg-13355	176	11	to	to	PART
fuelectenerg-13355	176	12	comprehend	comprehend	VERB
fuelectenerg-13355	176	13	the	the	DET
fuelectenerg-13355	176	14	relation	relation	NOUN
fuelectenerg-13355	176	15	between	between	ADP
fuelectenerg-13355	176	16	the	the	DET
fuelectenerg-13355	176	17	words	word	NOUN
fuelectenerg-13355	176	18	better	well	ADV
fuelectenerg-13355	176	19	[	[	X
fuelectenerg-13355	176	20	48	48	NUM
fuelectenerg-13355	176	21	]	]	PUNCT
fuelectenerg-13355	177	1	[	[	X
fuelectenerg-13355	177	2	49	49	NUM
fuelectenerg-13355	177	3	]	]	PUNCT
fuelectenerg-13355	177	4	.	.	PUNCT
fuelectenerg-13355	178	1	the	the	DET
fuelectenerg-13355	178	2	input	input	NOUN
fuelectenerg-13355	178	3	texts	text	NOUN
fuelectenerg-13355	178	4	to	to	ADP
fuelectenerg-13355	178	5	llm	llm	PROPN
fuelectenerg-13355	178	6	has	have	AUX
fuelectenerg-13355	178	7	been	be	AUX
fuelectenerg-13355	178	8	categorized	categorize	VERB
fuelectenerg-13355	178	9	in	in	ADP
fuelectenerg-13355	178	10	pre	pre	ADJ
fuelectenerg-13355	178	11	-	-	ADJ
fuelectenerg-13355	178	12	determined	determined	ADJ
fuelectenerg-13355	178	13	categories	category	NOUN
fuelectenerg-13355	178	14	(	(	PUNCT
fuelectenerg-13355	178	15	like	like	INTJ
fuelectenerg-13355	178	16	(	(	PUNCT
fuelectenerg-13355	178	17	“	"	PUNCT
fuelectenerg-13355	178	18	health	health	NOUN
fuelectenerg-13355	178	19	”	"	PUNCT
fuelectenerg-13355	178	20	,	,	PUNCT
fuelectenerg-13355	178	21	“	"	PUNCT
fuelectenerg-13355	178	22	technology	technology	NOUN
fuelectenerg-13355	178	23	”	"	PUNCT
fuelectenerg-13355	178	24	,	,	PUNCT
fuelectenerg-13355	178	25	“	"	PUNCT
fuelectenerg-13355	178	26	finance	finance	NOUN
fuelectenerg-13355	178	27	”	"	PUNCT
fuelectenerg-13355	178	28	,	,	PUNCT
fuelectenerg-13355	178	29	“	"	PUNCT
fuelectenerg-13355	178	30	education	education	NOUN
fuelectenerg-13355	178	31	”	"	PUNCT
fuelectenerg-13355	178	32	,	,	PUNCT
fuelectenerg-13355	178	33	“	"	PUNCT
fuelectenerg-13355	178	34	sports	sport	NOUN
fuelectenerg-13355	178	35	”	"	PUNCT
fuelectenerg-13355	178	36	,	,	PUNCT
fuelectenerg-13355	178	37	“	"	PUNCT
fuelectenerg-13355	178	38	others	other	NOUN
fuelectenerg-13355	178	39	”	"	PUNCT
fuelectenerg-13355	178	40	)	)	PUNCT
fuelectenerg-13355	178	41	.	.	PUNCT
fuelectenerg-13355	179	1	8	8	X
fuelectenerg-13355	179	2	.	.	X
fuelectenerg-13355	179	3	results	result	NOUN
fuelectenerg-13355	179	4	in	in	ADP
fuelectenerg-13355	179	5	the	the	DET
fuelectenerg-13355	179	6	classification	classification	NOUN
fuelectenerg-13355	179	7	discussion	discussion	NOUN
fuelectenerg-13355	179	8	a	a	DET
fuelectenerg-13355	179	9	dataset	dataset	NOUN
fuelectenerg-13355	179	10	using	use	VERB
fuelectenerg-13355	179	11	classification	classification	NOUN
fuelectenerg-13355	179	12	methods	method	NOUN
fuelectenerg-13355	179	13	,	,	PUNCT
fuelectenerg-13355	179	14	is	be	AUX
fuelectenerg-13355	179	15	the	the	DET
fuelectenerg-13355	179	16	aim	aim	NOUN
fuelectenerg-13355	179	17	of	of	ADP
fuelectenerg-13355	179	18	achieving	achieve	VERB
fuelectenerg-13355	179	19	the	the	DET
fuelectenerg-13355	179	20	highest	high	ADJ
fuelectenerg-13355	179	21	possible	possible	ADJ
fuelectenerg-13355	179	22	precision	precision	NOUN
fuelectenerg-13355	179	23	and	and	CCONJ
fuelectenerg-13355	179	24	accuracy	accuracy	NOUN
fuelectenerg-13355	179	25	in	in	ADP
fuelectenerg-13355	179	26	classification	classification	NOUN
fuelectenerg-13355	179	27	and	and	CCONJ
fuelectenerg-13355	179	28	recognition	recognition	NOUN
fuelectenerg-13355	179	29	of	of	ADP
fuelectenerg-13355	179	30	sets	set	NOUN
fuelectenerg-13355	179	31	.	.	PUNCT
fuelectenerg-13355	180	1	in	in	ADP
fuelectenerg-13355	180	2	some	some	DET
fuelectenerg-13355	180	3	problems	problem	NOUN
fuelectenerg-13355	180	4	,	,	PUNCT
fuelectenerg-13355	180	5	the	the	DET
fuelectenerg-13355	180	6	correct	correct	ADJ
fuelectenerg-13355	180	7	recognition	recognition	NOUN
fuelectenerg-13355	180	8	of	of	ADP
fuelectenerg-13355	180	9	samples	sample	NOUN
fuelectenerg-13355	180	10	related	relate	VERB
fuelectenerg-13355	180	11	to	to	ADP
fuelectenerg-13355	180	12	one	one	NUM
fuelectenerg-13355	180	13	of	of	ADP
fuelectenerg-13355	180	14	the	the	DET
fuelectenerg-13355	180	15	sets	set	NOUN
fuelectenerg-13355	180	16	is	be	AUX
fuelectenerg-13355	180	17	very	very	ADV
fuelectenerg-13355	180	18	important	important	ADJ
fuelectenerg-13355	180	19	for	for	ADP
fuelectenerg-13355	180	20	us	we	PRON
fuelectenerg-13355	180	21	.	.	PUNCT
fuelectenerg-13355	181	1	confusion	confusion	NOUN
fuelectenerg-13355	181	2	table	table	NOUN
fuelectenerg-13355	181	3	or	or	CCONJ
fuelectenerg-13355	181	4	matrix	matrix	NOUN
fuelectenerg-13355	181	5	represents	represent	VERB
fuelectenerg-13355	181	6	the	the	DET
fuelectenerg-13355	181	7	results	result	NOUN
fuelectenerg-13355	181	8	of	of	ADP
fuelectenerg-13355	181	9	classification	classification	NOUN
fuelectenerg-13355	181	10	based	base	VERB
fuelectenerg-13355	181	11	on	on	ADP
fuelectenerg-13355	181	12	real	real	ADJ
fuelectenerg-13355	181	13	existing	exist	VERB
fuelectenerg-13355	181	14	information	information	NOUN
fuelectenerg-13355	181	15	.	.	PUNCT
fuelectenerg-13355	182	1	now	now	ADV
fuelectenerg-13355	182	2	on	on	ADP
fuelectenerg-13355	182	3	the	the	DET
fuelectenerg-13355	182	4	basis	basis	NOUN
fuelectenerg-13355	182	5	of	of	ADP
fuelectenerg-13355	182	6	these	these	DET
fuelectenerg-13355	182	7	values	value	NOUN
fuelectenerg-13355	182	8	we	we	PRON
fuelectenerg-13355	182	9	can	can	AUX
fuelectenerg-13355	182	10	classify	classify	VERB
fuelectenerg-13355	182	11	different	different	ADJ
fuelectenerg-13355	182	12	evaluating	evaluating	NOUN
fuelectenerg-13355	182	13	criteria	criterion	NOUN
fuelectenerg-13355	182	14	and	and	CCONJ
fuelectenerg-13355	182	15	define	define	VERB
fuelectenerg-13355	182	16	precision	precision	NOUN
fuelectenerg-13355	182	17	measurement	measurement	NOUN
fuelectenerg-13355	182	18	.	.	PUNCT
fuelectenerg-13355	183	1	the	the	DET
fuelectenerg-13355	183	2	confusion	confusion	NOUN
fuelectenerg-13355	183	3	matrix	matrix	NOUN
fuelectenerg-13355	183	4	is	be	AUX
fuelectenerg-13355	183	5	one	one	NUM
fuelectenerg-13355	183	6	of	of	ADP
fuelectenerg-13355	183	7	the	the	DET
fuelectenerg-13355	183	8	most	most	ADV
fuelectenerg-13355	183	9	important	important	ADJ
fuelectenerg-13355	183	10	tools	tool	NOUN
fuelectenerg-13355	183	11	for	for	ADP
fuelectenerg-13355	183	12	evaluating	evaluate	VERB
fuelectenerg-13355	183	13	multi	multi	ADJ
fuelectenerg-13355	183	14	-	-	ADJ
fuelectenerg-13355	183	15	class	class	ADJ
fuelectenerg-13355	183	16	machine	machine	NOUN
fuelectenerg-13355	183	17	learning	learning	NOUN
fuelectenerg-13355	183	18	models	model	NOUN
fuelectenerg-13355	183	19	.	.	PUNCT
fuelectenerg-13355	184	1	it	it	PRON
fuelectenerg-13355	184	2	serves	serve	VERB
fuelectenerg-13355	184	3	as	as	ADP
fuelectenerg-13355	184	4	a	a	DET
fuelectenerg-13355	184	5	method	method	NOUN
fuelectenerg-13355	184	6	to	to	PART
fuelectenerg-13355	184	7	assess	assess	VERB
fuelectenerg-13355	184	8	the	the	DET
fuelectenerg-13355	184	9	performance	performance	NOUN
fuelectenerg-13355	184	10	of	of	ADP
fuelectenerg-13355	184	11	classification	classification	NOUN
fuelectenerg-13355	184	12	models	model	NOUN
fuelectenerg-13355	184	13	by	by	ADP
fuelectenerg-13355	184	14	comparing	compare	VERB
fuelectenerg-13355	184	15	their	their	PRON
fuelectenerg-13355	184	16	predictions	prediction	NOUN
fuelectenerg-13355	184	17	with	with	ADP
fuelectenerg-13355	184	18	the	the	DET
fuelectenerg-13355	184	19	actual	actual	ADJ
fuelectenerg-13355	184	20	values	value	NOUN
fuelectenerg-13355	184	21	.	.	PUNCT
fuelectenerg-13355	185	1	the	the	DET
fuelectenerg-13355	185	2	matrix	matrix	NOUN
fuelectenerg-13355	185	3	highlights	highlight	NOUN
fuelectenerg-13355	185	4	where	where	SCONJ
fuelectenerg-13355	185	5	the	the	DET
fuelectenerg-13355	185	6	model	model	NOUN
fuelectenerg-13355	185	7	has	have	AUX
fuelectenerg-13355	185	8	made	make	VERB
fuelectenerg-13355	185	9	errors	error	NOUN
fuelectenerg-13355	185	10	,	,	PUNCT
fuelectenerg-13355	185	11	offering	offer	VERB
fuelectenerg-13355	185	12	insights	insight	NOUN
fuelectenerg-13355	185	13	into	into	ADP
fuelectenerg-13355	185	14	how	how	SCONJ
fuelectenerg-13355	185	15	its	its	PRON
fuelectenerg-13355	185	16	performance	performance	NOUN
fuelectenerg-13355	185	17	can	can	AUX
fuelectenerg-13355	185	18	be	be	AUX
fuelectenerg-13355	185	19	improved	improve	VERB
fuelectenerg-13355	185	20	.	.	PUNCT
fuelectenerg-13355	186	1	additionally	additionally	ADV
fuelectenerg-13355	186	2	,	,	PUNCT
fuelectenerg-13355	186	3	by	by	ADP
fuelectenerg-13355	186	4	calculating	calculate	VERB
fuelectenerg-13355	186	5	metrics	metric	NOUN
fuelectenerg-13355	186	6	such	such	ADJ
fuelectenerg-13355	186	7	as	as	ADP
fuelectenerg-13355	186	8	precision	precision	NOUN
fuelectenerg-13355	186	9	,	,	PUNCT
fuelectenerg-13355	186	10	recall	recall	NOUN
fuelectenerg-13355	186	11	,	,	PUNCT
fuelectenerg-13355	186	12	and	and	CCONJ
fuelectenerg-13355	186	13	f1	f1	NOUN
fuelectenerg-13355	186	14	-	-	PUNCT
fuelectenerg-13355	186	15	score	score	NOUN
fuelectenerg-13355	186	16	,	,	PUNCT
fuelectenerg-13355	186	17	we	we	PRON
fuelectenerg-13355	186	18	can	can	AUX
fuelectenerg-13355	186	19	obtain	obtain	VERB
fuelectenerg-13355	186	20	a	a	DET
fuelectenerg-13355	186	21	comprehensive	comprehensive	ADJ
fuelectenerg-13355	186	22	evaluation	evaluation	NOUN
fuelectenerg-13355	186	23	of	of	ADP
fuelectenerg-13355	186	24	the	the	DET
fuelectenerg-13355	186	25	model	model	NOUN
fuelectenerg-13355	186	26	's	's	PART
fuelectenerg-13355	186	27	performance	performance	NOUN
fuelectenerg-13355	186	28	for	for	ADP
fuelectenerg-13355	186	29	each	each	DET
fuelectenerg-13355	186	30	class	class	NOUN
fuelectenerg-13355	186	31	.	.	PUNCT
fuelectenerg-13355	187	1	here	here	ADV
fuelectenerg-13355	187	2	we	we	PRON
fuelectenerg-13355	187	3	examine	examine	VERB
fuelectenerg-13355	187	4	three	three	NUM
fuelectenerg-13355	187	5	cases	case	NOUN
fuelectenerg-13355	187	6	based	base	VERB
fuelectenerg-13355	187	7	on	on	ADP
fuelectenerg-13355	187	8	pre	pre	ADJ
fuelectenerg-13355	187	9	-	-	ADJ
fuelectenerg-13355	187	10	trained	train	VERB
fuelectenerg-13355	187	11	model	model	NOUN
fuelectenerg-13355	187	12	of	of	ADP
fuelectenerg-13355	187	13	trocr	trocr	NOUN
fuelectenerg-13355	187	14	and	and	CCONJ
fuelectenerg-13355	187	15	llm	llm	NOUN
fuelectenerg-13355	187	16	.	.	PUNCT
fuelectenerg-13355	188	1	the	the	DET
fuelectenerg-13355	188	2	confusion	confusion	NOUN
fuelectenerg-13355	188	3	matrix	matrix	NOUN
fuelectenerg-13355	188	4	has	have	AUX
fuelectenerg-13355	188	5	been	be	AUX
fuelectenerg-13355	188	6	used	use	VERB
fuelectenerg-13355	188	7	for	for	ADP
fuelectenerg-13355	188	8	a	a	DET
fuelectenerg-13355	188	9	case	case	NOUN
fuelectenerg-13355	188	10	of	of	ADP
fuelectenerg-13355	188	11	pre	pre	ADJ
fuelectenerg-13355	188	12	-	-	ADJ
fuelectenerg-13355	188	13	trained	train	VERB
fuelectenerg-13355	188	14	trocr	trocr	ADJ
fuelectenerg-13355	188	15	model	model	NOUN
fuelectenerg-13355	188	16	microsoft	microsoft	PROPN
fuelectenerg-13355	188	17	/	/	SYM
fuelectenerg-13355	188	18	trocr	trocr	ADJ
fuelectenerg-13355	188	19	-	-	PUNCT
fuelectenerg-13355	188	20	base	base	NOUN
fuelectenerg-13355	188	21	-	-	PUNCT
fuelectenerg-13355	188	22	handwritten	handwritten	ADJ
fuelectenerg-13355	188	23	and	and	CCONJ
fuelectenerg-13355	188	24	llm	llm	PROPN
fuelectenerg-13355	188	25	also	also	ADV
fuelectenerg-13355	188	26	has	have	AUX
fuelectenerg-13355	188	27	been	be	AUX
fuelectenerg-13355	188	28	used	use	VERB
fuelectenerg-13355	188	29	for	for	ADP
fuelectenerg-13355	188	30	text	text	NOUN
fuelectenerg-13355	188	31	classification	classification	NOUN
fuelectenerg-13355	188	32	as	as	ADP
fuelectenerg-13355	188	33	facebook	facebook	PROPN
fuelectenerg-13355	188	34	/	/	SYM
fuelectenerg-13355	188	35	bart	bart	PROPN
fuelectenerg-13355	188	36	-	-	PUNCT
fuelectenerg-13355	188	37	large	large	ADJ
fuelectenerg-13355	188	38	-	-	PUNCT
fuelectenerg-13355	188	39	cnn	cnn	NOUN
fuelectenerg-13355	188	40	.	.	PUNCT
fuelectenerg-13355	189	1	the	the	DET
fuelectenerg-13355	189	2	obtained	obtain	VERB
fuelectenerg-13355	189	3	results	result	NOUN
fuelectenerg-13355	189	4	have	have	AUX
fuelectenerg-13355	189	5	been	be	AUX
fuelectenerg-13355	189	6	presented	present	VERB
fuelectenerg-13355	189	7	in	in	ADP
fuelectenerg-13355	189	8	table	table	NOUN
fuelectenerg-13355	189	9	2	2	NUM
fuelectenerg-13355	189	10	.	.	PUNCT
fuelectenerg-13355	189	11	706	706	NUM
fuelectenerg-13355	189	12	h.	h.	PROPN
fuelectenerg-13355	189	13	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	189	14	,	,	PUNCT
fuelectenerg-13355	189	15	a.	a.	NOUN
fuelectenerg-13355	189	16	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	189	17	,	,	PUNCT
fuelectenerg-13355	189	18	m.	m.	NOUN
fuelectenerg-13355	189	19	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	189	20	,	,	PUNCT
fuelectenerg-13355	189	21	m.	m.	NOUN
fuelectenerg-13355	189	22	nooshyar	nooshyar	PROPN
fuelectenerg-13355	189	23	,	,	PUNCT
fuelectenerg-13355	189	24	...	...	PUNCT
fuelectenerg-13355	189	25	table	table	NOUN
fuelectenerg-13355	189	26	2	2	NUM
fuelectenerg-13355	189	27	confusion	confusion	NOUN
fuelectenerg-13355	189	28	matrix	matrix	NOUN
fuelectenerg-13355	189	29	for	for	ADP
fuelectenerg-13355	189	30	the	the	DET
fuelectenerg-13355	189	31	case	case	NOUN
fuelectenerg-13355	189	32	where	where	SCONJ
fuelectenerg-13355	189	33	the	the	DET
fuelectenerg-13355	189	34	microsoft	microsoft	PROPN
fuelectenerg-13355	189	35	/	/	SYM
fuelectenerg-13355	189	36	trocr	trocr	ADJ
fuelectenerg-13355	189	37	-	-	PUNCT
fuelectenerg-13355	189	38	base	base	NOUN
fuelectenerg-13355	189	39	-	-	PUNCT
fuelectenerg-13355	189	40	handwritten	handwritten	ADJ
fuelectenerg-13355	189	41	model	model	NOUN
fuelectenerg-13355	189	42	and	and	CCONJ
fuelectenerg-13355	189	43	llm	llm	PROPN
fuelectenerg-13355	189	44	are	be	AUX
fuelectenerg-13355	189	45	used	use	VERB
fuelectenerg-13355	189	46	predicted	predict	VERB
fuelectenerg-13355	189	47	class	class	NOUN
fuelectenerg-13355	189	48	others	other	NOUN
fuelectenerg-13355	189	49	sports	sport	NOUN
fuelectenerg-13355	189	50	finance	finance	NOUN
fuelectenerg-13355	189	51	education	education	NOUN
fuelectenerg-13355	189	52	health	health	NOUN
fuelectenerg-13355	189	53	technology	technology	NOUN
fuelectenerg-13355	189	54	39	39	NUM
fuelectenerg-13355	189	55	1	1	NUM
fuelectenerg-13355	189	56	1	1	NUM
fuelectenerg-13355	189	57	2	2	NUM
fuelectenerg-13355	189	58	5	5	NUM
fuelectenerg-13355	189	59	41	41	NUM
fuelectenerg-13355	189	60	technology	technology	NOUN
fuelectenerg-13355	189	61	a	a	DET
fuelectenerg-13355	189	62	ct	ct	NOUN
fuelectenerg-13355	189	63	u	u	NOUN
fuelectenerg-13355	189	64	al	al	PROPN
fuelectenerg-13355	189	65	c	c	PROPN
fuelectenerg-13355	189	66	la	la	NOUN
fuelectenerg-13355	189	67	ss	ss	PROPN
fuelectenerg-13355	190	1	12	12	NUM
fuelectenerg-13355	190	2	0	0	NUM
fuelectenerg-13355	190	3	0	0	NUM
fuelectenerg-13355	190	4	0	0	NUM
fuelectenerg-13355	190	5	1	1	NUM
fuelectenerg-13355	190	6	2	2	NUM
fuelectenerg-13355	190	7	health	health	NOUN
fuelectenerg-13355	190	8	6	6	NUM
fuelectenerg-13355	190	9	0	0	NUM
fuelectenerg-13355	190	10	0	0	NUM
fuelectenerg-13355	190	11	0	0	NUM
fuelectenerg-13355	190	12	0	0	NUM
fuelectenerg-13355	190	13	0	0	NUM
fuelectenerg-13355	190	14	education	education	NOUN
fuelectenerg-13355	190	15	3	3	NUM
fuelectenerg-13355	190	16	0	0	NUM
fuelectenerg-13355	190	17	0	0	NUM
fuelectenerg-13355	190	18	0	0	NUM
fuelectenerg-13355	190	19	0	0	NUM
fuelectenerg-13355	190	20	0	0	NUM
fuelectenerg-13355	190	21	finance	finance	NOUN
fuelectenerg-13355	190	22	1	1	NUM
fuelectenerg-13355	190	23	1	1	NUM
fuelectenerg-13355	190	24	0	0	NUM
fuelectenerg-13355	190	25	0	0	NUM
fuelectenerg-13355	190	26	0	0	NUM
fuelectenerg-13355	190	27	0	0	NUM
fuelectenerg-13355	190	28	sports	sport	NOUN
fuelectenerg-13355	190	29	173	173	NUM
fuelectenerg-13355	190	30	2	2	NUM
fuelectenerg-13355	190	31	0	0	NUM
fuelectenerg-13355	190	32	4	4	NUM
fuelectenerg-13355	190	33	20	20	NUM
fuelectenerg-13355	190	34	22	22	NUM
fuelectenerg-13355	190	35	others	other	NOUN
fuelectenerg-13355	190	36	now	now	ADV
fuelectenerg-13355	190	37	we	we	PRON
fuelectenerg-13355	190	38	obtain	obtain	VERB
fuelectenerg-13355	190	39	the	the	DET
fuelectenerg-13355	190	40	values	value	NOUN
fuelectenerg-13355	190	41	of	of	ADP
fuelectenerg-13355	190	42	precision	precision	NOUN
fuelectenerg-13355	190	43	,	,	PUNCT
fuelectenerg-13355	190	44	recall	recall	NOUN
fuelectenerg-13355	190	45	,	,	PUNCT
fuelectenerg-13355	190	46	accuracy	accuracy	NOUN
fuelectenerg-13355	190	47	,	,	PUNCT
fuelectenerg-13355	190	48	f1	f1	NOUN
fuelectenerg-13355	190	49	-	-	PUNCT
fuelectenerg-13355	190	50	score	score	NOUN
fuelectenerg-13355	190	51	for	for	ADP
fuelectenerg-13355	190	52	the	the	DET
fuelectenerg-13355	190	53	above	above	ADJ
fuelectenerg-13355	190	54	table	table	NOUN
fuelectenerg-13355	190	55	.	.	PUNCT
fuelectenerg-13355	191	1	ii	ii	NOUN
fuelectenerg-13355	192	1	i	i	PRON
fuelectenerg-13355	192	2	jij	jij	PROPN
fuelectenerg-13355	192	3	m	m	VERB
fuelectenerg-13355	192	4	precision	precision	NOUN
fuelectenerg-13355	192	5	m	m	VERB
fuelectenerg-13355	192	6	=	=	VERB
fuelectenerg-13355	192	7			X
fuelectenerg-13355	192	8	(	(	PUNCT
fuelectenerg-13355	192	9	1	1	X
fuelectenerg-13355	192	10	)	)	PUNCT
fuelectenerg-13355	192	11	ii	ii	NOUN
fuelectenerg-13355	193	1	i	i	PRON
fuelectenerg-13355	193	2	ijj	ijj	PROPN
fuelectenerg-13355	193	3	m	m	VERB
fuelectenerg-13355	193	4	recall	recall	ADJ
fuelectenerg-13355	193	5	m	m	VERB
fuelectenerg-13355	193	6	=	=	VERB
fuelectenerg-13355	193	7			X
fuelectenerg-13355	193	8	(	(	PUNCT
fuelectenerg-13355	193	9	2	2	NUM
fuelectenerg-13355	193	10	)	)	SYM
fuelectenerg-13355	193	11	2	2	NUM
fuelectenerg-13355	193	12	1	1	NUM
fuelectenerg-13355	193	13	precision	precision	NOUN
fuelectenerg-13355	193	14	recall	recall	NOUN
fuelectenerg-13355	193	15	f	f	PROPN
fuelectenerg-13355	193	16	score	score	NOUN
fuelectenerg-13355	193	17	precision	precision	NOUN
fuelectenerg-13355	193	18	recall	recall	NOUN
fuelectenerg-13355	194	1			PROPN
fuelectenerg-13355	194	2			PROPN
fuelectenerg-13355	194	3	−	−	PROPN
fuelectenerg-13355	194	4	=	=	PUNCT
fuelectenerg-13355	195	1	+	+	CCONJ
fuelectenerg-13355	195	2	(	(	PUNCT
fuelectenerg-13355	195	3	3	3	NUM
fuelectenerg-13355	195	4	)	)	PUNCT
fuelectenerg-13355	195	5	that	that	SCONJ
fuelectenerg-13355	195	6	the	the	DET
fuelectenerg-13355	195	7	results	result	NOUN
fuelectenerg-13355	195	8	obtained	obtain	VERB
fuelectenerg-13355	195	9	from	from	ADP
fuelectenerg-13355	195	10	table	table	NOUN
fuelectenerg-13355	195	11	2	2	NUM
fuelectenerg-13355	195	12	has	have	AUX
fuelectenerg-13355	195	13	been	be	AUX
fuelectenerg-13355	195	14	conformed	conform	VERB
fuelectenerg-13355	195	15	to	to	PART
fuelectenerg-13355	195	16	table	table	VERB
fuelectenerg-13355	195	17	3	3	NUM
fuelectenerg-13355	195	18	.	.	PUNCT
fuelectenerg-13355	195	19	table	table	NOUN
fuelectenerg-13355	195	20	3	3	NUM
fuelectenerg-13355	195	21	the	the	DET
fuelectenerg-13355	195	22	results	result	NOUN
fuelectenerg-13355	195	23	of	of	ADP
fuelectenerg-13355	195	24	text	text	NOUN
fuelectenerg-13355	195	25	classification	classification	NOUN
fuelectenerg-13355	195	26	by	by	ADP
fuelectenerg-13355	195	27	the	the	DET
fuelectenerg-13355	195	28	model	model	NOUN
fuelectenerg-13355	195	29	microsoft	microsoft	PROPN
fuelectenerg-13355	195	30	/	/	SYM
fuelectenerg-13355	195	31	trocr	trocr	ADJ
fuelectenerg-13355	195	32	-	-	PUNCT
fuelectenerg-13355	195	33	base	base	NOUN
fuelectenerg-13355	195	34	-	-	PUNCT
fuelectenerg-13355	195	35	handwritten	handwritten	ADJ
fuelectenerg-13355	195	36	and	and	CCONJ
fuelectenerg-13355	195	37	llm	llm	NOUN
fuelectenerg-13355	195	38	others	other	NOUN
fuelectenerg-13355	195	39	sports	sport	NOUN
fuelectenerg-13355	195	40	finance	finance	NOUN
fuelectenerg-13355	195	41	education	education	NOUN
fuelectenerg-13355	195	42	health	health	NOUN
fuelectenerg-13355	195	43	technology	technology	NOUN
fuelectenerg-13355	195	44	0.739	0.739	NUM
fuelectenerg-13355	195	45	0.25	0.25	NUM
fuelectenerg-13355	195	46	0	0	NUM
fuelectenerg-13355	195	47	0	0	NUM
fuelectenerg-13355	195	48	0.0384	0.0384	NUM
fuelectenerg-13355	195	49	0.63	0.63	NUM
fuelectenerg-13355	195	50	precision	precision	NOUN
fuelectenerg-13355	195	51	0.782	0.782	NUM
fuelectenerg-13355	195	52	0.5	0.5	NUM
fuelectenerg-13355	195	53	0	0	NUM
fuelectenerg-13355	195	54	0	0	NUM
fuelectenerg-13355	195	55	0.066	0.066	NUM
fuelectenerg-13355	195	56	0.460	0.460	NUM
fuelectenerg-13355	195	57	recall	recall	NOUN
fuelectenerg-13355	195	58	0.7598	0.7598	NUM
fuelectenerg-13355	195	59	0.3333	0.3333	NUM
fuelectenerg-13355	195	60	0	0	NUM
fuelectenerg-13355	195	61	0	0	NUM
fuelectenerg-13355	196	1	0.04855	0.04855	NUM
fuelectenerg-13355	196	2	0.5317	0.5317	NUM
fuelectenerg-13355	196	3	f1	f1	NOUN
fuelectenerg-13355	196	4	-	-	PUNCT
fuelectenerg-13355	196	5	score	score	NOUN
fuelectenerg-13355	196	6	0.6428	0.6428	NUM
fuelectenerg-13355	196	7	accuracy	accuracy	NOUN
fuelectenerg-13355	196	8	in	in	ADP
fuelectenerg-13355	196	9	the	the	DET
fuelectenerg-13355	196	10	second	second	ADJ
fuelectenerg-13355	196	11	case	case	NOUN
fuelectenerg-13355	196	12	,	,	PUNCT
fuelectenerg-13355	196	13	for	for	ADP
fuelectenerg-13355	196	14	the	the	DET
fuelectenerg-13355	196	15	case	case	NOUN
fuelectenerg-13355	196	16	of	of	ADP
fuelectenerg-13355	196	17	pre	pre	ADJ
fuelectenerg-13355	196	18	-	-	ADJ
fuelectenerg-13355	196	19	trained	train	VERB
fuelectenerg-13355	196	20	model	model	NOUN
fuelectenerg-13355	196	21	of	of	ADP
fuelectenerg-13355	196	22	trocr	trocr	NOUN
fuelectenerg-13355	196	23	and	and	CCONJ
fuelectenerg-13355	196	24	llm	llm	PROPN
fuelectenerg-13355	196	25	has	have	AUX
fuelectenerg-13355	196	26	been	be	AUX
fuelectenerg-13355	196	27	according	accord	VERB
fuelectenerg-13355	196	28	to	to	ADP
fuelectenerg-13355	196	29	table	table	NOUN
fuelectenerg-13355	196	30	4	4	NUM
fuelectenerg-13355	196	31	.	.	PUNCT
fuelectenerg-13355	196	32	table	table	NOUN
fuelectenerg-13355	196	33	4	4	NUM
fuelectenerg-13355	196	34	pre	pre	ADJ
fuelectenerg-13355	196	35	-	-	ADJ
fuelectenerg-13355	196	36	trained	train	VERB
fuelectenerg-13355	196	37	trocr	trocr	ADJ
fuelectenerg-13355	196	38	and	and	CCONJ
fuelectenerg-13355	196	39	llm	llm	PROPN
fuelectenerg-13355	196	40	model	model	NOUN
fuelectenerg-13355	196	41	used	use	VERB
fuelectenerg-13355	196	42	in	in	ADP
fuelectenerg-13355	196	43	the	the	DET
fuelectenerg-13355	196	44	second	second	ADJ
fuelectenerg-13355	196	45	case	case	NOUN
fuelectenerg-13355	196	46	llm	llm	NOUN
fuelectenerg-13355	196	47	used	use	VERB
fuelectenerg-13355	196	48	pre	pre	ADJ
fuelectenerg-13355	196	49	-	-	ADJ
fuelectenerg-13355	196	50	trained	train	VERB
fuelectenerg-13355	196	51	model	model	NOUN
fuelectenerg-13355	196	52	trocr	trocr	PROPN
fuelectenerg-13355	196	53	facebook	facebook	PROPN
fuelectenerg-13355	196	54	/	/	SYM
fuelectenerg-13355	196	55	bart	bart	PROPN
fuelectenerg-13355	196	56	-	-	PUNCT
fuelectenerg-13355	196	57	large	large	ADJ
fuelectenerg-13355	196	58	-	-	PUNCT
fuelectenerg-13355	196	59	cnn	cnn	NOUN
fuelectenerg-13355	196	60	microsoft	microsoft	PROPN
fuelectenerg-13355	196	61	/	/	SYM
fuelectenerg-13355	196	62	trocr	trocr	ADJ
fuelectenerg-13355	196	63	-	-	PUNCT
fuelectenerg-13355	196	64	large	large	ADJ
fuelectenerg-13355	196	65	-	-	PUNCT
fuelectenerg-13355	196	66	handwritten	handwritten	ADJ
fuelectenerg-13355	196	67	the	the	DET
fuelectenerg-13355	196	68	confusion	confusion	NOUN
fuelectenerg-13355	196	69	matrix	matrix	NOUN
fuelectenerg-13355	196	70	has	have	AUX
fuelectenerg-13355	196	71	been	be	AUX
fuelectenerg-13355	196	72	obtained	obtain	VERB
fuelectenerg-13355	196	73	as	as	ADP
fuelectenerg-13355	196	74	table	table	NOUN
fuelectenerg-13355	196	75	5	5	NUM
fuelectenerg-13355	196	76	.	.	PUNCT
fuelectenerg-13355	197	1	a	a	DET
fuelectenerg-13355	197	2	structure	structure	NOUN
fuelectenerg-13355	197	3	based	base	VERB
fuelectenerg-13355	197	4	on	on	ADP
fuelectenerg-13355	197	5	trocr	trocr	ADJ
fuelectenerg-13355	197	6	transformer	transformer	NOUN
fuelectenerg-13355	197	7	and	and	CCONJ
fuelectenerg-13355	197	8	large	large	ADJ
fuelectenerg-13355	197	9	language	language	NOUN
fuelectenerg-13355	197	10	model	model	NOUN
fuelectenerg-13355	197	11	for	for	ADP
fuelectenerg-13355	197	12	classification	classification	NOUN
fuelectenerg-13355	197	13	of	of	ADP
fuelectenerg-13355	197	14	....	....	PUNCT
fuelectenerg-13355	197	15	707	707	NUM
fuelectenerg-13355	197	16	table	table	NOUN
fuelectenerg-13355	197	17	5	5	NUM
fuelectenerg-13355	197	18	confusion	confusion	NOUN
fuelectenerg-13355	197	19	matrix	matrix	NOUN
fuelectenerg-13355	197	20	for	for	ADP
fuelectenerg-13355	197	21	the	the	DET
fuelectenerg-13355	197	22	case	case	NOUN
fuelectenerg-13355	197	23	where	where	SCONJ
fuelectenerg-13355	197	24	the	the	DET
fuelectenerg-13355	197	25	microsoft	microsoft	PROPN
fuelectenerg-13355	197	26	/	/	SYM
fuelectenerg-13355	197	27	trocr	trocr	ADJ
fuelectenerg-13355	197	28	-	-	PUNCT
fuelectenerg-13355	197	29	large	large	ADJ
fuelectenerg-13355	197	30	-	-	PUNCT
fuelectenerg-13355	197	31	handwritten	handwritten	ADJ
fuelectenerg-13355	197	32	model	model	NOUN
fuelectenerg-13355	197	33	and	and	CCONJ
fuelectenerg-13355	197	34	llm	llm	PROPN
fuelectenerg-13355	197	35	are	be	AUX
fuelectenerg-13355	197	36	used	use	VERB
fuelectenerg-13355	197	37	predicted	predict	VERB
fuelectenerg-13355	197	38	class	class	NOUN
fuelectenerg-13355	197	39	others	other	NOUN
fuelectenerg-13355	197	40	sports	sport	NOUN
fuelectenerg-13355	197	41	finance	finance	NOUN
fuelectenerg-13355	197	42	education	education	NOUN
fuelectenerg-13355	197	43	health	health	NOUN
fuelectenerg-13355	197	44	technology	technology	NOUN
fuelectenerg-13355	197	45	31	31	NUM
fuelectenerg-13355	197	46	0	0	NUM
fuelectenerg-13355	197	47	0	0	NUM
fuelectenerg-13355	197	48	2	2	NUM
fuelectenerg-13355	197	49	4	4	NUM
fuelectenerg-13355	197	50	52	52	NUM
fuelectenerg-13355	197	51	technology	technology	NOUN
fuelectenerg-13355	197	52	a	a	DET
fuelectenerg-13355	197	53	ct	ct	NOUN
fuelectenerg-13355	197	54	u	u	NOUN
fuelectenerg-13355	197	55	al	al	PROPN
fuelectenerg-13355	197	56	c	c	PROPN
fuelectenerg-13355	197	57	la	la	PROPN
fuelectenerg-13355	197	58	ss	ss	PROPN
fuelectenerg-13355	197	59	10	10	NUM
fuelectenerg-13355	197	60	0	0	NUM
fuelectenerg-13355	197	61	0	0	NUM
fuelectenerg-13355	197	62	0	0	NUM
fuelectenerg-13355	197	63	2	2	NUM
fuelectenerg-13355	197	64	3	3	NUM
fuelectenerg-13355	197	65	health	health	NOUN
fuelectenerg-13355	197	66	5	5	NUM
fuelectenerg-13355	197	67	0	0	NUM
fuelectenerg-13355	197	68	0	0	NUM
fuelectenerg-13355	197	69	0	0	NUM
fuelectenerg-13355	197	70	1	1	NUM
fuelectenerg-13355	197	71	0	0	NUM
fuelectenerg-13355	197	72	education	education	NOUN
fuelectenerg-13355	197	73	1	1	NUM
fuelectenerg-13355	197	74	0	0	NUM
fuelectenerg-13355	197	75	2	2	NUM
fuelectenerg-13355	197	76	0	0	NUM
fuelectenerg-13355	197	77	0	0	NUM
fuelectenerg-13355	197	78	0	0	NUM
fuelectenerg-13355	197	79	finance	finance	NOUN
fuelectenerg-13355	197	80	1	1	NUM
fuelectenerg-13355	197	81	1	1	NUM
fuelectenerg-13355	197	82	0	0	NUM
fuelectenerg-13355	197	83	0	0	NUM
fuelectenerg-13355	197	84	0	0	NUM
fuelectenerg-13355	197	85	0	0	NUM
fuelectenerg-13355	197	86	sports	sport	NOUN
fuelectenerg-13355	197	87	165	165	NUM
fuelectenerg-13355	197	88	3	3	NUM
fuelectenerg-13355	197	89	1	1	NUM
fuelectenerg-13355	197	90	4	4	NUM
fuelectenerg-13355	197	91	12	12	NUM
fuelectenerg-13355	197	92	36	36	NUM
fuelectenerg-13355	197	93	others	other	NOUN
fuelectenerg-13355	197	94	now	now	ADV
fuelectenerg-13355	197	95	we	we	PRON
fuelectenerg-13355	197	96	obtain	obtain	VERB
fuelectenerg-13355	197	97	the	the	DET
fuelectenerg-13355	197	98	values	value	NOUN
fuelectenerg-13355	197	99	of	of	ADP
fuelectenerg-13355	197	100	precision	precision	NOUN
fuelectenerg-13355	197	101	,	,	PUNCT
fuelectenerg-13355	197	102	recall	recall	NOUN
fuelectenerg-13355	197	103	,	,	PUNCT
fuelectenerg-13355	197	104	accuracy	accuracy	NOUN
fuelectenerg-13355	197	105	,	,	PUNCT
fuelectenerg-13355	197	106	f1	f1	NOUN
fuelectenerg-13355	197	107	-	-	PUNCT
fuelectenerg-13355	197	108	score	score	NOUN
fuelectenerg-13355	197	109	for	for	ADP
fuelectenerg-13355	197	110	table	table	NOUN
fuelectenerg-13355	197	111	5	5	NUM
fuelectenerg-13355	197	112	that	that	SCONJ
fuelectenerg-13355	197	113	the	the	DET
fuelectenerg-13355	197	114	results	result	NOUN
fuelectenerg-13355	197	115	have	have	AUX
fuelectenerg-13355	197	116	been	be	AUX
fuelectenerg-13355	197	117	presented	present	VERB
fuelectenerg-13355	197	118	in	in	ADP
fuelectenerg-13355	197	119	table	table	NOUN
fuelectenerg-13355	197	120	6	6	NUM
fuelectenerg-13355	197	121	.	.	PUNCT
fuelectenerg-13355	197	122	table	table	NOUN
fuelectenerg-13355	197	123	6	6	NUM
fuelectenerg-13355	197	124	the	the	DET
fuelectenerg-13355	197	125	results	result	NOUN
fuelectenerg-13355	197	126	of	of	ADP
fuelectenerg-13355	197	127	text	text	NOUN
fuelectenerg-13355	197	128	classification	classification	NOUN
fuelectenerg-13355	197	129	by	by	ADP
fuelectenerg-13355	197	130	the	the	DET
fuelectenerg-13355	197	131	model	model	NOUN
fuelectenerg-13355	197	132	microsoft	microsoft	PROPN
fuelectenerg-13355	197	133	/	/	SYM
fuelectenerg-13355	197	134	trocr	trocr	ADJ
fuelectenerg-13355	197	135	-	-	PUNCT
fuelectenerg-13355	197	136	large	large	ADJ
fuelectenerg-13355	197	137	-	-	PUNCT
fuelectenerg-13355	197	138	handwritten	handwritten	ADJ
fuelectenerg-13355	197	139	and	and	CCONJ
fuelectenerg-13355	197	140	llm	llm	NOUN
fuelectenerg-13355	197	141	others	other	NOUN
fuelectenerg-13355	197	142	sports	sport	NOUN
fuelectenerg-13355	197	143	finance	finance	NOUN
fuelectenerg-13355	197	144	education	education	NOUN
fuelectenerg-13355	197	145	health	health	NOUN
fuelectenerg-13355	197	146	technology	technology	NOUN
fuelectenerg-13355	197	147	0.774	0.774	NUM
fuelectenerg-13355	197	148	0.25	0.25	NUM
fuelectenerg-13355	197	149	0.666	0.666	NUM
fuelectenerg-13355	197	150	0	0	NUM
fuelectenerg-13355	197	151	0.105	0.105	NUM
fuelectenerg-13355	197	152	0.571	0.571	NUM
fuelectenerg-13355	197	153	precision	precision	NOUN
fuelectenerg-13355	197	154	0.7466	0.7466	NUM
fuelectenerg-13355	197	155	0.5	0.5	NUM
fuelectenerg-13355	197	156	0.666	0.666	NUM
fuelectenerg-13355	197	157	0	0	NUM
fuelectenerg-13355	197	158	0.133	0.133	NUM
fuelectenerg-13355	197	159	0.584	0.584	NUM
fuelectenerg-13355	197	160	recall	recall	VERB
fuelectenerg-13355	197	161	0.760	0.760	NUM
fuelectenerg-13355	197	162	0.3333	0.3333	NUM
fuelectenerg-13355	197	163	0.666	0.666	NUM
fuelectenerg-13355	197	164	0	0	NUM
fuelectenerg-13355	197	165	0.1173	0.1173	NUM
fuelectenerg-13355	197	166	0.5774	0.5774	NUM
fuelectenerg-13355	197	167	f1	f1	NOUN
fuelectenerg-13355	197	168	-	-	PUNCT
fuelectenerg-13355	197	169	score	score	NOUN
fuelectenerg-13355	197	170	0.6529	0.6529	NUM
fuelectenerg-13355	197	171	accuracy	accuracy	NOUN
fuelectenerg-13355	197	172	in	in	ADP
fuelectenerg-13355	197	173	the	the	DET
fuelectenerg-13355	197	174	third	third	ADJ
fuelectenerg-13355	197	175	case	case	NOUN
fuelectenerg-13355	197	176	,	,	PUNCT
fuelectenerg-13355	197	177	for	for	ADP
fuelectenerg-13355	197	178	the	the	DET
fuelectenerg-13355	197	179	case	case	NOUN
fuelectenerg-13355	197	180	of	of	ADP
fuelectenerg-13355	197	181	pre	pre	ADJ
fuelectenerg-13355	197	182	-	-	ADJ
fuelectenerg-13355	197	183	trained	train	VERB
fuelectenerg-13355	197	184	model	model	NOUN
fuelectenerg-13355	197	185	of	of	ADP
fuelectenerg-13355	197	186	trocr	trocr	NOUN
fuelectenerg-13355	197	187	and	and	CCONJ
fuelectenerg-13355	197	188	llm	llm	PROPN
fuelectenerg-13355	197	189	has	have	AUX
fuelectenerg-13355	197	190	been	be	AUX
fuelectenerg-13355	197	191	according	accord	VERB
fuelectenerg-13355	197	192	to	to	ADP
fuelectenerg-13355	197	193	table	table	NOUN
fuelectenerg-13355	197	194	7	7	NUM
fuelectenerg-13355	197	195	.	.	PUNCT
fuelectenerg-13355	197	196	table	table	NOUN
fuelectenerg-13355	197	197	7	7	NUM
fuelectenerg-13355	197	198	pre	pre	ADJ
fuelectenerg-13355	197	199	-	-	ADJ
fuelectenerg-13355	197	200	trained	train	VERB
fuelectenerg-13355	197	201	trocr	trocr	ADJ
fuelectenerg-13355	197	202	and	and	CCONJ
fuelectenerg-13355	197	203	llm	llm	PROPN
fuelectenerg-13355	197	204	model	model	NOUN
fuelectenerg-13355	197	205	used	use	VERB
fuelectenerg-13355	197	206	in	in	ADP
fuelectenerg-13355	197	207	the	the	DET
fuelectenerg-13355	197	208	third	third	ADJ
fuelectenerg-13355	197	209	case	case	NOUN
fuelectenerg-13355	197	210	llm	llm	NOUN
fuelectenerg-13355	197	211	used	use	VERB
fuelectenerg-13355	197	212	pre	pre	ADJ
fuelectenerg-13355	197	213	-	-	ADJ
fuelectenerg-13355	197	214	trained	train	VERB
fuelectenerg-13355	197	215	model	model	NOUN
fuelectenerg-13355	197	216	trocr	trocr	PROPN
fuelectenerg-13355	197	217	facebook	facebook	PROPN
fuelectenerg-13355	197	218	/	/	SYM
fuelectenerg-13355	197	219	bart	bart	PROPN
fuelectenerg-13355	197	220	-	-	PUNCT
fuelectenerg-13355	197	221	large	large	ADJ
fuelectenerg-13355	197	222	-	-	PUNCT
fuelectenerg-13355	197	223	cnn	cnn	NOUN
fuelectenerg-13355	197	224	microsoft	microsoft	PROPN
fuelectenerg-13355	197	225	/	/	SYM
fuelectenerg-13355	197	226	trocr	trocr	ADJ
fuelectenerg-13355	197	227	-	-	PUNCT
fuelectenerg-13355	197	228	small	small	ADJ
fuelectenerg-13355	197	229	-	-	PUNCT
fuelectenerg-13355	197	230	handwritten	handwritten	ADJ
fuelectenerg-13355	197	231	the	the	DET
fuelectenerg-13355	197	232	confusion	confusion	NOUN
fuelectenerg-13355	197	233	matrix	matrix	NOUN
fuelectenerg-13355	197	234	has	have	AUX
fuelectenerg-13355	197	235	been	be	AUX
fuelectenerg-13355	197	236	obtained	obtain	VERB
fuelectenerg-13355	197	237	as	as	ADP
fuelectenerg-13355	197	238	table	table	NOUN
fuelectenerg-13355	197	239	8	8	NUM
fuelectenerg-13355	197	240	.	.	PUNCT
fuelectenerg-13355	197	241	table	table	NOUN
fuelectenerg-13355	197	242	8	8	NUM
fuelectenerg-13355	197	243	confusion	confusion	NOUN
fuelectenerg-13355	197	244	matrix	matrix	NOUN
fuelectenerg-13355	197	245	for	for	ADP
fuelectenerg-13355	197	246	the	the	DET
fuelectenerg-13355	197	247	case	case	NOUN
fuelectenerg-13355	197	248	where	where	SCONJ
fuelectenerg-13355	197	249	the	the	DET
fuelectenerg-13355	197	250	microsoft	microsoft	PROPN
fuelectenerg-13355	197	251	/	/	SYM
fuelectenerg-13355	197	252	trocr	trocr	ADJ
fuelectenerg-13355	197	253	-	-	PUNCT
fuelectenerg-13355	197	254	small	small	ADJ
fuelectenerg-13355	197	255	-	-	PUNCT
fuelectenerg-13355	197	256	handwritten	handwritten	ADJ
fuelectenerg-13355	197	257	model	model	NOUN
fuelectenerg-13355	197	258	and	and	CCONJ
fuelectenerg-13355	197	259	llm	llm	PROPN
fuelectenerg-13355	197	260	are	be	AUX
fuelectenerg-13355	197	261	used	use	VERB
fuelectenerg-13355	197	262	predicted	predict	VERB
fuelectenerg-13355	197	263	class	class	NOUN
fuelectenerg-13355	197	264	others	other	NOUN
fuelectenerg-13355	197	265	sports	sport	NOUN
fuelectenerg-13355	197	266	finance	finance	NOUN
fuelectenerg-13355	197	267	education	education	NOUN
fuelectenerg-13355	197	268	health	health	NOUN
fuelectenerg-13355	197	269	technology	technology	NOUN
fuelectenerg-13355	197	270	48	48	NUM
fuelectenerg-13355	197	271	3	3	NUM
fuelectenerg-13355	197	272	1	1	NUM
fuelectenerg-13355	197	273	6	6	NUM
fuelectenerg-13355	197	274	3	3	NUM
fuelectenerg-13355	197	275	28	28	NUM
fuelectenerg-13355	197	276	technology	technology	NOUN
fuelectenerg-13355	197	277	a	a	DET
fuelectenerg-13355	197	278	ct	ct	NOUN
fuelectenerg-13355	197	279	u	u	NOUN
fuelectenerg-13355	197	280	al	al	PROPN
fuelectenerg-13355	197	281	c	c	PROPN
fuelectenerg-13355	197	282	la	la	NOUN
fuelectenerg-13355	197	283	ss	ss	PROPN
fuelectenerg-13355	198	1	12	12	NUM
fuelectenerg-13355	198	2	0	0	NUM
fuelectenerg-13355	198	3	0	0	NUM
fuelectenerg-13355	198	4	0	0	NUM
fuelectenerg-13355	198	5	2	2	NUM
fuelectenerg-13355	198	6	1	1	NUM
fuelectenerg-13355	198	7	health	health	NOUN
fuelectenerg-13355	198	8	3	3	NUM
fuelectenerg-13355	198	9	0	0	NUM
fuelectenerg-13355	198	10	0	0	NUM
fuelectenerg-13355	198	11	0	0	NUM
fuelectenerg-13355	198	12	1	1	NUM
fuelectenerg-13355	198	13	2	2	NUM
fuelectenerg-13355	198	14	education	education	NOUN
fuelectenerg-13355	198	15	3	3	NUM
fuelectenerg-13355	198	16	0	0	NUM
fuelectenerg-13355	198	17	0	0	NUM
fuelectenerg-13355	198	18	0	0	NUM
fuelectenerg-13355	198	19	0	0	NUM
fuelectenerg-13355	198	20	0	0	NUM
fuelectenerg-13355	198	21	finance	finance	NOUN
fuelectenerg-13355	198	22	2	2	NUM
fuelectenerg-13355	198	23	0	0	NUM
fuelectenerg-13355	198	24	0	0	NUM
fuelectenerg-13355	198	25	0	0	NUM
fuelectenerg-13355	198	26	0	0	NUM
fuelectenerg-13355	198	27	0	0	NUM
fuelectenerg-13355	198	28	sports	sport	NOUN
fuelectenerg-13355	198	29	168	168	NUM
fuelectenerg-13355	198	30	5	5	NUM
fuelectenerg-13355	198	31	5	5	NUM
fuelectenerg-13355	198	32	8	8	NUM
fuelectenerg-13355	198	33	13	13	NUM
fuelectenerg-13355	198	34	22	22	NUM
fuelectenerg-13355	198	35	others	other	NOUN
fuelectenerg-13355	198	36	now	now	ADV
fuelectenerg-13355	198	37	we	we	PRON
fuelectenerg-13355	198	38	obtain	obtain	VERB
fuelectenerg-13355	198	39	the	the	DET
fuelectenerg-13355	198	40	values	value	NOUN
fuelectenerg-13355	198	41	of	of	ADP
fuelectenerg-13355	198	42	precision	precision	NOUN
fuelectenerg-13355	198	43	,	,	PUNCT
fuelectenerg-13355	198	44	recall	recall	NOUN
fuelectenerg-13355	198	45	,	,	PUNCT
fuelectenerg-13355	198	46	accuracy	accuracy	NOUN
fuelectenerg-13355	198	47	,	,	PUNCT
fuelectenerg-13355	198	48	f1	f1	NOUN
fuelectenerg-13355	198	49	-	-	PUNCT
fuelectenerg-13355	198	50	score	score	NOUN
fuelectenerg-13355	198	51	for	for	ADP
fuelectenerg-13355	198	52	table	table	NOUN
fuelectenerg-13355	198	53	8	8	NUM
fuelectenerg-13355	198	54	that	that	SCONJ
fuelectenerg-13355	198	55	the	the	DET
fuelectenerg-13355	198	56	results	result	NOUN
fuelectenerg-13355	198	57	have	have	AUX
fuelectenerg-13355	198	58	been	be	AUX
fuelectenerg-13355	198	59	presented	present	VERB
fuelectenerg-13355	198	60	in	in	ADP
fuelectenerg-13355	198	61	table	table	NOUN
fuelectenerg-13355	198	62	9	9	NUM
fuelectenerg-13355	198	63	.	.	X
fuelectenerg-13355	198	64	708	708	NUM
fuelectenerg-13355	198	65	h.	h.	PROPN
fuelectenerg-13355	198	66	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	198	67	,	,	PUNCT
fuelectenerg-13355	198	68	a.	a.	NOUN
fuelectenerg-13355	198	69	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	198	70	,	,	PUNCT
fuelectenerg-13355	198	71	m.	m.	NOUN
fuelectenerg-13355	198	72	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	198	73	,	,	PUNCT
fuelectenerg-13355	198	74	m.	m.	NOUN
fuelectenerg-13355	198	75	nooshyar	nooshyar	PROPN
fuelectenerg-13355	198	76	,	,	PUNCT
fuelectenerg-13355	198	77	...	...	PUNCT
fuelectenerg-13355	198	78	table	table	NOUN
fuelectenerg-13355	198	79	9	9	NUM
fuelectenerg-13355	198	80	the	the	DET
fuelectenerg-13355	198	81	results	result	NOUN
fuelectenerg-13355	198	82	of	of	ADP
fuelectenerg-13355	198	83	text	text	NOUN
fuelectenerg-13355	198	84	classification	classification	NOUN
fuelectenerg-13355	198	85	by	by	ADP
fuelectenerg-13355	198	86	the	the	DET
fuelectenerg-13355	198	87	model	model	NOUN
fuelectenerg-13355	198	88	microsoft	microsoft	PROPN
fuelectenerg-13355	198	89	/	/	SYM
fuelectenerg-13355	198	90	trocr	trocr	ADJ
fuelectenerg-13355	198	91	-	-	PUNCT
fuelectenerg-13355	198	92	small	small	ADJ
fuelectenerg-13355	198	93	-	-	PUNCT
fuelectenerg-13355	198	94	handwritten	handwritten	ADJ
fuelectenerg-13355	198	95	and	and	CCONJ
fuelectenerg-13355	198	96	llm	llm	NOUN
fuelectenerg-13355	198	97	others	other	NOUN
fuelectenerg-13355	198	98	sports	sport	NOUN
fuelectenerg-13355	198	99	finance	finance	NOUN
fuelectenerg-13355	198	100	education	education	NOUN
fuelectenerg-13355	198	101	health	health	NOUN
fuelectenerg-13355	198	102	technology	technology	NOUN
fuelectenerg-13355	198	103	0.7118	0.7118	NUM
fuelectenerg-13355	198	104	0	0	NUM
fuelectenerg-13355	198	105	0	0	NUM
fuelectenerg-13355	198	106	0	0	NUM
fuelectenerg-13355	198	107	0.105	0.105	NUM
fuelectenerg-13355	198	108	0.5283	0.5283	NUM
fuelectenerg-13355	198	109	precision	precision	NOUN
fuelectenerg-13355	198	110	0.7601	0.7601	NUM
fuelectenerg-13355	198	111	0	0	NUM
fuelectenerg-13355	198	112	0	0	NUM
fuelectenerg-13355	198	113	0	0	NUM
fuelectenerg-13355	198	114	0.133	0.133	NUM
fuelectenerg-13355	198	115	0.314	0.314	NUM
fuelectenerg-13355	198	116	recall	recall	VERB
fuelectenerg-13355	198	117	0.7351	0.7351	NOUN
fuelectenerg-13355	198	118	0	0	NUM
fuelectenerg-13355	198	119	0	0	NUM
fuelectenerg-13355	198	120	0	0	NUM
fuelectenerg-13355	198	121	0.1173	0.1173	NUM
fuelectenerg-13355	198	122	0.3938	0.3938	NUM
fuelectenerg-13355	198	123	f1	f1	NOUN
fuelectenerg-13355	198	124	-	-	PUNCT
fuelectenerg-13355	198	125	score	score	NOUN
fuelectenerg-13355	198	126	0.5823	0.5823	NUM
fuelectenerg-13355	198	127	accuracy	accuracy	NOUN
fuelectenerg-13355	198	128	9	9	NUM
fuelectenerg-13355	198	129	.	.	PUNCT
fuelectenerg-13355	198	130	discussion	discussion	NOUN
fuelectenerg-13355	198	131	handwritten	handwritten	ADJ
fuelectenerg-13355	198	132	text	text	NOUN
fuelectenerg-13355	198	133	recognition	recognition	NOUN
fuelectenerg-13355	198	134	and	and	CCONJ
fuelectenerg-13355	198	135	classification	classification	NOUN
fuelectenerg-13355	198	136	has	have	AUX
fuelectenerg-13355	198	137	long	long	ADV
fuelectenerg-13355	198	138	been	be	AUX
fuelectenerg-13355	198	139	a	a	DET
fuelectenerg-13355	198	140	significant	significant	ADJ
fuelectenerg-13355	198	141	challenge	challenge	NOUN
fuelectenerg-13355	198	142	in	in	ADP
fuelectenerg-13355	198	143	the	the	DET
fuelectenerg-13355	198	144	fields	field	NOUN
fuelectenerg-13355	198	145	of	of	ADP
fuelectenerg-13355	198	146	image	image	NOUN
fuelectenerg-13355	198	147	processing	processing	NOUN
fuelectenerg-13355	198	148	and	and	CCONJ
fuelectenerg-13355	198	149	natural	natural	ADJ
fuelectenerg-13355	198	150	language	language	NOUN
fuelectenerg-13355	198	151	processing	processing	NOUN
fuelectenerg-13355	198	152	(	(	PUNCT
fuelectenerg-13355	198	153	nlp	nlp	NOUN
fuelectenerg-13355	198	154	)	)	PUNCT
fuelectenerg-13355	198	155	.	.	PUNCT
fuelectenerg-13355	199	1	this	this	DET
fuelectenerg-13355	199	2	difficulty	difficulty	NOUN
fuelectenerg-13355	199	3	arises	arise	VERB
fuelectenerg-13355	199	4	from	from	ADP
fuelectenerg-13355	199	5	the	the	DET
fuelectenerg-13355	199	6	variety	variety	NOUN
fuelectenerg-13355	199	7	of	of	ADP
fuelectenerg-13355	199	8	writing	write	VERB
fuelectenerg-13355	199	9	styles	style	NOUN
fuelectenerg-13355	199	10	,	,	PUNCT
fuelectenerg-13355	199	11	the	the	DET
fuelectenerg-13355	199	12	differences	difference	NOUN
fuelectenerg-13355	199	13	in	in	ADP
fuelectenerg-13355	199	14	letter	letter	NOUN
fuelectenerg-13355	199	15	shapes	shape	NOUN
fuelectenerg-13355	199	16	,	,	PUNCT
fuelectenerg-13355	199	17	and	and	CCONJ
fuelectenerg-13355	199	18	the	the	DET
fuelectenerg-13355	199	19	noise	noise	NOUN
fuelectenerg-13355	199	20	present	present	ADJ
fuelectenerg-13355	199	21	in	in	ADP
fuelectenerg-13355	199	22	images	image	NOUN
fuelectenerg-13355	199	23	.	.	PUNCT
fuelectenerg-13355	200	1	handwritten	handwritten	ADJ
fuelectenerg-13355	200	2	text	text	NOUN
fuelectenerg-13355	200	3	recognition	recognition	NOUN
fuelectenerg-13355	200	4	has	have	AUX
fuelectenerg-13355	200	5	been	be	AUX
fuelectenerg-13355	200	6	progressed	progress	VERB
fuelectenerg-13355	200	7	considerably	considerably	ADV
fuelectenerg-13355	200	8	in	in	ADP
fuelectenerg-13355	200	9	recent	recent	ADJ
fuelectenerg-13355	200	10	years	year	NOUN
fuelectenerg-13355	200	11	and	and	CCONJ
fuelectenerg-13355	200	12	this	this	DET
fuelectenerg-13355	200	13	issue	issue	NOUN
fuelectenerg-13355	200	14	is	be	AUX
fuelectenerg-13355	200	15	mainly	mainly	ADV
fuelectenerg-13355	200	16	because	because	SCONJ
fuelectenerg-13355	200	17	of	of	ADP
fuelectenerg-13355	200	18	combining	combine	VERB
fuelectenerg-13355	200	19	deep	deep	ADJ
fuelectenerg-13355	200	20	learning	learning	NOUN
fuelectenerg-13355	200	21	techniques	technique	NOUN
fuelectenerg-13355	200	22	.	.	PUNCT
fuelectenerg-13355	201	1	modern	modern	ADJ
fuelectenerg-13355	201	2	deep	deep	ADJ
fuelectenerg-13355	201	3	learning	learning	NOUN
fuelectenerg-13355	201	4	methods	method	NOUN
fuelectenerg-13355	201	5	like	like	ADP
fuelectenerg-13355	201	6	crnn	crnn	NOUN
fuelectenerg-13355	201	7	,	,	PUNCT
fuelectenerg-13355	201	8	trocr	trocr	ADJ
fuelectenerg-13355	201	9	,	,	PUNCT
fuelectenerg-13355	201	10	east	east	NOUN
fuelectenerg-13355	201	11	,	,	PUNCT
fuelectenerg-13355	201	12	and	and	CCONJ
fuelectenerg-13355	201	13	ctc	ctc	NOUN
fuelectenerg-13355	201	14	in	in	ADP
fuelectenerg-13355	201	15	combination	combination	NOUN
fuelectenerg-13355	201	16	with	with	ADP
fuelectenerg-13355	201	17	pre	pre	ADJ
fuelectenerg-13355	201	18	-	-	ADJ
fuelectenerg-13355	201	19	made	make	VERB
fuelectenerg-13355	201	20	models	model	NOUN
fuelectenerg-13355	201	21	and	and	CCONJ
fuelectenerg-13355	201	22	transformer	transformer	NOUN
fuelectenerg-13355	201	23	architecture	architecture	NOUN
fuelectenerg-13355	201	24	,	,	PUNCT
fuelectenerg-13355	201	25	have	have	AUX
fuelectenerg-13355	201	26	provided	provide	VERB
fuelectenerg-13355	201	27	high	high	ADJ
fuelectenerg-13355	201	28	precision	precision	NOUN
fuelectenerg-13355	201	29	and	and	CCONJ
fuelectenerg-13355	201	30	efficiency	efficiency	NOUN
fuelectenerg-13355	201	31	in	in	ADP
fuelectenerg-13355	201	32	recognition	recognition	NOUN
fuelectenerg-13355	201	33	of	of	ADP
fuelectenerg-13355	201	34	texts	text	NOUN
fuelectenerg-13355	201	35	from	from	ADP
fuelectenerg-13355	201	36	images	image	NOUN
fuelectenerg-13355	201	37	.	.	PUNCT
fuelectenerg-13355	202	1	among	among	ADP
fuelectenerg-13355	202	2	the	the	DET
fuelectenerg-13355	202	3	famous	famous	ADJ
fuelectenerg-13355	202	4	models	model	NOUN
fuelectenerg-13355	202	5	based	base	VERB
fuelectenerg-13355	202	6	on	on	ADP
fuelectenerg-13355	202	7	transform	transform	NOUN
fuelectenerg-13355	202	8	we	we	PRON
fuelectenerg-13355	202	9	can	can	AUX
fuelectenerg-13355	202	10	name	name	VERB
fuelectenerg-13355	202	11	gpt	gpt	NOUN
fuelectenerg-13355	202	12	(	(	PUNCT
fuelectenerg-13355	202	13	generative	generative	ADJ
fuelectenerg-13355	202	14	pre	pre	ADJ
fuelectenerg-13355	202	15	-	-	ADJ
fuelectenerg-13355	202	16	trained	train	VERB
fuelectenerg-13355	202	17	transformer	transformer	NOUN
fuelectenerg-13355	202	18	)	)	PUNCT
fuelectenerg-13355	203	1	[	[	X
fuelectenerg-13355	203	2	50	50	NUM
fuelectenerg-13355	203	3	]	]	PUNCT
fuelectenerg-13355	203	4	for	for	ADP
fuelectenerg-13355	203	5	producing	produce	VERB
fuelectenerg-13355	203	6	text	text	NOUN
fuelectenerg-13355	203	7	,	,	PUNCT
fuelectenerg-13355	203	8	model	model	NOUN
fuelectenerg-13355	203	9	of	of	ADP
fuelectenerg-13355	203	10	bert	bert	PROPN
fuelectenerg-13355	203	11	(	(	PUNCT
fuelectenerg-13355	203	12	bidirectional	bidirectional	ADJ
fuelectenerg-13355	203	13	encoder	encoder	NOUN
fuelectenerg-13355	203	14	representations	representation	VERB
fuelectenerg-13355	203	15	from	from	ADP
fuelectenerg-13355	203	16	transformers	transformer	NOUN
fuelectenerg-13355	203	17	)	)	PUNCT
fuelectenerg-13355	204	1	[	[	X
fuelectenerg-13355	204	2	38	38	NUM
fuelectenerg-13355	204	3	]	]	PUNCT
fuelectenerg-13355	204	4	for	for	ADP
fuelectenerg-13355	204	5	language	language	NOUN
fuelectenerg-13355	204	6	comprehension	comprehension	NOUN
fuelectenerg-13355	204	7	and	and	CCONJ
fuelectenerg-13355	204	8	t5	t5	PROPN
fuelectenerg-13355	204	9	model	model	NOUN
fuelectenerg-13355	205	1	[	[	X
fuelectenerg-13355	205	2	39	39	NUM
fuelectenerg-13355	205	3	]	]	PUNCT
fuelectenerg-13355	205	4	for	for	ADP
fuelectenerg-13355	205	5	transforming	transform	VERB
fuelectenerg-13355	205	6	text	text	NOUN
fuelectenerg-13355	205	7	into	into	ADP
fuelectenerg-13355	205	8	text	text	NOUN
fuelectenerg-13355	205	9	(	(	PUNCT
fuelectenerg-13355	205	10	for	for	ADP
fuelectenerg-13355	205	11	translation	translation	NOUN
fuelectenerg-13355	205	12	,	,	PUNCT
fuelectenerg-13355	205	13	summary	summary	NOUN
fuelectenerg-13355	205	14	and	and	CCONJ
fuelectenerg-13355	205	15	…	…	PUNCT
fuelectenerg-13355	205	16	)	)	PUNCT
fuelectenerg-13355	205	17	and	and	CCONJ
fuelectenerg-13355	205	18	model	model	NOUN
fuelectenerg-13355	205	19	of	of	ADP
fuelectenerg-13355	205	20	vision	vision	PROPN
fuelectenerg-13355	205	21	transformer	transformer	NOUN
fuelectenerg-13355	205	22	(	(	PUNCT
fuelectenerg-13355	205	23	vit	vit	NOUN
fuelectenerg-13355	205	24	)	)	PUNCT
fuelectenerg-13355	206	1	[	[	X
fuelectenerg-13355	206	2	51	51	NUM
fuelectenerg-13355	206	3	]	]	PUNCT
fuelectenerg-13355	206	4	for	for	ADP
fuelectenerg-13355	206	5	image	image	NOUN
fuelectenerg-13355	206	6	processing	processing	NOUN
fuelectenerg-13355	206	7	and	and	CCONJ
fuelectenerg-13355	206	8	model	model	NOUN
fuelectenerg-13355	206	9	of	of	ADP
fuelectenerg-13355	206	10	trocr	trocr	NOUN
fuelectenerg-13355	206	11	[	[	X
fuelectenerg-13355	206	12	27	27	NUM
fuelectenerg-13355	206	13	]	]	PUNCT
fuelectenerg-13355	206	14	for	for	ADP
fuelectenerg-13355	206	15	handwritten	handwritten	ADJ
fuelectenerg-13355	206	16	text	text	NOUN
fuelectenerg-13355	206	17	recognition	recognition	NOUN
fuelectenerg-13355	206	18	from	from	ADP
fuelectenerg-13355	206	19	the	the	DET
fuelectenerg-13355	206	20	images	image	NOUN
fuelectenerg-13355	206	21	.	.	PUNCT
fuelectenerg-13355	207	1	this	this	DET
fuelectenerg-13355	207	2	paper	paper	NOUN
fuelectenerg-13355	207	3	introduces	introduce	VERB
fuelectenerg-13355	207	4	a	a	DET
fuelectenerg-13355	207	5	new	new	ADJ
fuelectenerg-13355	207	6	framework	framework	NOUN
fuelectenerg-13355	207	7	built	build	VERB
fuelectenerg-13355	207	8	on	on	ADP
fuelectenerg-13355	207	9	advanced	advanced	ADJ
fuelectenerg-13355	207	10	models	model	NOUN
fuelectenerg-13355	207	11	designed	design	VERB
fuelectenerg-13355	207	12	to	to	PART
fuelectenerg-13355	207	13	enhance	enhance	VERB
fuelectenerg-13355	207	14	accuracy	accuracy	NOUN
fuelectenerg-13355	207	15	and	and	CCONJ
fuelectenerg-13355	207	16	efficiency	efficiency	NOUN
fuelectenerg-13355	207	17	in	in	ADP
fuelectenerg-13355	207	18	the	the	DET
fuelectenerg-13355	207	19	field	field	NOUN
fuelectenerg-13355	207	20	.	.	PUNCT
fuelectenerg-13355	208	1	the	the	DET
fuelectenerg-13355	208	2	importance	importance	NOUN
fuelectenerg-13355	208	3	of	of	ADP
fuelectenerg-13355	208	4	this	this	DET
fuelectenerg-13355	208	5	research	research	NOUN
fuelectenerg-13355	208	6	lies	lie	VERB
fuelectenerg-13355	208	7	in	in	ADP
fuelectenerg-13355	208	8	its	its	PRON
fuelectenerg-13355	208	9	integration	integration	NOUN
fuelectenerg-13355	208	10	of	of	ADP
fuelectenerg-13355	208	11	two	two	NUM
fuelectenerg-13355	208	12	cutting	cut	VERB
fuelectenerg-13355	208	13	-	-	PUNCT
fuelectenerg-13355	208	14	edge	edge	NOUN
fuelectenerg-13355	208	15	technologies	technology	NOUN
fuelectenerg-13355	208	16	from	from	ADP
fuelectenerg-13355	208	17	natural	natural	ADJ
fuelectenerg-13355	208	18	language	language	NOUN
fuelectenerg-13355	208	19	processing	processing	NOUN
fuelectenerg-13355	208	20	and	and	CCONJ
fuelectenerg-13355	208	21	computer	computer	NOUN
fuelectenerg-13355	208	22	vision	vision	NOUN
fuelectenerg-13355	208	23	.	.	PUNCT
fuelectenerg-13355	209	1	by	by	ADP
fuelectenerg-13355	209	2	combining	combine	VERB
fuelectenerg-13355	209	3	trocr	trocr	NOUN
fuelectenerg-13355	209	4	with	with	ADP
fuelectenerg-13355	209	5	large	large	ADJ
fuelectenerg-13355	209	6	language	language	NOUN
fuelectenerg-13355	209	7	models	model	NOUN
fuelectenerg-13355	209	8	,	,	PUNCT
fuelectenerg-13355	209	9	we	we	PRON
fuelectenerg-13355	209	10	can	can	AUX
fuelectenerg-13355	209	11	achieve	achieve	VERB
fuelectenerg-13355	209	12	greater	great	ADJ
fuelectenerg-13355	209	13	accuracy	accuracy	NOUN
fuelectenerg-13355	209	14	and	and	CCONJ
fuelectenerg-13355	209	15	efficiency	efficiency	NOUN
fuelectenerg-13355	209	16	in	in	ADP
fuelectenerg-13355	209	17	classifying	classify	VERB
fuelectenerg-13355	209	18	handwritten	handwritten	ADJ
fuelectenerg-13355	209	19	text	text	NOUN
fuelectenerg-13355	209	20	.	.	PUNCT
fuelectenerg-13355	210	1	this	this	DET
fuelectenerg-13355	210	2	integration	integration	NOUN
fuelectenerg-13355	210	3	streamlines	streamline	VERB
fuelectenerg-13355	210	4	both	both	CCONJ
fuelectenerg-13355	210	5	the	the	DET
fuelectenerg-13355	210	6	complex	complex	ADJ
fuelectenerg-13355	210	7	pre	pre	ADJ
fuelectenerg-13355	210	8	-	-	ADJ
fuelectenerg-13355	210	9	processing	processing	ADJ
fuelectenerg-13355	210	10	and	and	CCONJ
fuelectenerg-13355	210	11	post	post	ADJ
fuelectenerg-13355	210	12	-	-	ADJ
fuelectenerg-13355	210	13	processing	processing	ADJ
fuelectenerg-13355	210	14	steps	step	NOUN
fuelectenerg-13355	210	15	,	,	PUNCT
fuelectenerg-13355	210	16	minimizing	minimize	VERB
fuelectenerg-13355	210	17	the	the	DET
fuelectenerg-13355	210	18	need	need	NOUN
fuelectenerg-13355	210	19	for	for	ADP
fuelectenerg-13355	210	20	separate	separate	ADJ
fuelectenerg-13355	210	21	models	model	NOUN
fuelectenerg-13355	210	22	.	.	PUNCT
fuelectenerg-13355	211	1	in	in	ADP
fuelectenerg-13355	211	2	this	this	DET
fuelectenerg-13355	211	3	research	research	NOUN
fuelectenerg-13355	211	4	,	,	PUNCT
fuelectenerg-13355	211	5	pretrained	pretraine	VERB
fuelectenerg-13355	211	6	model	model	NOUN
fuelectenerg-13355	211	7	of	of	ADP
fuelectenerg-13355	211	8	trocr	trocr	NOUN
fuelectenerg-13355	211	9	has	have	AUX
fuelectenerg-13355	211	10	been	be	AUX
fuelectenerg-13355	211	11	used	use	VERB
fuelectenerg-13355	211	12	for	for	ADP
fuelectenerg-13355	211	13	image	image	NOUN
fuelectenerg-13355	211	14	processing	processing	NOUN
fuelectenerg-13355	211	15	and	and	CCONJ
fuelectenerg-13355	211	16	text	text	NOUN
fuelectenerg-13355	211	17	extraction	extraction	NOUN
fuelectenerg-13355	211	18	.	.	PUNCT
fuelectenerg-13355	212	1	trocr	trocr	PROPN
fuelectenerg-13355	212	2	can	can	AUX
fuelectenerg-13355	212	3	be	be	AUX
fuelectenerg-13355	212	4	combined	combine	VERB
fuelectenerg-13355	212	5	with	with	ADP
fuelectenerg-13355	212	6	advanced	advanced	ADJ
fuelectenerg-13355	212	7	tools	tool	NOUN
fuelectenerg-13355	212	8	like	like	ADP
fuelectenerg-13355	212	9	language	language	NOUN
fuelectenerg-13355	212	10	recognition	recognition	NOUN
fuelectenerg-13355	212	11	models	model	NOUN
fuelectenerg-13355	212	12	,	,	PUNCT
fuelectenerg-13355	212	13	image	image	NOUN
fuelectenerg-13355	212	14	processing	processing	NOUN
fuelectenerg-13355	212	15	tools	tool	NOUN
fuelectenerg-13355	212	16	or	or	CCONJ
fuelectenerg-13355	212	17	large	large	ADJ
fuelectenerg-13355	212	18	language	language	NOUN
fuelectenerg-13355	212	19	modes	mode	NOUN
fuelectenerg-13355	212	20	to	to	PART
fuelectenerg-13355	212	21	present	present	VERB
fuelectenerg-13355	212	22	high	high	ADJ
fuelectenerg-13355	212	23	performance	performance	NOUN
fuelectenerg-13355	212	24	.	.	PUNCT
fuelectenerg-13355	213	1	the	the	DET
fuelectenerg-13355	213	2	trocr	trocr	ADJ
fuelectenerg-13355	213	3	model	model	NOUN
fuelectenerg-13355	213	4	is	be	AUX
fuelectenerg-13355	213	5	based	base	VERB
fuelectenerg-13355	213	6	on	on	ADP
fuelectenerg-13355	213	7	transformer	transformer	ADJ
fuelectenerg-13355	213	8	architecture	architecture	NOUN
fuelectenerg-13355	213	9	and	and	CCONJ
fuelectenerg-13355	213	10	is	be	AUX
fuelectenerg-13355	213	11	specifically	specifically	ADV
fuelectenerg-13355	213	12	designed	design	VERB
fuelectenerg-13355	213	13	for	for	ADP
fuelectenerg-13355	213	14	recognizing	recognize	VERB
fuelectenerg-13355	213	15	text	text	NOUN
fuelectenerg-13355	213	16	from	from	ADP
fuelectenerg-13355	213	17	images	image	NOUN
fuelectenerg-13355	213	18	.	.	PUNCT
fuelectenerg-13355	214	1	by	by	ADP
fuelectenerg-13355	214	2	integrating	integrate	VERB
fuelectenerg-13355	214	3	image	image	NOUN
fuelectenerg-13355	214	4	processing	processing	NOUN
fuelectenerg-13355	214	5	with	with	ADP
fuelectenerg-13355	214	6	natural	natural	ADJ
fuelectenerg-13355	214	7	language	language	NOUN
fuelectenerg-13355	214	8	processing	processing	NOUN
fuelectenerg-13355	214	9	capabilities	capability	NOUN
fuelectenerg-13355	214	10	,	,	PUNCT
fuelectenerg-13355	214	11	this	this	DET
fuelectenerg-13355	214	12	model	model	NOUN
fuelectenerg-13355	214	13	offers	offer	VERB
fuelectenerg-13355	214	14	enhanced	enhanced	ADJ
fuelectenerg-13355	214	15	performance	performance	NOUN
fuelectenerg-13355	214	16	in	in	ADP
fuelectenerg-13355	214	17	recognizing	recognize	VERB
fuelectenerg-13355	214	18	handwritten	handwritten	ADJ
fuelectenerg-13355	214	19	text	text	NOUN
fuelectenerg-13355	214	20	.	.	PUNCT
fuelectenerg-13355	215	1	the	the	DET
fuelectenerg-13355	215	2	application	application	NOUN
fuelectenerg-13355	215	3	of	of	ADP
fuelectenerg-13355	215	4	this	this	DET
fuelectenerg-13355	215	5	model	model	NOUN
fuelectenerg-13355	215	6	in	in	ADP
fuelectenerg-13355	215	7	this	this	DET
fuelectenerg-13355	215	8	paper	paper	NOUN
fuelectenerg-13355	215	9	reflects	reflect	VERB
fuelectenerg-13355	215	10	the	the	DET
fuelectenerg-13355	215	11	latest	late	ADJ
fuelectenerg-13355	215	12	technological	technological	ADJ
fuelectenerg-13355	215	13	advancements	advancement	NOUN
fuelectenerg-13355	215	14	in	in	ADP
fuelectenerg-13355	215	15	this	this	DET
fuelectenerg-13355	215	16	field	field	NOUN
fuelectenerg-13355	215	17	.	.	PUNCT
fuelectenerg-13355	216	1	trocr	trocr	NOUN
fuelectenerg-13355	216	2	is	be	AUX
fuelectenerg-13355	216	3	usually	usually	ADV
fuelectenerg-13355	216	4	pre	pre	ADJ
fuelectenerg-13355	216	5	-	-	VERB
fuelectenerg-13355	216	6	trained	train	VERB
fuelectenerg-13355	216	7	on	on	ADP
fuelectenerg-13355	216	8	large	large	ADJ
fuelectenerg-13355	216	9	scale	scale	NOUN
fuelectenerg-13355	216	10	data	datum	NOUN
fuelectenerg-13355	216	11	(	(	PUNCT
fuelectenerg-13355	216	12	like	like	ADP
fuelectenerg-13355	216	13	digital	digital	ADJ
fuelectenerg-13355	216	14	documents	document	NOUN
fuelectenerg-13355	216	15	or	or	CCONJ
fuelectenerg-13355	216	16	images	image	NOUN
fuelectenerg-13355	216	17	containing	contain	VERB
fuelectenerg-13355	216	18	text	text	NOUN
fuelectenerg-13355	216	19	)	)	PUNCT
fuelectenerg-13355	216	20	and	and	CCONJ
fuelectenerg-13355	216	21	also	also	ADV
fuelectenerg-13355	216	22	there	there	PRON
fuelectenerg-13355	216	23	are	be	VERB
fuelectenerg-13355	216	24	different	different	ADJ
fuelectenerg-13355	216	25	versions	version	NOUN
fuelectenerg-13355	216	26	of	of	ADP
fuelectenerg-13355	216	27	trocr	trocr	NOUN
fuelectenerg-13355	216	28	for	for	ADP
fuelectenerg-13355	216	29	recognition	recognition	NOUN
fuelectenerg-13355	216	30	of	of	ADP
fuelectenerg-13355	216	31	printed	print	VERB
fuelectenerg-13355	216	32	and	and	CCONJ
fuelectenerg-13355	216	33	handwritten	handwritten	ADJ
fuelectenerg-13355	216	34	texts	text	NOUN
fuelectenerg-13355	216	35	that	that	SCONJ
fuelectenerg-13355	216	36	in	in	ADP
fuelectenerg-13355	216	37	this	this	DET
fuelectenerg-13355	216	38	research	research	NOUN
fuelectenerg-13355	216	39	as	as	SCONJ
fuelectenerg-13355	216	40	the	the	DET
fuelectenerg-13355	216	41	used	use	VERB
fuelectenerg-13355	216	42	information	information	NOUN
fuelectenerg-13355	216	43	bank	bank	PROPN
fuelectenerg-13355	216	44	was	be	AUX
fuelectenerg-13355	216	45	in	in	ADP
fuelectenerg-13355	216	46	handwritten	handwritten	ADJ
fuelectenerg-13355	216	47	format	format	NOUN
fuelectenerg-13355	216	48	we	we	PRON
fuelectenerg-13355	216	49	just	just	ADV
fuelectenerg-13355	216	50	have	have	AUX
fuelectenerg-13355	216	51	used	use	VERB
fuelectenerg-13355	216	52	handwritten	handwritten	ADJ
fuelectenerg-13355	216	53	versions	version	NOUN
fuelectenerg-13355	216	54	of	of	ADP
fuelectenerg-13355	216	55	trocr	trocr	NOUN
fuelectenerg-13355	216	56	.	.	PUNCT
fuelectenerg-13355	217	1	this	this	DET
fuelectenerg-13355	217	2	research	research	NOUN
fuelectenerg-13355	217	3	uses	use	VERB
fuelectenerg-13355	217	4	large	large	ADJ
fuelectenerg-13355	217	5	language	language	NOUN
fuelectenerg-13355	217	6	models	model	NOUN
fuelectenerg-13355	217	7	to	to	PART
fuelectenerg-13355	217	8	improve	improve	VERB
fuelectenerg-13355	217	9	text	text	NOUN
fuelectenerg-13355	217	10	classification	classification	NOUN
fuelectenerg-13355	217	11	.	.	PUNCT
fuelectenerg-13355	218	1	these	these	DET
fuelectenerg-13355	218	2	models	model	NOUN
fuelectenerg-13355	218	3	can	can	AUX
fuelectenerg-13355	218	4	help	help	VERB
fuelectenerg-13355	218	5	increase	increase	VERB
fuelectenerg-13355	218	6	the	the	DET
fuelectenerg-13355	218	7	accuracy	accuracy	NOUN
fuelectenerg-13355	218	8	of	of	ADP
fuelectenerg-13355	218	9	handwritten	handwritten	ADJ
fuelectenerg-13355	218	10	text	text	NOUN
fuelectenerg-13355	218	11	recognition	recognition	NOUN
fuelectenerg-13355	218	12	and	and	CCONJ
fuelectenerg-13355	218	13	classification	classification	NOUN
fuelectenerg-13355	218	14	by	by	ADP
fuelectenerg-13355	218	15	better	well	ADJ
fuelectenerg-13355	218	16	understanding	understand	VERB
fuelectenerg-13355	218	17	the	the	DET
fuelectenerg-13355	218	18	meaning	meaning	NOUN
fuelectenerg-13355	218	19	of	of	ADP
fuelectenerg-13355	218	20	the	the	DET
fuelectenerg-13355	218	21	text	text	NOUN
fuelectenerg-13355	218	22	and	and	CCONJ
fuelectenerg-13355	218	23	its	its	PRON
fuelectenerg-13355	218	24	context	context	NOUN
fuelectenerg-13355	218	25	.	.	PUNCT
fuelectenerg-13355	219	1	combining	combine	VERB
fuelectenerg-13355	219	2	trocr	trocr	NOUN
fuelectenerg-13355	219	3	with	with	ADP
fuelectenerg-13355	219	4	llm	llm	PROPN
fuelectenerg-13355	219	5	is	be	AUX
fuelectenerg-13355	219	6	an	an	DET
fuelectenerg-13355	219	7	innovative	innovative	ADJ
fuelectenerg-13355	219	8	approach	approach	NOUN
fuelectenerg-13355	219	9	that	that	PRON
fuelectenerg-13355	219	10	can	can	AUX
fuelectenerg-13355	219	11	provide	provide	VERB
fuelectenerg-13355	219	12	better	well	ADJ
fuelectenerg-13355	219	13	results	result	NOUN
fuelectenerg-13355	219	14	than	than	ADP
fuelectenerg-13355	219	15	traditional	traditional	ADJ
fuelectenerg-13355	219	16	methods	method	NOUN
fuelectenerg-13355	219	17	.	.	PUNCT
fuelectenerg-13355	220	1	overall	overall	ADV
fuelectenerg-13355	220	2	,	,	PUNCT
fuelectenerg-13355	220	3	the	the	DET
fuelectenerg-13355	220	4	use	use	NOUN
fuelectenerg-13355	220	5	of	of	ADP
fuelectenerg-13355	220	6	this	this	DET
fuelectenerg-13355	220	7	structure	structure	NOUN
fuelectenerg-13355	220	8	can	can	AUX
fuelectenerg-13355	220	9	lead	lead	VERB
fuelectenerg-13355	220	10	to	to	ADP
fuelectenerg-13355	220	11	significant	significant	ADJ
fuelectenerg-13355	220	12	improvements	improvement	NOUN
fuelectenerg-13355	220	13	in	in	ADP
fuelectenerg-13355	220	14	handwritten	handwritten	ADJ
fuelectenerg-13355	220	15	text	text	NOUN
fuelectenerg-13355	220	16	recognition	recognition	NOUN
fuelectenerg-13355	220	17	and	and	CCONJ
fuelectenerg-13355	220	18	classification	classification	NOUN
fuelectenerg-13355	220	19	systems	system	NOUN
fuelectenerg-13355	220	20	.	.	PUNCT
fuelectenerg-13355	221	1	in	in	ADP
fuelectenerg-13355	221	2	this	this	DET
fuelectenerg-13355	221	3	study	study	NOUN
fuelectenerg-13355	221	4	,	,	PUNCT
fuelectenerg-13355	221	5	the	the	DET
fuelectenerg-13355	221	6	initial	initial	ADJ
fuelectenerg-13355	221	7	stage	stage	NOUN
fuelectenerg-13355	221	8	involved	involve	VERB
fuelectenerg-13355	221	9	using	use	VERB
fuelectenerg-13355	221	10	a	a	DET
fuelectenerg-13355	221	11	database	database	NOUN
fuelectenerg-13355	221	12	that	that	PRON
fuelectenerg-13355	221	13	includes	include	VERB
fuelectenerg-13355	221	14	a	a	DET
fuelectenerg-13355	221	15	text	text	NOUN
fuelectenerg-13355	221	16	file	file	NOUN
fuelectenerg-13355	221	17	(	(	PUNCT
fuelectenerg-13355	221	18	in	in	ADP
fuelectenerg-13355	221	19	.txt	.txt	ADJ
fuelectenerg-13355	221	20	format	format	NOUN
fuelectenerg-13355	221	21	)	)	PUNCT
fuelectenerg-13355	221	22	which	which	PRON
fuelectenerg-13355	221	23	a	a	DET
fuelectenerg-13355	221	24	structure	structure	NOUN
fuelectenerg-13355	221	25	based	base	VERB
fuelectenerg-13355	221	26	on	on	ADP
fuelectenerg-13355	221	27	trocr	trocr	ADJ
fuelectenerg-13355	221	28	transformer	transformer	NOUN
fuelectenerg-13355	221	29	and	and	CCONJ
fuelectenerg-13355	221	30	large	large	ADJ
fuelectenerg-13355	221	31	language	language	NOUN
fuelectenerg-13355	221	32	model	model	NOUN
fuelectenerg-13355	221	33	for	for	ADP
fuelectenerg-13355	221	34	classification	classification	NOUN
fuelectenerg-13355	221	35	of	of	ADP
fuelectenerg-13355	221	36	....	....	PUNCT
fuelectenerg-13355	221	37	709	709	PRON
fuelectenerg-13355	221	38	can	can	AUX
fuelectenerg-13355	221	39	be	be	AUX
fuelectenerg-13355	221	40	downloaded	download	VERB
fuelectenerg-13355	221	41	alongside	alongside	ADP
fuelectenerg-13355	221	42	the	the	DET
fuelectenerg-13355	221	43	image	image	NOUN
fuelectenerg-13355	221	44	database	database	NOUN
fuelectenerg-13355	221	45	.	.	PUNCT
fuelectenerg-13355	222	1	this	this	DET
fuelectenerg-13355	222	2	text	text	NOUN
fuelectenerg-13355	222	3	file	file	NOUN
fuelectenerg-13355	222	4	contains	contain	VERB
fuelectenerg-13355	222	5	the	the	DET
fuelectenerg-13355	222	6	content	content	NOUN
fuelectenerg-13355	222	7	for	for	ADP
fuelectenerg-13355	222	8	all	all	DET
fuelectenerg-13355	222	9	the	the	DET
fuelectenerg-13355	222	10	images	image	NOUN
fuelectenerg-13355	222	11	.	.	PUNCT
fuelectenerg-13355	223	1	to	to	PART
fuelectenerg-13355	223	2	classify	classify	VERB
fuelectenerg-13355	223	3	the	the	DET
fuelectenerg-13355	223	4	texts	text	NOUN
fuelectenerg-13355	223	5	,	,	PUNCT
fuelectenerg-13355	223	6	we	we	PRON
fuelectenerg-13355	223	7	first	first	ADV
fuelectenerg-13355	223	8	performed	perform	VERB
fuelectenerg-13355	223	9	text	text	NOUN
fuelectenerg-13355	223	10	classification	classification	NOUN
fuelectenerg-13355	223	11	into	into	ADP
fuelectenerg-13355	223	12	six	six	NUM
fuelectenerg-13355	223	13	categories	category	NOUN
fuelectenerg-13355	223	14	:	:	PUNCT
fuelectenerg-13355	223	15	"	"	PUNCT
fuelectenerg-13355	223	16	technology	technology	NOUN
fuelectenerg-13355	223	17	,	,	PUNCT
fuelectenerg-13355	223	18	"	"	PUNCT
fuelectenerg-13355	223	19	"	"	PUNCT
fuelectenerg-13355	223	20	health	health	NOUN
fuelectenerg-13355	223	21	,	,	PUNCT
fuelectenerg-13355	223	22	"	"	PUNCT
fuelectenerg-13355	223	23	"	"	PUNCT
fuelectenerg-13355	223	24	education	education	NOUN
fuelectenerg-13355	223	25	,	,	PUNCT
fuelectenerg-13355	223	26	"	"	PUNCT
fuelectenerg-13355	223	27	"	"	PUNCT
fuelectenerg-13355	223	28	finance	finance	NOUN
fuelectenerg-13355	223	29	,	,	PUNCT
fuelectenerg-13355	223	30	"	"	PUNCT
fuelectenerg-13355	223	31	"	"	PUNCT
fuelectenerg-13355	223	32	sports	sport	NOUN
fuelectenerg-13355	223	33	,	,	PUNCT
fuelectenerg-13355	223	34	"	"	PUNCT
fuelectenerg-13355	223	35	and	and	CCONJ
fuelectenerg-13355	223	36	"	"	PUNCT
fuelectenerg-13355	223	37	others	other	NOUN
fuelectenerg-13355	223	38	.	.	PUNCT
fuelectenerg-13355	223	39	"	"	PUNCT
fuelectenerg-13355	224	1	this	this	DET
fuelectenerg-13355	224	2	classification	classification	NOUN
fuelectenerg-13355	224	3	was	be	AUX
fuelectenerg-13355	224	4	carried	carry	VERB
fuelectenerg-13355	224	5	out	out	ADP
fuelectenerg-13355	224	6	separately	separately	ADV
fuelectenerg-13355	224	7	on	on	ADP
fuelectenerg-13355	224	8	the	the	DET
fuelectenerg-13355	224	9	text	text	NOUN
fuelectenerg-13355	224	10	file	file	NOUN
fuelectenerg-13355	224	11	using	use	VERB
fuelectenerg-13355	224	12	a	a	DET
fuelectenerg-13355	224	13	large	large	ADJ
fuelectenerg-13355	224	14	language	language	NOUN
fuelectenerg-13355	224	15	model	model	NOUN
fuelectenerg-13355	224	16	(	(	PUNCT
fuelectenerg-13355	224	17	llm	llm	PROPN
fuelectenerg-13355	224	18	)	)	PUNCT
fuelectenerg-13355	224	19	.	.	PUNCT
fuelectenerg-13355	225	1	the	the	DET
fuelectenerg-13355	225	2	results	result	NOUN
fuelectenerg-13355	225	3	of	of	ADP
fuelectenerg-13355	225	4	this	this	DET
fuelectenerg-13355	225	5	classification	classification	NOUN
fuelectenerg-13355	225	6	served	serve	VERB
fuelectenerg-13355	225	7	as	as	ADP
fuelectenerg-13355	225	8	the	the	DET
fuelectenerg-13355	225	9	evaluation	evaluation	NOUN
fuelectenerg-13355	225	10	criterion	criterion	NOUN
fuelectenerg-13355	225	11	for	for	ADP
fuelectenerg-13355	225	12	categorizing	categorize	VERB
fuelectenerg-13355	225	13	images	image	NOUN
fuelectenerg-13355	225	14	in	in	ADP
fuelectenerg-13355	225	15	the	the	DET
fuelectenerg-13355	225	16	subsequent	subsequent	ADJ
fuelectenerg-13355	225	17	stages	stage	NOUN
fuelectenerg-13355	225	18	.	.	PUNCT
fuelectenerg-13355	226	1	in	in	ADP
fuelectenerg-13355	226	2	the	the	DET
fuelectenerg-13355	226	3	next	next	ADJ
fuelectenerg-13355	226	4	step	step	NOUN
fuelectenerg-13355	226	5	,	,	PUNCT
fuelectenerg-13355	226	6	the	the	DET
fuelectenerg-13355	226	7	trocr	trocr	ADJ
fuelectenerg-13355	226	8	model	model	NOUN
fuelectenerg-13355	226	9	was	be	AUX
fuelectenerg-13355	226	10	utilized	utilize	VERB
fuelectenerg-13355	226	11	to	to	PART
fuelectenerg-13355	226	12	load	load	VERB
fuelectenerg-13355	226	13	images	image	NOUN
fuelectenerg-13355	226	14	and	and	CCONJ
fuelectenerg-13355	226	15	extract	extract	VERB
fuelectenerg-13355	226	16	text	text	NOUN
fuelectenerg-13355	226	17	from	from	ADP
fuelectenerg-13355	226	18	the	the	DET
fuelectenerg-13355	226	19	english	english	ADJ
fuelectenerg-13355	226	20	handwritten	handwritten	ADJ
fuelectenerg-13355	226	21	line	line	NOUN
fuelectenerg-13355	226	22	dataset	dataset	VERB
fuelectenerg-13355	226	23	.	.	PUNCT
fuelectenerg-13355	227	1	these	these	DET
fuelectenerg-13355	227	2	images	image	NOUN
fuelectenerg-13355	227	3	were	be	AUX
fuelectenerg-13355	227	4	then	then	ADV
fuelectenerg-13355	227	5	converted	convert	VERB
fuelectenerg-13355	227	6	into	into	ADP
fuelectenerg-13355	227	7	text	text	NOUN
fuelectenerg-13355	227	8	data	datum	NOUN
fuelectenerg-13355	227	9	.	.	PUNCT
fuelectenerg-13355	228	1	following	follow	VERB
fuelectenerg-13355	228	2	this	this	PRON
fuelectenerg-13355	228	3	,	,	PUNCT
fuelectenerg-13355	228	4	the	the	DET
fuelectenerg-13355	228	5	extracted	extract	VERB
fuelectenerg-13355	228	6	text	text	NOUN
fuelectenerg-13355	228	7	data	datum	NOUN
fuelectenerg-13355	228	8	was	be	AUX
fuelectenerg-13355	228	9	analyzed	analyze	VERB
fuelectenerg-13355	228	10	for	for	ADP
fuelectenerg-13355	228	11	classification	classification	NOUN
fuelectenerg-13355	228	12	using	use	VERB
fuelectenerg-13355	228	13	the	the	DET
fuelectenerg-13355	228	14	bart	bart	PROPN
fuelectenerg-13355	228	15	model	model	PROPN
fuelectenerg-13355	228	16	,	,	PUNCT
fuelectenerg-13355	228	17	which	which	PRON
fuelectenerg-13355	228	18	is	be	AUX
fuelectenerg-13355	228	19	based	base	VERB
fuelectenerg-13355	228	20	on	on	ADP
fuelectenerg-13355	228	21	a	a	DET
fuelectenerg-13355	228	22	large	large	ADJ
fuelectenerg-13355	228	23	language	language	NOUN
fuelectenerg-13355	228	24	model	model	NOUN
fuelectenerg-13355	228	25	(	(	PUNCT
fuelectenerg-13355	228	26	llm	llm	PROPN
fuelectenerg-13355	228	27	)	)	PUNCT
fuelectenerg-13355	228	28	.	.	PUNCT
fuelectenerg-13355	229	1	the	the	DET
fuelectenerg-13355	229	2	output	output	NOUN
fuelectenerg-13355	229	3	of	of	ADP
fuelectenerg-13355	229	4	this	this	DET
fuelectenerg-13355	229	5	classification	classification	NOUN
fuelectenerg-13355	229	6	process	process	NOUN
fuelectenerg-13355	229	7	was	be	AUX
fuelectenerg-13355	229	8	saved	save	VERB
fuelectenerg-13355	229	9	as	as	ADP
fuelectenerg-13355	229	10	a	a	DET
fuelectenerg-13355	229	11	.csv	.csv	ADJ
fuelectenerg-13355	229	12	file	file	NOUN
fuelectenerg-13355	229	13	.	.	PUNCT
fuelectenerg-13355	230	1	the	the	DET
fuelectenerg-13355	230	2	output	output	NOUN
fuelectenerg-13355	230	3	file	file	NOUN
fuelectenerg-13355	230	4	from	from	ADP
fuelectenerg-13355	230	5	cases	case	NOUN
fuelectenerg-13355	230	6	where	where	SCONJ
fuelectenerg-13355	230	7	images	image	NOUN
fuelectenerg-13355	230	8	were	be	AUX
fuelectenerg-13355	230	9	converted	convert	VERB
fuelectenerg-13355	230	10	to	to	ADP
fuelectenerg-13355	230	11	text	text	NOUN
fuelectenerg-13355	230	12	using	use	VERB
fuelectenerg-13355	230	13	the	the	DET
fuelectenerg-13355	230	14	trocr	trocr	ADJ
fuelectenerg-13355	230	15	model	model	NOUN
fuelectenerg-13355	230	16	and	and	CCONJ
fuelectenerg-13355	230	17	subsequently	subsequently	ADV
fuelectenerg-13355	230	18	classified	classify	VERB
fuelectenerg-13355	230	19	with	with	ADP
fuelectenerg-13355	230	20	llm	llm	PROPN
fuelectenerg-13355	230	21	was	be	AUX
fuelectenerg-13355	230	22	compared	compare	VERB
fuelectenerg-13355	230	23	to	to	ADP
fuelectenerg-13355	230	24	instances	instance	NOUN
fuelectenerg-13355	230	25	where	where	SCONJ
fuelectenerg-13355	230	26	text	text	NOUN
fuelectenerg-13355	230	27	files	file	NOUN
fuelectenerg-13355	230	28	(	(	PUNCT
fuelectenerg-13355	230	29	.txt	.txt	ADJ
fuelectenerg-13355	230	30	)	)	PUNCT
fuelectenerg-13355	230	31	related	relate	VERB
fuelectenerg-13355	230	32	to	to	ADP
fuelectenerg-13355	230	33	the	the	DET
fuelectenerg-13355	230	34	dataset	dataset	NOUN
fuelectenerg-13355	230	35	were	be	AUX
fuelectenerg-13355	230	36	classified	classify	VERB
fuelectenerg-13355	230	37	using	use	VERB
fuelectenerg-13355	230	38	llm	llm	PROPN
fuelectenerg-13355	230	39	(	(	PUNCT
fuelectenerg-13355	230	40	first	first	ADJ
fuelectenerg-13355	230	41	stage	stage	NOUN
fuelectenerg-13355	230	42	)	)	PUNCT
fuelectenerg-13355	230	43	.	.	PUNCT
fuelectenerg-13355	231	1	the	the	DET
fuelectenerg-13355	231	2	level	level	NOUN
fuelectenerg-13355	231	3	of	of	ADP
fuelectenerg-13355	231	4	agreement	agreement	NOUN
fuelectenerg-13355	231	5	in	in	ADP
fuelectenerg-13355	231	6	text	text	NOUN
fuelectenerg-13355	231	7	classification	classification	NOUN
fuelectenerg-13355	231	8	between	between	ADP
fuelectenerg-13355	231	9	the	the	DET
fuelectenerg-13355	231	10	two	two	NUM
fuelectenerg-13355	231	11	methods	method	NOUN
fuelectenerg-13355	231	12	was	be	AUX
fuelectenerg-13355	231	13	then	then	ADV
fuelectenerg-13355	231	14	evaluated	evaluate	VERB
fuelectenerg-13355	231	15	.	.	PUNCT
fuelectenerg-13355	232	1	when	when	SCONJ
fuelectenerg-13355	232	2	comparing	compare	VERB
fuelectenerg-13355	232	3	the	the	DET
fuelectenerg-13355	232	4	results	result	NOUN
fuelectenerg-13355	232	5	of	of	ADP
fuelectenerg-13355	232	6	two	two	NUM
fuelectenerg-13355	232	7	methods	method	NOUN
fuelectenerg-13355	232	8	—	—	PUNCT
fuelectenerg-13355	232	9	the	the	DET
fuelectenerg-13355	232	10	first	first	ADV
fuelectenerg-13355	232	11	using	use	VERB
fuelectenerg-13355	232	12	the	the	DET
fuelectenerg-13355	232	13	trocr	trocr	ADJ
fuelectenerg-13355	232	14	model	model	NOUN
fuelectenerg-13355	232	15	to	to	PART
fuelectenerg-13355	232	16	convert	convert	VERB
fuelectenerg-13355	232	17	images	image	NOUN
fuelectenerg-13355	232	18	to	to	ADP
fuelectenerg-13355	232	19	text	text	NOUN
fuelectenerg-13355	232	20	and	and	CCONJ
fuelectenerg-13355	232	21	subsequently	subsequently	ADV
fuelectenerg-13355	232	22	classifying	classify	VERB
fuelectenerg-13355	232	23	that	that	DET
fuelectenerg-13355	232	24	text	text	NOUN
fuelectenerg-13355	232	25	with	with	ADP
fuelectenerg-13355	232	26	a	a	DET
fuelectenerg-13355	232	27	language	language	NOUN
fuelectenerg-13355	232	28	model	model	NOUN
fuelectenerg-13355	232	29	(	(	PUNCT
fuelectenerg-13355	232	30	llm	llm	NOUN
fuelectenerg-13355	232	31	)	)	PUNCT
fuelectenerg-13355	232	32	,	,	PUNCT
fuelectenerg-13355	232	33	and	and	CCONJ
fuelectenerg-13355	232	34	the	the	DET
fuelectenerg-13355	232	35	second	second	ADJ
fuelectenerg-13355	232	36	using	use	VERB
fuelectenerg-13355	232	37	a	a	DET
fuelectenerg-13355	232	38	text	text	NOUN
fuelectenerg-13355	232	39	file	file	NOUN
fuelectenerg-13355	232	40	with	with	ADP
fuelectenerg-13355	232	41	a	a	DET
fuelectenerg-13355	232	42	database	database	NOUN
fuelectenerg-13355	232	43	for	for	ADP
fuelectenerg-13355	232	44	classification	classification	NOUN
fuelectenerg-13355	232	45	with	with	ADP
fuelectenerg-13355	232	46	the	the	DET
fuelectenerg-13355	232	47	llm	llm	NOUN
fuelectenerg-13355	232	48	—	—	PUNCT
fuelectenerg-13355	232	49	there	there	PRON
fuelectenerg-13355	232	50	is	be	VERB
fuelectenerg-13355	232	51	a	a	DET
fuelectenerg-13355	232	52	noticeable	noticeable	ADJ
fuelectenerg-13355	232	53	difference	difference	NOUN
fuelectenerg-13355	232	54	of	of	ADP
fuelectenerg-13355	232	55	about	about	ADV
fuelectenerg-13355	232	56	30	30	NUM
fuelectenerg-13355	232	57	percent	percent	NOUN
fuelectenerg-13355	232	58	.	.	PUNCT
fuelectenerg-13355	233	1	this	this	DET
fuelectenerg-13355	233	2	discrepancy	discrepancy	NOUN
fuelectenerg-13355	233	3	is	be	AUX
fuelectenerg-13355	233	4	expected	expect	VERB
fuelectenerg-13355	233	5	,	,	PUNCT
fuelectenerg-13355	233	6	as	as	SCONJ
fuelectenerg-13355	233	7	the	the	DET
fuelectenerg-13355	233	8	database	database	NOUN
fuelectenerg-13355	233	9	is	be	AUX
fuelectenerg-13355	233	10	based	base	VERB
fuelectenerg-13355	233	11	on	on	ADP
fuelectenerg-13355	233	12	handwritten	handwritten	ADJ
fuelectenerg-13355	233	13	text	text	NOUN
fuelectenerg-13355	233	14	and	and	CCONJ
fuelectenerg-13355	233	15	the	the	DET
fuelectenerg-13355	233	16	output	output	NOUN
fuelectenerg-13355	233	17	from	from	ADP
fuelectenerg-13355	233	18	trocr	trocr	ADJ
fuelectenerg-13355	233	19	remains	remain	NOUN
fuelectenerg-13355	233	20	unaltered	unaltered	ADJ
fuelectenerg-13355	233	21	.	.	PUNCT
fuelectenerg-13355	234	1	in	in	ADP
fuelectenerg-13355	234	2	this	this	DET
fuelectenerg-13355	234	3	research	research	NOUN
fuelectenerg-13355	234	4	the	the	DET
fuelectenerg-13355	234	5	extracted	extract	VERB
fuelectenerg-13355	234	6	texts	text	NOUN
fuelectenerg-13355	234	7	from	from	ADP
fuelectenerg-13355	234	8	images	image	NOUN
fuelectenerg-13355	234	9	by	by	ADP
fuelectenerg-13355	234	10	trocr	trocr	NOUN
fuelectenerg-13355	234	11	have	have	AUX
fuelectenerg-13355	234	12	n’t	not	PART
fuelectenerg-13355	234	13	been	be	AUX
fuelectenerg-13355	234	14	corrected	correct	VERB
fuelectenerg-13355	234	15	and	and	CCONJ
fuelectenerg-13355	234	16	upgraded	upgrade	VERB
fuelectenerg-13355	234	17	and	and	CCONJ
fuelectenerg-13355	234	18	this	this	PRON
fuelectenerg-13355	234	19	has	have	AUX
fuelectenerg-13355	234	20	lowered	lower	VERB
fuelectenerg-13355	234	21	the	the	DET
fuelectenerg-13355	234	22	text	text	NOUN
fuelectenerg-13355	234	23	recognition	recognition	NOUN
fuelectenerg-13355	234	24	and	and	CCONJ
fuelectenerg-13355	234	25	consequently	consequently	ADV
fuelectenerg-13355	234	26	decreased	decrease	VERB
fuelectenerg-13355	234	27	the	the	DET
fuelectenerg-13355	234	28	output	output	NOUN
fuelectenerg-13355	234	29	of	of	ADP
fuelectenerg-13355	234	30	classification	classification	NOUN
fuelectenerg-13355	234	31	of	of	ADP
fuelectenerg-13355	234	32	texts	text	NOUN
fuelectenerg-13355	234	33	.	.	PUNCT
fuelectenerg-13355	235	1	if	if	SCONJ
fuelectenerg-13355	235	2	the	the	DET
fuelectenerg-13355	235	3	obtained	obtain	VERB
fuelectenerg-13355	235	4	texts	text	NOUN
fuelectenerg-13355	235	5	from	from	ADP
fuelectenerg-13355	235	6	images	image	NOUN
fuelectenerg-13355	235	7	are	be	AUX
fuelectenerg-13355	235	8	corrected	correct	VERB
fuelectenerg-13355	235	9	and	and	CCONJ
fuelectenerg-13355	235	10	upgraded	upgrade	VERB
fuelectenerg-13355	235	11	before	before	ADP
fuelectenerg-13355	235	12	entering	enter	VERB
fuelectenerg-13355	235	13	llm	llm	NOUN
fuelectenerg-13355	235	14	,	,	PUNCT
fuelectenerg-13355	235	15	it	it	PRON
fuelectenerg-13355	235	16	will	will	AUX
fuelectenerg-13355	235	17	have	have	VERB
fuelectenerg-13355	235	18	better	well	ADJ
fuelectenerg-13355	235	19	result	result	VERB
fuelectenerg-13355	235	20	in	in	ADP
fuelectenerg-13355	235	21	text	text	NOUN
fuelectenerg-13355	235	22	classification	classification	NOUN
fuelectenerg-13355	235	23	and	and	CCONJ
fuelectenerg-13355	235	24	this	this	PRON
fuelectenerg-13355	235	25	can	can	AUX
fuelectenerg-13355	235	26	be	be	AUX
fuelectenerg-13355	235	27	done	do	VERB
fuelectenerg-13355	235	28	by	by	ADP
fuelectenerg-13355	235	29	fine	fine	ADV
fuelectenerg-13355	235	30	-	-	PUNCT
fuelectenerg-13355	235	31	tuned	tune	VERB
fuelectenerg-13355	235	32	models	model	NOUN
fuelectenerg-13355	235	33	of	of	ADP
fuelectenerg-13355	235	34	llm	llm	PROPN
fuelectenerg-13355	235	35	and	and	CCONJ
fuelectenerg-13355	235	36	other	other	ADJ
fuelectenerg-13355	235	37	new	new	ADJ
fuelectenerg-13355	235	38	methods	method	NOUN
fuelectenerg-13355	235	39	like	like	ADP
fuelectenerg-13355	235	40	vae	vae	PROPN
fuelectenerg-13355	235	41	and	and	CCONJ
fuelectenerg-13355	235	42	other	other	ADJ
fuelectenerg-13355	235	43	techniques	technique	NOUN
fuelectenerg-13355	235	44	.	.	PUNCT
fuelectenerg-13355	236	1	in	in	ADP
fuelectenerg-13355	236	2	many	many	ADJ
fuelectenerg-13355	236	3	cases	case	NOUN
fuelectenerg-13355	236	4	,	,	PUNCT
fuelectenerg-13355	236	5	when	when	SCONJ
fuelectenerg-13355	236	6	reading	read	VERB
fuelectenerg-13355	236	7	texts	text	NOUN
fuelectenerg-13355	236	8	indie	indie	VERB
fuelectenerg-13355	236	9	images	image	NOUN
fuelectenerg-13355	236	10	and	and	CCONJ
fuelectenerg-13355	236	11	transformed	transform	VERB
fuelectenerg-13355	236	12	into	into	ADP
fuelectenerg-13355	236	13	text	text	NOUN
fuelectenerg-13355	236	14	(	(	PUNCT
fuelectenerg-13355	236	15	.txt	.txt	PROPN
fuelectenerg-13355	236	16	)	)	PUNCT
fuelectenerg-13355	236	17	,	,	PUNCT
fuelectenerg-13355	236	18	the	the	DET
fuelectenerg-13355	236	19	correction	correction	NOUN
fuelectenerg-13355	236	20	is	be	AUX
fuelectenerg-13355	236	21	required	require	VERB
fuelectenerg-13355	236	22	as	as	SCONJ
fuelectenerg-13355	236	23	some	some	DET
fuelectenerg-13355	236	24	characters	character	NOUN
fuelectenerg-13355	236	25	or	or	CCONJ
fuelectenerg-13355	236	26	words	word	NOUN
fuelectenerg-13355	236	27	may	may	AUX
fuelectenerg-13355	236	28	lose	lose	VERB
fuelectenerg-13355	236	29	their	their	PRON
fuelectenerg-13355	236	30	forms	form	NOUN
fuelectenerg-13355	236	31	or	or	CCONJ
fuelectenerg-13355	236	32	even	even	ADV
fuelectenerg-13355	236	33	some	some	PRON
fuelectenerg-13355	236	34	of	of	ADP
fuelectenerg-13355	236	35	the	the	DET
fuelectenerg-13355	236	36	letters	letter	NOUN
fuelectenerg-13355	236	37	or	or	CCONJ
fuelectenerg-13355	236	38	words	word	NOUN
fuelectenerg-13355	236	39	may	may	AUX
fuelectenerg-13355	236	40	be	be	AUX
fuelectenerg-13355	236	41	deleted	delete	VERB
fuelectenerg-13355	236	42	to	to	ADP
fuelectenerg-13355	236	43	added	add	VERB
fuelectenerg-13355	236	44	or	or	CCONJ
fuelectenerg-13355	236	45	deformed	deform	VERB
fuelectenerg-13355	236	46	and	and	CCONJ
fuelectenerg-13355	236	47	require	require	VERB
fuelectenerg-13355	236	48	correction	correction	NOUN
fuelectenerg-13355	236	49	that	that	SCONJ
fuelectenerg-13355	236	50	these	these	PRON
fuelectenerg-13355	236	51	are	be	AUX
fuelectenerg-13355	236	52	performed	perform	VERB
fuelectenerg-13355	236	53	by	by	ADP
fuelectenerg-13355	236	54	generative	generative	ADJ
fuelectenerg-13355	236	55	models	model	NOUN
fuelectenerg-13355	236	56	in	in	ADP
fuelectenerg-13355	236	57	nlp	nlp	NOUN
fuelectenerg-13355	236	58	and	and	CCONJ
fuelectenerg-13355	236	59	these	these	DET
fuelectenerg-13355	236	60	cases	case	NOUN
fuelectenerg-13355	236	61	are	be	AUX
fuelectenerg-13355	236	62	suggested	suggest	VERB
fuelectenerg-13355	236	63	as	as	ADP
fuelectenerg-13355	236	64	future	future	ADJ
fuelectenerg-13355	236	65	researches	research	NOUN
fuelectenerg-13355	236	66	in	in	ADP
fuelectenerg-13355	236	67	this	this	DET
fuelectenerg-13355	236	68	realm	realm	NOUN
fuelectenerg-13355	236	69	along	along	ADP
fuelectenerg-13355	236	70	with	with	ADP
fuelectenerg-13355	236	71	combination	combination	NOUN
fuelectenerg-13355	236	72	with	with	ADP
fuelectenerg-13355	236	73	other	other	ADJ
fuelectenerg-13355	236	74	image	image	NOUN
fuelectenerg-13355	236	75	processing	processing	NOUN
fuelectenerg-13355	236	76	techniques	technique	NOUN
fuelectenerg-13355	236	77	.	.	PUNCT
fuelectenerg-13355	237	1	one	one	NUM
fuelectenerg-13355	237	2	of	of	ADP
fuelectenerg-13355	237	3	the	the	DET
fuelectenerg-13355	237	4	techniques	technique	NOUN
fuelectenerg-13355	237	5	suggested	suggest	VERB
fuelectenerg-13355	237	6	as	as	ADP
fuelectenerg-13355	237	7	an	an	DET
fuelectenerg-13355	237	8	efficient	efficient	ADJ
fuelectenerg-13355	237	9	research	research	NOUN
fuelectenerg-13355	237	10	in	in	ADP
fuelectenerg-13355	237	11	the	the	DET
fuelectenerg-13355	237	12	future	future	NOUN
fuelectenerg-13355	237	13	is	be	AUX
fuelectenerg-13355	237	14	using	use	VERB
fuelectenerg-13355	237	15	variational	variational	ADJ
fuelectenerg-13355	237	16	autoencoder(vae	autoencoder(vae	NOUN
fuelectenerg-13355	237	17	)	)	PUNCT
fuelectenerg-13355	237	18	for	for	ADP
fuelectenerg-13355	237	19	making	make	VERB
fuelectenerg-13355	237	20	deformed	deform	VERB
fuelectenerg-13355	237	21	characters	character	NOUN
fuelectenerg-13355	237	22	and	and	CCONJ
fuelectenerg-13355	237	23	words	word	NOUN
fuelectenerg-13355	237	24	in	in	ADP
fuelectenerg-13355	237	25	the	the	DET
fuelectenerg-13355	237	26	text	text	NOUN
fuelectenerg-13355	237	27	.	.	PUNCT
fuelectenerg-13355	238	1	vae	vae	PROPN
fuelectenerg-13355	238	2	is	be	AUX
fuelectenerg-13355	238	3	a	a	DET
fuelectenerg-13355	238	4	kind	kind	NOUN
fuelectenerg-13355	238	5	of	of	ADP
fuelectenerg-13355	238	6	neural	neural	ADJ
fuelectenerg-13355	238	7	network	network	NOUN
fuelectenerg-13355	238	8	used	use	VERB
fuelectenerg-13355	238	9	for	for	ADP
fuelectenerg-13355	238	10	making	make	VERB
fuelectenerg-13355	238	11	new	new	ADJ
fuelectenerg-13355	238	12	data	datum	NOUN
fuelectenerg-13355	238	13	similar	similar	ADJ
fuelectenerg-13355	238	14	to	to	ADP
fuelectenerg-13355	238	15	training	train	VERB
fuelectenerg-13355	238	16	data	datum	NOUN
fuelectenerg-13355	238	17	.	.	PUNCT
fuelectenerg-13355	239	1	by	by	ADP
fuelectenerg-13355	239	2	using	use	VERB
fuelectenerg-13355	239	3	vae	vae	PROPN
fuelectenerg-13355	239	4	we	we	PRON
fuelectenerg-13355	239	5	can	can	AUX
fuelectenerg-13355	239	6	use	use	VERB
fuelectenerg-13355	239	7	text	text	NOUN
fuelectenerg-13355	239	8	for	for	ADP
fuelectenerg-13355	239	9	making	make	VERB
fuelectenerg-13355	239	10	new	new	ADJ
fuelectenerg-13355	239	11	images	image	NOUN
fuelectenerg-13355	239	12	in	in	ADP
fuelectenerg-13355	239	13	order	order	NOUN
fuelectenerg-13355	239	14	to	to	PART
fuelectenerg-13355	239	15	improve	improve	VERB
fuelectenerg-13355	239	16	the	the	DET
fuelectenerg-13355	239	17	performance	performance	NOUN
fuelectenerg-13355	239	18	of	of	ADP
fuelectenerg-13355	239	19	trocr	trocr	NOUN
fuelectenerg-13355	239	20	.	.	PUNCT
fuelectenerg-13355	240	1	we	we	PRON
fuelectenerg-13355	240	2	can	can	AUX
fuelectenerg-13355	240	3	also	also	ADV
fuelectenerg-13355	240	4	use	use	VERB
fuelectenerg-13355	240	5	vae	vae	NOUN
fuelectenerg-13355	240	6	for	for	ADP
fuelectenerg-13355	240	7	decreasing	decrease	VERB
fuelectenerg-13355	240	8	the	the	DET
fuelectenerg-13355	240	9	dimensions	dimension	NOUN
fuelectenerg-13355	240	10	of	of	ADP
fuelectenerg-13355	240	11	the	the	DET
fuelectenerg-13355	240	12	images	image	NOUN
fuelectenerg-13355	240	13	and	and	CCONJ
fuelectenerg-13355	240	14	upgrading	upgrade	VERB
fuelectenerg-13355	240	15	data	datum	NOUN
fuelectenerg-13355	240	16	quality	quality	NOUN
fuelectenerg-13355	240	17	before	before	ADP
fuelectenerg-13355	240	18	entering	enter	VERB
fuelectenerg-13355	240	19	trocr	trocr	ADJ
fuelectenerg-13355	240	20	model	model	NOUN
fuelectenerg-13355	240	21	and	and	CCONJ
fuelectenerg-13355	240	22	in	in	ADP
fuelectenerg-13355	240	23	some	some	DET
fuelectenerg-13355	240	24	cases	case	NOUN
fuelectenerg-13355	240	25	,	,	PUNCT
fuelectenerg-13355	240	26	vae	vae	PROPN
fuelectenerg-13355	240	27	can	can	AUX
fuelectenerg-13355	240	28	be	be	AUX
fuelectenerg-13355	240	29	used	use	VERB
fuelectenerg-13355	240	30	with	with	ADP
fuelectenerg-13355	240	31	trocr	trocr	NOUN
fuelectenerg-13355	240	32	as	as	ADP
fuelectenerg-13355	240	33	one	one	NUM
fuelectenerg-13355	240	34	part	part	NOUN
fuelectenerg-13355	240	35	of	of	ADP
fuelectenerg-13355	240	36	combinational	combinational	ADJ
fuelectenerg-13355	240	37	architecture	architecture	NOUN
fuelectenerg-13355	240	38	,	,	PUNCT
fuelectenerg-13355	240	39	in	in	ADP
fuelectenerg-13355	240	40	a	a	DET
fuelectenerg-13355	240	41	manner	manner	NOUN
fuelectenerg-13355	240	42	that	that	PRON
fuelectenerg-13355	240	43	extracted	extract	VERB
fuelectenerg-13355	240	44	features	feature	NOUN
fuelectenerg-13355	240	45	of	of	ADP
fuelectenerg-13355	240	46	vae	vae	PROPN
fuelectenerg-13355	240	47	in	in	ADP
fuelectenerg-13355	240	48	trocr	trocr	NOUN
fuelectenerg-13355	240	49	are	be	AUX
fuelectenerg-13355	240	50	used	use	VERB
fuelectenerg-13355	240	51	.	.	PUNCT
fuelectenerg-13355	241	1	this	this	DET
fuelectenerg-13355	241	2	paper	paper	NOUN
fuelectenerg-13355	241	3	signifies	signify	VERB
fuelectenerg-13355	241	4	a	a	DET
fuelectenerg-13355	241	5	major	major	ADJ
fuelectenerg-13355	241	6	breakthrough	breakthrough	NOUN
fuelectenerg-13355	241	7	in	in	ADP
fuelectenerg-13355	241	8	the	the	DET
fuelectenerg-13355	241	9	fields	field	NOUN
fuelectenerg-13355	241	10	of	of	ADP
fuelectenerg-13355	241	11	image	image	NOUN
fuelectenerg-13355	241	12	and	and	CCONJ
fuelectenerg-13355	241	13	natural	natural	ADJ
fuelectenerg-13355	241	14	language	language	NOUN
fuelectenerg-13355	241	15	processing	processing	NOUN
fuelectenerg-13355	241	16	.	.	PUNCT
fuelectenerg-13355	242	1	the	the	DET
fuelectenerg-13355	242	2	employment	employment	NOUN
fuelectenerg-13355	242	3	of	of	ADP
fuelectenerg-13355	242	4	transformer	transformer	NOUN
fuelectenerg-13355	242	5	-	-	PUNCT
fuelectenerg-13355	242	6	based	base	VERB
fuelectenerg-13355	242	7	architectures	architecture	NOUN
fuelectenerg-13355	242	8	,	,	PUNCT
fuelectenerg-13355	242	9	combined	combine	VERB
fuelectenerg-13355	242	10	with	with	ADP
fuelectenerg-13355	242	11	the	the	DET
fuelectenerg-13355	242	12	integration	integration	NOUN
fuelectenerg-13355	242	13	of	of	ADP
fuelectenerg-13355	242	14	large	large	ADJ
fuelectenerg-13355	242	15	language	language	NOUN
fuelectenerg-13355	242	16	models	model	NOUN
fuelectenerg-13355	242	17	,	,	PUNCT
fuelectenerg-13355	242	18	represents	represent	VERB
fuelectenerg-13355	242	19	an	an	DET
fuelectenerg-13355	242	20	important	important	ADJ
fuelectenerg-13355	242	21	advancement	advancement	NOUN
fuelectenerg-13355	242	22	toward	toward	ADP
fuelectenerg-13355	242	23	improving	improve	VERB
fuelectenerg-13355	242	24	ai	ai	NOUN
fuelectenerg-13355	242	25	systems	system	NOUN
fuelectenerg-13355	242	26	for	for	ADP
fuelectenerg-13355	242	27	more	more	ADJ
fuelectenerg-13355	242	28	complex	complex	ADJ
fuelectenerg-13355	242	29	applications	application	NOUN
fuelectenerg-13355	242	30	.	.	PUNCT
fuelectenerg-13355	243	1	this	this	DET
fuelectenerg-13355	243	2	paper	paper	NOUN
fuelectenerg-13355	243	3	can	can	AUX
fuelectenerg-13355	243	4	serve	serve	VERB
fuelectenerg-13355	243	5	as	as	ADP
fuelectenerg-13355	243	6	a	a	DET
fuelectenerg-13355	243	7	reference	reference	NOUN
fuelectenerg-13355	243	8	for	for	ADP
fuelectenerg-13355	243	9	future	future	ADJ
fuelectenerg-13355	243	10	research	research	NOUN
fuelectenerg-13355	243	11	in	in	ADP
fuelectenerg-13355	243	12	handwritten	handwritten	ADJ
fuelectenerg-13355	243	13	text	text	NOUN
fuelectenerg-13355	243	14	recognition	recognition	NOUN
fuelectenerg-13355	243	15	and	and	CCONJ
fuelectenerg-13355	243	16	the	the	DET
fuelectenerg-13355	243	17	integration	integration	NOUN
fuelectenerg-13355	243	18	of	of	ADP
fuelectenerg-13355	243	19	image	image	NOUN
fuelectenerg-13355	243	20	processing	processing	NOUN
fuelectenerg-13355	243	21	models	model	NOUN
fuelectenerg-13355	243	22	with	with	ADP
fuelectenerg-13355	243	23	large	large	ADJ
fuelectenerg-13355	243	24	language	language	NOUN
fuelectenerg-13355	243	25	models	model	NOUN
fuelectenerg-13355	243	26	.	.	PUNCT
fuelectenerg-13355	244	1	additionally	additionally	ADV
fuelectenerg-13355	244	2	,	,	PUNCT
fuelectenerg-13355	244	3	the	the	DET
fuelectenerg-13355	244	4	methods	method	NOUN
fuelectenerg-13355	244	5	presented	present	VERB
fuelectenerg-13355	244	6	may	may	AUX
fuelectenerg-13355	244	7	inspire	inspire	VERB
fuelectenerg-13355	244	8	developers	developer	NOUN
fuelectenerg-13355	244	9	to	to	PART
fuelectenerg-13355	244	10	create	create	VERB
fuelectenerg-13355	244	11	similar	similar	ADJ
fuelectenerg-13355	244	12	systems	system	NOUN
fuelectenerg-13355	244	13	in	in	ADP
fuelectenerg-13355	244	14	other	other	ADJ
fuelectenerg-13355	244	15	domains	domain	NOUN
fuelectenerg-13355	244	16	.	.	PUNCT
fuelectenerg-13355	245	1	710	710	NUM
fuelectenerg-13355	245	2	h.	h.	PROPN
fuelectenerg-13355	245	3	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	245	4	,	,	PUNCT
fuelectenerg-13355	245	5	a.	a.	NOUN
fuelectenerg-13355	245	6	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	245	7	,	,	PUNCT
fuelectenerg-13355	245	8	m.	m.	NOUN
fuelectenerg-13355	245	9	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	245	10	,	,	PUNCT
fuelectenerg-13355	245	11	m.	m.	NOUN
fuelectenerg-13355	245	12	nooshyar	nooshyar	PROPN
fuelectenerg-13355	245	13	,	,	PUNCT
fuelectenerg-13355	245	14	...	...	PUNCT
fuelectenerg-13355	245	15	10	10	NUM
fuelectenerg-13355	245	16	.	.	PUNCT
fuelectenerg-13355	246	1	conclusions	conclusion	NOUN
fuelectenerg-13355	246	2	in	in	ADP
fuelectenerg-13355	246	3	their	their	PRON
fuelectenerg-13355	246	4	study	study	NOUN
fuelectenerg-13355	246	5	,	,	PUNCT
fuelectenerg-13355	246	6	chae	chae	PROPN
fuelectenerg-13355	246	7	and	and	CCONJ
fuelectenerg-13355	246	8	davidson	davidson	NOUN
fuelectenerg-13355	246	9	(	(	PUNCT
fuelectenerg-13355	246	10	2023	2023	NUM
fuelectenerg-13355	246	11	)	)	PUNCT
fuelectenerg-13355	247	1	[	[	X
fuelectenerg-13355	247	2	52	52	NUM
fuelectenerg-13355	247	3	]	]	PUNCT
fuelectenerg-13355	247	4	highlight	highlight	VERB
fuelectenerg-13355	247	5	that	that	SCONJ
fuelectenerg-13355	247	6	large	large	ADJ
fuelectenerg-13355	247	7	language	language	NOUN
fuelectenerg-13355	247	8	models	model	NOUN
fuelectenerg-13355	247	9	(	(	PUNCT
fuelectenerg-13355	247	10	llms	llm	NOUN
fuelectenerg-13355	247	11	)	)	PUNCT
fuelectenerg-13355	247	12	excel	excel	VERB
fuelectenerg-13355	247	13	in	in	ADP
fuelectenerg-13355	247	14	text	text	NOUN
fuelectenerg-13355	247	15	classification	classification	NOUN
fuelectenerg-13355	247	16	tasks	task	NOUN
fuelectenerg-13355	247	17	,	,	PUNCT
fuelectenerg-13355	247	18	significantly	significantly	ADV
fuelectenerg-13355	247	19	outperforming	outperform	VERB
fuelectenerg-13355	247	20	traditional	traditional	ADJ
fuelectenerg-13355	247	21	methods	method	NOUN
fuelectenerg-13355	247	22	.	.	PUNCT
fuelectenerg-13355	248	1	they	they	PRON
fuelectenerg-13355	248	2	note	note	VERB
fuelectenerg-13355	248	3	that	that	SCONJ
fuelectenerg-13355	248	4	these	these	DET
fuelectenerg-13355	248	5	models	model	NOUN
fuelectenerg-13355	248	6	can	can	AUX
fuelectenerg-13355	248	7	achieve	achieve	VERB
fuelectenerg-13355	248	8	high	high	ADJ
fuelectenerg-13355	248	9	accuracy	accuracy	NOUN
fuelectenerg-13355	248	10	with	with	ADP
fuelectenerg-13355	248	11	minimal	minimal	ADJ
fuelectenerg-13355	248	12	training	training	NOUN
fuelectenerg-13355	248	13	examples	example	NOUN
fuelectenerg-13355	248	14	and	and	CCONJ
fuelectenerg-13355	248	15	instructions	instruction	NOUN
fuelectenerg-13355	248	16	,	,	PUNCT
fuelectenerg-13355	248	17	making	make	VERB
fuelectenerg-13355	248	18	them	they	PRON
fuelectenerg-13355	248	19	valuable	valuable	ADJ
fuelectenerg-13355	248	20	tools	tool	NOUN
fuelectenerg-13355	248	21	for	for	ADP
fuelectenerg-13355	248	22	sociologists	sociologist	NOUN
fuelectenerg-13355	248	23	.	.	PUNCT
fuelectenerg-13355	249	1	furthermore	furthermore	ADV
fuelectenerg-13355	249	2	,	,	PUNCT
fuelectenerg-13355	249	3	the	the	DET
fuelectenerg-13355	249	4	study	study	NOUN
fuelectenerg-13355	249	5	suggests	suggest	VERB
fuelectenerg-13355	249	6	that	that	SCONJ
fuelectenerg-13355	249	7	fine	fine	ADJ
fuelectenerg-13355	249	8	-	-	PUNCT
fuelectenerg-13355	249	9	tuning	tune	VERB
fuelectenerg-13355	249	10	smaller	small	ADJ
fuelectenerg-13355	249	11	models	model	NOUN
fuelectenerg-13355	249	12	provides	provide	VERB
fuelectenerg-13355	249	13	an	an	DET
fuelectenerg-13355	249	14	optimal	optimal	ADJ
fuelectenerg-13355	249	15	solution	solution	NOUN
fuelectenerg-13355	249	16	for	for	ADP
fuelectenerg-13355	249	17	researchers	researcher	NOUN
fuelectenerg-13355	249	18	.	.	PUNCT
fuelectenerg-13355	250	1	wang	wang	PROPN
fuelectenerg-13355	250	2	et	et	PROPN
fuelectenerg-13355	250	3	al	al	PROPN
fuelectenerg-13355	250	4	.	.	PROPN
fuelectenerg-13355	250	5	(	(	PUNCT
fuelectenerg-13355	250	6	2023	2023	NUM
fuelectenerg-13355	250	7	)	)	PUNCT
fuelectenerg-13355	251	1	[	[	X
fuelectenerg-13355	251	2	53	53	NUM
fuelectenerg-13355	251	3	]	]	PUNCT
fuelectenerg-13355	251	4	analyzed	analyze	VERB
fuelectenerg-13355	251	5	the	the	DET
fuelectenerg-13355	251	6	performance	performance	NOUN
fuelectenerg-13355	251	7	of	of	ADP
fuelectenerg-13355	251	8	gpt	gpt	NOUN
fuelectenerg-13355	251	9	models	model	NOUN
fuelectenerg-13355	251	10	in	in	ADP
fuelectenerg-13355	251	11	text	text	NOUN
fuelectenerg-13355	251	12	classification	classification	NOUN
fuelectenerg-13355	251	13	.	.	PUNCT
fuelectenerg-13355	252	1	the	the	DET
fuelectenerg-13355	252	2	researchers	researcher	NOUN
fuelectenerg-13355	252	3	compared	compare	VERB
fuelectenerg-13355	252	4	the	the	DET
fuelectenerg-13355	252	5	capabilities	capability	NOUN
fuelectenerg-13355	252	6	of	of	ADP
fuelectenerg-13355	252	7	zero	zero	NUM
fuelectenerg-13355	252	8	-	-	PUNCT
fuelectenerg-13355	252	9	shot	shot	NOUN
fuelectenerg-13355	252	10	llms	llm	NOUN
fuelectenerg-13355	252	11	with	with	ADP
fuelectenerg-13355	252	12	other	other	ADJ
fuelectenerg-13355	252	13	advanced	advanced	ADJ
fuelectenerg-13355	252	14	text	text	NOUN
fuelectenerg-13355	252	15	classification	classification	NOUN
fuelectenerg-13355	252	16	methods	method	NOUN
fuelectenerg-13355	252	17	,	,	PUNCT
fuelectenerg-13355	252	18	including	include	VERB
fuelectenerg-13355	252	19	traditional	traditional	ADJ
fuelectenerg-13355	252	20	machine	machine	NOUN
fuelectenerg-13355	252	21	learning	learning	NOUN
fuelectenerg-13355	252	22	and	and	CCONJ
fuelectenerg-13355	252	23	deep	deep	ADJ
fuelectenerg-13355	252	24	learning	learning	NOUN
fuelectenerg-13355	252	25	techniques	technique	NOUN
fuelectenerg-13355	252	26	.	.	PUNCT
fuelectenerg-13355	253	1	the	the	DET
fuelectenerg-13355	253	2	experimental	experimental	ADJ
fuelectenerg-13355	253	3	results	result	NOUN
fuelectenerg-13355	253	4	demonstrated	demonstrate	VERB
fuelectenerg-13355	253	5	that	that	SCONJ
fuelectenerg-13355	253	6	llms	llm	NOUN
fuelectenerg-13355	253	7	can	can	AUX
fuelectenerg-13355	253	8	effectively	effectively	ADV
fuelectenerg-13355	253	9	function	function	VERB
fuelectenerg-13355	253	10	as	as	ADP
fuelectenerg-13355	253	11	zero	zero	NUM
fuelectenerg-13355	253	12	-	-	PUNCT
fuelectenerg-13355	253	13	shot	shot	NOUN
fuelectenerg-13355	253	14	text	text	NOUN
fuelectenerg-13355	253	15	classifiers	classifier	NOUN
fuelectenerg-13355	253	16	,	,	PUNCT
fuelectenerg-13355	253	17	showing	show	VERB
fuelectenerg-13355	253	18	strong	strong	ADJ
fuelectenerg-13355	253	19	performance	performance	NOUN
fuelectenerg-13355	253	20	in	in	ADP
fuelectenerg-13355	253	21	three	three	NUM
fuelectenerg-13355	253	22	out	out	ADP
fuelectenerg-13355	253	23	of	of	ADP
fuelectenerg-13355	253	24	four	four	NUM
fuelectenerg-13355	253	25	datasets	dataset	NOUN
fuelectenerg-13355	253	26	examined	examine	VERB
fuelectenerg-13355	253	27	in	in	ADP
fuelectenerg-13355	253	28	the	the	DET
fuelectenerg-13355	253	29	study	study	NOUN
fuelectenerg-13355	253	30	.	.	PUNCT
fuelectenerg-13355	254	1	in	in	ADP
fuelectenerg-13355	254	2	research	research	NOUN
fuelectenerg-13355	254	3	conducted	conduct	VERB
fuelectenerg-13355	254	4	by	by	ADP
fuelectenerg-13355	254	5	zhong	zhong	PROPN
fuelectenerg-13355	254	6	et	et	PROPN
fuelectenerg-13355	254	7	al	al	PROPN
fuelectenerg-13355	254	8	.	.	PROPN
fuelectenerg-13355	255	1	(	(	PUNCT
fuelectenerg-13355	255	2	2024	2024	NUM
fuelectenerg-13355	255	3	)	)	PUNCT
fuelectenerg-13355	256	1	[	[	X
fuelectenerg-13355	256	2	54	54	NUM
fuelectenerg-13355	256	3	]	]	PUNCT
fuelectenerg-13355	256	4	,	,	PUNCT
fuelectenerg-13355	256	5	a	a	DET
fuelectenerg-13355	256	6	semisupervised	semisupervised	ADJ
fuelectenerg-13355	256	7	learning	learning	NOUN
fuelectenerg-13355	256	8	framework	framework	NOUN
fuelectenerg-13355	256	9	was	be	AUX
fuelectenerg-13355	256	10	introduced	introduce	VERB
fuelectenerg-13355	256	11	specifically	specifically	ADV
fuelectenerg-13355	256	12	for	for	ADP
fuelectenerg-13355	256	13	text	text	NOUN
fuelectenerg-13355	256	14	classification	classification	NOUN
fuelectenerg-13355	256	15	tasks	task	NOUN
fuelectenerg-13355	256	16	.	.	PUNCT
fuelectenerg-13355	257	1	this	this	DET
fuelectenerg-13355	257	2	study	study	NOUN
fuelectenerg-13355	257	3	solely	solely	ADV
fuelectenerg-13355	257	4	focuses	focus	VERB
fuelectenerg-13355	257	5	on	on	ADP
fuelectenerg-13355	257	6	text	text	NOUN
fuelectenerg-13355	257	7	classification	classification	NOUN
fuelectenerg-13355	257	8	and	and	CCONJ
fuelectenerg-13355	257	9	does	do	AUX
fuelectenerg-13355	257	10	not	not	PART
fuelectenerg-13355	257	11	involve	involve	VERB
fuelectenerg-13355	257	12	image	image	NOUN
fuelectenerg-13355	257	13	processing	processing	NOUN
fuelectenerg-13355	257	14	or	or	CCONJ
fuelectenerg-13355	257	15	image	image	NOUN
fuelectenerg-13355	257	16	-	-	PUNCT
fuelectenerg-13355	257	17	to	to	ADP
fuelectenerg-13355	257	18	-	-	PUNCT
fuelectenerg-13355	257	19	text	text	NOUN
fuelectenerg-13355	257	20	conversion	conversion	NOUN
fuelectenerg-13355	257	21	.	.	PUNCT
fuelectenerg-13355	258	1	the	the	DET
fuelectenerg-13355	258	2	framework	framework	NOUN
fuelectenerg-13355	258	3	was	be	AUX
fuelectenerg-13355	258	4	tested	test	VERB
fuelectenerg-13355	258	5	on	on	ADP
fuelectenerg-13355	258	6	two	two	NUM
fuelectenerg-13355	258	7	datasets	dataset	NOUN
fuelectenerg-13355	258	8	:	:	PUNCT
fuelectenerg-13355	258	9	reuters	reuters	PROPN
fuelectenerg-13355	258	10	20	20	NUM
fuelectenerg-13355	258	11	newsgroups	newsgroup	NOUN
fuelectenerg-13355	258	12	and	and	CCONJ
fuelectenerg-13355	258	13	web	web	NOUN
fuelectenerg-13355	258	14	of	of	ADP
fuelectenerg-13355	258	15	science	science	NOUN
fuelectenerg-13355	258	16	,	,	PUNCT
fuelectenerg-13355	258	17	achieving	achieve	VERB
fuelectenerg-13355	258	18	accuracy	accuracy	NOUN
fuelectenerg-13355	258	19	rates	rate	NOUN
fuelectenerg-13355	258	20	of	of	ADP
fuelectenerg-13355	258	21	95.41	95.41	NUM
fuelectenerg-13355	258	22	%	%	NOUN
fuelectenerg-13355	258	23	and	and	CCONJ
fuelectenerg-13355	258	24	82.43	82.43	NUM
fuelectenerg-13355	258	25	%	%	NOUN
fuelectenerg-13355	258	26	,	,	PUNCT
fuelectenerg-13355	258	27	respectively	respectively	ADV
fuelectenerg-13355	258	28	.	.	PUNCT
fuelectenerg-13355	259	1	in	in	ADP
fuelectenerg-13355	259	2	2024	2024	NUM
fuelectenerg-13355	259	3	,	,	PUNCT
fuelectenerg-13355	259	4	fabio	fabio	VERB
fuelectenerg-13355	259	5	dennstädt	dennstädt	PROPN
fuelectenerg-13355	259	6	and	and	CCONJ
fuelectenerg-13355	259	7	his	his	PRON
fuelectenerg-13355	259	8	colleagues	colleague	NOUN
fuelectenerg-13355	260	1	[	[	X
fuelectenerg-13355	260	2	55	55	NUM
fuelectenerg-13355	260	3	]	]	PUNCT
fuelectenerg-13355	260	4	developed	develop	VERB
fuelectenerg-13355	260	5	a	a	DET
fuelectenerg-13355	260	6	generalpurpose	generalpurpose	NOUN
fuelectenerg-13355	260	7	text	text	NOUN
fuelectenerg-13355	260	8	classification	classification	NOUN
fuelectenerg-13355	260	9	framework	framework	NOUN
fuelectenerg-13355	260	10	utilizing	utilize	VERB
fuelectenerg-13355	260	11	llms	llm	NOUN
fuelectenerg-13355	260	12	for	for	ADP
fuelectenerg-13355	260	13	classifying	classify	VERB
fuelectenerg-13355	260	14	oncological	oncological	ADJ
fuelectenerg-13355	260	15	trials	trial	NOUN
fuelectenerg-13355	260	16	,	,	PUNCT
fuelectenerg-13355	260	17	achieving	achieve	VERB
fuelectenerg-13355	260	18	an	an	DET
fuelectenerg-13355	260	19	overall	overall	ADJ
fuelectenerg-13355	260	20	accuracy	accuracy	NOUN
fuelectenerg-13355	260	21	of	of	ADP
fuelectenerg-13355	260	22	over	over	ADP
fuelectenerg-13355	260	23	94	94	NUM
fuelectenerg-13355	260	24	%	%	NOUN
fuelectenerg-13355	260	25	.	.	PUNCT
fuelectenerg-13355	261	1	guo	guo	PROPN
fuelectenerg-13355	261	2	et	et	PROPN
fuelectenerg-13355	261	3	al	al	PROPN
fuelectenerg-13355	261	4	.	.	PROPN
fuelectenerg-13355	262	1	(	(	PUNCT
fuelectenerg-13355	262	2	2024	2024	NUM
fuelectenerg-13355	262	3	)	)	PUNCT
fuelectenerg-13355	263	1	[	[	X
fuelectenerg-13355	263	2	56	56	NUM
fuelectenerg-13355	263	3	]	]	PUNCT
fuelectenerg-13355	263	4	assessed	assess	VERB
fuelectenerg-13355	263	5	the	the	DET
fuelectenerg-13355	263	6	effectiveness	effectiveness	NOUN
fuelectenerg-13355	263	7	of	of	ADP
fuelectenerg-13355	263	8	llms	llm	NOUN
fuelectenerg-13355	263	9	in	in	ADP
fuelectenerg-13355	263	10	text	text	NOUN
fuelectenerg-13355	263	11	classification	classification	NOUN
fuelectenerg-13355	263	12	tasks	task	NOUN
fuelectenerg-13355	263	13	using	use	VERB
fuelectenerg-13355	263	14	methods	method	NOUN
fuelectenerg-13355	263	15	such	such	ADJ
fuelectenerg-13355	263	16	as	as	ADP
fuelectenerg-13355	263	17	zero	zero	NUM
fuelectenerg-13355	263	18	-	-	PUNCT
fuelectenerg-13355	263	19	shot	shot	NOUN
fuelectenerg-13355	263	20	classification	classification	NOUN
fuelectenerg-13355	263	21	,	,	PUNCT
fuelectenerg-13355	263	22	data	datum	NOUN
fuelectenerg-13355	263	23	annotation	annotation	NOUN
fuelectenerg-13355	263	24	,	,	PUNCT
fuelectenerg-13355	263	25	and	and	CCONJ
fuelectenerg-13355	263	26	data	datum	NOUN
fuelectenerg-13355	263	27	augmentation	augmentation	NOUN
fuelectenerg-13355	263	28	.	.	PUNCT
fuelectenerg-13355	264	1	they	they	PRON
fuelectenerg-13355	264	2	found	find	VERB
fuelectenerg-13355	264	3	that	that	SCONJ
fuelectenerg-13355	264	4	llms	llm	NOUN
fuelectenerg-13355	264	5	,	,	PUNCT
fuelectenerg-13355	264	6	particularly	particularly	ADV
fuelectenerg-13355	264	7	gpt-4	gpt-4	ADV
fuelectenerg-13355	264	8	,	,	PUNCT
fuelectenerg-13355	264	9	demonstrated	demonstrate	VERB
fuelectenerg-13355	264	10	improved	improved	ADJ
fuelectenerg-13355	264	11	performance	performance	NOUN
fuelectenerg-13355	264	12	when	when	SCONJ
fuelectenerg-13355	264	13	combined	combine	VERB
fuelectenerg-13355	264	14	with	with	ADP
fuelectenerg-13355	264	15	human	human	NOUN
fuelectenerg-13355	264	16	-	-	PUNCT
fuelectenerg-13355	264	17	annotated	annotate	VERB
fuelectenerg-13355	264	18	data	datum	NOUN
fuelectenerg-13355	264	19	.	.	PUNCT
fuelectenerg-13355	265	1	the	the	DET
fuelectenerg-13355	265	2	study	study	NOUN
fuelectenerg-13355	265	3	indicates	indicate	VERB
fuelectenerg-13355	265	4	that	that	SCONJ
fuelectenerg-13355	265	5	data	datum	NOUN
fuelectenerg-13355	265	6	augmentation	augmentation	NOUN
fuelectenerg-13355	265	7	using	use	VERB
fuelectenerg-13355	265	8	llms	llm	NOUN
fuelectenerg-13355	265	9	yields	yield	NOUN
fuelectenerg-13355	265	10	better	well	ADJ
fuelectenerg-13355	265	11	results	result	NOUN
fuelectenerg-13355	265	12	than	than	ADP
fuelectenerg-13355	265	13	training	training	NOUN
fuelectenerg-13355	265	14	with	with	ADP
fuelectenerg-13355	265	15	human	human	NOUN
fuelectenerg-13355	265	16	-	-	PUNCT
fuelectenerg-13355	265	17	annotated	annotate	VERB
fuelectenerg-13355	265	18	data	datum	NOUN
fuelectenerg-13355	265	19	alone	alone	ADV
fuelectenerg-13355	265	20	.	.	PUNCT
fuelectenerg-13355	266	1	liu	liu	PROPN
fuelectenerg-13355	266	2	and	and	CCONJ
fuelectenerg-13355	266	3	shi	shi	PROPN
fuelectenerg-13355	266	4	(	(	PUNCT
fuelectenerg-13355	266	5	2024	2024	NUM
fuelectenerg-13355	266	6	)	)	PUNCT
fuelectenerg-13355	267	1	[	[	X
fuelectenerg-13355	267	2	57	57	NUM
fuelectenerg-13355	267	3	]	]	PUNCT
fuelectenerg-13355	267	4	introduced	introduce	VERB
fuelectenerg-13355	267	5	the	the	DET
fuelectenerg-13355	267	6	poliprompt	poliprompt	ADJ
fuelectenerg-13355	267	7	framework	framework	NOUN
fuelectenerg-13355	267	8	,	,	PUNCT
fuelectenerg-13355	267	9	a	a	DET
fuelectenerg-13355	267	10	high	high	ADJ
fuelectenerg-13355	267	11	-	-	PUNCT
fuelectenerg-13355	267	12	performance	performance	NOUN
fuelectenerg-13355	267	13	and	and	CCONJ
fuelectenerg-13355	267	14	cost	cost	NOUN
fuelectenerg-13355	267	15	-	-	PUNCT
fuelectenerg-13355	267	16	effective	effective	ADJ
fuelectenerg-13355	267	17	text	text	NOUN
fuelectenerg-13355	267	18	classification	classification	NOUN
fuelectenerg-13355	267	19	system	system	NOUN
fuelectenerg-13355	267	20	based	base	VERB
fuelectenerg-13355	267	21	on	on	ADP
fuelectenerg-13355	267	22	llms	llm	NOUN
fuelectenerg-13355	267	23	specifically	specifically	ADV
fuelectenerg-13355	267	24	for	for	ADP
fuelectenerg-13355	267	25	political	political	ADJ
fuelectenerg-13355	267	26	science	science	NOUN
fuelectenerg-13355	267	27	applications	application	NOUN
fuelectenerg-13355	267	28	.	.	PUNCT
fuelectenerg-13355	268	1	this	this	DET
fuelectenerg-13355	268	2	framework	framework	NOUN
fuelectenerg-13355	268	3	employs	employ	VERB
fuelectenerg-13355	268	4	in	in	ADP
fuelectenerg-13355	268	5	-	-	PUNCT
fuelectenerg-13355	268	6	context	context	NOUN
fuelectenerg-13355	268	7	learning	learning	NOUN
fuelectenerg-13355	268	8	,	,	PUNCT
fuelectenerg-13355	268	9	automatic	automatic	ADJ
fuelectenerg-13355	268	10	prompt	prompt	ADJ
fuelectenerg-13355	268	11	generation	generation	NOUN
fuelectenerg-13355	268	12	,	,	PUNCT
fuelectenerg-13355	268	13	and	and	CCONJ
fuelectenerg-13355	268	14	consensus	consensus	NOUN
fuelectenerg-13355	268	15	mechanisms	mechanism	NOUN
fuelectenerg-13355	268	16	.	.	PUNCT
fuelectenerg-13355	269	1	it	it	PRON
fuelectenerg-13355	269	2	significantly	significantly	ADV
fuelectenerg-13355	269	3	reduces	reduce	VERB
fuelectenerg-13355	269	4	economic	economic	ADJ
fuelectenerg-13355	269	5	costs	cost	NOUN
fuelectenerg-13355	269	6	by	by	ADP
fuelectenerg-13355	269	7	78	78	NUM
fuelectenerg-13355	269	8	%	%	NOUN
fuelectenerg-13355	269	9	compared	compare	VERB
fuelectenerg-13355	269	10	to	to	ADP
fuelectenerg-13355	269	11	traditional	traditional	ADJ
fuelectenerg-13355	269	12	human	human	ADJ
fuelectenerg-13355	269	13	labeling	labeling	NOUN
fuelectenerg-13355	269	14	methods	method	NOUN
fuelectenerg-13355	269	15	and	and	CCONJ
fuelectenerg-13355	269	16	achieves	achieve	VERB
fuelectenerg-13355	269	17	an	an	DET
fuelectenerg-13355	269	18	improvement	improvement	NOUN
fuelectenerg-13355	269	19	of	of	ADP
fuelectenerg-13355	269	20	0.36	0.36	NUM
fuelectenerg-13355	269	21	in	in	ADP
fuelectenerg-13355	269	22	the	the	DET
fuelectenerg-13355	269	23	f1	f1	NOUN
fuelectenerg-13355	269	24	score	score	NOUN
fuelectenerg-13355	269	25	for	for	ADP
fuelectenerg-13355	269	26	zero	zero	NUM
fuelectenerg-13355	269	27	-	-	PUNCT
fuelectenerg-13355	269	28	shot	shot	NOUN
fuelectenerg-13355	269	29	classification	classification	NOUN
fuelectenerg-13355	269	30	tasks	task	NOUN
fuelectenerg-13355	269	31	.	.	PUNCT
fuelectenerg-13355	270	1	in	in	ADP
fuelectenerg-13355	270	2	research	research	NOUN
fuelectenerg-13355	270	3	conducted	conduct	VERB
fuelectenerg-13355	270	4	by	by	ADP
fuelectenerg-13355	270	5	mohajeri	mohajeri	PROPN
fuelectenerg-13355	270	6	et	et	PROPN
fuelectenerg-13355	270	7	al	al	PROPN
fuelectenerg-13355	270	8	.	.	PROPN
fuelectenerg-13355	271	1	(	(	PUNCT
fuelectenerg-13355	271	2	2024	2024	NUM
fuelectenerg-13355	271	3	)	)	PUNCT
fuelectenerg-13355	272	1	[	[	X
fuelectenerg-13355	272	2	58	58	NUM
fuelectenerg-13355	272	3	]	]	PUNCT
fuelectenerg-13355	272	4	,	,	PUNCT
fuelectenerg-13355	272	5	the	the	DET
fuelectenerg-13355	272	6	authors	author	NOUN
fuelectenerg-13355	272	7	proposed	propose	VERB
fuelectenerg-13355	272	8	a	a	DET
fuelectenerg-13355	272	9	method	method	NOUN
fuelectenerg-13355	272	10	called	call	VERB
fuelectenerg-13355	272	11	the	the	DET
fuelectenerg-13355	272	12	code	code	NOUN
fuelectenerg-13355	272	13	completion	completion	NOUN
fuelectenerg-13355	272	14	prompt	prompt	NOUN
fuelectenerg-13355	272	15	(	(	PUNCT
fuelectenerg-13355	272	16	cocop	cocop	NOUN
fuelectenerg-13355	272	17	)	)	PUNCT
fuelectenerg-13355	272	18	,	,	PUNCT
fuelectenerg-13355	272	19	which	which	PRON
fuelectenerg-13355	272	20	leverages	leverage	VERB
fuelectenerg-13355	272	21	the	the	DET
fuelectenerg-13355	272	22	capabilities	capability	NOUN
fuelectenerg-13355	272	23	of	of	ADP
fuelectenerg-13355	272	24	llms	llm	NOUN
fuelectenerg-13355	272	25	for	for	ADP
fuelectenerg-13355	272	26	text	text	NOUN
fuelectenerg-13355	272	27	classification	classification	NOUN
fuelectenerg-13355	272	28	.	.	PUNCT
fuelectenerg-13355	273	1	this	this	DET
fuelectenerg-13355	273	2	innovative	innovative	ADJ
fuelectenerg-13355	273	3	approach	approach	NOUN
fuelectenerg-13355	273	4	transforms	transform	VERB
fuelectenerg-13355	273	5	the	the	DET
fuelectenerg-13355	273	6	text	text	NOUN
fuelectenerg-13355	273	7	classification	classification	NOUN
fuelectenerg-13355	273	8	problem	problem	NOUN
fuelectenerg-13355	273	9	into	into	ADP
fuelectenerg-13355	273	10	a	a	DET
fuelectenerg-13355	273	11	code	code	NOUN
fuelectenerg-13355	273	12	completion	completion	NOUN
fuelectenerg-13355	273	13	task	task	NOUN
fuelectenerg-13355	273	14	,	,	PUNCT
fuelectenerg-13355	273	15	resulting	result	VERB
fuelectenerg-13355	273	16	in	in	ADP
fuelectenerg-13355	273	17	improved	improved	ADJ
fuelectenerg-13355	273	18	accuracy	accuracy	NOUN
fuelectenerg-13355	273	19	of	of	ADP
fuelectenerg-13355	273	20	nearly	nearly	ADV
fuelectenerg-13355	273	21	20	20	NUM
fuelectenerg-13355	273	22	%	%	NOUN
fuelectenerg-13355	273	23	on	on	ADP
fuelectenerg-13355	273	24	the	the	DET
fuelectenerg-13355	273	25	sst-2	sst-2	ADV
fuelectenerg-13355	273	26	dataset	dataset	NOUN
fuelectenerg-13355	273	27	.	.	PUNCT
fuelectenerg-13355	274	1	the	the	DET
fuelectenerg-13355	274	2	method	method	NOUN
fuelectenerg-13355	274	3	was	be	AUX
fuelectenerg-13355	274	4	tested	test	VERB
fuelectenerg-13355	274	5	on	on	ADP
fuelectenerg-13355	274	6	several	several	ADJ
fuelectenerg-13355	274	7	datasets	dataset	NOUN
fuelectenerg-13355	274	8	,	,	PUNCT
fuelectenerg-13355	274	9	including	include	VERB
fuelectenerg-13355	274	10	sst-2	sst-2	X
fuelectenerg-13355	274	11	,	,	PUNCT
fuelectenerg-13355	274	12	cola	cola	PROPN
fuelectenerg-13355	274	13	,	,	PUNCT
fuelectenerg-13355	274	14	mrpc	mrpc	NOUN
fuelectenerg-13355	274	15	,	,	PUNCT
fuelectenerg-13355	274	16	and	and	CCONJ
fuelectenerg-13355	274	17	snli	snli	NOUN
fuelectenerg-13355	274	18	,	,	PUNCT
fuelectenerg-13355	274	19	achieving	achieve	VERB
fuelectenerg-13355	274	20	the	the	DET
fuelectenerg-13355	274	21	following	follow	VERB
fuelectenerg-13355	274	22	best	good	ADJ
fuelectenerg-13355	274	23	results	result	NOUN
fuelectenerg-13355	274	24	:	:	PUNCT
fuelectenerg-13355	274	25	93.5	93.5	NUM
fuelectenerg-13355	274	26	±	±	NUM
fuelectenerg-13355	274	27	0.5	0.5	NUM
fuelectenerg-13355	274	28	,	,	PUNCT
fuelectenerg-13355	274	29	78.5	78.5	NUM
fuelectenerg-13355	274	30	±	±	NUM
fuelectenerg-13355	274	31	1.2	1.2	NUM
fuelectenerg-13355	274	32	,	,	PUNCT
fuelectenerg-13355	274	33	77.4	77.4	NUM
fuelectenerg-13355	274	34	±	±	NUM
fuelectenerg-13355	274	35	0.8	0.8	NUM
fuelectenerg-13355	274	36	,	,	PUNCT
fuelectenerg-13355	274	37	and	and	CCONJ
fuelectenerg-13355	274	38	67.7	67.7	NUM
fuelectenerg-13355	274	39	±	±	NUM
fuelectenerg-13355	274	40	2.1	2.1	NUM
fuelectenerg-13355	274	41	,	,	PUNCT
fuelectenerg-13355	274	42	respectively	respectively	ADV
fuelectenerg-13355	274	43	.	.	PUNCT
fuelectenerg-13355	275	1	in	in	ADP
fuelectenerg-13355	275	2	the	the	DET
fuelectenerg-13355	275	3	study	study	NOUN
fuelectenerg-13355	275	4	by	by	ADP
fuelectenerg-13355	275	5	zhang	zhang	PROPN
fuelectenerg-13355	275	6	et	et	PROPN
fuelectenerg-13355	275	7	al	al	PROPN
fuelectenerg-13355	275	8	.	.	PROPN
fuelectenerg-13355	276	1	(	(	PUNCT
fuelectenerg-13355	276	2	2024	2024	NUM
fuelectenerg-13355	276	3	)	)	PUNCT
fuelectenerg-13355	277	1	[	[	X
fuelectenerg-13355	277	2	59	59	NUM
fuelectenerg-13355	277	3	]	]	PUNCT
fuelectenerg-13355	277	4	,	,	PUNCT
fuelectenerg-13355	277	5	text	text	NOUN
fuelectenerg-13355	277	6	classification	classification	NOUN
fuelectenerg-13355	277	7	was	be	AUX
fuelectenerg-13355	277	8	performed	perform	VERB
fuelectenerg-13355	277	9	on	on	ADP
fuelectenerg-13355	277	10	four	four	NUM
fuelectenerg-13355	277	11	datasets	dataset	NOUN
fuelectenerg-13355	277	12	:	:	PUNCT
fuelectenerg-13355	277	13	sst-2	sst-2	NUM
fuelectenerg-13355	277	14	,	,	PUNCT
fuelectenerg-13355	277	15	ag	ag	PROPN
fuelectenerg-13355	277	16	,	,	PUNCT
fuelectenerg-13355	277	17	ohsumed	ohsume	VERB
fuelectenerg-13355	277	18	,	,	PUNCT
fuelectenerg-13355	277	19	and	and	CCONJ
fuelectenerg-13355	277	20	mr	mr	PROPN
fuelectenerg-13355	277	21	.	.	PROPN
fuelectenerg-13355	277	22	the	the	DET
fuelectenerg-13355	277	23	researchers	researcher	NOUN
fuelectenerg-13355	277	24	achieved	achieve	VERB
fuelectenerg-13355	277	25	accuracy	accuracy	NOUN
fuelectenerg-13355	277	26	rates	rate	NOUN
fuelectenerg-13355	277	27	of	of	ADP
fuelectenerg-13355	277	28	98.68	98.68	NUM
fuelectenerg-13355	277	29	%	%	NOUN
fuelectenerg-13355	277	30	,	,	PUNCT
fuelectenerg-13355	277	31	97.61	97.61	NUM
fuelectenerg-13355	277	32	%	%	NOUN
fuelectenerg-13355	277	33	,	,	PUNCT
fuelectenerg-13355	277	34	77.41	77.41	NUM
fuelectenerg-13355	277	35	%	%	NOUN
fuelectenerg-13355	277	36	,	,	PUNCT
fuelectenerg-13355	277	37	and	and	CCONJ
fuelectenerg-13355	277	38	94.27	94.27	NUM
fuelectenerg-13355	277	39	%	%	NOUN
fuelectenerg-13355	277	40	,	,	PUNCT
fuelectenerg-13355	277	41	respectively	respectively	ADV
fuelectenerg-13355	277	42	.	.	PUNCT
fuelectenerg-13355	278	1	they	they	PRON
fuelectenerg-13355	278	2	proposed	propose	VERB
fuelectenerg-13355	278	3	the	the	DET
fuelectenerg-13355	278	4	rgpt	rgpt	NOUN
fuelectenerg-13355	278	5	framework	framework	NOUN
fuelectenerg-13355	278	6	,	,	PUNCT
fuelectenerg-13355	278	7	which	which	PRON
fuelectenerg-13355	278	8	performed	perform	VERB
fuelectenerg-13355	278	9	1.36	1.36	NUM
fuelectenerg-13355	278	10	%	%	NOUN
fuelectenerg-13355	278	11	better	well	ADJ
fuelectenerg-13355	278	12	than	than	ADP
fuelectenerg-13355	278	13	sota	sota	PROPN
fuelectenerg-13355	278	14	plm8	plm8	PROPN
fuelectenerg-13355	278	15	and	and	CCONJ
fuelectenerg-13355	278	16	sota	sota	PROPN
fuelectenerg-13355	278	17	llm7	llm7	PROPN
fuelectenerg-13355	278	18	across	across	ADP
fuelectenerg-13355	278	19	four	four	NUM
fuelectenerg-13355	278	20	criteria	criterion	NOUN
fuelectenerg-13355	278	21	on	on	ADP
fuelectenerg-13355	278	22	average	average	ADJ
fuelectenerg-13355	278	23	.	.	PUNCT
fuelectenerg-13355	279	1	yin	yin	PROPN
fuelectenerg-13355	279	2	et	et	PROPN
fuelectenerg-13355	279	3	al	al	PROPN
fuelectenerg-13355	279	4	.	.	PROPN
fuelectenerg-13355	280	1	(	(	PUNCT
fuelectenerg-13355	280	2	2024	2024	NUM
fuelectenerg-13355	280	3	)	)	PUNCT
fuelectenerg-13355	281	1	[	[	X
fuelectenerg-13355	281	2	60	60	NUM
fuelectenerg-13355	281	3	]	]	PUNCT
fuelectenerg-13355	281	4	proposed	propose	VERB
fuelectenerg-13355	281	5	the	the	DET
fuelectenerg-13355	281	6	crisissense	crisissense	NOUN
fuelectenerg-13355	281	7	-	-	PUNCT
fuelectenerg-13355	281	8	llm	llm	NOUN
fuelectenerg-13355	281	9	method	method	NOUN
fuelectenerg-13355	281	10	for	for	ADP
fuelectenerg-13355	281	11	text	text	NOUN
fuelectenerg-13355	281	12	classification	classification	NOUN
fuelectenerg-13355	281	13	.	.	PUNCT
fuelectenerg-13355	282	1	this	this	DET
fuelectenerg-13355	282	2	approach	approach	NOUN
fuelectenerg-13355	282	3	utilizes	utilize	VERB
fuelectenerg-13355	282	4	a	a	DET
fuelectenerg-13355	282	5	pre	pre	ADJ
fuelectenerg-13355	282	6	-	-	ADJ
fuelectenerg-13355	282	7	trained	train	VERB
fuelectenerg-13355	282	8	large	large	ADJ
fuelectenerg-13355	282	9	language	language	NOUN
fuelectenerg-13355	282	10	model	model	NOUN
fuelectenerg-13355	282	11	that	that	PRON
fuelectenerg-13355	282	12	has	have	AUX
fuelectenerg-13355	282	13	been	be	AUX
fuelectenerg-13355	282	14	specifically	specifically	ADV
fuelectenerg-13355	282	15	fine	fine	ADV
fuelectenerg-13355	282	16	-	-	PUNCT
fuelectenerg-13355	282	17	tuned	tune	VERB
fuelectenerg-13355	282	18	for	for	ADP
fuelectenerg-13355	282	19	text	text	NOUN
fuelectenerg-13355	282	20	classification	classification	NOUN
fuelectenerg-13355	282	21	tasks	task	NOUN
fuelectenerg-13355	282	22	.	.	PUNCT
fuelectenerg-13355	283	1	the	the	DET
fuelectenerg-13355	283	2	model	model	NOUN
fuelectenerg-13355	283	3	incorporates	incorporate	VERB
fuelectenerg-13355	283	4	low	low	ADJ
fuelectenerg-13355	283	5	-	-	PUNCT
fuelectenerg-13355	283	6	rank	rank	NOUN
fuelectenerg-13355	283	7	adaptation	adaptation	NOUN
fuelectenerg-13355	283	8	(	(	PUNCT
fuelectenerg-13355	283	9	lora	lora	PROPN
fuelectenerg-13355	283	10	)	)	PUNCT
fuelectenerg-13355	283	11	,	,	PUNCT
fuelectenerg-13355	283	12	which	which	PRON
fuelectenerg-13355	283	13	introduces	introduce	VERB
fuelectenerg-13355	283	14	additional	additional	ADJ
fuelectenerg-13355	283	15	trainable	trainable	ADJ
fuelectenerg-13355	283	16	parameters	parameter	NOUN
fuelectenerg-13355	283	17	and	and	CCONJ
fuelectenerg-13355	283	18	enhances	enhance	VERB
fuelectenerg-13355	283	19	its	its	PRON
fuelectenerg-13355	283	20	performance	performance	NOUN
fuelectenerg-13355	283	21	.	.	PUNCT
fuelectenerg-13355	284	1	in	in	ADP
fuelectenerg-13355	284	2	another	another	DET
fuelectenerg-13355	284	3	study	study	NOUN
fuelectenerg-13355	284	4	,	,	PUNCT
fuelectenerg-13355	284	5	di	di	PROPN
fuelectenerg-13355	284	6	palo	palo	PROPN
fuelectenerg-13355	284	7	et	et	PROPN
fuelectenerg-13355	284	8	al	al	PROPN
fuelectenerg-13355	284	9	.	.	PROPN
fuelectenerg-13355	285	1	(	(	PUNCT
fuelectenerg-13355	285	2	2024	2024	NUM
fuelectenerg-13355	285	3	)	)	PUNCT
fuelectenerg-13355	286	1	[	[	X
fuelectenerg-13355	286	2	61	61	NUM
fuelectenerg-13355	286	3	]	]	PUNCT
fuelectenerg-13355	286	4	presented	present	VERB
fuelectenerg-13355	286	5	the	the	DET
fuelectenerg-13355	286	6	performanceguided	performanceguided	ADJ
fuelectenerg-13355	286	7	knowledge	knowledge	NOUN
fuelectenerg-13355	286	8	distillation	distillation	NOUN
fuelectenerg-13355	286	9	(	(	PUNCT
fuelectenerg-13355	286	10	pgkd	pgkd	NOUN
fuelectenerg-13355	286	11	)	)	PUNCT
fuelectenerg-13355	286	12	method	method	NOUN
fuelectenerg-13355	286	13	for	for	ADP
fuelectenerg-13355	286	14	text	text	NOUN
fuelectenerg-13355	286	15	classification	classification	NOUN
fuelectenerg-13355	286	16	.	.	PUNCT
fuelectenerg-13355	287	1	this	this	DET
fuelectenerg-13355	287	2	method	method	NOUN
fuelectenerg-13355	287	3	completed	complete	VERB
fuelectenerg-13355	287	4	text	text	NOUN
fuelectenerg-13355	287	5	classification	classification	NOUN
fuelectenerg-13355	287	6	tasks	task	NOUN
fuelectenerg-13355	287	7	up	up	ADP
fuelectenerg-13355	287	8	to	to	PART
fuelectenerg-13355	287	9	130	130	NUM
fuelectenerg-13355	287	10	times	time	NOUN
fuelectenerg-13355	287	11	faster	fast	ADJ
fuelectenerg-13355	287	12	and	and	CCONJ
fuelectenerg-13355	287	13	25	25	NUM
fuelectenerg-13355	287	14	times	time	NOUN
fuelectenerg-13355	287	15	cheaper	cheap	ADJ
fuelectenerg-13355	287	16	than	than	ADP
fuelectenerg-13355	287	17	llms	llm	NOUN
fuelectenerg-13355	287	18	.	.	PUNCT
fuelectenerg-13355	288	1	the	the	DET
fuelectenerg-13355	288	2	study	study	NOUN
fuelectenerg-13355	288	3	demonstrates	demonstrate	VERB
fuelectenerg-13355	288	4	that	that	SCONJ
fuelectenerg-13355	288	5	pgkd	pgkd	PROPN
fuelectenerg-13355	288	6	outperforms	outperform	VERB
fuelectenerg-13355	288	7	traditional	traditional	ADJ
fuelectenerg-13355	288	8	bert	bert	NOUN
fuelectenerg-13355	288	9	-	-	PUNCT
fuelectenerg-13355	288	10	based	base	VERB
fuelectenerg-13355	288	11	models	model	NOUN
fuelectenerg-13355	288	12	a	a	DET
fuelectenerg-13355	288	13	structure	structure	NOUN
fuelectenerg-13355	288	14	based	base	VERB
fuelectenerg-13355	288	15	on	on	ADP
fuelectenerg-13355	288	16	trocr	trocr	ADJ
fuelectenerg-13355	288	17	transformer	transformer	NOUN
fuelectenerg-13355	288	18	and	and	CCONJ
fuelectenerg-13355	288	19	large	large	ADJ
fuelectenerg-13355	288	20	language	language	NOUN
fuelectenerg-13355	288	21	model	model	NOUN
fuelectenerg-13355	288	22	for	for	ADP
fuelectenerg-13355	288	23	classification	classification	NOUN
fuelectenerg-13355	288	24	of	of	ADP
fuelectenerg-13355	288	25	....	....	PUNCT
fuelectenerg-13355	288	26	711	711	NUM
fuelectenerg-13355	288	27	in	in	ADP
fuelectenerg-13355	288	28	multi	multi	ADJ
fuelectenerg-13355	288	29	-	-	ADJ
fuelectenerg-13355	288	30	class	class	ADJ
fuelectenerg-13355	288	31	classification	classification	NOUN
fuelectenerg-13355	288	32	.	.	PUNCT
fuelectenerg-13355	289	1	recent	recent	ADJ
fuelectenerg-13355	289	2	approaches	approach	NOUN
fuelectenerg-13355	289	3	in	in	ADP
fuelectenerg-13355	289	4	text	text	NOUN
fuelectenerg-13355	289	5	classification	classification	NOUN
fuelectenerg-13355	289	6	,	,	PUNCT
fuelectenerg-13355	289	7	such	such	ADJ
fuelectenerg-13355	289	8	as	as	ADP
fuelectenerg-13355	289	9	cocop	cocop	NOUN
fuelectenerg-13355	289	10	(	(	PUNCT
fuelectenerg-13355	289	11	which	which	PRON
fuelectenerg-13355	289	12	transforms	transform	VERB
fuelectenerg-13355	289	13	text	text	NOUN
fuelectenerg-13355	289	14	classification	classification	NOUN
fuelectenerg-13355	289	15	into	into	ADP
fuelectenerg-13355	289	16	a	a	DET
fuelectenerg-13355	289	17	code	code	NOUN
fuelectenerg-13355	289	18	completion	completion	NOUN
fuelectenerg-13355	289	19	task	task	NOUN
fuelectenerg-13355	289	20	)	)	PUNCT
fuelectenerg-13355	290	1	[	[	X
fuelectenerg-13355	290	2	58	58	NUM
fuelectenerg-13355	290	3	]	]	PUNCT
fuelectenerg-13355	290	4	,	,	PUNCT
fuelectenerg-13355	290	5	rgpt	rgpt	NOUN
fuelectenerg-13355	290	6	(	(	PUNCT
fuelectenerg-13355	290	7	increasing	increase	VERB
fuelectenerg-13355	290	8	accuracy	accuracy	NOUN
fuelectenerg-13355	290	9	over	over	ADP
fuelectenerg-13355	290	10	sota	sota	NOUN
fuelectenerg-13355	290	11	models	model	NOUN
fuelectenerg-13355	290	12	)	)	PUNCT
fuelectenerg-13355	291	1	[	[	X
fuelectenerg-13355	291	2	59	59	NUM
fuelectenerg-13355	291	3	]	]	PUNCT
fuelectenerg-13355	291	4	,	,	PUNCT
fuelectenerg-13355	291	5	crisissense	crisissense	NOUN
fuelectenerg-13355	291	6	-	-	PUNCT
fuelectenerg-13355	291	7	llm	llm	NOUN
fuelectenerg-13355	291	8	(	(	PUNCT
fuelectenerg-13355	291	9	which	which	PRON
fuelectenerg-13355	291	10	utilizes	utilize	VERB
fuelectenerg-13355	291	11	lora	lora	PROPN
fuelectenerg-13355	291	12	to	to	PART
fuelectenerg-13355	291	13	improve	improve	VERB
fuelectenerg-13355	291	14	text	text	NOUN
fuelectenerg-13355	291	15	classification	classification	NOUN
fuelectenerg-13355	291	16	)	)	PUNCT
fuelectenerg-13355	292	1	[	[	X
fuelectenerg-13355	292	2	60	60	NUM
fuelectenerg-13355	292	3	]	]	PUNCT
fuelectenerg-13355	292	4	,	,	PUNCT
fuelectenerg-13355	292	5	and	and	CCONJ
fuelectenerg-13355	292	6	pgkd	pgkd	PROPN
fuelectenerg-13355	292	7	(	(	PUNCT
fuelectenerg-13355	292	8	which	which	PRON
fuelectenerg-13355	292	9	reduces	reduce	VERB
fuelectenerg-13355	292	10	computational	computational	ADJ
fuelectenerg-13355	292	11	costs	cost	NOUN
fuelectenerg-13355	292	12	by	by	ADP
fuelectenerg-13355	292	13	up	up	ADP
fuelectenerg-13355	292	14	to	to	PART
fuelectenerg-13355	292	15	130	130	NUM
fuelectenerg-13355	292	16	times	time	NOUN
fuelectenerg-13355	292	17	)	)	PUNCT
fuelectenerg-13355	293	1	[	[	X
fuelectenerg-13355	293	2	61	61	NUM
fuelectenerg-13355	293	3	]	]	PUNCT
fuelectenerg-13355	293	4	,	,	PUNCT
fuelectenerg-13355	293	5	illustrate	illustrate	VERB
fuelectenerg-13355	293	6	the	the	DET
fuelectenerg-13355	293	7	rapid	rapid	ADJ
fuelectenerg-13355	293	8	development	development	NOUN
fuelectenerg-13355	293	9	of	of	ADP
fuelectenerg-13355	293	10	innovative	innovative	ADJ
fuelectenerg-13355	293	11	and	and	CCONJ
fuelectenerg-13355	293	12	adaptable	adaptable	ADJ
fuelectenerg-13355	293	13	methods	method	NOUN
fuelectenerg-13355	293	14	using	use	VERB
fuelectenerg-13355	293	15	large	large	ADJ
fuelectenerg-13355	293	16	language	language	NOUN
fuelectenerg-13355	293	17	models	model	NOUN
fuelectenerg-13355	293	18	(	(	PUNCT
fuelectenerg-13355	293	19	llms	llm	NOUN
fuelectenerg-13355	293	20	)	)	PUNCT
fuelectenerg-13355	293	21	.	.	PUNCT
fuelectenerg-13355	294	1	recent	recent	ADJ
fuelectenerg-13355	294	2	research	research	NOUN
fuelectenerg-13355	294	3	reviews	review	NOUN
fuelectenerg-13355	294	4	indicate	indicate	VERB
fuelectenerg-13355	294	5	that	that	SCONJ
fuelectenerg-13355	294	6	llms	llm	NOUN
fuelectenerg-13355	294	7	can	can	AUX
fuelectenerg-13355	294	8	serve	serve	VERB
fuelectenerg-13355	294	9	as	as	ADP
fuelectenerg-13355	294	10	accurate	accurate	ADJ
fuelectenerg-13355	294	11	,	,	PUNCT
fuelectenerg-13355	294	12	cost	cost	NOUN
fuelectenerg-13355	294	13	-	-	PUNCT
fuelectenerg-13355	294	14	effective	effective	ADJ
fuelectenerg-13355	294	15	,	,	PUNCT
fuelectenerg-13355	294	16	and	and	CCONJ
fuelectenerg-13355	294	17	reliable	reliable	ADJ
fuelectenerg-13355	294	18	tools	tool	NOUN
fuelectenerg-13355	294	19	for	for	ADP
fuelectenerg-13355	294	20	classifying	classify	VERB
fuelectenerg-13355	294	21	specialized	specialized	ADJ
fuelectenerg-13355	294	22	texts	text	NOUN
fuelectenerg-13355	294	23	.	.	PUNCT
fuelectenerg-13355	295	1	however	however	ADV
fuelectenerg-13355	295	2	,	,	PUNCT
fuelectenerg-13355	295	3	a	a	DET
fuelectenerg-13355	295	4	review	review	NOUN
fuelectenerg-13355	295	5	of	of	ADP
fuelectenerg-13355	295	6	past	past	ADJ
fuelectenerg-13355	295	7	studies	study	NOUN
fuelectenerg-13355	295	8	shows	show	VERB
fuelectenerg-13355	295	9	that	that	SCONJ
fuelectenerg-13355	295	10	the	the	DET
fuelectenerg-13355	295	11	input	input	NOUN
fuelectenerg-13355	295	12	data	datum	NOUN
fuelectenerg-13355	295	13	has	have	AUX
fuelectenerg-13355	295	14	typically	typically	ADV
fuelectenerg-13355	295	15	been	be	AUX
fuelectenerg-13355	295	16	structured	structure	VERB
fuelectenerg-13355	295	17	text	text	NOUN
fuelectenerg-13355	295	18	,	,	PUNCT
fuelectenerg-13355	295	19	with	with	ADP
fuelectenerg-13355	295	20	no	no	DET
fuelectenerg-13355	295	21	research	research	NOUN
fuelectenerg-13355	295	22	conducted	conduct	VERB
fuelectenerg-13355	295	23	on	on	ADP
fuelectenerg-13355	295	24	using	use	VERB
fuelectenerg-13355	295	25	unstructured	unstructured	ADJ
fuelectenerg-13355	295	26	text	text	NOUN
fuelectenerg-13355	295	27	data	datum	NOUN
fuelectenerg-13355	295	28	,	,	PUNCT
fuelectenerg-13355	295	29	such	such	ADJ
fuelectenerg-13355	295	30	as	as	ADP
fuelectenerg-13355	295	31	images	image	NOUN
fuelectenerg-13355	295	32	,	,	PUNCT
fuelectenerg-13355	295	33	as	as	ADP
fuelectenerg-13355	295	34	input	input	NOUN
fuelectenerg-13355	295	35	.	.	PUNCT
fuelectenerg-13355	296	1	this	this	DET
fuelectenerg-13355	296	2	highlights	highlight	VERB
fuelectenerg-13355	296	3	the	the	DET
fuelectenerg-13355	296	4	necessity	necessity	NOUN
fuelectenerg-13355	296	5	to	to	PART
fuelectenerg-13355	296	6	explore	explore	VERB
fuelectenerg-13355	296	7	the	the	DET
fuelectenerg-13355	296	8	utilization	utilization	NOUN
fuelectenerg-13355	296	9	of	of	ADP
fuelectenerg-13355	296	10	unstructured	unstructured	ADJ
fuelectenerg-13355	296	11	input	input	NOUN
fuelectenerg-13355	296	12	data	datum	NOUN
fuelectenerg-13355	296	13	,	,	PUNCT
fuelectenerg-13355	296	14	specifically	specifically	ADV
fuelectenerg-13355	296	15	images	image	NOUN
fuelectenerg-13355	296	16	,	,	PUNCT
fuelectenerg-13355	296	17	in	in	ADP
fuelectenerg-13355	296	18	text	text	NOUN
fuelectenerg-13355	296	19	classification	classification	NOUN
fuelectenerg-13355	296	20	.	.	PUNCT
fuelectenerg-13355	297	1	recent	recent	ADJ
fuelectenerg-13355	297	2	studies	study	NOUN
fuelectenerg-13355	297	3	,	,	PUNCT
fuelectenerg-13355	297	4	such	such	ADJ
fuelectenerg-13355	297	5	as	as	ADP
fuelectenerg-13355	297	6	those	those	PRON
fuelectenerg-13355	297	7	by	by	ADP
fuelectenerg-13355	297	8	chae	chae	PROPN
fuelectenerg-13355	297	9	&	&	CCONJ
fuelectenerg-13355	297	10	davidson	davidson	PROPN
fuelectenerg-13355	297	11	(	(	PUNCT
fuelectenerg-13355	297	12	2023	2023	NUM
fuelectenerg-13355	297	13	)	)	PUNCT
fuelectenerg-13355	298	1	[	[	X
fuelectenerg-13355	298	2	52	52	NUM
fuelectenerg-13355	298	3	]	]	PUNCT
fuelectenerg-13355	298	4	and	and	CCONJ
fuelectenerg-13355	298	5	wang	wang	PROPN
fuelectenerg-13355	298	6	et	et	PROPN
fuelectenerg-13355	298	7	al	al	PROPN
fuelectenerg-13355	298	8	.	.	PROPN
fuelectenerg-13355	299	1	(	(	PUNCT
fuelectenerg-13355	299	2	2023)[53	2023)[53	NOUN
fuelectenerg-13355	299	3	]	]	X
fuelectenerg-13355	299	4	,	,	PUNCT
fuelectenerg-13355	299	5	have	have	AUX
fuelectenerg-13355	299	6	focused	focus	VERB
fuelectenerg-13355	299	7	on	on	ADP
fuelectenerg-13355	299	8	digital	digital	ADJ
fuelectenerg-13355	299	9	and	and	CCONJ
fuelectenerg-13355	299	10	structured	structured	ADJ
fuelectenerg-13355	299	11	text	text	NOUN
fuelectenerg-13355	299	12	classification	classification	NOUN
fuelectenerg-13355	299	13	,	,	PUNCT
fuelectenerg-13355	299	14	demonstrating	demonstrate	VERB
fuelectenerg-13355	299	15	the	the	DET
fuelectenerg-13355	299	16	effectiveness	effectiveness	NOUN
fuelectenerg-13355	299	17	of	of	ADP
fuelectenerg-13355	299	18	large	large	ADJ
fuelectenerg-13355	299	19	language	language	NOUN
fuelectenerg-13355	299	20	models	model	NOUN
fuelectenerg-13355	299	21	(	(	PUNCT
fuelectenerg-13355	299	22	llms	llm	NOUN
fuelectenerg-13355	299	23	)	)	PUNCT
fuelectenerg-13355	299	24	in	in	ADP
fuelectenerg-13355	299	25	zero	zero	NUM
fuelectenerg-13355	299	26	-	-	PUNCT
fuelectenerg-13355	299	27	shot	shoot	VERB
fuelectenerg-13355	299	28	or	or	CCONJ
fuelectenerg-13355	299	29	fewshot	fewshot	ADJ
fuelectenerg-13355	299	30	formats	format	NOUN
fuelectenerg-13355	299	31	with	with	ADP
fuelectenerg-13355	299	32	accuracies	accuracy	NOUN
fuelectenerg-13355	299	33	reaching	reach	VERB
fuelectenerg-13355	299	34	or	or	CCONJ
fuelectenerg-13355	299	35	exceeding	exceed	VERB
fuelectenerg-13355	299	36	90	90	NUM
fuelectenerg-13355	299	37	%	%	NOUN
fuelectenerg-13355	299	38	.	.	PUNCT
fuelectenerg-13355	300	1	semi	semi	ADJ
fuelectenerg-13355	300	2	-	-	ADJ
fuelectenerg-13355	300	3	supervised	supervised	ADJ
fuelectenerg-13355	300	4	approaches	approach	NOUN
fuelectenerg-13355	300	5	,	,	PUNCT
fuelectenerg-13355	300	6	like	like	ADP
fuelectenerg-13355	300	7	the	the	DET
fuelectenerg-13355	300	8	one	one	NOUN
fuelectenerg-13355	300	9	conducted	conduct	VERB
fuelectenerg-13355	300	10	by	by	ADP
fuelectenerg-13355	300	11	zhong	zhong	PROPN
fuelectenerg-13355	300	12	et	et	PROPN
fuelectenerg-13355	300	13	al	al	PROPN
fuelectenerg-13355	300	14	.	.	PROPN
fuelectenerg-13355	301	1	(	(	PUNCT
fuelectenerg-13355	301	2	2024	2024	NUM
fuelectenerg-13355	301	3	)	)	PUNCT
fuelectenerg-13355	302	1	[	[	X
fuelectenerg-13355	302	2	54	54	NUM
fuelectenerg-13355	302	3	]	]	PUNCT
fuelectenerg-13355	302	4	,	,	PUNCT
fuelectenerg-13355	302	5	and	and	CCONJ
fuelectenerg-13355	302	6	techniques	technique	NOUN
fuelectenerg-13355	302	7	based	base	VERB
fuelectenerg-13355	302	8	on	on	ADP
fuelectenerg-13355	302	9	specific	specific	ADJ
fuelectenerg-13355	302	10	prompt	prompt	ADJ
fuelectenerg-13355	302	11	designs	design	NOUN
fuelectenerg-13355	302	12	,	,	PUNCT
fuelectenerg-13355	302	13	such	such	ADJ
fuelectenerg-13355	302	14	as	as	ADP
fuelectenerg-13355	302	15	cocop	cocop	NOUN
fuelectenerg-13355	302	16	[	[	X
fuelectenerg-13355	302	17	58	58	NUM
fuelectenerg-13355	302	18	]	]	PUNCT
fuelectenerg-13355	302	19	,	,	PUNCT
fuelectenerg-13355	302	20	have	have	AUX
fuelectenerg-13355	302	21	also	also	ADV
fuelectenerg-13355	302	22	achieved	achieve	VERB
fuelectenerg-13355	302	23	over	over	ADP
fuelectenerg-13355	302	24	90	90	NUM
fuelectenerg-13355	302	25	%	%	NOUN
fuelectenerg-13355	302	26	accuracy	accuracy	NOUN
fuelectenerg-13355	302	27	in	in	ADP
fuelectenerg-13355	302	28	controlled	control	VERB
fuelectenerg-13355	302	29	environments	environment	NOUN
fuelectenerg-13355	302	30	.	.	PUNCT
fuelectenerg-13355	303	1	additionally	additionally	ADV
fuelectenerg-13355	303	2	,	,	PUNCT
fuelectenerg-13355	303	3	research	research	NOUN
fuelectenerg-13355	303	4	by	by	ADP
fuelectenerg-13355	303	5	fabio	fabio	PROPN
fuelectenerg-13355	303	6	et	et	PROPN
fuelectenerg-13355	303	7	al	al	PROPN
fuelectenerg-13355	303	8	.	.	PROPN
fuelectenerg-13355	304	1	(	(	PUNCT
fuelectenerg-13355	304	2	2024	2024	NUM
fuelectenerg-13355	304	3	)	)	PUNCT
fuelectenerg-13355	305	1	[	[	X
fuelectenerg-13355	305	2	55	55	NUM
fuelectenerg-13355	305	3	]	]	PUNCT
fuelectenerg-13355	305	4	,	,	PUNCT
fuelectenerg-13355	305	5	liu	liu	PROPN
fuelectenerg-13355	305	6	&	&	CCONJ
fuelectenerg-13355	305	7	shi	shi	PROPN
fuelectenerg-13355	305	8	(	(	PUNCT
fuelectenerg-13355	305	9	2024)[57	2024)[57	PROPN
fuelectenerg-13355	305	10	]	]	PUNCT
fuelectenerg-13355	305	11	,	,	PUNCT
fuelectenerg-13355	305	12	and	and	CCONJ
fuelectenerg-13355	305	13	zhang	zhang	PROPN
fuelectenerg-13355	305	14	et	et	PROPN
fuelectenerg-13355	305	15	al	al	PROPN
fuelectenerg-13355	305	16	.	.	PROPN
fuelectenerg-13355	305	17	(	(	PUNCT
fuelectenerg-13355	305	18	2024	2024	NUM
fuelectenerg-13355	305	19	)	)	PUNCT
fuelectenerg-13355	306	1	[	[	X
fuelectenerg-13355	306	2	59	59	NUM
fuelectenerg-13355	306	3	]	]	PUNCT
fuelectenerg-13355	306	4	has	have	AUX
fuelectenerg-13355	306	5	successfully	successfully	ADV
fuelectenerg-13355	306	6	optimized	optimize	VERB
fuelectenerg-13355	306	7	llms	llm	NOUN
fuelectenerg-13355	306	8	for	for	ADP
fuelectenerg-13355	306	9	more	more	ADV
fuelectenerg-13355	306	10	precise	precise	ADJ
fuelectenerg-13355	306	11	and	and	CCONJ
fuelectenerg-13355	306	12	domain	domain	NOUN
fuelectenerg-13355	306	13	-	-	PUNCT
fuelectenerg-13355	306	14	specific	specific	ADJ
fuelectenerg-13355	306	15	classification	classification	NOUN
fuelectenerg-13355	306	16	by	by	ADP
fuelectenerg-13355	306	17	creating	create	VERB
fuelectenerg-13355	306	18	specialized	specialized	ADJ
fuelectenerg-13355	306	19	frameworks	framework	NOUN
fuelectenerg-13355	306	20	tailored	tailor	VERB
fuelectenerg-13355	306	21	to	to	ADP
fuelectenerg-13355	306	22	specific	specific	ADJ
fuelectenerg-13355	306	23	fields	field	NOUN
fuelectenerg-13355	306	24	,	,	PUNCT
fuelectenerg-13355	306	25	including	include	VERB
fuelectenerg-13355	306	26	medical	medical	ADJ
fuelectenerg-13355	306	27	,	,	PUNCT
fuelectenerg-13355	306	28	social	social	ADJ
fuelectenerg-13355	306	29	,	,	PUNCT
fuelectenerg-13355	306	30	scientific	scientific	ADJ
fuelectenerg-13355	306	31	,	,	PUNCT
fuelectenerg-13355	306	32	and	and	CCONJ
fuelectenerg-13355	306	33	political	political	ADJ
fuelectenerg-13355	306	34	domains	domain	NOUN
fuelectenerg-13355	306	35	.	.	PUNCT
fuelectenerg-13355	307	1	the	the	DET
fuelectenerg-13355	307	2	proposed	propose	VERB
fuelectenerg-13355	307	3	method	method	NOUN
fuelectenerg-13355	307	4	in	in	ADP
fuelectenerg-13355	307	5	this	this	DET
fuelectenerg-13355	307	6	research	research	NOUN
fuelectenerg-13355	307	7	involves	involve	VERB
fuelectenerg-13355	307	8	extracting	extract	VERB
fuelectenerg-13355	307	9	handwritten	handwritten	ADJ
fuelectenerg-13355	307	10	texts	text	NOUN
fuelectenerg-13355	307	11	from	from	ADP
fuelectenerg-13355	307	12	images	image	NOUN
fuelectenerg-13355	307	13	within	within	ADP
fuelectenerg-13355	307	14	a	a	DET
fuelectenerg-13355	307	15	database	database	NOUN
fuelectenerg-13355	307	16	dataset	dataset	VERB
fuelectenerg-13355	307	17	and	and	CCONJ
fuelectenerg-13355	307	18	converting	convert	VERB
fuelectenerg-13355	307	19	them	they	PRON
fuelectenerg-13355	307	20	into	into	ADP
fuelectenerg-13355	307	21	text	text	NOUN
fuelectenerg-13355	307	22	data	datum	NOUN
fuelectenerg-13355	307	23	.	.	PUNCT
fuelectenerg-13355	308	1	this	this	DET
fuelectenerg-13355	308	2	extracted	extract	VERB
fuelectenerg-13355	308	3	text	text	NOUN
fuelectenerg-13355	308	4	data	datum	NOUN
fuelectenerg-13355	308	5	is	be	AUX
fuelectenerg-13355	308	6	then	then	ADV
fuelectenerg-13355	308	7	fed	feed	VERB
fuelectenerg-13355	308	8	into	into	ADP
fuelectenerg-13355	308	9	a	a	DET
fuelectenerg-13355	308	10	large	large	ADJ
fuelectenerg-13355	308	11	language	language	NOUN
fuelectenerg-13355	308	12	model	model	NOUN
fuelectenerg-13355	308	13	(	(	PUNCT
fuelectenerg-13355	308	14	llm	llm	PROPN
fuelectenerg-13355	308	15	)	)	PUNCT
fuelectenerg-13355	308	16	for	for	ADP
fuelectenerg-13355	308	17	categorization	categorization	NOUN
fuelectenerg-13355	308	18	based	base	VERB
fuelectenerg-13355	308	19	on	on	ADP
fuelectenerg-13355	308	20	content	content	NOUN
fuelectenerg-13355	308	21	using	use	VERB
fuelectenerg-13355	308	22	the	the	DET
fuelectenerg-13355	308	23	bart	bart	PROPN
fuelectenerg-13355	308	24	model	model	PROPN
fuelectenerg-13355	308	25	.	.	PUNCT
fuelectenerg-13355	309	1	the	the	DET
fuelectenerg-13355	309	2	research	research	NOUN
fuelectenerg-13355	309	3	presents	present	VERB
fuelectenerg-13355	309	4	a	a	DET
fuelectenerg-13355	309	5	framework	framework	NOUN
fuelectenerg-13355	309	6	for	for	ADP
fuelectenerg-13355	309	7	text	text	NOUN
fuelectenerg-13355	309	8	classification	classification	NOUN
fuelectenerg-13355	309	9	through	through	ADP
fuelectenerg-13355	309	10	the	the	DET
fuelectenerg-13355	309	11	integration	integration	NOUN
fuelectenerg-13355	309	12	of	of	ADP
fuelectenerg-13355	309	13	the	the	DET
fuelectenerg-13355	309	14	trocr	trocr	ADJ
fuelectenerg-13355	309	15	model	model	NOUN
fuelectenerg-13355	309	16	and	and	CCONJ
fuelectenerg-13355	309	17	large	large	ADJ
fuelectenerg-13355	309	18	language	language	NOUN
fuelectenerg-13355	309	19	models	model	NOUN
fuelectenerg-13355	309	20	.	.	PUNCT
fuelectenerg-13355	310	1	the	the	DET
fuelectenerg-13355	310	2	results	result	NOUN
fuelectenerg-13355	310	3	indicate	indicate	VERB
fuelectenerg-13355	310	4	that	that	SCONJ
fuelectenerg-13355	310	5	among	among	ADP
fuelectenerg-13355	310	6	the	the	DET
fuelectenerg-13355	310	7	pretrained	pretraine	VERB
fuelectenerg-13355	310	8	trocr	trocr	NOUN
fuelectenerg-13355	310	9	models	model	NOUN
fuelectenerg-13355	310	10	,	,	PUNCT
fuelectenerg-13355	310	11	the	the	DET
fuelectenerg-13355	310	12	large	large	ADJ
fuelectenerg-13355	310	13	version	version	NOUN
fuelectenerg-13355	310	14	performs	perform	VERB
fuelectenerg-13355	310	15	the	the	DET
fuelectenerg-13355	310	16	best	good	ADJ
fuelectenerg-13355	310	17	in	in	ADP
fuelectenerg-13355	310	18	text	text	NOUN
fuelectenerg-13355	310	19	classification	classification	NOUN
fuelectenerg-13355	310	20	,	,	PUNCT
fuelectenerg-13355	310	21	achieving	achieve	VERB
fuelectenerg-13355	310	22	an	an	DET
fuelectenerg-13355	310	23	accuracy	accuracy	NOUN
fuelectenerg-13355	310	24	of	of	ADP
fuelectenerg-13355	310	25	nearly	nearly	ADV
fuelectenerg-13355	310	26	65	65	NUM
fuelectenerg-13355	310	27	%	%	NOUN
fuelectenerg-13355	310	28	.	.	PUNCT
fuelectenerg-13355	311	1	the	the	DET
fuelectenerg-13355	311	2	method	method	NOUN
fuelectenerg-13355	311	3	proposed	propose	VERB
fuelectenerg-13355	311	4	in	in	ADP
fuelectenerg-13355	311	5	this	this	DET
fuelectenerg-13355	311	6	study	study	NOUN
fuelectenerg-13355	311	7	demonstrates	demonstrate	VERB
fuelectenerg-13355	311	8	superiority	superiority	NOUN
fuelectenerg-13355	311	9	when	when	SCONJ
fuelectenerg-13355	311	10	working	work	VERB
fuelectenerg-13355	311	11	with	with	ADP
fuelectenerg-13355	311	12	unstructured	unstructured	ADJ
fuelectenerg-13355	311	13	and	and	CCONJ
fuelectenerg-13355	311	14	image	image	NOUN
fuelectenerg-13355	311	15	-	-	PUNCT
fuelectenerg-13355	311	16	based	base	VERB
fuelectenerg-13355	311	17	data	datum	NOUN
fuelectenerg-13355	311	18	,	,	PUNCT
fuelectenerg-13355	311	19	unlike	unlike	ADP
fuelectenerg-13355	311	20	other	other	ADJ
fuelectenerg-13355	311	21	methods	method	NOUN
fuelectenerg-13355	311	22	that	that	PRON
fuelectenerg-13355	311	23	require	require	VERB
fuelectenerg-13355	311	24	textual	textual	ADJ
fuelectenerg-13355	311	25	data	datum	NOUN
fuelectenerg-13355	311	26	.	.	PUNCT
fuelectenerg-13355	312	1	this	this	DET
fuelectenerg-13355	312	2	study	study	NOUN
fuelectenerg-13355	312	3	stands	stand	VERB
fuelectenerg-13355	312	4	out	out	ADP
fuelectenerg-13355	312	5	from	from	ADP
fuelectenerg-13355	312	6	most	most	ADJ
fuelectenerg-13355	312	7	others	other	NOUN
fuelectenerg-13355	312	8	as	as	SCONJ
fuelectenerg-13355	312	9	it	it	PRON
fuelectenerg-13355	312	10	focuses	focus	VERB
fuelectenerg-13355	312	11	on	on	ADP
fuelectenerg-13355	312	12	image	image	NOUN
fuelectenerg-13355	312	13	data	datum	NOUN
fuelectenerg-13355	312	14	rather	rather	ADV
fuelectenerg-13355	312	15	than	than	ADP
fuelectenerg-13355	312	16	just	just	ADV
fuelectenerg-13355	312	17	digital	digital	ADJ
fuelectenerg-13355	312	18	text	text	NOUN
fuelectenerg-13355	312	19	.	.	PUNCT
fuelectenerg-13355	313	1	by	by	ADP
fuelectenerg-13355	313	2	combining	combine	VERB
fuelectenerg-13355	313	3	trocr	trocr	NOUN
fuelectenerg-13355	313	4	with	with	ADP
fuelectenerg-13355	313	5	linguistic	linguistic	ADJ
fuelectenerg-13355	313	6	models	model	NOUN
fuelectenerg-13355	313	7	,	,	PUNCT
fuelectenerg-13355	313	8	it	it	PRON
fuelectenerg-13355	313	9	allows	allow	VERB
fuelectenerg-13355	313	10	for	for	ADP
fuelectenerg-13355	313	11	the	the	DET
fuelectenerg-13355	313	12	processing	processing	NOUN
fuelectenerg-13355	313	13	of	of	ADP
fuelectenerg-13355	313	14	real	real	ADJ
fuelectenerg-13355	313	15	,	,	PUNCT
fuelectenerg-13355	313	16	unstructured	unstructured	ADJ
fuelectenerg-13355	313	17	documents	document	NOUN
fuelectenerg-13355	313	18	.	.	PUNCT
fuelectenerg-13355	314	1	this	this	DET
fuelectenerg-13355	314	2	capability	capability	NOUN
fuelectenerg-13355	314	3	has	have	VERB
fuelectenerg-13355	314	4	the	the	DET
fuelectenerg-13355	314	5	potential	potential	NOUN
fuelectenerg-13355	314	6	to	to	PART
fuelectenerg-13355	314	7	lead	lead	VERB
fuelectenerg-13355	314	8	to	to	ADP
fuelectenerg-13355	314	9	the	the	DET
fuelectenerg-13355	314	10	development	development	NOUN
fuelectenerg-13355	314	11	of	of	ADP
fuelectenerg-13355	314	12	systems	system	NOUN
fuelectenerg-13355	314	13	that	that	PRON
fuelectenerg-13355	314	14	can	can	AUX
fuelectenerg-13355	314	15	automate	automate	VERB
fuelectenerg-13355	314	16	the	the	DET
fuelectenerg-13355	314	17	analysis	analysis	NOUN
fuelectenerg-13355	314	18	of	of	ADP
fuelectenerg-13355	314	19	forms	form	NOUN
fuelectenerg-13355	314	20	,	,	PUNCT
fuelectenerg-13355	314	21	contracts	contract	NOUN
fuelectenerg-13355	314	22	,	,	PUNCT
fuelectenerg-13355	314	23	and	and	CCONJ
fuelectenerg-13355	314	24	manuscripts	manuscript	NOUN
fuelectenerg-13355	314	25	.	.	PUNCT
fuelectenerg-13355	315	1	however	however	ADV
fuelectenerg-13355	315	2	,	,	PUNCT
fuelectenerg-13355	315	3	the	the	DET
fuelectenerg-13355	315	4	classification	classification	NOUN
fuelectenerg-13355	315	5	performance	performance	NOUN
fuelectenerg-13355	315	6	in	in	ADP
fuelectenerg-13355	315	7	this	this	DET
fuelectenerg-13355	315	8	study	study	NOUN
fuelectenerg-13355	315	9	still	still	ADV
fuelectenerg-13355	315	10	requires	require	VERB
fuelectenerg-13355	315	11	optimization	optimization	NOUN
fuelectenerg-13355	315	12	when	when	SCONJ
fuelectenerg-13355	315	13	compared	compare	VERB
fuelectenerg-13355	315	14	to	to	ADP
fuelectenerg-13355	315	15	the	the	DET
fuelectenerg-13355	315	16	accuracy	accuracy	NOUN
fuelectenerg-13355	315	17	of	of	ADP
fuelectenerg-13355	315	18	fine	fine	ADV
fuelectenerg-13355	315	19	-	-	PUNCT
fuelectenerg-13355	315	20	tuned	tune	VERB
fuelectenerg-13355	315	21	models	model	NOUN
fuelectenerg-13355	315	22	designed	design	VERB
fuelectenerg-13355	315	23	for	for	ADP
fuelectenerg-13355	315	24	structured	structured	ADJ
fuelectenerg-13355	315	25	texts	text	NOUN
fuelectenerg-13355	315	26	.	.	PUNCT
fuelectenerg-13355	316	1	future	future	ADJ
fuelectenerg-13355	316	2	studies	study	NOUN
fuelectenerg-13355	316	3	could	could	AUX
fuelectenerg-13355	316	4	enhance	enhance	VERB
fuelectenerg-13355	316	5	performance	performance	NOUN
fuelectenerg-13355	316	6	by	by	ADP
fuelectenerg-13355	316	7	utilizing	utilize	VERB
fuelectenerg-13355	316	8	more	more	ADV
fuelectenerg-13355	316	9	advanced	advanced	ADJ
fuelectenerg-13355	316	10	ocr	ocr	ADJ
fuelectenerg-13355	316	11	models	model	NOUN
fuelectenerg-13355	316	12	,	,	PUNCT
fuelectenerg-13355	316	13	fine	fine	ADV
fuelectenerg-13355	316	14	-	-	PUNCT
fuelectenerg-13355	316	15	tuning	tune	VERB
fuelectenerg-13355	316	16	the	the	DET
fuelectenerg-13355	316	17	language	language	NOUN
fuelectenerg-13355	316	18	model	model	NOUN
fuelectenerg-13355	316	19	used	use	VERB
fuelectenerg-13355	316	20	,	,	PUNCT
fuelectenerg-13355	316	21	or	or	CCONJ
fuelectenerg-13355	316	22	applying	apply	VERB
fuelectenerg-13355	316	23	data	datum	NOUN
fuelectenerg-13355	316	24	augmentation	augmentation	NOUN
fuelectenerg-13355	316	25	techniques	technique	NOUN
fuelectenerg-13355	316	26	.	.	PUNCT
fuelectenerg-13355	317	1	although	although	SCONJ
fuelectenerg-13355	317	2	the	the	DET
fuelectenerg-13355	317	3	method	method	NOUN
fuelectenerg-13355	317	4	presented	present	VERB
fuelectenerg-13355	317	5	in	in	ADP
fuelectenerg-13355	317	6	this	this	DET
fuelectenerg-13355	317	7	study	study	NOUN
fuelectenerg-13355	317	8	has	have	VERB
fuelectenerg-13355	317	9	lower	low	ADJ
fuelectenerg-13355	317	10	accuracy	accuracy	NOUN
fuelectenerg-13355	317	11	compared	compare	VERB
fuelectenerg-13355	317	12	to	to	ADP
fuelectenerg-13355	317	13	purely	purely	ADV
fuelectenerg-13355	317	14	textual	textual	ADJ
fuelectenerg-13355	317	15	methods	method	NOUN
fuelectenerg-13355	317	16	,	,	PUNCT
fuelectenerg-13355	317	17	it	it	PRON
fuelectenerg-13355	317	18	excels	excel	VERB
fuelectenerg-13355	317	19	at	at	ADP
fuelectenerg-13355	317	20	processing	process	VERB
fuelectenerg-13355	317	21	more	more	ADV
fuelectenerg-13355	317	22	complex	complex	ADJ
fuelectenerg-13355	317	23	data	datum	NOUN
fuelectenerg-13355	317	24	.	.	PUNCT
fuelectenerg-13355	318	1	it	it	PRON
fuelectenerg-13355	318	2	offers	offer	VERB
fuelectenerg-13355	318	3	a	a	DET
fuelectenerg-13355	318	4	significant	significant	ADJ
fuelectenerg-13355	318	5	advantage	advantage	NOUN
fuelectenerg-13355	318	6	in	in	ADP
fuelectenerg-13355	318	7	applications	application	NOUN
fuelectenerg-13355	318	8	where	where	SCONJ
fuelectenerg-13355	318	9	data	datum	NOUN
fuelectenerg-13355	318	10	is	be	AUX
fuelectenerg-13355	318	11	available	available	ADJ
fuelectenerg-13355	318	12	in	in	ADP
fuelectenerg-13355	318	13	image	image	NOUN
fuelectenerg-13355	318	14	form	form	NOUN
fuelectenerg-13355	318	15	.	.	PUNCT
fuelectenerg-13355	319	1	the	the	DET
fuelectenerg-13355	319	2	innovation	innovation	NOUN
fuelectenerg-13355	319	3	of	of	ADP
fuelectenerg-13355	319	4	this	this	DET
fuelectenerg-13355	319	5	method	method	NOUN
fuelectenerg-13355	319	6	lies	lie	VERB
fuelectenerg-13355	319	7	in	in	ADP
fuelectenerg-13355	319	8	its	its	PRON
fuelectenerg-13355	319	9	use	use	NOUN
fuelectenerg-13355	319	10	of	of	ADP
fuelectenerg-13355	319	11	advanced	advanced	ADJ
fuelectenerg-13355	319	12	optical	optical	ADJ
fuelectenerg-13355	319	13	character	character	NOUN
fuelectenerg-13355	319	14	recognition	recognition	NOUN
fuelectenerg-13355	319	15	(	(	PUNCT
fuelectenerg-13355	319	16	ocr	ocr	NOUN
fuelectenerg-13355	319	17	)	)	PUNCT
fuelectenerg-13355	319	18	models	model	NOUN
fuelectenerg-13355	319	19	alongside	alongside	ADP
fuelectenerg-13355	319	20	large	large	ADJ
fuelectenerg-13355	319	21	language	language	NOUN
fuelectenerg-13355	319	22	models	model	NOUN
fuelectenerg-13355	319	23	,	,	PUNCT
fuelectenerg-13355	319	24	making	make	VERB
fuelectenerg-13355	319	25	it	it	PRON
fuelectenerg-13355	319	26	highly	highly	ADV
fuelectenerg-13355	319	27	suitable	suitable	ADJ
fuelectenerg-13355	319	28	for	for	SCONJ
fuelectenerg-13355	319	29	real	real	ADJ
fuelectenerg-13355	319	30	-	-	PUNCT
fuelectenerg-13355	319	31	world	world	NOUN
fuelectenerg-13355	319	32	projects	project	NOUN
fuelectenerg-13355	319	33	that	that	PRON
fuelectenerg-13355	319	34	involve	involve	AUX
fuelectenerg-13355	319	35	scanned	scan	VERB
fuelectenerg-13355	319	36	or	or	CCONJ
fuelectenerg-13355	319	37	unstructured	unstructured	ADJ
fuelectenerg-13355	319	38	data	datum	NOUN
fuelectenerg-13355	319	39	.	.	PUNCT
fuelectenerg-13355	320	1	this	this	DET
fuelectenerg-13355	320	2	approach	approach	NOUN
fuelectenerg-13355	320	3	is	be	AUX
fuelectenerg-13355	320	4	particularly	particularly	ADV
fuelectenerg-13355	320	5	valuable	valuable	ADJ
fuelectenerg-13355	320	6	in	in	ADP
fuelectenerg-13355	320	7	environments	environment	NOUN
fuelectenerg-13355	320	8	with	with	ADP
fuelectenerg-13355	320	9	image	image	NOUN
fuelectenerg-13355	320	10	data	datum	NOUN
fuelectenerg-13355	320	11	,	,	PUNCT
fuelectenerg-13355	320	12	especially	especially	ADV
fuelectenerg-13355	320	13	when	when	SCONJ
fuelectenerg-13355	320	14	information	information	NOUN
fuelectenerg-13355	320	15	is	be	AUX
fuelectenerg-13355	320	16	stored	store	VERB
fuelectenerg-13355	320	17	in	in	ADP
fuelectenerg-13355	320	18	handwritten	handwritten	ADJ
fuelectenerg-13355	320	19	formats	format	NOUN
fuelectenerg-13355	320	20	within	within	ADP
fuelectenerg-13355	320	21	forms	form	NOUN
fuelectenerg-13355	320	22	or	or	CCONJ
fuelectenerg-13355	320	23	archives	archive	NOUN
fuelectenerg-13355	320	24	.	.	PUNCT
fuelectenerg-13355	321	1	however	however	ADV
fuelectenerg-13355	321	2	,	,	PUNCT
fuelectenerg-13355	321	3	for	for	ADP
fuelectenerg-13355	321	4	applications	application	NOUN
fuelectenerg-13355	321	5	where	where	SCONJ
fuelectenerg-13355	321	6	data	datum	NOUN
fuelectenerg-13355	321	7	is	be	AUX
fuelectenerg-13355	321	8	available	available	ADJ
fuelectenerg-13355	321	9	in	in	ADP
fuelectenerg-13355	321	10	structured	structured	ADJ
fuelectenerg-13355	321	11	text	text	NOUN
fuelectenerg-13355	321	12	form	form	NOUN
fuelectenerg-13355	321	13	,	,	PUNCT
fuelectenerg-13355	321	14	other	other	ADJ
fuelectenerg-13355	321	15	methods	method	NOUN
fuelectenerg-13355	321	16	such	such	ADJ
fuelectenerg-13355	321	17	as	as	ADP
fuelectenerg-13355	321	18	rgpt	rgpt	NOUN
fuelectenerg-13355	321	19	,	,	PUNCT
fuelectenerg-13355	321	20	cocop	cocop	NOUN
fuelectenerg-13355	321	21	,	,	PUNCT
fuelectenerg-13355	321	22	or	or	CCONJ
fuelectenerg-13355	321	23	poliprompt	poliprompt	NOUN
fuelectenerg-13355	321	24	are	be	AUX
fuelectenerg-13355	321	25	more	more	ADV
fuelectenerg-13355	321	26	effective	effective	ADJ
fuelectenerg-13355	321	27	,	,	PUNCT
fuelectenerg-13355	321	28	offering	offer	VERB
fuelectenerg-13355	321	29	higher	high	ADJ
fuelectenerg-13355	321	30	accuracy	accuracy	NOUN
fuelectenerg-13355	321	31	at	at	ADP
fuelectenerg-13355	321	32	a	a	DET
fuelectenerg-13355	321	33	lower	low	ADJ
fuelectenerg-13355	321	34	cost	cost	NOUN
fuelectenerg-13355	321	35	.	.	PUNCT
fuelectenerg-13355	322	1	712	712	NUM
fuelectenerg-13355	322	2	h.	h.	PROPN
fuelectenerg-13355	322	3	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	322	4	,	,	PUNCT
fuelectenerg-13355	322	5	a.	a.	NOUN
fuelectenerg-13355	322	6	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	322	7	,	,	PUNCT
fuelectenerg-13355	322	8	m.	m.	NOUN
fuelectenerg-13355	322	9	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	322	10	,	,	PUNCT
fuelectenerg-13355	322	11	m.	m.	NOUN
fuelectenerg-13355	322	12	nooshyar	nooshyar	PROPN
fuelectenerg-13355	322	13	,	,	PUNCT
fuelectenerg-13355	322	14	...	...	PUNCT
fuelectenerg-13355	322	15	references	reference	NOUN
fuelectenerg-13355	322	16	[	[	X
fuelectenerg-13355	322	17	1	1	NUM
fuelectenerg-13355	322	18	]	]	PUNCT
fuelectenerg-13355	322	19	d.	d.	PROPN
fuelectenerg-13355	322	20	w.	w.	PROPN
fuelectenerg-13355	322	21	otter	otter	PROPN
fuelectenerg-13355	322	22	,	,	PUNCT
fuelectenerg-13355	322	23	j.	j.	PROPN
fuelectenerg-13355	322	24	r.	r.	PROPN
fuelectenerg-13355	322	25	medina	medina	PROPN
fuelectenerg-13355	322	26	and	and	CCONJ
fuelectenerg-13355	322	27	j.	j.	PROPN
fuelectenerg-13355	322	28	k.	k.	PROPN
fuelectenerg-13355	322	29	kalita	kalita	PROPN
fuelectenerg-13355	322	30	,	,	PUNCT
fuelectenerg-13355	322	31	"	"	PUNCT
fuelectenerg-13355	322	32	a	a	DET
fuelectenerg-13355	322	33	survey	survey	NOUN
fuelectenerg-13355	322	34	of	of	ADP
fuelectenerg-13355	322	35	the	the	DET
fuelectenerg-13355	322	36	usages	usage	NOUN
fuelectenerg-13355	322	37	of	of	ADP
fuelectenerg-13355	322	38	deep	deep	ADJ
fuelectenerg-13355	322	39	learning	learning	NOUN
fuelectenerg-13355	322	40	for	for	ADP
fuelectenerg-13355	322	41	natural	natural	ADJ
fuelectenerg-13355	322	42	language	language	NOUN
fuelectenerg-13355	322	43	processing	processing	NOUN
fuelectenerg-13355	322	44	,	,	PUNCT
fuelectenerg-13355	322	45	"	"	PUNCT
fuelectenerg-13355	322	46	ieee	ieee	NOUN
fuelectenerg-13355	322	47	trans	trans	PROPN
fuelectenerg-13355	322	48	.	.	PUNCT
fuelectenerg-13355	323	1	neural	neural	ADJ
fuelectenerg-13355	323	2	netw	netw	NOUN
fuelectenerg-13355	323	3	.	.	PUNCT
fuelectenerg-13355	324	1	learn	learn	VERB
fuelectenerg-13355	324	2	.	.	PUNCT
fuelectenerg-13355	325	1	syst	syst	PROPN
fuelectenerg-13355	325	2	.	.	PUNCT
fuelectenerg-13355	325	3	,	,	PUNCT
fuelectenerg-13355	325	4	vol	vol	NOUN
fuelectenerg-13355	325	5	.	.	PROPN
fuelectenerg-13355	326	1	32	32	NUM
fuelectenerg-13355	326	2	,	,	PUNCT
fuelectenerg-13355	326	3	no	no	INTJ
fuelectenerg-13355	326	4	.	.	NOUN
fuelectenerg-13355	326	5	2	2	NUM
fuelectenerg-13355	326	6	,	,	PUNCT
fuelectenerg-13355	326	7	pp	pp	ADJ
fuelectenerg-13355	326	8	.	.	PUNCT
fuelectenerg-13355	327	1	604	604	NUM
fuelectenerg-13355	327	2	-	-	SYM
fuelectenerg-13355	327	3	624	624	NUM
fuelectenerg-13355	327	4	,	,	PUNCT
fuelectenerg-13355	327	5	feb	feb	PROPN
fuelectenerg-13355	327	6	.	.	PROPN
fuelectenerg-13355	327	7	2021	2021	NUM
fuelectenerg-13355	327	8	.	.	PUNCT
fuelectenerg-13355	328	1	[	[	X
fuelectenerg-13355	328	2	2	2	NUM
fuelectenerg-13355	328	3	]	]	PUNCT
fuelectenerg-13355	328	4	a.	a.	NOUN
fuelectenerg-13355	328	5	khosravi	khosravi	PROPN
fuelectenerg-13355	328	6	and	and	CCONJ
fuelectenerg-13355	328	7	h.	h.	PROPN
fuelectenerg-13355	328	8	abdolhosseini	abdolhosseini	PROPN
fuelectenerg-13355	328	9	,	,	PUNCT
fuelectenerg-13355	328	10	"	"	PUNCT
fuelectenerg-13355	328	11	personality	personality	NOUN
fuelectenerg-13355	328	12	in	in	ADP
fuelectenerg-13355	328	13	social	social	ADJ
fuelectenerg-13355	328	14	networks	network	NOUN
fuelectenerg-13355	328	15	using	use	VERB
fuelectenerg-13355	328	16	thematic	thematic	ADJ
fuelectenerg-13355	328	17	modelling	modelling	NOUN
fuelectenerg-13355	328	18	of	of	ADP
fuelectenerg-13355	328	19	user	user	NOUN
fuelectenerg-13355	328	20	feedback	feedback	NOUN
fuelectenerg-13355	328	21	"	"	PUNCT
fuelectenerg-13355	328	22	,	,	PUNCT
fuelectenerg-13355	328	23	soft	soft	ADJ
fuelectenerg-13355	328	24	comput	comput	NOUN
fuelectenerg-13355	328	25	.	.	PUNCT
fuelectenerg-13355	329	1	j.	j.	PROPN
fuelectenerg-13355	329	2	,	,	PUNCT
fuelectenerg-13355	329	3	vol	vol	NOUN
fuelectenerg-13355	329	4	.	.	PROPN
fuelectenerg-13355	329	5	11	11	NUM
fuelectenerg-13355	329	6	,	,	PUNCT
fuelectenerg-13355	329	7	no	no	INTJ
fuelectenerg-13355	329	8	.	.	NOUN
fuelectenerg-13355	329	9	2	2	NUM
fuelectenerg-13355	329	10	,	,	PUNCT
fuelectenerg-13355	329	11	pp	pp	ADJ
fuelectenerg-13355	329	12	.	.	PUNCT
fuelectenerg-13355	330	1	51	51	NUM
fuelectenerg-13355	330	2	-	-	SYM
fuelectenerg-13355	330	3	60	60	NUM
fuelectenerg-13355	330	4	,	,	PUNCT
fuelectenerg-13355	330	5	2023	2023	NUM
fuelectenerg-13355	330	6	.	.	PUNCT
fuelectenerg-13355	331	1	[	[	X
fuelectenerg-13355	331	2	3	3	NUM
fuelectenerg-13355	331	3	]	]	X
fuelectenerg-13355	331	4	f.	f.	PROPN
fuelectenerg-13355	331	5	pourgholamali	pourgholamali	PROPN
fuelectenerg-13355	331	6	,	,	PUNCT
fuelectenerg-13355	331	7	m.	m.	PROPN
fuelectenerg-13355	331	8	kahani	kahani	PROPN
fuelectenerg-13355	331	9	and	and	CCONJ
fuelectenerg-13355	331	10	e.	e.	PROPN
fuelectenerg-13355	331	11	asgarian	asgarian	PROPN
fuelectenerg-13355	331	12	,	,	PUNCT
fuelectenerg-13355	331	13	"	"	PUNCT
fuelectenerg-13355	331	14	exploiting	exploit	VERB
fuelectenerg-13355	331	15	big	big	ADJ
fuelectenerg-13355	331	16	data	datum	NOUN
fuelectenerg-13355	331	17	technology	technology	NOUN
fuelectenerg-13355	331	18	for	for	ADP
fuelectenerg-13355	331	19	opinion	opinion	NOUN
fuelectenerg-13355	331	20	mining	mining	NOUN
fuelectenerg-13355	331	21	"	"	PUNCT
fuelectenerg-13355	331	22	,	,	PUNCT
fuelectenerg-13355	331	23	soft	soft	ADJ
fuelectenerg-13355	331	24	comput	comput	NOUN
fuelectenerg-13355	331	25	.	.	PUNCT
fuelectenerg-13355	332	1	j.	j.	PROPN
fuelectenerg-13355	332	2	,	,	PUNCT
fuelectenerg-13355	332	3	vol	vol	NOUN
fuelectenerg-13355	332	4	.	.	PROPN
fuelectenerg-13355	332	5	9	9	NUM
fuelectenerg-13355	332	6	,	,	PUNCT
fuelectenerg-13355	332	7	no	no	INTJ
fuelectenerg-13355	332	8	.	.	NOUN
fuelectenerg-13355	332	9	1	1	NUM
fuelectenerg-13355	332	10	,	,	PUNCT
fuelectenerg-13355	332	11	pp	pp	ADJ
fuelectenerg-13355	332	12	.	.	PUNCT
fuelectenerg-13355	333	1	26	26	NUM
fuelectenerg-13355	333	2	-	-	SYM
fuelectenerg-13355	333	3	39	39	NUM
fuelectenerg-13355	333	4	.	.	PUNCT
fuelectenerg-13355	334	1	[	[	X
fuelectenerg-13355	334	2	4	4	X
fuelectenerg-13355	334	3	]	]	PUNCT
fuelectenerg-13355	334	4	f.	f.	PROPN
fuelectenerg-13355	334	5	a.	a.	PROPN
fuelectenerg-13355	334	6	acheampong	acheampong	PROPN
fuelectenerg-13355	334	7	,	,	PUNCT
fuelectenerg-13355	334	8	c.	c.	PROPN
fuelectenerg-13355	334	9	wenyu	wenyu	PROPN
fuelectenerg-13355	334	10	and	and	CCONJ
fuelectenerg-13355	334	11	h.	h.	PROPN
fuelectenerg-13355	334	12	nunoomensah	nunoomensah	PROPN
fuelectenerg-13355	334	13	,	,	PUNCT
fuelectenerg-13355	334	14	"	"	PUNCT
fuelectenerg-13355	334	15	text	text	NOUN
fuelectenerg-13355	334	16	-	-	PUNCT
fuelectenerg-13355	334	17	based	base	VERB
fuelectenerg-13355	334	18	emotion	emotion	NOUN
fuelectenerg-13355	334	19	detection	detection	NOUN
fuelectenerg-13355	334	20	:	:	PUNCT
fuelectenerg-13355	334	21	advances	advance	NOUN
fuelectenerg-13355	334	22	,	,	PUNCT
fuelectenerg-13355	334	23	challenges	challenge	NOUN
fuelectenerg-13355	334	24	,	,	PUNCT
fuelectenerg-13355	334	25	and	and	CCONJ
fuelectenerg-13355	334	26	opportunities	opportunity	NOUN
fuelectenerg-13355	334	27	"	"	PUNCT
fuelectenerg-13355	334	28	,	,	PUNCT
fuelectenerg-13355	334	29	eng	eng	PROPN
fuelectenerg-13355	334	30	.	.	PROPN
fuelectenerg-13355	334	31	rep	rep	PROPN
fuelectenerg-13355	334	32	.	.	PROPN
fuelectenerg-13355	334	33	,	,	PUNCT
fuelectenerg-13355	334	34	vol	vol	NOUN
fuelectenerg-13355	334	35	.	.	PROPN
fuelectenerg-13355	334	36	2	2	NUM
fuelectenerg-13355	334	37	,	,	PUNCT
fuelectenerg-13355	334	38	no	no	INTJ
fuelectenerg-13355	334	39	.	.	NOUN
fuelectenerg-13355	334	40	7	7	NUM
fuelectenerg-13355	334	41	,	,	PUNCT
fuelectenerg-13355	334	42	p.	p.	NOUN
fuelectenerg-13355	334	43	e12189	e12189	PROPN
fuelectenerg-13355	334	44	,	,	PUNCT
fuelectenerg-13355	334	45	2020	2020	NUM
fuelectenerg-13355	334	46	.	.	PUNCT
fuelectenerg-13355	335	1	[	[	X
fuelectenerg-13355	335	2	5	5	X
fuelectenerg-13355	335	3	]	]	PUNCT
fuelectenerg-13355	335	4	b.	b.	PROPN
fuelectenerg-13355	335	5	kratzwald	kratzwald	PROPN
fuelectenerg-13355	335	6	,	,	PUNCT
fuelectenerg-13355	335	7	s.	s.	PROPN
fuelectenerg-13355	335	8	ilić	ilić	PROPN
fuelectenerg-13355	335	9	,	,	PUNCT
fuelectenerg-13355	335	10	m.	m.	PROPN
fuelectenerg-13355	335	11	kraus	kraus	PROPN
fuelectenerg-13355	335	12	,	,	PUNCT
fuelectenerg-13355	335	13	s.	s.	PROPN
fuelectenerg-13355	335	14	feuerriegel	feuerriegel	PROPN
fuelectenerg-13355	335	15	and	and	CCONJ
fuelectenerg-13355	335	16	h.	h.	PROPN
fuelectenerg-13355	335	17	prendinger	prendinger	PROPN
fuelectenerg-13355	335	18	,	,	PUNCT
fuelectenerg-13355	335	19	"	"	PUNCT
fuelectenerg-13355	335	20	deep	deep	ADJ
fuelectenerg-13355	335	21	learning	learning	NOUN
fuelectenerg-13355	335	22	for	for	ADP
fuelectenerg-13355	335	23	affective	affective	ADJ
fuelectenerg-13355	335	24	computing	computing	NOUN
fuelectenerg-13355	335	25	:	:	PUNCT
fuelectenerg-13355	335	26	text	text	NOUN
fuelectenerg-13355	335	27	-	-	PUNCT
fuelectenerg-13355	335	28	based	base	VERB
fuelectenerg-13355	335	29	emotion	emotion	NOUN
fuelectenerg-13355	335	30	recognition	recognition	NOUN
fuelectenerg-13355	335	31	in	in	ADP
fuelectenerg-13355	335	32	decision	decision	NOUN
fuelectenerg-13355	335	33	support	support	NOUN
fuelectenerg-13355	335	34	,	,	PUNCT
fuelectenerg-13355	335	35	"	"	PUNCT
fuelectenerg-13355	335	36	decis	decis	PROPN
fuelectenerg-13355	335	37	.	.	PUNCT
fuelectenerg-13355	335	38	support	support	PROPN
fuelectenerg-13355	335	39	syst	syst	PROPN
fuelectenerg-13355	335	40	.	.	PUNCT
fuelectenerg-13355	335	41	,	,	PUNCT
fuelectenerg-13355	335	42	vol	vol	NOUN
fuelectenerg-13355	335	43	.	.	PROPN
fuelectenerg-13355	335	44	115	115	NUM
fuelectenerg-13355	335	45	,	,	PUNCT
fuelectenerg-13355	335	46	pp	pp	ADJ
fuelectenerg-13355	335	47	.	.	PUNCT
fuelectenerg-13355	336	1	24	24	NUM
fuelectenerg-13355	336	2	-	-	SYM
fuelectenerg-13355	336	3	35	35	NUM
fuelectenerg-13355	336	4	,	,	PUNCT
fuelectenerg-13355	336	5	nov	nov	PROPN
fuelectenerg-13355	336	6	.	.	PROPN
fuelectenerg-13355	336	7	2018	2018	NUM
fuelectenerg-13355	336	8	.	.	PUNCT
fuelectenerg-13355	337	1	[	[	X
fuelectenerg-13355	337	2	6	6	NUM
fuelectenerg-13355	337	3	]	]	PUNCT
fuelectenerg-13355	337	4	f.	f.	PROPN
fuelectenerg-13355	337	5	zare	zare	PROPN
fuelectenerg-13355	337	6	mehrjardi	mehrjardi	PROPN
fuelectenerg-13355	337	7	,	,	PUNCT
fuelectenerg-13355	337	8	m.	m.	NOUN
fuelectenerg-13355	337	9	yazdian	yazdian	PROPN
fuelectenerg-13355	337	10	-	-	PUNCT
fuelectenerg-13355	337	11	dehkordi	dehkordi	PROPN
fuelectenerg-13355	337	12	and	and	CCONJ
fuelectenerg-13355	337	13	a.	a.	PROPN
fuelectenerg-13355	337	14	latif	latif	PROPN
fuelectenerg-13355	337	15	,	,	PUNCT
fuelectenerg-13355	337	16	"	"	PUNCT
fuelectenerg-13355	337	17	evaluating	evaluate	VERB
fuelectenerg-13355	337	18	classical	classical	ADJ
fuelectenerg-13355	337	19	machine	machine	NOUN
fuelectenerg-13355	337	20	learning	learning	NOUN
fuelectenerg-13355	337	21	and	and	CCONJ
fuelectenerg-13355	337	22	deep	deep	ADJ
fuelectenerg-13355	337	23	-	-	PUNCT
fuelectenerg-13355	337	24	learning	learn	VERB
fuelectenerg-13355	337	25	methods	method	NOUN
fuelectenerg-13355	337	26	in	in	ADP
fuelectenerg-13355	337	27	sentiment	sentiment	NOUN
fuelectenerg-13355	337	28	analysis	analysis	NOUN
fuelectenerg-13355	337	29	of	of	ADP
fuelectenerg-13355	337	30	persian	persian	ADJ
fuelectenerg-13355	337	31	telegram	telegram	PROPN
fuelectenerg-13355	337	32	message	message	NOUN
fuelectenerg-13355	337	33	"	"	PUNCT
fuelectenerg-13355	337	34	,	,	PUNCT
fuelectenerg-13355	337	35	soft	soft	ADJ
fuelectenerg-13355	337	36	comput	comput	NOUN
fuelectenerg-13355	337	37	.	.	PUNCT
fuelectenerg-13355	338	1	j.	j.	PROPN
fuelectenerg-13355	338	2	,	,	PUNCT
fuelectenerg-13355	338	3	vol	vol	NOUN
fuelectenerg-13355	338	4	.	.	PROPN
fuelectenerg-13355	338	5	11	11	NUM
fuelectenerg-13355	338	6	,	,	PUNCT
fuelectenerg-13355	338	7	no	no	INTJ
fuelectenerg-13355	338	8	.	.	NOUN
fuelectenerg-13355	338	9	1	1	NUM
fuelectenerg-13355	338	10	,	,	PUNCT
fuelectenerg-13355	338	11	pp	pp	ADJ
fuelectenerg-13355	338	12	.	.	PUNCT
fuelectenerg-13355	339	1	88	88	NUM
fuelectenerg-13355	339	2	-	-	SYM
fuelectenerg-13355	339	3	105	105	NUM
fuelectenerg-13355	339	4	,	,	PUNCT
fuelectenerg-13355	339	5	2022	2022	NUM
fuelectenerg-13355	339	6	.	.	PUNCT
fuelectenerg-13355	340	1	[	[	X
fuelectenerg-13355	340	2	7	7	X
fuelectenerg-13355	340	3	]	]	X
fuelectenerg-13355	340	4	m.	m.	NOUN
fuelectenerg-13355	340	5	feizi	feizi	NOUN
fuelectenerg-13355	340	6	-	-	PUNCT
fuelectenerg-13355	340	7	derakhshi	derakhshi	PROPN
fuelectenerg-13355	340	8	,	,	PUNCT
fuelectenerg-13355	340	9	z.	z.	PROPN
fuelectenerg-13355	340	10	mottaghinia	mottaghinia	PROPN
fuelectenerg-13355	340	11	and	and	CCONJ
fuelectenerg-13355	340	12	m.	m.	PROPN
fuelectenerg-13355	340	13	asgari	asgari	PROPN
fuelectenerg-13355	340	14	-	-	PUNCT
fuelectenerg-13355	340	15	chenaghlu	chenaghlu	NOUN
fuelectenerg-13355	340	16	,	,	PUNCT
fuelectenerg-13355	340	17	"	"	PUNCT
fuelectenerg-13355	340	18	persian	persian	ADJ
fuelectenerg-13355	340	19	text	text	NOUN
fuelectenerg-13355	340	20	classification	classification	NOUN
fuelectenerg-13355	340	21	based	base	VERB
fuelectenerg-13355	340	22	on	on	ADP
fuelectenerg-13355	340	23	deep	deep	ADJ
fuelectenerg-13355	340	24	neural	neural	ADJ
fuelectenerg-13355	340	25	networks	network	NOUN
fuelectenerg-13355	340	26	"	"	PUNCT
fuelectenerg-13355	340	27	,	,	PUNCT
fuelectenerg-13355	340	28	soft	soft	ADJ
fuelectenerg-13355	340	29	comput	comput	NOUN
fuelectenerg-13355	340	30	.	.	PUNCT
fuelectenerg-13355	341	1	j.	j.	PROPN
fuelectenerg-13355	341	2	,	,	PUNCT
fuelectenerg-13355	341	3	vol	vol	NOUN
fuelectenerg-13355	341	4	.	.	PROPN
fuelectenerg-13355	341	5	11	11	NUM
fuelectenerg-13355	341	6	,	,	PUNCT
fuelectenerg-13355	341	7	no	no	INTJ
fuelectenerg-13355	341	8	.	.	NOUN
fuelectenerg-13355	341	9	1	1	NUM
fuelectenerg-13355	341	10	,	,	PUNCT
fuelectenerg-13355	341	11	pp	pp	ADJ
fuelectenerg-13355	341	12	.	.	PUNCT
fuelectenerg-13355	342	1	120	120	NUM
fuelectenerg-13355	342	2	-	-	SYM
fuelectenerg-13355	342	3	139	139	NUM
fuelectenerg-13355	342	4	.	.	PUNCT
fuelectenerg-13355	343	1	[	[	X
fuelectenerg-13355	343	2	8	8	NUM
fuelectenerg-13355	343	3	]	]	PUNCT
fuelectenerg-13355	343	4	s.	s.	PROPN
fuelectenerg-13355	343	5	freyberg	freyberg	PROPN
fuelectenerg-13355	343	6	and	and	CCONJ
fuelectenerg-13355	343	7	h.	h.	PROPN
fuelectenerg-13355	343	8	hauser	hauser	PROPN
fuelectenerg-13355	343	9	,	,	PUNCT
fuelectenerg-13355	343	10	"	"	PUNCT
fuelectenerg-13355	343	11	the	the	DET
fuelectenerg-13355	343	12	morphological	morphological	ADJ
fuelectenerg-13355	343	13	paradigm	paradigm	NOUN
fuelectenerg-13355	343	14	in	in	ADP
fuelectenerg-13355	343	15	robotics	robotic	NOUN
fuelectenerg-13355	343	16	"	"	PUNCT
fuelectenerg-13355	343	17	,	,	PUNCT
fuelectenerg-13355	343	18	stud	stud	NOUN
fuelectenerg-13355	343	19	.	.	PUNCT
fuelectenerg-13355	344	1	hist	hist	PROPN
fuelectenerg-13355	344	2	.	.	PUNCT
fuelectenerg-13355	345	1	philos	philos	PROPN
fuelectenerg-13355	345	2	.	.	PUNCT
fuelectenerg-13355	346	1	sci	sci	PROPN
fuelectenerg-13355	346	2	.	.	PROPN
fuelectenerg-13355	346	3	,	,	PUNCT
fuelectenerg-13355	346	4	vol	vol	NOUN
fuelectenerg-13355	346	5	.	.	PROPN
fuelectenerg-13355	346	6	100	100	NUM
fuelectenerg-13355	346	7	,	,	PUNCT
fuelectenerg-13355	346	8	pp	pp	ADJ
fuelectenerg-13355	346	9	.	.	PUNCT
fuelectenerg-13355	347	1	1	1	NUM
fuelectenerg-13355	347	2	-	-	SYM
fuelectenerg-13355	347	3	11	11	NUM
fuelectenerg-13355	347	4	,	,	PUNCT
fuelectenerg-13355	347	5	2023	2023	NUM
fuelectenerg-13355	347	6	.	.	PUNCT
fuelectenerg-13355	348	1	[	[	X
fuelectenerg-13355	348	2	9	9	NUM
fuelectenerg-13355	348	3	]	]	PUNCT
fuelectenerg-13355	348	4	a.	a.	NOUN
fuelectenerg-13355	348	5	ganesh	ganesh	PROPN
fuelectenerg-13355	348	6	,	,	PUNCT
fuelectenerg-13355	348	7	a.	a.	PROPN
fuelectenerg-13355	348	8	jaya	jaya	PROPN
fuelectenerg-13355	348	9	and	and	CCONJ
fuelectenerg-13355	348	10	c.	c.	PROPN
fuelectenerg-13355	348	11	sunitha	sunitha	PROPN
fuelectenerg-13355	348	12	,	,	PUNCT
fuelectenerg-13355	348	13	"	"	PUNCT
fuelectenerg-13355	348	14	an	an	DET
fuelectenerg-13355	348	15	overview	overview	NOUN
fuelectenerg-13355	348	16	of	of	ADP
fuelectenerg-13355	348	17	semantic	semantic	ADJ
fuelectenerg-13355	348	18	based	base	VERB
fuelectenerg-13355	348	19	document	document	NOUN
fuelectenerg-13355	348	20	summarization	summarization	NOUN
fuelectenerg-13355	348	21	in	in	ADP
fuelectenerg-13355	348	22	different	different	ADJ
fuelectenerg-13355	348	23	languages	language	NOUN
fuelectenerg-13355	348	24	"	"	PUNCT
fuelectenerg-13355	348	25	,	,	PUNCT
fuelectenerg-13355	348	26	ecs	ecs	PROPN
fuelectenerg-13355	348	27	trans	trans	PROPN
fuelectenerg-13355	348	28	,	,	PUNCT
fuelectenerg-13355	348	29	vol	vol	NOUN
fuelectenerg-13355	348	30	.	.	PUNCT
fuelectenerg-13355	348	31	107	107	NUM
fuelectenerg-13355	348	32	,	,	PUNCT
fuelectenerg-13355	348	33	no	no	INTJ
fuelectenerg-13355	348	34	.	.	NOUN
fuelectenerg-13355	348	35	1	1	NUM
fuelectenerg-13355	348	36	,	,	PUNCT
fuelectenerg-13355	348	37	pp	pp	ADJ
fuelectenerg-13355	348	38	.	.	PUNCT
fuelectenerg-13355	349	1	6007	6007	NUM
fuelectenerg-13355	349	2	-	-	SYM
fuelectenerg-13355	349	3	6017	6017	NUM
fuelectenerg-13355	349	4	,	,	PUNCT
fuelectenerg-13355	349	5	2022	2022	NUM
fuelectenerg-13355	349	6	.	.	PUNCT
fuelectenerg-13355	350	1	[	[	X
fuelectenerg-13355	350	2	10	10	NUM
fuelectenerg-13355	350	3	]	]	X
fuelectenerg-13355	350	4	l.	l.	PROPN
fuelectenerg-13355	350	5	geiszler	geiszler	PROPN
fuelectenerg-13355	350	6	,	,	PUNCT
fuelectenerg-13355	350	7	"	"	PUNCT
fuelectenerg-13355	350	8	imitation	imitation	NOUN
fuelectenerg-13355	350	9	in	in	ADP
fuelectenerg-13355	350	10	automata	automata	NOUN
fuelectenerg-13355	350	11	and	and	CCONJ
fuelectenerg-13355	350	12	robots	robot	NOUN
fuelectenerg-13355	350	13	:	:	PUNCT
fuelectenerg-13355	350	14	a	a	DET
fuelectenerg-13355	350	15	philosophical	philosophical	ADJ
fuelectenerg-13355	350	16	case	case	NOUN
fuelectenerg-13355	350	17	study	study	NOUN
fuelectenerg-13355	350	18	on	on	ADP
fuelectenerg-13355	350	19	kempelen	kempelen	PROPN
fuelectenerg-13355	350	20	"	"	PUNCT
fuelectenerg-13355	350	21	,	,	PUNCT
fuelectenerg-13355	350	22	stud	stud	NOUN
fuelectenerg-13355	350	23	.	.	PUNCT
fuelectenerg-13355	351	1	hist	hist	PROPN
fuelectenerg-13355	351	2	.	.	PUNCT
fuelectenerg-13355	352	1	philos	philos	PROPN
fuelectenerg-13355	352	2	.	.	PUNCT
fuelectenerg-13355	353	1	sci	sci	PROPN
fuelectenerg-13355	353	2	.	.	PROPN
fuelectenerg-13355	353	3	,	,	PUNCT
fuelectenerg-13355	353	4	vol.100	vol.100	INTJ
fuelectenerg-13355	353	5	,	,	PUNCT
fuelectenerg-13355	353	6	pp	pp	ADJ
fuelectenerg-13355	353	7	.	.	PUNCT
fuelectenerg-13355	354	1	22	22	NUM
fuelectenerg-13355	354	2	-	-	SYM
fuelectenerg-13355	354	3	31	31	NUM
fuelectenerg-13355	354	4	,	,	PUNCT
fuelectenerg-13355	354	5	aug	aug	PROPN
fuelectenerg-13355	354	6	.	.	PROPN
fuelectenerg-13355	354	7	2023	2023	NUM
fuelectenerg-13355	354	8	.	.	PUNCT
fuelectenerg-13355	355	1	[	[	X
fuelectenerg-13355	355	2	11	11	NUM
fuelectenerg-13355	355	3	]	]	PUNCT
fuelectenerg-13355	355	4	v.	v.	PROPN
fuelectenerg-13355	355	5	k.	k.	PROPN
fuelectenerg-13355	355	6	finn	finn	PROPN
fuelectenerg-13355	355	7	,	,	PUNCT
fuelectenerg-13355	355	8	"	"	PUNCT
fuelectenerg-13355	355	9	exact	exact	ADJ
fuelectenerg-13355	355	10	epistemology	epistemology	NOUN
fuelectenerg-13355	355	11	and	and	CCONJ
fuelectenerg-13355	355	12	artificial	artificial	ADJ
fuelectenerg-13355	355	13	intelligence	intelligence	NOUN
fuelectenerg-13355	355	14	"	"	PUNCT
fuelectenerg-13355	355	15	,	,	PUNCT
fuelectenerg-13355	355	16	autom	autom	PROPN
fuelectenerg-13355	355	17	.	.	PUNCT
fuelectenerg-13355	356	1	document	document	NOUN
fuelectenerg-13355	356	2	.	.	PUNCT
fuelectenerg-13355	357	1	math	math	NOUN
fuelectenerg-13355	357	2	.	.	PUNCT
fuelectenerg-13355	358	1	linguist	linguist	NOUN
fuelectenerg-13355	358	2	.	.	PUNCT
fuelectenerg-13355	359	1	,	,	PUNCT
fuelectenerg-13355	359	2	vol	vol	NOUN
fuelectenerg-13355	359	3	.	.	PROPN
fuelectenerg-13355	360	1	54	54	NUM
fuelectenerg-13355	360	2	,	,	PUNCT
fuelectenerg-13355	360	3	pp.140	pp.140	PROPN
fuelectenerg-13355	360	4	-	-	PUNCT
fuelectenerg-13355	360	5	173	173	NUM
fuelectenerg-13355	360	6	,	,	PUNCT
fuelectenerg-13355	360	7	2020	2020	NUM
fuelectenerg-13355	360	8	.	.	PUNCT
fuelectenerg-13355	361	1	[	[	X
fuelectenerg-13355	361	2	12	12	NUM
fuelectenerg-13355	361	3	]	]	X
fuelectenerg-13355	361	4	f.	f.	PROPN
fuelectenerg-13355	361	5	ansari	ansari	PROPN
fuelectenerg-13355	361	6	,	,	PUNCT
fuelectenerg-13355	361	7	"	"	PUNCT
fuelectenerg-13355	361	8	knowledge	knowledge	NOUN
fuelectenerg-13355	361	9	management	management	NOUN
fuelectenerg-13355	361	10	4.0	4.0	NUM
fuelectenerg-13355	361	11	:	:	PUNCT
fuelectenerg-13355	361	12	theoretical	theoretical	ADJ
fuelectenerg-13355	361	13	and	and	CCONJ
fuelectenerg-13355	361	14	practical	practical	ADJ
fuelectenerg-13355	361	15	considerations	consideration	NOUN
fuelectenerg-13355	361	16	in	in	ADP
fuelectenerg-13355	361	17	cyber	cyber	ADJ
fuelectenerg-13355	361	18	physical	physical	ADJ
fuelectenerg-13355	361	19	production	production	NOUN
fuelectenerg-13355	361	20	systems	system	NOUN
fuelectenerg-13355	361	21	”	"	PUNCT
fuelectenerg-13355	361	22	,	,	PUNCT
fuelectenerg-13355	361	23	ifac	ifac	NOUN
fuelectenerg-13355	361	24	-	-	PUNCT
fuelectenerg-13355	361	25	papersonline	papersonline	NOUN
fuelectenerg-13355	361	26	,	,	PUNCT
fuelectenerg-13355	361	27	vol	vol	NOUN
fuelectenerg-13355	361	28	.	.	PROPN
fuelectenerg-13355	361	29	52	52	NUM
fuelectenerg-13355	361	30	,	,	PUNCT
fuelectenerg-13355	361	31	no	no	INTJ
fuelectenerg-13355	361	32	.	.	NOUN
fuelectenerg-13355	361	33	13	13	NUM
fuelectenerg-13355	361	34	,	,	PUNCT
fuelectenerg-13355	361	35	pp	pp	ADJ
fuelectenerg-13355	361	36	.	.	PUNCT
fuelectenerg-13355	362	1	1597	1597	NUM
fuelectenerg-13355	362	2	-	-	SYM
fuelectenerg-13355	362	3	1602	1602	NUM
fuelectenerg-13355	362	4	,	,	PUNCT
fuelectenerg-13355	362	5	2019	2019	NUM
fuelectenerg-13355	362	6	.	.	PUNCT
fuelectenerg-13355	363	1	[	[	X
fuelectenerg-13355	363	2	13	13	NUM
fuelectenerg-13355	363	3	]	]	X
fuelectenerg-13355	363	4	e.	e.	PROPN
fuelectenerg-13355	363	5	baralis	baralis	PROPN
fuelectenerg-13355	363	6	,	,	PUNCT
fuelectenerg-13355	363	7	l.	l.	PROPN
fuelectenerg-13355	363	8	cagliero	cagliero	PROPN
fuelectenerg-13355	363	9	,	,	PUNCT
fuelectenerg-13355	363	10	s.	s.	PROPN
fuelectenerg-13355	363	11	jabeen	jabeen	PROPN
fuelectenerg-13355	363	12	,	,	PUNCT
fuelectenerg-13355	363	13	a.	a.	NOUN
fuelectenerg-13355	363	14	fiori	fiori	NOUN
fuelectenerg-13355	363	15	and	and	CCONJ
fuelectenerg-13355	363	16	s.	s.	PROPN
fuelectenerg-13355	363	17	shah	shah	PROPN
fuelectenerg-13355	363	18	,	,	PUNCT
fuelectenerg-13355	363	19	"	"	PUNCT
fuelectenerg-13355	363	20	combining	combine	VERB
fuelectenerg-13355	363	21	semantics	semantic	NOUN
fuelectenerg-13355	363	22	and	and	CCONJ
fuelectenerg-13355	363	23	social	social	ADJ
fuelectenerg-13355	363	24	knowledge	knowledge	NOUN
fuelectenerg-13355	363	25	for	for	ADP
fuelectenerg-13355	363	26	news	news	NOUN
fuelectenerg-13355	363	27	article	article	NOUN
fuelectenerg-13355	363	28	summarization	summarization	NOUN
fuelectenerg-13355	363	29	"	"	PUNCT
fuelectenerg-13355	363	30	,	,	PUNCT
fuelectenerg-13355	363	31	in	in	ADP
fuelectenerg-13355	363	32	data	data	NOUN
fuelectenerg-13355	363	33	mining	mining	NOUN
fuelectenerg-13355	363	34	and	and	CCONJ
fuelectenerg-13355	363	35	analysis	analysis	NOUN
fuelectenerg-13355	363	36	in	in	ADP
fuelectenerg-13355	363	37	the	the	DET
fuelectenerg-13355	363	38	engineering	engineering	NOUN
fuelectenerg-13355	363	39	field	field	NOUN
fuelectenerg-13355	363	40	,	,	PUNCT
fuelectenerg-13355	363	41	igi	igi	PROPN
fuelectenerg-13355	363	42	global	global	PROPN
fuelectenerg-13355	363	43	,	,	PUNCT
fuelectenerg-13355	363	44	2014	2014	NUM
fuelectenerg-13355	363	45	,	,	PUNCT
fuelectenerg-13355	363	46	pp	pp	ADJ
fuelectenerg-13355	363	47	.	.	PUNCT
fuelectenerg-13355	364	1	209	209	NUM
fuelectenerg-13355	364	2	-	-	SYM
fuelectenerg-13355	364	3	230	230	NUM
fuelectenerg-13355	364	4	.	.	PUNCT
fuelectenerg-13355	365	1	[	[	X
fuelectenerg-13355	365	2	14	14	NUM
fuelectenerg-13355	365	3	]	]	X
fuelectenerg-13355	365	4	l.	l.	PROPN
fuelectenerg-13355	365	5	waardenburg	waardenburg	PROPN
fuelectenerg-13355	365	6	and	and	CCONJ
fuelectenerg-13355	365	7	m.	m.	NOUN
fuelectenerg-13355	365	8	huysman	huysman	NOUN
fuelectenerg-13355	365	9	,	,	PUNCT
fuelectenerg-13355	365	10	"	"	PUNCT
fuelectenerg-13355	365	11	from	from	ADP
fuelectenerg-13355	365	12	coexistence	coexistence	NOUN
fuelectenerg-13355	365	13	to	to	ADP
fuelectenerg-13355	365	14	co	co	NOUN
fuelectenerg-13355	365	15	-	-	NOUN
fuelectenerg-13355	365	16	creation	creation	NOUN
fuelectenerg-13355	365	17	:	:	PUNCT
fuelectenerg-13355	365	18	blurring	blur	VERB
fuelectenerg-13355	365	19	boundaries	boundary	NOUN
fuelectenerg-13355	365	20	in	in	ADP
fuelectenerg-13355	365	21	the	the	DET
fuelectenerg-13355	365	22	age	age	NOUN
fuelectenerg-13355	365	23	of	of	ADP
fuelectenerg-13355	365	24	ai	ai	VERB
fuelectenerg-13355	365	25	"	"	PUNCT
fuelectenerg-13355	365	26	,	,	PUNCT
fuelectenerg-13355	365	27	inf	inf	PROPN
fuelectenerg-13355	365	28	.	.	PUNCT
fuelectenerg-13355	365	29	organ	organ	PROPN
fuelectenerg-13355	365	30	.	.	PUNCT
fuelectenerg-13355	365	31	,	,	PUNCT
fuelectenerg-13355	365	32	vol.32	vol.32	PROPN
fuelectenerg-13355	365	33	,	,	PUNCT
fuelectenerg-13355	365	34	no	no	INTJ
fuelectenerg-13355	365	35	.	.	NOUN
fuelectenerg-13355	365	36	4	4	NUM
fuelectenerg-13355	365	37	,	,	PUNCT
fuelectenerg-13355	365	38	p.	p.	NOUN
fuelectenerg-13355	365	39	100432	100432	NUM
fuelectenerg-13355	365	40	,	,	PUNCT
fuelectenerg-13355	365	41	dec	dec	PROPN
fuelectenerg-13355	365	42	2022	2022	NUM
fuelectenerg-13355	365	43	.	.	PUNCT
fuelectenerg-13355	366	1	[	[	X
fuelectenerg-13355	366	2	15	15	NUM
fuelectenerg-13355	366	3	]	]	X
fuelectenerg-13355	366	4	s.	s.	PROPN
fuelectenerg-13355	366	5	gupta	gupta	PROPN
fuelectenerg-13355	366	6	,	,	PUNCT
fuelectenerg-13355	366	7	s.	s.	PROPN
fuelectenerg-13355	366	8	modgil	modgil	PROPN
fuelectenerg-13355	366	9	,	,	PUNCT
fuelectenerg-13355	366	10	a.	a.	PROPN
fuelectenerg-13355	366	11	kumar	kumar	PROPN
fuelectenerg-13355	366	12	,	,	PUNCT
fuelectenerg-13355	366	13	u.	u.	PROPN
fuelectenerg-13355	366	14	sivarajah	sivarajah	PROPN
fuelectenerg-13355	366	15	and	and	CCONJ
fuelectenerg-13355	366	16	z.	z.	PROPN
fuelectenerg-13355	366	17	irani	irani	PROPN
fuelectenerg-13355	366	18	,	,	PUNCT
fuelectenerg-13355	366	19	"	"	PUNCT
fuelectenerg-13355	366	20	artificial	artificial	ADJ
fuelectenerg-13355	366	21	intelligence	intelligence	NOUN
fuelectenerg-13355	366	22	and	and	CCONJ
fuelectenerg-13355	366	23	cloud	cloud	NOUN
fuelectenerg-13355	366	24	-	-	PUNCT
fuelectenerg-13355	366	25	based	base	VERB
fuelectenerg-13355	366	26	collaborative	collaborative	ADJ
fuelectenerg-13355	366	27	platforms	platform	NOUN
fuelectenerg-13355	366	28	for	for	ADP
fuelectenerg-13355	366	29	managing	manage	VERB
fuelectenerg-13355	366	30	disaster	disaster	NOUN
fuelectenerg-13355	366	31	,	,	PUNCT
fuelectenerg-13355	366	32	extreme	extreme	ADJ
fuelectenerg-13355	366	33	weather	weather	NOUN
fuelectenerg-13355	366	34	and	and	CCONJ
fuelectenerg-13355	366	35	emergency	emergency	NOUN
fuelectenerg-13355	366	36	operations	operation	NOUN
fuelectenerg-13355	366	37	"	"	PUNCT
fuelectenerg-13355	366	38	,	,	PUNCT
fuelectenerg-13355	366	39	int	int	PROPN
fuelectenerg-13355	366	40	.	.	PUNCT
fuelectenerg-13355	367	1	j.	j.	PROPN
fuelectenerg-13355	367	2	prod	prod	PROPN
fuelectenerg-13355	367	3	.	.	PUNCT
fuelectenerg-13355	368	1	econ	econ	PROPN
fuelectenerg-13355	368	2	.	.	PROPN
fuelectenerg-13355	369	1	,	,	PUNCT
fuelectenerg-13355	369	2	vol	vol	NOUN
fuelectenerg-13355	369	3	.	.	PROPN
fuelectenerg-13355	369	4	254	254	NUM
fuelectenerg-13355	369	5	,	,	PUNCT
fuelectenerg-13355	369	6	p.	p.	NOUN
fuelectenerg-13355	369	7	108642	108642	NUM
fuelectenerg-13355	369	8	,	,	PUNCT
fuelectenerg-13355	369	9	dec	dec	PROPN
fuelectenerg-13355	369	10	2022	2022	NUM
fuelectenerg-13355	369	11	.	.	PUNCT
fuelectenerg-13355	370	1	[	[	X
fuelectenerg-13355	370	2	16	16	NUM
fuelectenerg-13355	370	3	]	]	X
fuelectenerg-13355	370	4	c.	c.	PROPN
fuelectenerg-13355	370	5	r.	r.	PROPN
fuelectenerg-13355	370	6	dhivyaa	dhivyaa	PROPN
fuelectenerg-13355	370	7	,	,	PUNCT
fuelectenerg-13355	370	8	k.	k.	PROPN
fuelectenerg-13355	370	9	nithya	nithya	PROPN
fuelectenerg-13355	370	10	,	,	PUNCT
fuelectenerg-13355	370	11	r.	r.	PROPN
fuelectenerg-13355	370	12	dharshini	dharshini	PROPN
fuelectenerg-13355	370	13	,	,	PUNCT
fuelectenerg-13355	370	14	r.	r.	PROPN
fuelectenerg-13355	370	15	sudhakar	sudhakar	PROPN
fuelectenerg-13355	370	16	.	.	PUNCT
fuelectenerg-13355	370	17	,	,	PUNCT
fuelectenerg-13355	370	18	k.	k.	PROPN
fuelectenerg-13355	371	1	sathis	sathis	PROPN
fuelectenerg-13355	371	2	kumar	kumar	PROPN
fuelectenerg-13355	371	3	and	and	CCONJ
fuelectenerg-13355	371	4	t.	t.	PROPN
fuelectenerg-13355	371	5	janani	janani	PROPN
fuelectenerg-13355	371	6	.	.	PUNCT
fuelectenerg-13355	372	1	"	"	PUNCT
fuelectenerg-13355	372	2	fine	fine	ADV
fuelectenerg-13355	372	3	-	-	PUNCT
fuelectenerg-13355	372	4	tuned	tune	VERB
fuelectenerg-13355	372	5	convolutional	convolutional	ADJ
fuelectenerg-13355	372	6	neural	neural	ADJ
fuelectenerg-13355	372	7	networks	network	NOUN
fuelectenerg-13355	372	8	for	for	ADP
fuelectenerg-13355	372	9	tamil	tamil	NOUN
fuelectenerg-13355	372	10	handwritten	handwritten	ADJ
fuelectenerg-13355	372	11	text	text	NOUN
fuelectenerg-13355	372	12	recognition	recognition	NOUN
fuelectenerg-13355	372	13	.	.	PUNCT
fuelectenerg-13355	373	1	"	"	PUNCT
fuelectenerg-13355	373	2	,	,	PUNCT
fuelectenerg-13355	373	3	in	in	ADP
fuelectenerg-13355	373	4	proceedings	proceeding	NOUN
fuelectenerg-13355	373	5	of	of	ADP
fuelectenerg-13355	373	6	the	the	DET
fuelectenerg-13355	373	7	8th	8th	ADJ
fuelectenerg-13355	373	8	international	international	ADJ
fuelectenerg-13355	373	9	conference	conference	NOUN
fuelectenerg-13355	373	10	on	on	ADP
fuelectenerg-13355	373	11	communication	communication	NOUN
fuelectenerg-13355	373	12	and	and	CCONJ
fuelectenerg-13355	373	13	electronics	electronic	NOUN
fuelectenerg-13355	373	14	systems	system	NOUN
fuelectenerg-13355	373	15	(	(	PUNCT
fuelectenerg-13355	373	16	icces	icce	NOUN
fuelectenerg-13355	373	17	)	)	PUNCT
fuelectenerg-13355	373	18	,	,	PUNCT
fuelectenerg-13355	373	19	2023	2023	NUM
fuelectenerg-13355	373	20	,	,	PUNCT
fuelectenerg-13355	373	21	pp	pp	ADV
fuelectenerg-13355	373	22	.	.	PUNCT
fuelectenerg-13355	373	23	887	887	NUM
fuelectenerg-13355	373	24	-	-	SYM
fuelectenerg-13355	373	25	893	893	NUM
fuelectenerg-13355	373	26	.	.	PUNCT
fuelectenerg-13355	374	1	[	[	X
fuelectenerg-13355	374	2	17	17	NUM
fuelectenerg-13355	374	3	]	]	X
fuelectenerg-13355	374	4	d.	d.	PROPN
fuelectenerg-13355	374	5	parres	parre	NOUN
fuelectenerg-13355	374	6	and	and	CCONJ
fuelectenerg-13355	374	7	r.	r.	PROPN
fuelectenerg-13355	374	8	paredes	paredes	PROPN
fuelectenerg-13355	374	9	,	,	PUNCT
fuelectenerg-13355	374	10	"	"	PUNCT
fuelectenerg-13355	374	11	fine	fine	ADJ
fuelectenerg-13355	374	12	-	-	PUNCT
fuelectenerg-13355	374	13	tuning	tune	VERB
fuelectenerg-13355	374	14	vision	vision	NOUN
fuelectenerg-13355	374	15	encoder	encoder	NOUN
fuelectenerg-13355	374	16	–	–	PUNCT
fuelectenerg-13355	374	17	decoder	decoder	NOUN
fuelectenerg-13355	374	18	transformers	transformer	NOUN
fuelectenerg-13355	374	19	for	for	ADP
fuelectenerg-13355	374	20	handwriting	handwriting	NOUN
fuelectenerg-13355	374	21	text	text	NOUN
fuelectenerg-13355	374	22	recognition	recognition	NOUN
fuelectenerg-13355	374	23	on	on	ADP
fuelectenerg-13355	374	24	historical	historical	ADJ
fuelectenerg-13355	374	25	documents	document	NOUN
fuelectenerg-13355	374	26	"	"	PUNCT
fuelectenerg-13355	374	27	in	in	ADP
fuelectenerg-13355	374	28	proceedings	proceeding	NOUN
fuelectenerg-13355	374	29	of	of	ADP
fuelectenerg-13355	374	30	international	international	ADJ
fuelectenerg-13355	374	31	conference	conference	NOUN
fuelectenerg-13355	374	32	on	on	ADP
fuelectenerg-13355	374	33	document	document	NOUN
fuelectenerg-13355	374	34	analysis	analysis	NOUN
fuelectenerg-13355	374	35	and	and	CCONJ
fuelectenerg-13355	374	36	recognition	recognition	NOUN
fuelectenerg-13355	374	37	.	.	PUNCT
fuelectenerg-13355	375	1	2023	2023	NUM
fuelectenerg-13355	375	2	,	,	PUNCT
fuelectenerg-13355	375	3	pp	pp	ADJ
fuelectenerg-13355	375	4	.	.	PUNCT
fuelectenerg-13355	375	5	253	253	NUM
fuelectenerg-13355	375	6	-	-	NUM
fuelectenerg-13355	375	7	268	268	NUM
fuelectenerg-13355	375	8	.	.	PUNCT
fuelectenerg-13355	376	1	[	[	X
fuelectenerg-13355	376	2	18	18	NUM
fuelectenerg-13355	376	3	]	]	PUNCT
fuelectenerg-13355	376	4	m.	m.	NOUN
fuelectenerg-13355	376	5	p.	p.	PROPN
fuelectenerg-13355	376	6	kalra	kalra	PROPN
fuelectenerg-13355	376	7	,	,	PUNCT
fuelectenerg-13355	376	8	a.	a.	NOUN
fuelectenerg-13355	376	9	kushwaha	kushwaha	PROPN
fuelectenerg-13355	376	10	and	and	CCONJ
fuelectenerg-13355	376	11	p.	p.	PROPN
fuelectenerg-13355	376	12	p.	p.	PROPN
fuelectenerg-13355	376	13	vuppuluri	vuppuluri	PROPN
fuelectenerg-13355	376	14	,	,	PUNCT
fuelectenerg-13355	376	15	"	"	PUNCT
fuelectenerg-13355	376	16	llm	llm	PROPN
fuelectenerg-13355	376	17	powered	powered	ADJ
fuelectenerg-13355	376	18	htr	htr	PROPN
fuelectenerg-13355	376	19	:	:	PUNCT
fuelectenerg-13355	376	20	integrating	integrate	VERB
fuelectenerg-13355	376	21	handwritten	handwritten	ADJ
fuelectenerg-13355	376	22	text	text	NOUN
fuelectenerg-13355	376	23	recognition	recognition	NOUN
fuelectenerg-13355	376	24	system	system	NOUN
fuelectenerg-13355	376	25	with	with	ADP
fuelectenerg-13355	376	26	large	large	ADJ
fuelectenerg-13355	376	27	language	language	NOUN
fuelectenerg-13355	376	28	model	model	NOUN
fuelectenerg-13355	376	29	,	,	PUNCT
fuelectenerg-13355	376	30	"	"	PUNCT
fuelectenerg-13355	376	31	in	in	ADP
fuelectenerg-13355	376	32	proceedings	proceeding	NOUN
fuelectenerg-13355	376	33	of	of	ADP
fuelectenerg-13355	376	34	ieee	ieee	NOUN
fuelectenerg-13355	376	35	students	student	NOUN
fuelectenerg-13355	376	36	conference	conference	VERB
fuelectenerg-13355	376	37	on	on	ADP
fuelectenerg-13355	376	38	engineering	engineering	NOUN
fuelectenerg-13355	376	39	and	and	CCONJ
fuelectenerg-13355	376	40	systems	system	NOUN
fuelectenerg-13355	376	41	(	(	PUNCT
fuelectenerg-13355	376	42	sces	sce	NOUN
fuelectenerg-13355	376	43	)	)	PUNCT
fuelectenerg-13355	376	44	,	,	PUNCT
fuelectenerg-13355	376	45	prayagraj	prayagraj	PROPN
fuelectenerg-13355	376	46	,	,	PUNCT
fuelectenerg-13355	376	47	india	india	PROPN
fuelectenerg-13355	376	48	,	,	PUNCT
fuelectenerg-13355	376	49	2024	2024	NUM
fuelectenerg-13355	376	50	,	,	PUNCT
fuelectenerg-13355	376	51	pp	pp	ADJ
fuelectenerg-13355	376	52	.	.	PUNCT
fuelectenerg-13355	377	1	1	1	NUM
fuelectenerg-13355	377	2	-	-	SYM
fuelectenerg-13355	377	3	6	6	NUM
fuelectenerg-13355	377	4	.	.	PUNCT
fuelectenerg-13355	378	1	[	[	X
fuelectenerg-13355	378	2	19	19	NUM
fuelectenerg-13355	378	3	]	]	X
fuelectenerg-13355	378	4	j.	j.	PROPN
fuelectenerg-13355	378	5	kohút	kohút	PROPN
fuelectenerg-13355	378	6	and	and	CCONJ
fuelectenerg-13355	378	7	m.	m.	NOUN
fuelectenerg-13355	378	8	hradiš	hradiš	NOUN
fuelectenerg-13355	378	9	.	.	PUNCT
fuelectenerg-13355	379	1	"	"	PUNCT
fuelectenerg-13355	379	2	fine	fine	ADV
fuelectenerg-13355	379	3	-	-	PUNCT
fuelectenerg-13355	379	4	tuning	tuning	NOUN
fuelectenerg-13355	379	5	is	be	AUX
fuelectenerg-13355	379	6	a	a	DET
fuelectenerg-13355	379	7	surprisingly	surprisingly	ADV
fuelectenerg-13355	379	8	effective	effective	ADJ
fuelectenerg-13355	379	9	domain	domain	NOUN
fuelectenerg-13355	379	10	adaptation	adaptation	NOUN
fuelectenerg-13355	379	11	baseline	baseline	NOUN
fuelectenerg-13355	379	12	in	in	ADP
fuelectenerg-13355	379	13	handwriting	handwriting	NOUN
fuelectenerg-13355	379	14	recognition	recognition	NOUN
fuelectenerg-13355	379	15	"	"	PUNCT
fuelectenerg-13355	379	16	,	,	PUNCT
fuelectenerg-13355	379	17	in	in	ADP
fuelectenerg-13355	379	18	proceedings	proceeding	NOUN
fuelectenerg-13355	379	19	of	of	ADP
fuelectenerg-13355	379	20	international	international	ADJ
fuelectenerg-13355	379	21	conference	conference	NOUN
fuelectenerg-13355	379	22	on	on	ADP
fuelectenerg-13355	379	23	document	document	NOUN
fuelectenerg-13355	379	24	analysis	analysis	NOUN
fuelectenerg-13355	379	25	and	and	CCONJ
fuelectenerg-13355	379	26	recognition	recognition	NOUN
fuelectenerg-13355	379	27	,	,	PUNCT
fuelectenerg-13355	379	28	arxiv:2302.06308	arxiv:2302.06308	PROPN
fuelectenerg-13355	379	29	,	,	PUNCT
fuelectenerg-13355	379	30	2023	2023	NUM
fuelectenerg-13355	379	31	.	.	PUNCT
fuelectenerg-13355	380	1	[	[	X
fuelectenerg-13355	380	2	20	20	NUM
fuelectenerg-13355	380	3	]	]	PUNCT
fuelectenerg-13355	380	4	p.	p.	PROPN
fuelectenerg-13355	380	5	kumar	kumar	PROPN
fuelectenerg-13355	380	6	and	and	CCONJ
fuelectenerg-13355	380	7	b.	b.	PROPN
fuelectenerg-13355	380	8	raman	raman	PROPN
fuelectenerg-13355	380	9	,	,	PUNCT
fuelectenerg-13355	380	10	"	"	PUNCT
fuelectenerg-13355	380	11	a	a	DET
fuelectenerg-13355	380	12	bert	bert	NOUN
fuelectenerg-13355	380	13	based	base	VERB
fuelectenerg-13355	380	14	dualchannel	dualchannel	NOUN
fuelectenerg-13355	380	15	explainable	explainable	ADJ
fuelectenerg-13355	380	16	text	text	NOUN
fuelectenerg-13355	380	17	emotion	emotion	NOUN
fuelectenerg-13355	380	18	recognition	recognition	NOUN
fuelectenerg-13355	380	19	system	system	NOUN
fuelectenerg-13355	380	20	,	,	PUNCT
fuelectenerg-13355	380	21	"	"	PUNCT
fuelectenerg-13355	380	22	neural	neural	ADJ
fuelectenerg-13355	380	23	netw	netw	NOUN
fuelectenerg-13355	380	24	.	.	PUNCT
fuelectenerg-13355	380	25	,	,	PUNCT
fuelectenerg-13355	380	26	vol	vol	NOUN
fuelectenerg-13355	380	27	.	.	PROPN
fuelectenerg-13355	380	28	150	150	NUM
fuelectenerg-13355	380	29	,	,	PUNCT
fuelectenerg-13355	380	30	pp	pp	ADJ
fuelectenerg-13355	380	31	.	.	PUNCT
fuelectenerg-13355	381	1	392	392	NUM
fuelectenerg-13355	381	2	-	-	SYM
fuelectenerg-13355	381	3	407	407	NUM
fuelectenerg-13355	381	4	,	,	PUNCT
fuelectenerg-13355	381	5	june	june	PROPN
fuelectenerg-13355	381	6	2022	2022	NUM
fuelectenerg-13355	381	7	.	.	PUNCT
fuelectenerg-13355	382	1	[	[	X
fuelectenerg-13355	382	2	21	21	NUM
fuelectenerg-13355	382	3	]	]	PUNCT
fuelectenerg-13355	382	4	m.	m.	NOUN
fuelectenerg-13355	382	5	badpeima	badpeima	PROPN
fuelectenerg-13355	382	6	,	,	PUNCT
fuelectenerg-13355	382	7	h.	h.	PROPN
fuelectenerg-13355	382	8	shirazi	shirazi	PROPN
fuelectenerg-13355	382	9	and	and	CCONJ
fuelectenerg-13355	382	10	s.s	s.s	PROPN
fuelectenerg-13355	382	11	.	.	PROPN
fuelectenerg-13355	382	12	sadidpur	sadidpur	NOUN
fuelectenerg-13355	382	13	,	,	PUNCT
fuelectenerg-13355	382	14	"	"	PUNCT
fuelectenerg-13355	382	15	determining	determine	VERB
fuelectenerg-13355	382	16	the	the	DET
fuelectenerg-13355	382	17	polarity	polarity	NOUN
fuelectenerg-13355	382	18	of	of	ADP
fuelectenerg-13355	382	19	persian	persian	ADJ
fuelectenerg-13355	382	20	texts	text	NOUN
fuelectenerg-13355	382	21	using	use	VERB
fuelectenerg-13355	382	22	lstm	lstm	ADJ
fuelectenerg-13355	382	23	recurrent	recurrent	ADJ
fuelectenerg-13355	382	24	networks	network	NOUN
fuelectenerg-13355	382	25	"	"	PUNCT
fuelectenerg-13355	382	26	,	,	PUNCT
fuelectenerg-13355	382	27	in	in	ADP
fuelectenerg-13355	382	28	proceedings	proceeding	NOUN
fuelectenerg-13355	382	29	of	of	ADP
fuelectenerg-13355	382	30	the	the	DET
fuelectenerg-13355	382	31	3rd	3rd	ADJ
fuelectenerg-13355	382	32	international	international	ADJ
fuelectenerg-13355	382	33	conference	conference	NOUN
fuelectenerg-13355	382	34	on	on	ADP
fuelectenerg-13355	382	35	electrical	electrical	ADJ
fuelectenerg-13355	382	36	,	,	PUNCT
fuelectenerg-13355	382	37	electronic	electronic	ADJ
fuelectenerg-13355	382	38	,	,	PUNCT
fuelectenerg-13355	382	39	and	and	CCONJ
fuelectenerg-13355	382	40	computer	computer	NOUN
fuelectenerg-13355	382	41	engineering	engineering	NOUN
fuelectenerg-13355	382	42	,	,	PUNCT
fuelectenerg-13355	382	43	norway	norway	PROPN
fuelectenerg-13355	382	44	,	,	PUNCT
fuelectenerg-13355	382	45	2016	2016	NUM
fuelectenerg-13355	382	46	[	[	PUNCT
fuelectenerg-13355	382	47	in	in	ADP
fuelectenerg-13355	382	48	persian	persian	PROPN
fuelectenerg-13355	382	49	]	]	PUNCT
fuelectenerg-13355	382	50	.	.	PUNCT
fuelectenerg-13355	383	1	[	[	X
fuelectenerg-13355	383	2	22	22	NUM
fuelectenerg-13355	383	3	]	]	PUNCT
fuelectenerg-13355	383	4	a.	a.	NOUN
fuelectenerg-13355	383	5	onan	onan	PROPN
fuelectenerg-13355	383	6	,	,	PUNCT
fuelectenerg-13355	383	7	"	"	PUNCT
fuelectenerg-13355	383	8	sentiment	sentiment	NOUN
fuelectenerg-13355	383	9	analysis	analysis	NOUN
fuelectenerg-13355	383	10	on	on	ADP
fuelectenerg-13355	383	11	massive	massive	ADJ
fuelectenerg-13355	383	12	open	open	ADJ
fuelectenerg-13355	383	13	online	online	ADJ
fuelectenerg-13355	383	14	course	course	NOUN
fuelectenerg-13355	383	15	evaluations	evaluation	NOUN
fuelectenerg-13355	383	16	:	:	PUNCT
fuelectenerg-13355	383	17	a	a	DET
fuelectenerg-13355	383	18	text	text	NOUN
fuelectenerg-13355	383	19	mining	mining	NOUN
fuelectenerg-13355	383	20	and	and	CCONJ
fuelectenerg-13355	383	21	deep	deep	ADJ
fuelectenerg-13355	383	22	learning	learning	NOUN
fuelectenerg-13355	383	23	approach	approach	NOUN
fuelectenerg-13355	383	24	"	"	PUNCT
fuelectenerg-13355	383	25	,	,	PUNCT
fuelectenerg-13355	383	26	comput	comput	NOUN
fuelectenerg-13355	383	27	.	.	PUNCT
fuelectenerg-13355	384	1	appl	appl	PROPN
fuelectenerg-13355	384	2	.	.	PUNCT
fuelectenerg-13355	385	1	eng	eng	PROPN
fuelectenerg-13355	385	2	.	.	PROPN
fuelectenerg-13355	385	3	educ	educ	PROPN
fuelectenerg-13355	385	4	.	.	PUNCT
fuelectenerg-13355	385	5	,	,	PUNCT
fuelectenerg-13355	385	6	vol	vol	NOUN
fuelectenerg-13355	385	7	.	.	PROPN
fuelectenerg-13355	385	8	29	29	NUM
fuelectenerg-13355	385	9	,	,	PUNCT
fuelectenerg-13355	385	10	no	no	INTJ
fuelectenerg-13355	385	11	.	.	NOUN
fuelectenerg-13355	385	12	3	3	NUM
fuelectenerg-13355	385	13	,	,	PUNCT
fuelectenerg-13355	385	14	pp	pp	ADJ
fuelectenerg-13355	385	15	.	.	PUNCT
fuelectenerg-13355	386	1	572	572	NUM
fuelectenerg-13355	386	2	-	-	SYM
fuelectenerg-13355	386	3	589	589	NUM
fuelectenerg-13355	386	4	,	,	PUNCT
fuelectenerg-13355	386	5	2021	2021	NUM
fuelectenerg-13355	386	6	.	.	PUNCT
fuelectenerg-13355	387	1	[	[	X
fuelectenerg-13355	387	2	23	23	NUM
fuelectenerg-13355	387	3	]	]	X
fuelectenerg-13355	387	4	h.	h.	PROPN
fuelectenerg-13355	387	5	han	han	PROPN
fuelectenerg-13355	387	6	,	,	PUNCT
fuelectenerg-13355	387	7	z.	z.	PROPN
fuelectenerg-13355	387	8	ke	ke	PROPN
fuelectenerg-13355	387	9	,	,	PUNCT
fuelectenerg-13355	387	10	x.	x.	PROPN
fuelectenerg-13355	387	11	nie	nie	PROPN
fuelectenerg-13355	387	12	,	,	PUNCT
fuelectenerg-13355	387	13	l.	l.	PROPN
fuelectenerg-13355	387	14	dai	dai	PROPN
fuelectenerg-13355	387	15	and	and	CCONJ
fuelectenerg-13355	387	16	w.	w.	PROPN
fuelectenerg-13355	387	17	slamu	slamu	PROPN
fuelectenerg-13355	387	18	,	,	PUNCT
fuelectenerg-13355	387	19	"	"	PUNCT
fuelectenerg-13355	387	20	multimodal	multimodal	ADJ
fuelectenerg-13355	387	21	fusion	fusion	NOUN
fuelectenerg-13355	387	22	with	with	ADP
fuelectenerg-13355	387	23	dual	dual	ADJ
fuelectenerg-13355	387	24	-	-	PUNCT
fuelectenerg-13355	387	25	attention	attention	NOUN
fuelectenerg-13355	387	26	based	base	VERB
fuelectenerg-13355	387	27	on	on	ADP
fuelectenerg-13355	387	28	textual	textual	ADJ
fuelectenerg-13355	387	29	double	double	ADV
fuelectenerg-13355	387	30	-	-	PUNCT
fuelectenerg-13355	387	31	embedding	embed	VERB
fuelectenerg-13355	387	32	networks	network	NOUN
fuelectenerg-13355	387	33	for	for	ADP
fuelectenerg-13355	387	34	rumor	rumor	NOUN
fuelectenerg-13355	387	35	detection	detection	NOUN
fuelectenerg-13355	387	36	,	,	PUNCT
fuelectenerg-13355	387	37	"	"	PUNCT
fuelectenerg-13355	387	38	appl	appl	NOUN
fuelectenerg-13355	387	39	.	.	PUNCT
fuelectenerg-13355	388	1	sci	sci	PROPN
fuelectenerg-13355	388	2	.	.	PROPN
fuelectenerg-13355	388	3	,	,	PUNCT
fuelectenerg-13355	388	4	vol	vol	NOUN
fuelectenerg-13355	388	5	.	.	PROPN
fuelectenerg-13355	388	6	13	13	NUM
fuelectenerg-13355	388	7	,	,	PUNCT
fuelectenerg-13355	388	8	no	no	INTJ
fuelectenerg-13355	388	9	.	.	NOUN
fuelectenerg-13355	388	10	8	8	NUM
fuelectenerg-13355	388	11	,	,	PUNCT
fuelectenerg-13355	388	12	p.	p.	NOUN
fuelectenerg-13355	388	13	4886	4886	NUM
fuelectenerg-13355	388	14	,	,	PUNCT
fuelectenerg-13355	388	15	2023	2023	NUM
fuelectenerg-13355	388	16	.	.	PUNCT
fuelectenerg-13355	389	1	[	[	X
fuelectenerg-13355	389	2	24	24	NUM
fuelectenerg-13355	389	3	]	]	X
fuelectenerg-13355	389	4	n.	n.	NOUN
fuelectenerg-13355	389	5	majma	majma	NOUN
fuelectenerg-13355	389	6	and	and	CCONJ
fuelectenerg-13355	389	7	s.bashtin	s.bashtin	ADJ
fuelectenerg-13355	389	8	,	,	PUNCT
fuelectenerg-13355	389	9	"	"	PUNCT
fuelectenerg-13355	389	10	detection	detection	NOUN
fuelectenerg-13355	389	11	of	of	ADP
fuelectenerg-13355	389	12	plagiarism	plagiarism	NOUN
fuelectenerg-13355	389	13	in	in	ADP
fuelectenerg-13355	389	14	scientific	scientific	ADJ
fuelectenerg-13355	389	15	texts	text	NOUN
fuelectenerg-13355	389	16	based	base	VERB
fuelectenerg-13355	389	17	on	on	ADP
fuelectenerg-13355	389	18	text	text	NOUN
fuelectenerg-13355	389	19	blocking	blocking	NOUN
fuelectenerg-13355	389	20	and	and	CCONJ
fuelectenerg-13355	389	21	cosine	cosine	NOUN
fuelectenerg-13355	389	22	similarity	similarity	NOUN
fuelectenerg-13355	389	23	criteria	criterion	NOUN
fuelectenerg-13355	389	24	"	"	PUNCT
fuelectenerg-13355	389	25	,	,	PUNCT
fuelectenerg-13355	389	26	soft	soft	ADJ
fuelectenerg-13355	389	27	comput	comput	NOUN
fuelectenerg-13355	389	28	.	.	PUNCT
fuelectenerg-13355	390	1	j.	j.	PROPN
fuelectenerg-13355	390	2	,	,	PUNCT
fuelectenerg-13355	390	3	vol	vol	NOUN
fuelectenerg-13355	390	4	.	.	PROPN
fuelectenerg-13355	390	5	11	11	NUM
fuelectenerg-13355	390	6	,	,	PUNCT
fuelectenerg-13355	390	7	no	no	INTJ
fuelectenerg-13355	390	8	.	.	NOUN
fuelectenerg-13355	390	9	1	1	NUM
fuelectenerg-13355	390	10	,	,	PUNCT
fuelectenerg-13355	390	11	pp.60	pp.60	PROPN
fuelectenerg-13355	390	12	-	-	SYM
fuelectenerg-13355	390	13	71	71	NUM
fuelectenerg-13355	390	14	,	,	PUNCT
fuelectenerg-13355	390	15	2022	2022	NUM
fuelectenerg-13355	390	16	.	.	PUNCT
fuelectenerg-13355	391	1	a	a	DET
fuelectenerg-13355	391	2	structure	structure	NOUN
fuelectenerg-13355	391	3	based	base	VERB
fuelectenerg-13355	391	4	on	on	ADP
fuelectenerg-13355	391	5	trocr	trocr	ADJ
fuelectenerg-13355	391	6	transformer	transformer	NOUN
fuelectenerg-13355	391	7	and	and	CCONJ
fuelectenerg-13355	391	8	large	large	ADJ
fuelectenerg-13355	391	9	language	language	NOUN
fuelectenerg-13355	391	10	model	model	NOUN
fuelectenerg-13355	391	11	for	for	ADP
fuelectenerg-13355	391	12	classification	classification	NOUN
fuelectenerg-13355	391	13	of	of	ADP
fuelectenerg-13355	391	14	....	....	PUNCT
fuelectenerg-13355	391	15	713	713	NUM
fuelectenerg-13355	392	1	[	[	X
fuelectenerg-13355	392	2	25	25	NUM
fuelectenerg-13355	392	3	]	]	X
fuelectenerg-13355	392	4	r.	r.	PROPN
fuelectenerg-13355	392	5	behzadidoost	behzadidoost	PROPN
fuelectenerg-13355	392	6	,	,	PUNCT
fuelectenerg-13355	392	7	f.	f.	PROPN
fuelectenerg-13355	392	8	mahan	mahan	PROPN
fuelectenerg-13355	392	9	and	and	CCONJ
fuelectenerg-13355	392	10	h.	h.	PROPN
fuelectenerg-13355	392	11	izadkhah	izadkhah	PROPN
fuelectenerg-13355	392	12	,	,	PUNCT
fuelectenerg-13355	392	13	"	"	PUNCT
fuelectenerg-13355	392	14	granular	granular	ADJ
fuelectenerg-13355	392	15	computing	computing	NOUN
fuelectenerg-13355	392	16	-	-	PUNCT
fuelectenerg-13355	392	17	based	base	VERB
fuelectenerg-13355	392	18	deep	deep	ADJ
fuelectenerg-13355	392	19	learning	learning	NOUN
fuelectenerg-13355	392	20	for	for	ADP
fuelectenerg-13355	392	21	text	text	NOUN
fuelectenerg-13355	392	22	classification	classification	NOUN
fuelectenerg-13355	392	23	,	,	PUNCT
fuelectenerg-13355	392	24	"	"	PUNCT
fuelectenerg-13355	392	25	inf	inf	PROPN
fuelectenerg-13355	392	26	.	.	PUNCT
fuelectenerg-13355	393	1	sci	sci	PROPN
fuelectenerg-13355	393	2	.	.	PROPN
fuelectenerg-13355	393	3	,	,	PUNCT
fuelectenerg-13355	393	4	vol	vol	NOUN
fuelectenerg-13355	393	5	.	.	PROPN
fuelectenerg-13355	393	6	652	652	NUM
fuelectenerg-13355	393	7	,	,	PUNCT
fuelectenerg-13355	393	8	p.	p.	NOUN
fuelectenerg-13355	393	9	119746	119746	NUM
fuelectenerg-13355	393	10	,	,	PUNCT
fuelectenerg-13355	393	11	2024	2024	NUM
fuelectenerg-13355	393	12	.	.	PUNCT
fuelectenerg-13355	394	1	[	[	X
fuelectenerg-13355	394	2	26	26	NUM
fuelectenerg-13355	394	3	]	]	X
fuelectenerg-13355	394	4	b.	b.	PROPN
fuelectenerg-13355	394	5	shi	shi	PROPN
fuelectenerg-13355	394	6	,	,	PUNCT
fuelectenerg-13355	394	7	x.	x.	PROPN
fuelectenerg-13355	394	8	bai	bai	PROPN
fuelectenerg-13355	394	9	and	and	CCONJ
fuelectenerg-13355	394	10	c.	c.	PROPN
fuelectenerg-13355	394	11	yao	yao	PROPN
fuelectenerg-13355	394	12	,	,	PUNCT
fuelectenerg-13355	394	13	"	"	PUNCT
fuelectenerg-13355	394	14	an	an	DET
fuelectenerg-13355	394	15	end	end	NOUN
fuelectenerg-13355	394	16	-	-	PUNCT
fuelectenerg-13355	394	17	to	to	ADP
fuelectenerg-13355	394	18	-	-	PUNCT
fuelectenerg-13355	394	19	end	end	NOUN
fuelectenerg-13355	394	20	trainable	trainable	ADJ
fuelectenerg-13355	394	21	neural	neural	ADJ
fuelectenerg-13355	394	22	network	network	NOUN
fuelectenerg-13355	394	23	for	for	ADP
fuelectenerg-13355	394	24	image	image	NOUN
fuelectenerg-13355	394	25	-	-	PUNCT
fuelectenerg-13355	394	26	based	base	VERB
fuelectenerg-13355	394	27	sequence	sequence	NOUN
fuelectenerg-13355	394	28	recognition	recognition	NOUN
fuelectenerg-13355	394	29	and	and	CCONJ
fuelectenerg-13355	394	30	its	its	PRON
fuelectenerg-13355	394	31	application	application	NOUN
fuelectenerg-13355	394	32	to	to	PART
fuelectenerg-13355	394	33	scene	scene	VERB
fuelectenerg-13355	394	34	text	text	NOUN
fuelectenerg-13355	394	35	recognition	recognition	NOUN
fuelectenerg-13355	394	36	,	,	PUNCT
fuelectenerg-13355	394	37	"	"	PUNCT
fuelectenerg-13355	394	38	ieee	ieee	NOUN
fuelectenerg-13355	394	39	trans	tran	NOUN
fuelectenerg-13355	394	40	.	.	PUNCT
fuelectenerg-13355	394	41	pattern	pattern	PROPN
fuelectenerg-13355	394	42	anal	anal	PROPN
fuelectenerg-13355	394	43	.	.	PUNCT
fuelectenerg-13355	395	1	mach	mach	PROPN
fuelectenerg-13355	395	2	.	.	PUNCT
fuelectenerg-13355	396	1	intell	intell	PROPN
fuelectenerg-13355	396	2	.	.	PUNCT
fuelectenerg-13355	397	1	,	,	PUNCT
fuelectenerg-13355	397	2	vol	vol	NOUN
fuelectenerg-13355	397	3	.	.	PROPN
fuelectenerg-13355	397	4	39	39	NUM
fuelectenerg-13355	397	5	,	,	PUNCT
fuelectenerg-13355	397	6	no	no	INTJ
fuelectenerg-13355	397	7	.	.	NOUN
fuelectenerg-13355	397	8	11	11	NUM
fuelectenerg-13355	397	9	,	,	PUNCT
fuelectenerg-13355	397	10	pp	pp	ADJ
fuelectenerg-13355	397	11	.	.	PUNCT
fuelectenerg-13355	398	1	2298	2298	NUM
fuelectenerg-13355	398	2	-	-	SYM
fuelectenerg-13355	398	3	2304	2304	NUM
fuelectenerg-13355	398	4	,	,	PUNCT
fuelectenerg-13355	398	5	2017	2017	NUM
fuelectenerg-13355	398	6	.	.	PUNCT
fuelectenerg-13355	399	1	[	[	X
fuelectenerg-13355	399	2	27	27	NUM
fuelectenerg-13355	399	3	]	]	PUNCT
fuelectenerg-13355	399	4	m.	m.	NOUN
fuelectenerg-13355	399	5	li	li	PROPN
fuelectenerg-13355	399	6	,	,	PUNCT
fuelectenerg-13355	399	7	t.	t.	PROPN
fuelectenerg-13355	399	8	lv	lv	PROPN
fuelectenerg-13355	399	9	,	,	PUNCT
fuelectenerg-13355	399	10	j.	j.	PROPN
fuelectenerg-13355	399	11	chen	chen	PROPN
fuelectenerg-13355	399	12	,	,	PUNCT
fuelectenerg-13355	399	13	l.	l.	PROPN
fuelectenerg-13355	399	14	cui	cui	PROPN
fuelectenerg-13355	399	15	,	,	PUNCT
fuelectenerg-13355	399	16	y.	y.	PROPN
fuelectenerg-13355	399	17	lu	lu	PROPN
fuelectenerg-13355	399	18	,	,	PUNCT
fuelectenerg-13355	399	19	d.	d.	PROPN
fuelectenerg-13355	399	20	florencio	florencio	PROPN
fuelectenerg-13355	399	21	,	,	PUNCT
fuelectenerg-13355	399	22	c.	c.	PROPN
fuelectenerg-13355	399	23	zhang	zhang	PROPN
fuelectenerg-13355	399	24	,	,	PUNCT
fuelectenerg-13355	399	25	z.	z.	PROPN
fuelectenerg-13355	399	26	li	li	PROPN
fuelectenerg-13355	399	27	and	and	CCONJ
fuelectenerg-13355	399	28	wei	wei	PROPN
fuelectenerg-13355	399	29	,	,	PUNCT
fuelectenerg-13355	399	30	f.	f.	PROPN
fuelectenerg-13355	399	31	,	,	PUNCT
fuelectenerg-13355	399	32	"	"	PUNCT
fuelectenerg-13355	399	33	trocr	trocr	PROPN
fuelectenerg-13355	399	34	:	:	PUNCT
fuelectenerg-13355	399	35	transformerbased	transformerbase	VERB
fuelectenerg-13355	399	36	optical	optical	ADJ
fuelectenerg-13355	399	37	character	character	NOUN
fuelectenerg-13355	399	38	recognition	recognition	NOUN
fuelectenerg-13355	399	39	with	with	ADP
fuelectenerg-13355	399	40	pre	pre	ADJ
fuelectenerg-13355	399	41	-	-	ADJ
fuelectenerg-13355	399	42	trained	train	VERB
fuelectenerg-13355	399	43	models	model	NOUN
fuelectenerg-13355	399	44	"	"	PUNCT
fuelectenerg-13355	399	45	,	,	PUNCT
fuelectenerg-13355	399	46	in	in	ADP
fuelectenerg-13355	399	47	proceedings	proceeding	NOUN
fuelectenerg-13355	399	48	of	of	ADP
fuelectenerg-13355	399	49	the	the	DET
fuelectenerg-13355	399	50	aaai	aaai	PROPN
fuelectenerg-13355	399	51	conference	conference	NOUN
fuelectenerg-13355	399	52	on	on	ADP
fuelectenerg-13355	399	53	artificial	artificial	ADJ
fuelectenerg-13355	399	54	intelligence	intelligence	NOUN
fuelectenerg-13355	399	55	,	,	PUNCT
fuelectenerg-13355	399	56	vol	vol	NOUN
fuelectenerg-13355	399	57	.	.	PROPN
fuelectenerg-13355	399	58	37	37	NUM
fuelectenerg-13355	399	59	,	,	PUNCT
fuelectenerg-13355	399	60	no	no	INTJ
fuelectenerg-13355	399	61	.	.	NOUN
fuelectenerg-13355	399	62	11	11	NUM
fuelectenerg-13355	399	63	,	,	PUNCT
fuelectenerg-13355	399	64	pp	pp	ADJ
fuelectenerg-13355	399	65	.	.	PUNCT
fuelectenerg-13355	399	66	13094	13094	NUM
fuelectenerg-13355	399	67	-	-	SYM
fuelectenerg-13355	399	68	13102	13102	NUM
fuelectenerg-13355	399	69	,	,	PUNCT
fuelectenerg-13355	399	70	2023	2023	NUM
fuelectenerg-13355	399	71	.	.	PUNCT
fuelectenerg-13355	400	1	[	[	X
fuelectenerg-13355	400	2	28	28	NUM
fuelectenerg-13355	400	3	]	]	X
fuelectenerg-13355	400	4	x.	x.	NOUN
fuelectenerg-13355	400	5	zhou	zhou	PROPN
fuelectenerg-13355	400	6	,	,	PUNCT
fuelectenerg-13355	400	7	c.	c.	PROPN
fuelectenerg-13355	400	8	yao	yao	PROPN
fuelectenerg-13355	400	9	,	,	PUNCT
fuelectenerg-13355	400	10	h.	h.	PROPN
fuelectenerg-13355	400	11	wen	wen	PROPN
fuelectenerg-13355	400	12	,	,	PUNCT
fuelectenerg-13355	400	13	et	et	PROPN
fuelectenerg-13355	400	14	al	al	PROPN
fuelectenerg-13355	400	15	.	.	PROPN
fuelectenerg-13355	400	16	,	,	PUNCT
fuelectenerg-13355	400	17	"	"	PUNCT
fuelectenerg-13355	400	18	east	east	NOUN
fuelectenerg-13355	400	19	:	:	PUNCT
fuelectenerg-13355	400	20	an	an	DET
fuelectenerg-13355	400	21	efficient	efficient	ADJ
fuelectenerg-13355	400	22	and	and	CCONJ
fuelectenerg-13355	400	23	accurate	accurate	ADJ
fuelectenerg-13355	400	24	scene	scene	NOUN
fuelectenerg-13355	400	25	text	text	NOUN
fuelectenerg-13355	400	26	detector	detector	NOUN
fuelectenerg-13355	400	27	"	"	PUNCT
fuelectenerg-13355	400	28	,	,	PUNCT
fuelectenerg-13355	400	29	in	in	ADP
fuelectenerg-13355	400	30	proceedings	proceeding	NOUN
fuelectenerg-13355	400	31	of	of	ADP
fuelectenerg-13355	400	32	the	the	DET
fuelectenerg-13355	400	33	ieee	ieee	NOUN
fuelectenerg-13355	400	34	conference	conference	NOUN
fuelectenerg-13355	400	35	on	on	ADP
fuelectenerg-13355	400	36	computer	computer	NOUN
fuelectenerg-13355	400	37	vision	vision	NOUN
fuelectenerg-13355	400	38	and	and	CCONJ
fuelectenerg-13355	400	39	pattern	pattern	NOUN
fuelectenerg-13355	400	40	recognition	recognition	NOUN
fuelectenerg-13355	400	41	(	(	PUNCT
fuelectenerg-13355	400	42	cvpr	cvpr	NOUN
fuelectenerg-13355	400	43	)	)	PUNCT
fuelectenerg-13355	400	44	,	,	PUNCT
fuelectenerg-13355	400	45	2017	2017	NUM
fuelectenerg-13355	400	46	,	,	PUNCT
fuelectenerg-13355	400	47	pp.5551	pp.5551	PROPN
fuelectenerg-13355	400	48	-	-	PUNCT
fuelectenerg-13355	400	49	5560	5560	NUM
fuelectenerg-13355	400	50	.	.	PUNCT
fuelectenerg-13355	401	1	[	[	X
fuelectenerg-13355	401	2	29	29	NUM
fuelectenerg-13355	401	3	]	]	X
fuelectenerg-13355	401	4	h.	h.	PROPN
fuelectenerg-13355	401	5	sak	sak	PROPN
fuelectenerg-13355	401	6	,	,	PUNCT
fuelectenerg-13355	401	7	a.	a.	PROPN
fuelectenerg-13355	401	8	senior	senior	PROPN
fuelectenerg-13355	401	9	and	and	CCONJ
fuelectenerg-13355	401	10	f.	f.	PROPN
fuelectenerg-13355	401	11	beaufays	beaufays	PROPN
fuelectenerg-13355	401	12	,	,	PUNCT
fuelectenerg-13355	401	13	"	"	PUNCT
fuelectenerg-13355	401	14	long	long	ADJ
fuelectenerg-13355	401	15	short	short	ADJ
fuelectenerg-13355	401	16	-	-	PUNCT
fuelectenerg-13355	401	17	term	term	NOUN
fuelectenerg-13355	401	18	memory	memory	NOUN
fuelectenerg-13355	401	19	based	base	VERB
fuelectenerg-13355	401	20	recurrent	recurrent	ADJ
fuelectenerg-13355	401	21	neural	neural	ADJ
fuelectenerg-13355	401	22	network	network	NOUN
fuelectenerg-13355	401	23	architectures	architecture	NOUN
fuelectenerg-13355	401	24	for	for	ADP
fuelectenerg-13355	401	25	large	large	ADJ
fuelectenerg-13355	401	26	vocabulary	vocabulary	ADJ
fuelectenerg-13355	401	27	speech	speech	NOUN
fuelectenerg-13355	401	28	recognition	recognition	NOUN
fuelectenerg-13355	401	29	"	"	PUNCT
fuelectenerg-13355	401	30	,	,	PUNCT
fuelectenerg-13355	401	31	,	,	PUNCT
fuelectenerg-13355	401	32	arxiv:1402.1128	arxiv:1402.1128	NOUN
fuelectenerg-13355	401	33	,	,	PUNCT
fuelectenerg-13355	401	34	2014	2014	NUM
fuelectenerg-13355	401	35	.	.	PUNCT
fuelectenerg-13355	402	1	[	[	X
fuelectenerg-13355	402	2	30	30	NUM
fuelectenerg-13355	402	3	]	]	X
fuelectenerg-13355	403	1	[	[	X
fuelectenerg-13355	403	2	online	online	X
fuelectenerg-13355	403	3	]	]	X
fuelectenerg-13355	403	4	.	.	PUNCT
fuelectenerg-13355	404	1	available	available	ADJ
fuelectenerg-13355	404	2	:	:	PUNCT
fuelectenerg-13355	404	3	https://github.com/jaidedai/easyocr	https://github.com/jaidedai/easyocr	PROPN
fuelectenerg-13355	405	1	[	[	X
fuelectenerg-13355	405	2	31	31	NUM
fuelectenerg-13355	405	3	]	]	PUNCT
fuelectenerg-13355	406	1	[	[	X
fuelectenerg-13355	406	2	online	online	X
fuelectenerg-13355	406	3	]	]	X
fuelectenerg-13355	406	4	.	.	PUNCT
fuelectenerg-13355	407	1	available	available	ADJ
fuelectenerg-13355	407	2	:	:	PUNCT
fuelectenerg-13355	407	3	https://github.com/paddlepaddle/paddleocr	https://github.com/paddlepaddle/paddleocr	PROPN
fuelectenerg-13355	407	4	[	[	X
fuelectenerg-13355	407	5	32	32	NUM
fuelectenerg-13355	407	6	]	]	PUNCT
fuelectenerg-13355	408	1	[	[	X
fuelectenerg-13355	408	2	online	online	X
fuelectenerg-13355	408	3	]	]	X
fuelectenerg-13355	408	4	.	.	PUNCT
fuelectenerg-13355	409	1	available	available	ADJ
fuelectenerg-13355	409	2	:	:	PUNCT
fuelectenerg-13355	409	3	https://github.com/faustomorales/keras-ocr	https://github.com/faustomorales/keras-ocr	NOUN
fuelectenerg-13355	409	4	[	[	X
fuelectenerg-13355	409	5	33	33	NUM
fuelectenerg-13355	409	6	]	]	PUNCT
fuelectenerg-13355	409	7	g.	g.	PROPN
fuelectenerg-13355	409	8	kim	kim	PROPN
fuelectenerg-13355	409	9	,	,	PUNCT
fuelectenerg-13355	409	10	t.	t.	PROPN
fuelectenerg-13355	409	11	hong	hong	PROPN
fuelectenerg-13355	409	12	,	,	PUNCT
fuelectenerg-13355	409	13	m.	m.	PROPN
fuelectenerg-13355	409	14	yim	yim	PROPN
fuelectenerg-13355	409	15	,	,	PUNCT
fuelectenerg-13355	409	16	j.	j.	PROPN
fuelectenerg-13355	409	17	y.	y.	PROPN
fuelectenerg-13355	409	18	nam	nam	PROPN
fuelectenerg-13355	409	19	,	,	PUNCT
fuelectenerg-13355	409	20	j.	j.	PROPN
fuelectenerg-13355	409	21	park	park	PROPN
fuelectenerg-13355	409	22	,	,	PUNCT
fuelectenerg-13355	409	23	j.	j.	PROPN
fuelectenerg-13355	409	24	yim	yim	PROPN
fuelectenerg-13355	409	25	,	,	PUNCT
fuelectenerg-13355	409	26	w.	w.	PROPN
fuelectenerg-13355	409	27	hwang	hwang	PROPN
fuelectenerg-13355	409	28	,	,	PUNCT
fuelectenerg-13355	409	29	s.	s.	PROPN
fuelectenerg-13355	409	30	yun	yun	PROPN
fuelectenerg-13355	409	31	,	,	PUNCT
fuelectenerg-13355	409	32	d.	d.	PROPN
fuelectenerg-13355	409	33	han	han	PROPN
fuelectenerg-13355	409	34	and	and	CCONJ
fuelectenerg-13355	409	35	s.	s.	PROPN
fuelectenerg-13355	409	36	park	park	PROPN
fuelectenerg-13355	409	37	.	.	PUNCT
fuelectenerg-13355	410	1	"	"	PUNCT
fuelectenerg-13355	410	2	ocr	ocr	ADJ
fuelectenerg-13355	410	3	-	-	PUNCT
fuelectenerg-13355	410	4	free	free	ADJ
fuelectenerg-13355	410	5	document	document	NOUN
fuelectenerg-13355	410	6	understanding	understanding	NOUN
fuelectenerg-13355	410	7	transformer	transformer	NOUN
fuelectenerg-13355	410	8	"	"	PUNCT
fuelectenerg-13355	410	9	,	,	PUNCT
fuelectenerg-13355	410	10	in	in	ADP
fuelectenerg-13355	410	11	proceedings	proceeding	NOUN
fuelectenerg-13355	410	12	of	of	ADP
fuelectenerg-13355	410	13	european	european	ADJ
fuelectenerg-13355	410	14	conference	conference	PROPN
fuelectenerg-13355	410	15	on	on	ADP
fuelectenerg-13355	410	16	computer	computer	NOUN
fuelectenerg-13355	410	17	vision	vision	NOUN
fuelectenerg-13355	410	18	,	,	PUNCT
fuelectenerg-13355	410	19	2022	2022	NUM
fuelectenerg-13355	410	20	,	,	PUNCT
fuelectenerg-13355	410	21	pp	pp	ADV
fuelectenerg-13355	410	22	.	.	PUNCT
fuelectenerg-13355	411	1	498	498	NUM
fuelectenerg-13355	411	2	-	-	SYM
fuelectenerg-13355	411	3	517	517	NUM
fuelectenerg-13355	411	4	.	.	PUNCT
fuelectenerg-13355	412	1	[	[	X
fuelectenerg-13355	412	2	34	34	NUM
fuelectenerg-13355	412	3	]	]	X
fuelectenerg-13355	412	4	y.	y.	PROPN
fuelectenerg-13355	412	5	xu	xu	PROPN
fuelectenerg-13355	412	6	,	,	PUNCT
fuelectenerg-13355	412	7	m.	m.	PROPN
fuelectenerg-13355	412	8	li	li	PROPN
fuelectenerg-13355	412	9	,	,	PUNCT
fuelectenerg-13355	412	10	l.	l.	PROPN
fuelectenerg-13355	412	11	cui	cui	PROPN
fuelectenerg-13355	412	12	,	,	PUNCT
fuelectenerg-13355	412	13	s.	s.	PROPN
fuelectenerg-13355	412	14	huang	huang	PROPN
fuelectenerg-13355	412	15	,	,	PUNCT
fuelectenerg-13355	412	16	f.	f.	PROPN
fuelectenerg-13355	412	17	wei	wei	PROPN
fuelectenerg-13355	412	18	and	and	CCONJ
fuelectenerg-13355	412	19	m.	m.	PROPN
fuelectenerg-13355	412	20	zhou	zhou	PROPN
fuelectenerg-13355	412	21	,	,	PUNCT
fuelectenerg-13355	412	22	"	"	PUNCT
fuelectenerg-13355	412	23	layoutlm	layoutlm	NOUN
fuelectenerg-13355	412	24	:	:	PUNCT
fuelectenerg-13355	412	25	pre	pre	ADJ
fuelectenerg-13355	412	26	-	-	NOUN
fuelectenerg-13355	412	27	training	training	NOUN
fuelectenerg-13355	412	28	of	of	ADP
fuelectenerg-13355	412	29	text	text	NOUN
fuelectenerg-13355	412	30	and	and	CCONJ
fuelectenerg-13355	412	31	layout	layout	NOUN
fuelectenerg-13355	412	32	for	for	ADP
fuelectenerg-13355	412	33	document	document	NOUN
fuelectenerg-13355	412	34	image	image	NOUN
fuelectenerg-13355	412	35	understanding	understanding	NOUN
fuelectenerg-13355	412	36	.	.	PUNCT
fuelectenerg-13355	412	37	"	"	PUNCT
fuelectenerg-13355	413	1	proceedings	proceeding	NOUN
fuelectenerg-13355	413	2	of	of	ADP
fuelectenerg-13355	413	3	the	the	DET
fuelectenerg-13355	413	4	26th	26th	ADJ
fuelectenerg-13355	413	5	acm	acm	NOUN
fuelectenerg-13355	413	6	sigkdd	sigkdd	NOUN
fuelectenerg-13355	413	7	international	international	ADJ
fuelectenerg-13355	413	8	conference	conference	NOUN
fuelectenerg-13355	413	9	on	on	ADP
fuelectenerg-13355	413	10	knowledge	knowledge	PROPN
fuelectenerg-13355	413	11	discovery	discovery	PROPN
fuelectenerg-13355	413	12	&	&	CCONJ
fuelectenerg-13355	413	13	data	data	PROPN
fuelectenerg-13355	413	14	mining	mining	NOUN
fuelectenerg-13355	413	15	.	.	PUNCT
fuelectenerg-13355	414	1	2020	2020	NUM
fuelectenerg-13355	414	2	,	,	PUNCT
fuelectenerg-13355	414	3	pp	pp	ADV
fuelectenerg-13355	414	4	.	.	PUNCT
fuelectenerg-13355	415	1	1192	1192	NUM
fuelectenerg-13355	415	2	-	-	SYM
fuelectenerg-13355	415	3	1200	1200	NUM
fuelectenerg-13355	415	4	.	.	PUNCT
fuelectenerg-13355	416	1	[	[	X
fuelectenerg-13355	416	2	35	35	NUM
fuelectenerg-13355	416	3	]	]	PUNCT
fuelectenerg-13355	416	4	a.	a.	NOUN
fuelectenerg-13355	416	5	vaswani	vaswani	NOUN
fuelectenerg-13355	416	6	,	,	PUNCT
fuelectenerg-13355	416	7	n.	n.	NOUN
fuelectenerg-13355	416	8	shazeer	shazeer	NOUN
fuelectenerg-13355	416	9	,	,	PUNCT
fuelectenerg-13355	416	10	n.	n.	PROPN
fuelectenerg-13355	416	11	parmar	parmar	PROPN
fuelectenerg-13355	416	12	,	,	PUNCT
fuelectenerg-13355	416	13	j.	j.	PROPN
fuelectenerg-13355	416	14	uszkoreit	uszkoreit	PROPN
fuelectenerg-13355	416	15	,	,	PUNCT
fuelectenerg-13355	416	16	l.	l.	PROPN
fuelectenerg-13355	416	17	jones	jones	PROPN
fuelectenerg-13355	416	18	,	,	PUNCT
fuelectenerg-13355	416	19	a.	a.	PROPN
fuelectenerg-13355	416	20	n.	n.	PROPN
fuelectenerg-13355	416	21	gomez	gomez	PROPN
fuelectenerg-13355	416	22	and	and	CCONJ
fuelectenerg-13355	416	23	i.	i.	PROPN
fuelectenerg-13355	416	24	polosukhin	polosukhin	PROPN
fuelectenerg-13355	416	25	,	,	PUNCT
fuelectenerg-13355	416	26	"	"	PUNCT
fuelectenerg-13355	416	27	attention	attention	NOUN
fuelectenerg-13355	416	28	is	be	AUX
fuelectenerg-13355	416	29	all	all	PRON
fuelectenerg-13355	416	30	you	you	PRON
fuelectenerg-13355	416	31	need	need	VERB
fuelectenerg-13355	416	32	"	"	PUNCT
fuelectenerg-13355	416	33	,	,	PUNCT
fuelectenerg-13355	416	34	adv	adv	PROPN
fuelectenerg-13355	416	35	.	.	PUNCT
fuelectenerg-13355	416	36	neural	neural	PROPN
fuelectenerg-13355	416	37	inf	inf	PROPN
fuelectenerg-13355	416	38	.	.	PUNCT
fuelectenerg-13355	416	39	process	process	NOUN
fuelectenerg-13355	416	40	.	.	PUNCT
fuelectenerg-13355	417	1	syst	syst	PROPN
fuelectenerg-13355	417	2	.	.	PUNCT
fuelectenerg-13355	417	3	,	,	PUNCT
fuelectenerg-13355	417	4	vol	vol	NOUN
fuelectenerg-13355	417	5	.	.	PROPN
fuelectenerg-13355	417	6	30	30	NUM
fuelectenerg-13355	417	7	,	,	PUNCT
fuelectenerg-13355	417	8	pp	pp	ADJ
fuelectenerg-13355	417	9	.	.	PUNCT
fuelectenerg-13355	418	1	1	1	NUM
fuelectenerg-13355	418	2	-	-	SYM
fuelectenerg-13355	418	3	15	15	NUM
fuelectenerg-13355	418	4	,	,	PUNCT
fuelectenerg-13355	418	5	2017	2017	NUM
fuelectenerg-13355	418	6	.	.	PUNCT
fuelectenerg-13355	419	1	[	[	X
fuelectenerg-13355	419	2	36	36	NUM
fuelectenerg-13355	419	3	]	]	X
fuelectenerg-13355	419	4	t.	t.	PROPN
fuelectenerg-13355	419	5	brown	brown	PROPN
fuelectenerg-13355	419	6	,	,	PUNCT
fuelectenerg-13355	419	7	b.	b.	PROPN
fuelectenerg-13355	419	8	mann	mann	PROPN
fuelectenerg-13355	419	9	,	,	PUNCT
fuelectenerg-13355	419	10	n.	n.	PROPN
fuelectenerg-13355	419	11	ryder	ryder	PROPN
fuelectenerg-13355	419	12	,	,	PUNCT
fuelectenerg-13355	419	13	m.	m.	NOUN
fuelectenerg-13355	419	14	subbiah	subbiah	PROPN
fuelectenerg-13355	419	15	,	,	PUNCT
fuelectenerg-13355	419	16	j.	j.	PROPN
fuelectenerg-13355	419	17	d.	d.	PROPN
fuelectenerg-13355	419	18	kaplan	kaplan	PROPN
fuelectenerg-13355	419	19	,	,	PUNCT
fuelectenerg-13355	419	20	p.	p.	NOUN
fuelectenerg-13355	419	21	dhariwal	dhariwal	NOUN
fuelectenerg-13355	419	22	,	,	PUNCT
fuelectenerg-13355	419	23	a.	a.	NOUN
fuelectenerg-13355	419	24	neelakantan	neelakantan	PROPN
fuelectenerg-13355	419	25	,	,	PUNCT
fuelectenerg-13355	419	26	p.	p.	PROPN
fuelectenerg-13355	419	27	shyam	shyam	PROPN
fuelectenerg-13355	419	28	,	,	PUNCT
fuelectenerg-13355	419	29	g.	g.	PROPN
fuelectenerg-13355	419	30	sastry	sastry	PROPN
fuelectenerg-13355	419	31	,	,	PUNCT
fuelectenerg-13355	419	32	a.	a.	NOUN
fuelectenerg-13355	419	33	askell	askell	PROPN
fuelectenerg-13355	419	34	and	and	CCONJ
fuelectenerg-13355	419	35	s.	s.	PROPN
fuelectenerg-13355	419	36	agarwal	agarwal	PROPN
fuelectenerg-13355	419	37	,	,	PUNCT
fuelectenerg-13355	419	38	"	"	PUNCT
fuelectenerg-13355	419	39	language	language	NOUN
fuelectenerg-13355	419	40	models	model	NOUN
fuelectenerg-13355	419	41	are	be	AUX
fuelectenerg-13355	419	42	few	few	ADJ
fuelectenerg-13355	419	43	-	-	PUNCT
fuelectenerg-13355	419	44	shot	shot	NOUN
fuelectenerg-13355	419	45	learners	learner	NOUN
fuelectenerg-13355	419	46	"	"	PUNCT
fuelectenerg-13355	419	47	,	,	PUNCT
fuelectenerg-13355	419	48	adv	adv	PROPN
fuelectenerg-13355	419	49	.	.	PUNCT
fuelectenerg-13355	419	50	neural	neural	PROPN
fuelectenerg-13355	419	51	inf	inf	PROPN
fuelectenerg-13355	419	52	.	.	PUNCT
fuelectenerg-13355	419	53	process	process	NOUN
fuelectenerg-13355	419	54	.	.	PUNCT
fuelectenerg-13355	420	1	syst	syst	PROPN
fuelectenerg-13355	420	2	.	.	PUNCT
fuelectenerg-13355	420	3	,	,	PUNCT
fuelectenerg-13355	420	4	vol	vol	NOUN
fuelectenerg-13355	420	5	.	.	PROPN
fuelectenerg-13355	421	1	33	33	NUM
fuelectenerg-13355	421	2	,	,	PUNCT
fuelectenerg-13355	421	3	pp	pp	ADJ
fuelectenerg-13355	421	4	.	.	PUNCT
fuelectenerg-13355	422	1	1877	1877	NUM
fuelectenerg-13355	422	2	-	-	SYM
fuelectenerg-13355	422	3	1901	1901	NUM
fuelectenerg-13355	422	4	,	,	PUNCT
fuelectenerg-13355	422	5	2020	2020	NUM
fuelectenerg-13355	422	6	.	.	PUNCT
fuelectenerg-13355	423	1	[	[	X
fuelectenerg-13355	423	2	37	37	NUM
fuelectenerg-13355	423	3	]	]	PUNCT
fuelectenerg-13355	423	4	j.	j.	PROPN
fuelectenerg-13355	423	5	achiam	achiam	PROPN
fuelectenerg-13355	423	6	,	,	PUNCT
fuelectenerg-13355	423	7	s.	s.	PROPN
fuelectenerg-13355	423	8	adler	adler	PROPN
fuelectenerg-13355	423	9	,	,	PUNCT
fuelectenerg-13355	423	10	s.	s.	PROPN
fuelectenerg-13355	423	11	agarwal	agarwal	PROPN
fuelectenerg-13355	423	12	,	,	PUNCT
fuelectenerg-13355	423	13	l.	l.	PROPN
fuelectenerg-13355	423	14	ahmad	ahmad	PROPN
fuelectenerg-13355	423	15	,	,	PUNCT
fuelectenerg-13355	423	16	i.	i.	PROPN
fuelectenerg-13355	423	17	akkaya	akkaya	PROPN
fuelectenerg-13355	423	18	,	,	PUNCT
fuelectenerg-13355	423	19	f.	f.	PROPN
fuelectenerg-13355	423	20	l.	l.	PROPN
fuelectenerg-13355	423	21	aleman	aleman	PROPN
fuelectenerg-13355	423	22	,	,	PUNCT
fuelectenerg-13355	423	23	d.	d.	PROPN
fuelectenerg-13355	423	24	almeida	almeida	PROPN
fuelectenerg-13355	423	25	,	,	PUNCT
fuelectenerg-13355	423	26	j.	j.	PROPN
fuelectenerg-13355	423	27	altenschmidt	altenschmidt	PROPN
fuelectenerg-13355	423	28	,	,	PUNCT
fuelectenerg-13355	423	29	s.	s.	PROPN
fuelectenerg-13355	423	30	altman	altman	PROPN
fuelectenerg-13355	423	31	,	,	PUNCT
fuelectenerg-13355	423	32	s.	s.	PROPN
fuelectenerg-13355	423	33	anadkat	anadkat	PROPN
fuelectenerg-13355	423	34	and	and	CCONJ
fuelectenerg-13355	423	35	r.	r.	PROPN
fuelectenerg-13355	423	36	avila	avila	PROPN
fuelectenerg-13355	423	37	,	,	PUNCT
fuelectenerg-13355	423	38	"	"	PUNCT
fuelectenerg-13355	423	39	gpt-4	gpt-4	NUM
fuelectenerg-13355	423	40	technical	technical	ADJ
fuelectenerg-13355	423	41	report	report	NOUN
fuelectenerg-13355	423	42	"	"	PUNCT
fuelectenerg-13355	423	43	,	,	PUNCT
fuelectenerg-13355	423	44	arxiv	arxiv	PROPN
fuelectenerg-13355	423	45	preprint	preprint	VERB
fuelectenerg-13355	423	46	arxiv:2303.08774	arxiv:2303.08774	NOUN
fuelectenerg-13355	423	47	,	,	PUNCT
fuelectenerg-13355	423	48	2023	2023	NUM
fuelectenerg-13355	423	49	.	.	PUNCT
fuelectenerg-13355	424	1	[	[	X
fuelectenerg-13355	424	2	38	38	NUM
fuelectenerg-13355	424	3	]	]	PUNCT
fuelectenerg-13355	424	4	j.	j.	PROPN
fuelectenerg-13355	424	5	devlin	devlin	PROPN
fuelectenerg-13355	424	6	,	,	PUNCT
fuelectenerg-13355	424	7	m.	m.	PROPN
fuelectenerg-13355	424	8	w.	w.	PROPN
fuelectenerg-13355	424	9	chang	chang	PROPN
fuelectenerg-13355	424	10	,	,	PUNCT
fuelectenerg-13355	424	11	k.	k.	PROPN
fuelectenerg-13355	424	12	lee	lee	PROPN
fuelectenerg-13355	424	13	,	,	PUNCT
fuelectenerg-13355	424	14	and	and	CCONJ
fuelectenerg-13355	424	15	k.	k.	PROPN
fuelectenerg-13355	424	16	toutanova	toutanova	PROPN
fuelectenerg-13355	424	17	,	,	PUNCT
fuelectenerg-13355	424	18	"	"	PUNCT
fuelectenerg-13355	424	19	bert	bert	NOUN
fuelectenerg-13355	424	20	:	:	PUNCT
fuelectenerg-13355	424	21	pre	pre	ADJ
fuelectenerg-13355	424	22	-	-	NOUN
fuelectenerg-13355	424	23	training	training	NOUN
fuelectenerg-13355	424	24	of	of	ADP
fuelectenerg-13355	424	25	deep	deep	ADJ
fuelectenerg-13355	424	26	bidirectional	bidirectional	ADJ
fuelectenerg-13355	424	27	transformers	transformer	NOUN
fuelectenerg-13355	424	28	for	for	ADP
fuelectenerg-13355	424	29	language	language	NOUN
fuelectenerg-13355	424	30	understanding	understanding	NOUN
fuelectenerg-13355	424	31	"	"	PUNCT
fuelectenerg-13355	424	32	,	,	PUNCT
fuelectenerg-13355	424	33	in	in	ADP
fuelectenerg-13355	424	34	proceedings	proceeding	NOUN
fuelectenerg-13355	424	35	of	of	ADP
fuelectenerg-13355	424	36	the	the	DET
fuelectenerg-13355	424	37	conference	conference	NOUN
fuelectenerg-13355	424	38	of	of	ADP
fuelectenerg-13355	424	39	the	the	DET
fuelectenerg-13355	424	40	north	north	ADJ
fuelectenerg-13355	424	41	american	american	ADJ
fuelectenerg-13355	424	42	chapter	chapter	NOUN
fuelectenerg-13355	424	43	of	of	ADP
fuelectenerg-13355	424	44	the	the	DET
fuelectenerg-13355	424	45	association	association	NOUN
fuelectenerg-13355	424	46	for	for	ADP
fuelectenerg-13355	424	47	computational	computational	ADJ
fuelectenerg-13355	424	48	linguistics	linguistic	NOUN
fuelectenerg-13355	424	49	:	:	PUNCT
fuelectenerg-13355	424	50	human	human	ADJ
fuelectenerg-13355	424	51	language	language	NOUN
fuelectenerg-13355	424	52	technologies	technology	NOUN
fuelectenerg-13355	424	53	,	,	PUNCT
fuelectenerg-13355	424	54	2019	2019	NUM
fuelectenerg-13355	424	55	,	,	PUNCT
fuelectenerg-13355	424	56	pp	pp	ADJ
fuelectenerg-13355	424	57	.	.	PUNCT
fuelectenerg-13355	424	58	4171	4171	NUM
fuelectenerg-13355	424	59	-	-	SYM
fuelectenerg-13355	424	60	4186	4186	NUM
fuelectenerg-13355	424	61	.	.	PUNCT
fuelectenerg-13355	425	1	[	[	X
fuelectenerg-13355	425	2	39	39	NUM
fuelectenerg-13355	425	3	]	]	PUNCT
fuelectenerg-13355	425	4	c.	c.	NOUN
fuelectenerg-13355	425	5	raffel	raffel	NOUN
fuelectenerg-13355	425	6	,	,	PUNCT
fuelectenerg-13355	425	7	n.	n.	NOUN
fuelectenerg-13355	425	8	shazeer	shazeer	NOUN
fuelectenerg-13355	425	9	,	,	PUNCT
fuelectenerg-13355	425	10	a.	a.	PROPN
fuelectenerg-13355	425	11	roberts	roberts	PROPN
fuelectenerg-13355	425	12	,	,	PUNCT
fuelectenerg-13355	425	13	k.	k.	PROPN
fuelectenerg-13355	425	14	lee	lee	PROPN
fuelectenerg-13355	425	15	,	,	PUNCT
fuelectenerg-13355	425	16	s.	s.	PROPN
fuelectenerg-13355	425	17	narang	narang	PROPN
fuelectenerg-13355	425	18	,	,	PUNCT
fuelectenerg-13355	425	19	m.	m.	NOUN
fuelectenerg-13355	425	20	matena	matena	PROPN
fuelectenerg-13355	425	21	and	and	CCONJ
fuelectenerg-13355	425	22	p.	p.	PROPN
fuelectenerg-13355	425	23	j.	j.	PROPN
fuelectenerg-13355	425	24	liu	liu	PROPN
fuelectenerg-13355	425	25	,	,	PUNCT
fuelectenerg-13355	425	26	"	"	PUNCT
fuelectenerg-13355	425	27	exploring	explore	VERB
fuelectenerg-13355	425	28	the	the	DET
fuelectenerg-13355	425	29	limits	limit	NOUN
fuelectenerg-13355	425	30	of	of	ADP
fuelectenerg-13355	425	31	transfer	transfer	NOUN
fuelectenerg-13355	425	32	learning	learn	VERB
fuelectenerg-13355	425	33	with	with	ADP
fuelectenerg-13355	425	34	a	a	DET
fuelectenerg-13355	425	35	unified	unified	ADJ
fuelectenerg-13355	425	36	text	text	NOUN
fuelectenerg-13355	425	37	-	-	PUNCT
fuelectenerg-13355	425	38	to	to	ADP
fuelectenerg-13355	425	39	-	-	PUNCT
fuelectenerg-13355	425	40	text	text	NOUN
fuelectenerg-13355	425	41	transformer	transformer	NOUN
fuelectenerg-13355	425	42	"	"	PUNCT
fuelectenerg-13355	425	43	,	,	PUNCT
fuelectenerg-13355	425	44	j.	j.	PROPN
fuelectenerg-13355	425	45	mach	mach	PROPN
fuelectenerg-13355	425	46	.	.	PUNCT
fuelectenerg-13355	426	1	learn	learn	VERB
fuelectenerg-13355	426	2	.	.	PUNCT
fuelectenerg-13355	427	1	res	re	NOUN
fuelectenerg-13355	427	2	.	.	PROPN
fuelectenerg-13355	427	3	,	,	PUNCT
fuelectenerg-13355	427	4	vol	vol	NOUN
fuelectenerg-13355	427	5	.	.	PROPN
fuelectenerg-13355	427	6	21	21	NUM
fuelectenerg-13355	427	7	,	,	PUNCT
fuelectenerg-13355	427	8	no	no	INTJ
fuelectenerg-13355	427	9	.	.	NOUN
fuelectenerg-13355	427	10	140	140	NUM
fuelectenerg-13355	427	11	,	,	PUNCT
fuelectenerg-13355	427	12	pp	pp	ADJ
fuelectenerg-13355	427	13	.	.	PUNCT
fuelectenerg-13355	428	1	1	1	NUM
fuelectenerg-13355	428	2	-	-	SYM
fuelectenerg-13355	428	3	67	67	NUM
fuelectenerg-13355	428	4	,	,	PUNCT
fuelectenerg-13355	428	5	2020	2020	NUM
fuelectenerg-13355	428	6	.	.	PUNCT
fuelectenerg-13355	429	1	[	[	X
fuelectenerg-13355	429	2	40	40	NUM
fuelectenerg-13355	429	3	]	]	PUNCT
fuelectenerg-13355	429	4	k.	k.	PROPN
fuelectenerg-13355	429	5	lv	lv	PROPN
fuelectenerg-13355	429	6	,	,	PUNCT
fuelectenerg-13355	429	7	y.	y.	PROPN
fuelectenerg-13355	429	8	yang	yang	PROPN
fuelectenerg-13355	429	9	,	,	PUNCT
fuelectenerg-13355	429	10	t.	t.	PROPN
fuelectenerg-13355	429	11	liu	liu	PROPN
fuelectenerg-13355	429	12	,	,	PUNCT
fuelectenerg-13355	429	13	q.	q.	PROPN
fuelectenerg-13355	429	14	gao	gao	PROPN
fuelectenerg-13355	429	15	,	,	PUNCT
fuelectenerg-13355	429	16	q.	q.	PROPN
fuelectenerg-13355	429	17	guo	guo	PROPN
fuelectenerg-13355	429	18	,	,	PUNCT
fuelectenerg-13355	429	19	and	and	CCONJ
fuelectenerg-13355	429	20	x.	x.	PROPN
fuelectenerg-13355	429	21	qiu	qiu	PROPN
fuelectenerg-13355	429	22	,	,	PUNCT
fuelectenerg-13355	429	23	"	"	PUNCT
fuelectenerg-13355	429	24	full	full	ADJ
fuelectenerg-13355	429	25	parameter	parameter	NOUN
fuelectenerg-13355	429	26	fine	fine	ADV
fuelectenerg-13355	429	27	-	-	PUNCT
fuelectenerg-13355	429	28	tuning	tuning	NOUN
fuelectenerg-13355	429	29	for	for	ADP
fuelectenerg-13355	429	30	large	large	ADJ
fuelectenerg-13355	429	31	language	language	NOUN
fuelectenerg-13355	429	32	models	model	NOUN
fuelectenerg-13355	429	33	with	with	ADP
fuelectenerg-13355	429	34	limited	limited	ADJ
fuelectenerg-13355	429	35	resources	resource	NOUN
fuelectenerg-13355	429	36	"	"	PUNCT
fuelectenerg-13355	429	37	,	,	PUNCT
fuelectenerg-13355	429	38	arxiv	arxiv	PROPN
fuelectenerg-13355	429	39	preprint	preprint	NOUN
fuelectenerg-13355	429	40	arxiv	arxiv	PROPN
fuelectenerg-13355	429	41	:	:	PUNCT
fuelectenerg-13355	429	42	2306.09782	2306.09782	NUM
fuelectenerg-13355	429	43	,	,	PUNCT
fuelectenerg-13355	429	44	2023	2023	NUM
fuelectenerg-13355	429	45	.	.	PUNCT
fuelectenerg-13355	430	1	[	[	X
fuelectenerg-13355	430	2	41	41	NUM
fuelectenerg-13355	430	3	]	]	X
fuelectenerg-13355	430	4	d.	d.	PROPN
fuelectenerg-13355	430	5	narayanan	narayanan	PROPN
fuelectenerg-13355	430	6	,	,	PUNCT
fuelectenerg-13355	430	7	m.	m.	NOUN
fuelectenerg-13355	430	8	shoeybi	shoeybi	PROPN
fuelectenerg-13355	430	9	,	,	PUNCT
fuelectenerg-13355	430	10	j.	j.	PROPN
fuelectenerg-13355	430	11	casper	casper	PROPN
fuelectenerg-13355	430	12	,	,	PUNCT
fuelectenerg-13355	430	13	p.	p.	PROPN
fuelectenerg-13355	430	14	legresley	legresley	PROPN
fuelectenerg-13355	430	15	,	,	PUNCT
fuelectenerg-13355	430	16	m.	m.	NOUN
fuelectenerg-13355	430	17	patwary	patwary	NOUN
fuelectenerg-13355	430	18	,	,	PUNCT
fuelectenerg-13355	430	19	v.	v.	ADP
fuelectenerg-13355	430	20	korthikanti	korthikanti	PROPN
fuelectenerg-13355	430	21	,	,	PUNCT
fuelectenerg-13355	430	22	d.	d.	PROPN
fuelectenerg-13355	430	23	vainbrand	vainbrand	PROPN
fuelectenerg-13355	430	24	,	,	PUNCT
fuelectenerg-13355	430	25	p.	p.	PROPN
fuelectenerg-13355	430	26	kashinkunti	kashinkunti	PROPN
fuelectenerg-13355	430	27	,	,	PUNCT
fuelectenerg-13355	430	28	j.	j.	PROPN
fuelectenerg-13355	430	29	bernauer	bernauer	PROPN
fuelectenerg-13355	430	30	,	,	PUNCT
fuelectenerg-13355	430	31	b.	b.	PROPN
fuelectenerg-13355	430	32	catanzaro	catanzaro	PROPN
fuelectenerg-13355	430	33	and	and	CCONJ
fuelectenerg-13355	430	34	a.	a.	NOUN
fuelectenerg-13355	430	35	phanishayee	phanishayee	PROPN
fuelectenerg-13355	430	36	,	,	PUNCT
fuelectenerg-13355	430	37	"	"	PUNCT
fuelectenerg-13355	430	38	efficient	efficient	ADJ
fuelectenerg-13355	430	39	large	large	ADJ
fuelectenerg-13355	430	40	-	-	PUNCT
fuelectenerg-13355	430	41	scale	scale	NOUN
fuelectenerg-13355	430	42	language	language	NOUN
fuelectenerg-13355	430	43	model	model	NOUN
fuelectenerg-13355	430	44	training	training	NOUN
fuelectenerg-13355	430	45	on	on	ADP
fuelectenerg-13355	430	46	gpu	gpu	NOUN
fuelectenerg-13355	430	47	clusters	cluster	NOUN
fuelectenerg-13355	430	48	using	use	VERB
fuelectenerg-13355	430	49	megatron	megatron	PROPN
fuelectenerg-13355	430	50	-	-	PUNCT
fuelectenerg-13355	430	51	lм	lм	PROPN
fuelectenerg-13355	430	52	"	"	PUNCT
fuelectenerg-13355	430	53	,	,	PUNCT
fuelectenerg-13355	430	54	in	in	ADP
fuelectenerg-13355	430	55	proceedings	proceeding	NOUN
fuelectenerg-13355	430	56	of	of	ADP
fuelectenerg-13355	430	57	the	the	DET
fuelectenerg-13355	430	58	international	international	ADJ
fuelectenerg-13355	430	59	conference	conference	NOUN
fuelectenerg-13355	430	60	for	for	ADP
fuelectenerg-13355	430	61	high	high	ADJ
fuelectenerg-13355	430	62	performance	performance	NOUN
fuelectenerg-13355	430	63	computing	computing	NOUN
fuelectenerg-13355	430	64	,	,	PUNCT
fuelectenerg-13355	430	65	networking	networking	NOUN
fuelectenerg-13355	430	66	,	,	PUNCT
fuelectenerg-13355	430	67	storage	storage	NOUN
fuelectenerg-13355	430	68	аnd	аnd	PROPN
fuelectenerg-13355	430	69	analysis	analysis	NOUN
fuelectenerg-13355	430	70	,	,	PUNCT
fuelectenerg-13355	430	71	2021	2021	NUM
fuelectenerg-13355	430	72	,	,	PUNCT
fuelectenerg-13355	430	73	pp	pp	ADJ
fuelectenerg-13355	430	74	.	.	PUNCT
fuelectenerg-13355	431	1	1	1	NUM
fuelectenerg-13355	431	2	-	-	SYM
fuelectenerg-13355	431	3	15	15	NUM
fuelectenerg-13355	431	4	.	.	PUNCT
fuelectenerg-13355	432	1	[	[	X
fuelectenerg-13355	432	2	42	42	NUM
fuelectenerg-13355	432	3	]	]	X
fuelectenerg-13355	432	4	o.	o.	NOUN
fuelectenerg-13355	432	5	sharir	sharir	PROPN
fuelectenerg-13355	432	6	,	,	PUNCT
fuelectenerg-13355	432	7	b.	b.	PROPN
fuelectenerg-13355	432	8	peleg	peleg	PROPN
fuelectenerg-13355	432	9	,	,	PUNCT
fuelectenerg-13355	432	10	and	and	CCONJ
fuelectenerg-13355	432	11	y.	y.	PROPN
fuelectenerg-13355	432	12	shoham	shoham	PROPN
fuelectenerg-13355	432	13	,	,	PUNCT
fuelectenerg-13355	432	14	"	"	PUNCT
fuelectenerg-13355	432	15	the	the	DET
fuelectenerg-13355	432	16	cost	cost	NOUN
fuelectenerg-13355	432	17	of	of	ADP
fuelectenerg-13355	432	18	training	train	VERB
fuelectenerg-13355	432	19	nlp	nlp	NOUN
fuelectenerg-13355	432	20	models	model	NOUN
fuelectenerg-13355	432	21	:	:	PUNCT
fuelectenerg-13355	432	22	a	a	DET
fuelectenerg-13355	432	23	concise	concise	ADJ
fuelectenerg-13355	432	24	overview	overview	NOUN
fuelectenerg-13355	432	25	,	,	PUNCT
fuelectenerg-13355	432	26	"	"	PUNCT
fuelectenerg-13355	432	27	arxiv	arxiv	PROPN
fuelectenerg-13355	432	28	preprint	preprint	NOUN
fuelectenerg-13355	432	29	arxiv	arxiv	PROPN
fuelectenerg-13355	432	30	:	:	PUNCT
fuelectenerg-13355	432	31	2004.08900	2004.08900	NUM
fuelectenerg-13355	432	32	,	,	PUNCT
fuelectenerg-13355	432	33	2020	2020	NUM
fuelectenerg-13355	432	34	.	.	PUNCT
fuelectenerg-13355	433	1	[	[	X
fuelectenerg-13355	433	2	43	43	NUM
fuelectenerg-13355	433	3	]	]	X
fuelectenerg-13355	433	4	j.	j.	PROPN
fuelectenerg-13355	433	5	dodge	dodge	PROPN
fuelectenerg-13355	433	6	,	,	PUNCT
fuelectenerg-13355	433	7	g.	g.	PROPN
fuelectenerg-13355	433	8	ilharco	ilharco	PROPN
fuelectenerg-13355	433	9	,	,	PUNCT
fuelectenerg-13355	433	10	r.	r.	PROPN
fuelectenerg-13355	433	11	schwartz	schwartz	PROPN
fuelectenerg-13355	433	12	,	,	PUNCT
fuelectenerg-13355	433	13	a.	a.	NOUN
fuelectenerg-13355	433	14	farhadi	farhadi	PROPN
fuelectenerg-13355	433	15	,	,	PUNCT
fuelectenerg-13355	433	16	h.	h.	PROPN
fuelectenerg-13355	433	17	hajishirzi	hajishirzi	NOUN
fuelectenerg-13355	433	18	and	and	CCONJ
fuelectenerg-13355	433	19	n.	n.	PROPN
fuelectenerg-13355	433	20	smith	smith	PROPN
fuelectenerg-13355	433	21	,	,	PUNCT
fuelectenerg-13355	433	22	"	"	PUNCT
fuelectenerg-13355	433	23	fine	fine	ADJ
fuelectenerg-13355	433	24	-	-	PUNCT
fuelectenerg-13355	433	25	tuning	tuning	NOUN
fuelectenerg-13355	433	26	pretrained	pretraine	VERB
fuelectenerg-13355	433	27	language	language	NOUN
fuelectenerg-13355	433	28	models	model	NOUN
fuelectenerg-13355	433	29	:	:	PUNCT
fuelectenerg-13355	433	30	weight	weight	NOUN
fuelectenerg-13355	433	31	initializations	initialization	NOUN
fuelectenerg-13355	433	32	,	,	PUNCT
fuelectenerg-13355	433	33	data	datum	NOUN
fuelectenerg-13355	433	34	orders	order	NOUN
fuelectenerg-13355	433	35	,	,	PUNCT
fuelectenerg-13355	433	36	and	and	CCONJ
fuelectenerg-13355	433	37	early	early	ADJ
fuelectenerg-13355	433	38	stopping	stop	VERB
fuelectenerg-13355	433	39	"	"	PUNCT
fuelectenerg-13355	433	40	,	,	PUNCT
fuelectenerg-13355	433	41	arxiv	arxiv	PROPN
fuelectenerg-13355	433	42	preprint	preprint	VERB
fuelectenerg-13355	433	43	arxiv:2002.06305	arxiv:2002.06305	ADV
fuelectenerg-13355	433	44	,	,	PUNCT
fuelectenerg-13355	433	45	2020	2020	NUM
fuelectenerg-13355	433	46	.	.	PUNCT
fuelectenerg-13355	434	1	[	[	X
fuelectenerg-13355	434	2	44	44	NUM
fuelectenerg-13355	434	3	]	]	PUNCT
fuelectenerg-13355	434	4	h.	h.	PROPN
fuelectenerg-13355	434	5	touvron	touvron	PROPN
fuelectenerg-13355	434	6	,	,	PUNCT
fuelectenerg-13355	434	7	l.	l.	PROPN
fuelectenerg-13355	434	8	martin	martin	PROPN
fuelectenerg-13355	434	9	,	,	PUNCT
fuelectenerg-13355	434	10	k.	k.	PROPN
fuelectenerg-13355	434	11	stone	stone	PROPN
fuelectenerg-13355	434	12	,	,	PUNCT
fuelectenerg-13355	434	13	p.	p.	PROPN
fuelectenerg-13355	434	14	albert	albert	PROPN
fuelectenerg-13355	434	15	,	,	PUNCT
fuelectenerg-13355	434	16	a.	a.	PROPN
fuelectenerg-13355	434	17	almahairi	almahairi	PROPN
fuelectenerg-13355	434	18	,	,	PUNCT
fuelectenerg-13355	434	19	y.	y.	PROPN
fuelectenerg-13355	434	20	babaei	babaei	PROPN
fuelectenerg-13355	434	21	,	,	PUNCT
fuelectenerg-13355	434	22	n.	n.	PROPN
fuelectenerg-13355	434	23	bashlykov	bashlykov	PROPN
fuelectenerg-13355	434	24	et	et	PROPN
fuelectenerg-13355	434	25	al	al	PROPN
fuelectenerg-13355	434	26	.	.	PUNCT
fuelectenerg-13355	435	1	"	"	PUNCT
fuelectenerg-13355	435	2	llama	llama	NOUN
fuelectenerg-13355	435	3	2	2	NUM
fuelectenerg-13355	435	4	:	:	PUNCT
fuelectenerg-13355	435	5	open	open	ADJ
fuelectenerg-13355	435	6	foundation	foundation	NOUN
fuelectenerg-13355	435	7	and	and	CCONJ
fuelectenerg-13355	435	8	fine	fine	ADV
fuelectenerg-13355	435	9	-	-	PUNCT
fuelectenerg-13355	435	10	tuned	tune	VERB
fuelectenerg-13355	435	11	chat	chat	NOUN
fuelectenerg-13355	435	12	models	model	NOUN
fuelectenerg-13355	435	13	"	"	PUNCT
fuelectenerg-13355	435	14	,	,	PUNCT
fuelectenerg-13355	435	15	arxiv	arxiv	PROPN
fuelectenerg-13355	435	16	preprint	preprint	VERB
fuelectenerg-13355	435	17	arxiv:2307.09288	arxiv:2307.09288	NOUN
fuelectenerg-13355	435	18	,	,	PUNCT
fuelectenerg-13355	435	19	2023	2023	NUM
fuelectenerg-13355	435	20	.	.	PUNCT
fuelectenerg-13355	436	1	[	[	X
fuelectenerg-13355	436	2	45	45	NUM
fuelectenerg-13355	436	3	]	]	PUNCT
fuelectenerg-13355	436	4	research	research	NOUN
fuelectenerg-13355	436	5	group	group	NOUN
fuelectenerg-13355	436	6	on	on	ADP
fuelectenerg-13355	436	7	computer	computer	NOUN
fuelectenerg-13355	436	8	vision	vision	NOUN
fuelectenerg-13355	436	9	and	and	CCONJ
fuelectenerg-13355	436	10	artificial	artificial	ADJ
fuelectenerg-13355	436	11	intelligence	intelligence	NOUN
fuelectenerg-13355	436	12	—	—	PUNCT
fuelectenerg-13355	436	13	computer	computer	NOUN
fuelectenerg-13355	436	14	vision	vision	NOUN
fuelectenerg-13355	436	15	and	and	CCONJ
fuelectenerg-13355	436	16	artificial	artificial	ADJ
fuelectenerg-13355	436	17	intelligence	intelligence	NOUN
fuelectenerg-13355	436	18	(	(	PUNCT
fuelectenerg-13355	436	19	https://fki.tic.heia-fr.ch/databases	https://fki.tic.heia-fr.ch/database	NOUN
fuelectenerg-13355	436	20	)	)	PUNCT
fuelectenerg-13355	436	21	.	.	PUNCT
fuelectenerg-13355	437	1	[	[	X
fuelectenerg-13355	437	2	46	46	NUM
fuelectenerg-13355	437	3	]	]	X
fuelectenerg-13355	437	4	handwritten	handwritten	ADJ
fuelectenerg-13355	437	5	line	line	NOUN
fuelectenerg-13355	437	6	text	text	NOUN
fuelectenerg-13355	437	7	recognition	recognition	NOUN
fuelectenerg-13355	437	8	using	use	VERB
fuelectenerg-13355	437	9	deep	deep	ADJ
fuelectenerg-13355	437	10	learning	learning	NOUN
fuelectenerg-13355	437	11	with	with	ADP
fuelectenerg-13355	437	12	tensorflow	tensorflow	NOUN
fuelectenerg-13355	437	13	.	.	PUNCT
fuelectenerg-13355	438	1	[	[	X
fuelectenerg-13355	438	2	online	online	X
fuelectenerg-13355	438	3	]	]	X
fuelectenerg-13355	438	4	.	.	PUNCT
fuelectenerg-13355	439	1	available	available	ADJ
fuelectenerg-13355	439	2	:	:	PUNCT
fuelectenerg-13355	439	3	https://github.com/sushant097/handwritten-line-text-recognition-using-deep-learning-withtensorflow	https://github.com/sushant097/handwritten-line-text-recognition-using-deep-learning-withtensorflow	ADP
fuelectenerg-13355	439	4	[	[	X
fuelectenerg-13355	439	5	47	47	NUM
fuelectenerg-13355	439	6	]	]	X
fuelectenerg-13355	439	7	english	english	ADJ
fuelectenerg-13355	439	8	handwritten	handwritten	ADJ
fuelectenerg-13355	439	9	line	line	NOUN
fuelectenerg-13355	439	10	dataset	dataset	VERB
fuelectenerg-13355	439	11	.	.	PUNCT
fuelectenerg-13355	440	1	[	[	X
fuelectenerg-13355	440	2	online	online	X
fuelectenerg-13355	440	3	]	]	X
fuelectenerg-13355	440	4	.	.	PUNCT
fuelectenerg-13355	441	1	available	available	ADJ
fuelectenerg-13355	441	2	:	:	PUNCT
fuelectenerg-13355	441	3	https://www.kaggle.com/datasets/sushant097/	https://www.kaggle.com/datasets/sushant097/	NUM
fuelectenerg-13355	441	4	english	english	ADJ
fuelectenerg-13355	441	5	-	-	PUNCT
fuelectenerg-13355	441	6	handwritten	handwritten	ADJ
fuelectenerg-13355	441	7	-	-	PUNCT
fuelectenerg-13355	441	8	line	line	NOUN
fuelectenerg-13355	441	9	-	-	PUNCT
fuelectenerg-13355	441	10	dataset	dataset	NOUN
fuelectenerg-13355	441	11	[	[	X
fuelectenerg-13355	441	12	48	48	NUM
fuelectenerg-13355	441	13	]	]	PUNCT
fuelectenerg-13355	441	14	m.	m.	PROPN
fuelectenerg-13355	441	15	lewis	lewis	PROPN
fuelectenerg-13355	441	16	,	,	PUNCT
fuelectenerg-13355	441	17	y.	y.	PROPN
fuelectenerg-13355	441	18	liu	liu	PROPN
fuelectenerg-13355	441	19	,	,	PUNCT
fuelectenerg-13355	441	20	n.	n.	PROPN
fuelectenerg-13355	441	21	goyal	goyal	PROPN
fuelectenerg-13355	441	22	,	,	PUNCT
fuelectenerg-13355	441	23	m.	m.	NOUN
fuelectenerg-13355	441	24	ghazvininejad	ghazvininejad	PROPN
fuelectenerg-13355	441	25	,	,	PUNCT
fuelectenerg-13355	441	26	a.	a.	PROPN
fuelectenerg-13355	441	27	mohamed	mohamed	PROPN
fuelectenerg-13355	441	28	,	,	PUNCT
fuelectenerg-13355	441	29	o.	o.	PROPN
fuelectenerg-13355	441	30	levy	levy	NOUN
fuelectenerg-13355	441	31	,	,	PUNCT
fuelectenerg-13355	441	32	v.	v.	ADP
fuelectenerg-13355	441	33	stoyanov	stoyanov	PROPN
fuelectenerg-13355	441	34	and	and	CCONJ
fuelectenerg-13355	441	35	l.	l.	PROPN
fuelectenerg-13355	441	36	zettlemoyer	zettlemoyer	PROPN
fuelectenerg-13355	441	37	,	,	PUNCT
fuelectenerg-13355	441	38	"	"	PUNCT
fuelectenerg-13355	441	39	bart	bart	NOUN
fuelectenerg-13355	441	40	:	:	PUNCT
fuelectenerg-13355	441	41	denoising	denoise	VERB
fuelectenerg-13355	441	42	sequence	sequence	NOUN
fuelectenerg-13355	441	43	-	-	PUNCT
fuelectenerg-13355	441	44	to	to	ADP
fuelectenerg-13355	441	45	-	-	PUNCT
fuelectenerg-13355	441	46	sequence	sequence	NOUN
fuelectenerg-13355	441	47	pre	pre	NOUN
fuelectenerg-13355	441	48	-	-	NOUN
fuelectenerg-13355	441	49	training	training	NOUN
fuelectenerg-13355	441	50	for	for	ADP
fuelectenerg-13355	441	51	natural	natural	ADJ
fuelectenerg-13355	441	52	language	language	NOUN
fuelectenerg-13355	441	53	generation	generation	NOUN
fuelectenerg-13355	441	54	,	,	PUNCT
fuelectenerg-13355	441	55	translation	translation	NOUN
fuelectenerg-13355	441	56	,	,	PUNCT
fuelectenerg-13355	441	57	and	and	CCONJ
fuelectenerg-13355	441	58	comprehension	comprehension	NOUN
fuelectenerg-13355	441	59	"	"	PUNCT
fuelectenerg-13355	441	60	,	,	PUNCT
fuelectenerg-13355	441	61	arxiv	arxiv	PROPN
fuelectenerg-13355	441	62	preprint	preprint	NOUN
fuelectenerg-13355	441	63	arxiv:1910.13461	arxiv:1910.13461	ADV
fuelectenerg-13355	441	64	,	,	PUNCT
fuelectenerg-13355	441	65	2019	2019	NUM
fuelectenerg-13355	441	66	.	.	PUNCT
fuelectenerg-13355	442	1	https://arxiv.org/search/cs?searchtype=author&query=xu,+y	https://arxiv.org/search/cs?searchtype=author&query=xu,+y	NUM
fuelectenerg-13355	442	2	https://arxiv.org/search/cs?searchtype=author&query=li,+m	https://arxiv.org/search/cs?searchtype=author&query=li,+m	PRON
fuelectenerg-13355	442	3	https://arxiv.org/search/cs?searchtype=author&query=cui,+l	https://arxiv.org/search/cs?searchtype=author&query=cui,+l	NUM
fuelectenerg-13355	442	4	https://arxiv.org/search/cs?searchtype=author&query=huang,+s	https://arxiv.org/search/cs?searchtype=author&query=huang,+s	PROPN
fuelectenerg-13355	442	5	https://arxiv.org/search/cs?searchtype=author&query=wei,+f	https://arxiv.org/search/cs?searchtype=author&query=wei,+f	NUM
fuelectenerg-13355	442	6	https://arxiv.org/search/cs?searchtype=author&query=zhou,+m	https://arxiv.org/search/cs?searchtype=author&query=zhou,+m	PROPN
fuelectenerg-13355	442	7	https://fki.tic.heia-fr.ch/databases	https://fki.tic.heia-fr.ch/database	NOUN
fuelectenerg-13355	442	8	https://fki.tic.heia-fr.ch/databases	https://fki.tic.heia-fr.ch/database	NOUN
fuelectenerg-13355	442	9	714	714	NUM
fuelectenerg-13355	442	10	h.	h.	PROPN
fuelectenerg-13355	442	11	kardanmoghaddam	kardanmoghaddam	PROPN
fuelectenerg-13355	442	12	,	,	PUNCT
fuelectenerg-13355	442	13	a.	a.	NOUN
fuelectenerg-13355	442	14	akbarimajd	akbarimajd	PROPN
fuelectenerg-13355	442	15	,	,	PUNCT
fuelectenerg-13355	442	16	m.	m.	NOUN
fuelectenerg-13355	442	17	ranjbarpour	ranjbarpour	NOUN
fuelectenerg-13355	442	18	,	,	PUNCT
fuelectenerg-13355	442	19	m.	m.	NOUN
fuelectenerg-13355	442	20	nooshyar	nooshyar	PROPN
fuelectenerg-13355	442	21	,	,	PUNCT
fuelectenerg-13355	442	22	...	...	PUNCT
fuelectenerg-13355	443	1	[	[	X
fuelectenerg-13355	443	2	49	49	X
fuelectenerg-13355	443	3	]	]	X
fuelectenerg-13355	443	4	y.	y.	PROPN
fuelectenerg-13355	443	5	liu	liu	PROPN
fuelectenerg-13355	443	6	,	,	PUNCT
fuelectenerg-13355	443	7	m.	m.	PROPN
fuelectenerg-13355	443	8	ott	ott	PROPN
fuelectenerg-13355	443	9	,	,	PUNCT
fuelectenerg-13355	443	10	n.	n.	PROPN
fuelectenerg-13355	443	11	goyal	goyal	PROPN
fuelectenerg-13355	443	12	,	,	PUNCT
fuelectenerg-13355	443	13	j.	j.	PROPN
fuelectenerg-13355	443	14	du	du	PROPN
fuelectenerg-13355	443	15	,	,	PUNCT
fuelectenerg-13355	443	16	m.	m.	PROPN
fuelectenerg-13355	443	17	joshi	joshi	PROPN
fuelectenerg-13355	443	18	,	,	PUNCT
fuelectenerg-13355	443	19	d.	d.	PROPN
fuelectenerg-13355	443	20	chen	chen	PROPN
fuelectenerg-13355	443	21	,	,	PUNCT
fuelectenerg-13355	443	22	o.	o.	PROPN
fuelectenerg-13355	443	23	levy	levy	NOUN
fuelectenerg-13355	443	24	,	,	PUNCT
fuelectenerg-13355	443	25	m.	m.	PROPN
fuelectenerg-13355	443	26	lewis	lewis	PROPN
fuelectenerg-13355	443	27	,	,	PUNCT
fuelectenerg-13355	443	28	l.	l.	PROPN
fuelectenerg-13355	443	29	zettlemoyer	zettlemoyer	PROPN
fuelectenerg-13355	443	30	and	and	CCONJ
fuelectenerg-13355	443	31	v.	v.	ADP
fuelectenerg-13355	443	32	stoyanov	stoyanov	PROPN
fuelectenerg-13355	443	33	,	,	PUNCT
fuelectenerg-13355	443	34	"	"	PUNCT
fuelectenerg-13355	443	35	roberta	roberta	NOUN
fuelectenerg-13355	443	36	:	:	PUNCT
fuelectenerg-13355	443	37	a	a	DET
fuelectenerg-13355	443	38	robustly	robustly	ADV
fuelectenerg-13355	443	39	optimized	optimize	VERB
fuelectenerg-13355	443	40	bert	bert	NOUN
fuelectenerg-13355	443	41	pretraining	pretraine	VERB
fuelectenerg-13355	443	42	approach	approach	NOUN
fuelectenerg-13355	443	43	"	"	PUNCT
fuelectenerg-13355	443	44	,	,	PUNCT
fuelectenerg-13355	443	45	arxiv	arxiv	PROPN
fuelectenerg-13355	443	46	preprint	preprint	NOUN
fuelectenerg-13355	443	47	arxiv:1907.11692	arxiv:1907.11692	NOUN
fuelectenerg-13355	443	48	,	,	PUNCT
fuelectenerg-13355	443	49	2019	2019	NUM
fuelectenerg-13355	443	50	.	.	PUNCT
fuelectenerg-13355	444	1	[	[	X
fuelectenerg-13355	444	2	50	50	NUM
fuelectenerg-13355	444	3	]	]	PUNCT
fuelectenerg-13355	444	4	a.	a.	PROPN
fuelectenerg-13355	444	5	radford	radford	PROPN
fuelectenerg-13355	444	6	,	,	PUNCT
fuelectenerg-13355	444	7	j.	j.	PROPN
fuelectenerg-13355	444	8	wu	wu	PROPN
fuelectenerg-13355	444	9	,	,	PUNCT
fuelectenerg-13355	444	10	r.	r.	PROPN
fuelectenerg-13355	444	11	child	child	PROPN
fuelectenerg-13355	444	12	,	,	PUNCT
fuelectenerg-13355	444	13	d.	d.	PROPN
fuelectenerg-13355	444	14	luan	luan	PROPN
fuelectenerg-13355	444	15	,	,	PUNCT
fuelectenerg-13355	444	16	d.	d.	PROPN
fuelectenerg-13355	444	17	amodei	amodei	PROPN
fuelectenerg-13355	444	18	and	and	CCONJ
fuelectenerg-13355	444	19	i.	i.	PROPN
fuelectenerg-13355	444	20	sutskever	sutskever	PROPN
fuelectenerg-13355	444	21	.	.	PUNCT
fuelectenerg-13355	445	1	"	"	PUNCT
fuelectenerg-13355	445	2	language	language	NOUN
fuelectenerg-13355	445	3	models	model	NOUN
fuelectenerg-13355	445	4	are	be	AUX
fuelectenerg-13355	445	5	unsupervised	unsupervised	ADJ
fuelectenerg-13355	445	6	multitask	multitask	ADJ
fuelectenerg-13355	445	7	learners	learner	NOUN
fuelectenerg-13355	445	8	"	"	PUNCT
fuelectenerg-13355	445	9	openai	openai	PROPN
fuelectenerg-13355	445	10	blog	blog	NOUN
fuelectenerg-13355	445	11	,	,	PUNCT
fuelectenerg-13355	445	12	vol	vol	NOUN
fuelectenerg-13355	445	13	.	.	PROPN
fuelectenerg-13355	445	14	1	1	NUM
fuelectenerg-13355	445	15	,	,	PUNCT
fuelectenerg-13355	445	16	no	no	INTJ
fuelectenerg-13355	445	17	.	.	NOUN
fuelectenerg-13355	445	18	8	8	NUM
fuelectenerg-13355	445	19	,	,	PUNCT
fuelectenerg-13355	445	20	p.	p.	NOUN
fuelectenerg-13355	445	21	9	9	NUM
fuelectenerg-13355	445	22	,	,	PUNCT
fuelectenerg-13355	445	23	2019	2019	NUM
fuelectenerg-13355	445	24	.	.	PUNCT
fuelectenerg-13355	446	1	[	[	X
fuelectenerg-13355	446	2	51	51	NUM
fuelectenerg-13355	446	3	]	]	PUNCT
fuelectenerg-13355	446	4	a.	a.	NOUN
fuelectenerg-13355	446	5	dosovitskiy	dosovitskiy	PROPN
fuelectenerg-13355	446	6	,	,	PUNCT
fuelectenerg-13355	446	7	l.	l.	PROPN
fuelectenerg-13355	446	8	beyer	beyer	PROPN
fuelectenerg-13355	446	9	,	,	PUNCT
fuelectenerg-13355	446	10	a.	a.	PROPN
fuelectenerg-13355	446	11	kolesnikov	kolesnikov	PROPN
fuelectenerg-13355	446	12	,	,	PUNCT
fuelectenerg-13355	446	13	d.	d.	PROPN
fuelectenerg-13355	446	14	weissenborn	weissenborn	PROPN
fuelectenerg-13355	446	15	,	,	PUNCT
fuelectenerg-13355	446	16	x.	x.	NOUN
fuelectenerg-13355	446	17	zhai	zhai	PROPN
fuelectenerg-13355	446	18	,	,	PUNCT
fuelectenerg-13355	446	19	t.	t.	PROPN
fuelectenerg-13355	446	20	unterthiner	unterthiner	PROPN
fuelectenerg-13355	446	21	,	,	PUNCT
fuelectenerg-13355	446	22	m.	m.	NOUN
fuelectenerg-13355	446	23	dehghani	dehghani	PROPN
fuelectenerg-13355	446	24	et	et	PROPN
fuelectenerg-13355	446	25	al	al	PROPN
fuelectenerg-13355	446	26	.	.	PROPN
fuelectenerg-13355	446	27	,	,	PUNCT
fuelectenerg-13355	446	28	"	"	PUNCT
fuelectenerg-13355	446	29	an	an	DET
fuelectenerg-13355	446	30	image	image	NOUN
fuelectenerg-13355	446	31	is	be	AUX
fuelectenerg-13355	446	32	worth	worth	ADJ
fuelectenerg-13355	446	33	16x16	16x16	NUM
fuelectenerg-13355	446	34	words	word	NOUN
fuelectenerg-13355	446	35	:	:	PUNCT
fuelectenerg-13355	446	36	transformers	transformer	NOUN
fuelectenerg-13355	446	37	for	for	ADP
fuelectenerg-13355	446	38	image	image	NOUN
fuelectenerg-13355	446	39	recognition	recognition	NOUN
fuelectenerg-13355	446	40	at	at	ADP
fuelectenerg-13355	446	41	scale	scale	NOUN
fuelectenerg-13355	446	42	"	"	PUNCT
fuelectenerg-13355	446	43	,	,	PUNCT
fuelectenerg-13355	446	44	arxiv	arxiv	PROPN
fuelectenerg-13355	446	45	preprint	preprint	VERB
fuelectenerg-13355	446	46	arxiv:2010.11929	arxiv:2010.11929	NOUN
fuelectenerg-13355	446	47	,	,	PUNCT
fuelectenerg-13355	446	48	2020	2020	NUM
fuelectenerg-13355	446	49	.	.	PUNCT
fuelectenerg-13355	447	1	[	[	X
fuelectenerg-13355	447	2	52	52	NUM
fuelectenerg-13355	447	3	]	]	SYM
fuelectenerg-13355	447	4	y.-m	y.-m	NOUN
fuelectenerg-13355	447	5	,	,	PUNCT
fuelectenerg-13355	447	6	chae	chae	PROPN
fuelectenerg-13355	447	7	and	and	CCONJ
fuelectenerg-13355	447	8	t.	t.	PROPN
fuelectenerg-13355	447	9	davidson	davidson	PROPN
fuelectenerg-13355	447	10	,	,	PUNCT
fuelectenerg-13355	447	11	"	"	PUNCT
fuelectenerg-13355	447	12	large	large	ADJ
fuelectenerg-13355	447	13	language	language	NOUN
fuelectenerg-13355	447	14	models	model	NOUN
fuelectenerg-13355	447	15	for	for	ADP
fuelectenerg-13355	447	16	text	text	NOUN
fuelectenerg-13355	447	17	classification	classification	NOUN
fuelectenerg-13355	447	18	:	:	PUNCT
fuelectenerg-13355	447	19	from	from	ADP
fuelectenerg-13355	447	20	zero	zero	NUM
fuelectenerg-13355	447	21	-	-	PUNCT
fuelectenerg-13355	447	22	shot	shot	NOUN
fuelectenerg-13355	447	23	learning	learning	NOUN
fuelectenerg-13355	447	24	to	to	ADP
fuelectenerg-13355	447	25	fine	fine	ADV
fuelectenerg-13355	447	26	-	-	PUNCT
fuelectenerg-13355	447	27	tuning	tuning	NOUN
fuelectenerg-13355	447	28	"	"	PUNCT
fuelectenerg-13355	447	29	,	,	PUNCT
fuelectenerg-13355	447	30	socarxiv	socarxiv	NOUN
fuelectenerg-13355	447	31	:	:	PUNCT
fuelectenerg-13355	447	32	10.31235	10.31235	NUM
fuelectenerg-13355	447	33	/	/	SYM
fuelectenerg-13355	447	34	osf.io	osf.io	PROPN
fuelectenerg-13355	447	35	/	/	SYM
fuelectenerg-13355	447	36	sthwk	sthwk	NOUN
fuelectenerg-13355	447	37	,	,	PUNCT
fuelectenerg-13355	447	38	aug	aug	PROPN
fuelectenerg-13355	447	39	.	.	PROPN
fuelectenerg-13355	447	40	2023	2023	NUM
fuelectenerg-13355	447	41	.	.	PUNCT
fuelectenerg-13355	448	1	[	[	X
fuelectenerg-13355	448	2	53	53	NUM
fuelectenerg-13355	448	3	]	]	PUNCT
fuelectenerg-13355	448	4	z.	z.	PROPN
fuelectenerg-13355	448	5	wang	wang	PROPN
fuelectenerg-13355	448	6	,	,	PUNCT
fuelectenerg-13355	448	7	y.	y.	PROPN
fuelectenerg-13355	448	8	pang	pang	PROPN
fuelectenerg-13355	448	9	and	and	CCONJ
fuelectenerg-13355	448	10	y.	y.	PROPN
fuelectenerg-13355	448	11	lin	lin	PROPN
fuelectenerg-13355	448	12	.	.	PUNCT
fuelectenerg-13355	449	1	"	"	PUNCT
fuelectenerg-13355	449	2	large	large	ADJ
fuelectenerg-13355	449	3	language	language	NOUN
fuelectenerg-13355	449	4	models	model	NOUN
fuelectenerg-13355	449	5	are	be	AUX
fuelectenerg-13355	449	6	zero	zero	NUM
fuelectenerg-13355	449	7	-	-	PUNCT
fuelectenerg-13355	449	8	shot	shot	NOUN
fuelectenerg-13355	449	9	text	text	NOUN
fuelectenerg-13355	449	10	classifiers	classifier	NOUN
fuelectenerg-13355	449	11	.	.	PUNCT
fuelectenerg-13355	449	12	"	"	PUNCT
fuelectenerg-13355	450	1	arxiv	arxiv	PROPN
fuelectenerg-13355	450	2	preprint	preprint	VERB
fuelectenerg-13355	450	3	arxiv:2312.01044	arxiv:2312.01044	PROPN
fuelectenerg-13355	450	4	,	,	PUNCT
fuelectenerg-13355	450	5	2023	2023	NUM
fuelectenerg-13355	450	6	.	.	PUNCT
fuelectenerg-13355	451	1	[	[	X
fuelectenerg-13355	451	2	54	54	NUM
fuelectenerg-13355	451	3	]	]	PUNCT
fuelectenerg-13355	451	4	s.	s.	PROPN
fuelectenerg-13355	451	5	zhong	zhong	PROPN
fuelectenerg-13355	451	6	,	,	PUNCT
fuelectenerg-13355	451	7	j.	j.	PROPN
fuelectenerg-13355	451	8	zeng	zeng	PROPN
fuelectenerg-13355	451	9	,	,	PUNCT
fuelectenerg-13355	451	10	y.	y.	PROPN
fuelectenerg-13355	451	11	yu	yu	PROPN
fuelectenerg-13355	451	12	and	and	CCONJ
fuelectenerg-13355	451	13	b.	b.	PROPN
fuelectenerg-13355	451	14	lin	lin	PROPN
fuelectenerg-13355	451	15	,	,	PUNCT
fuelectenerg-13355	451	16	"	"	PUNCT
fuelectenerg-13355	451	17	clustering	cluster	VERB
fuelectenerg-13355	451	18	algorithms	algorithm	NOUN
fuelectenerg-13355	451	19	and	and	CCONJ
fuelectenerg-13355	451	20	rag	rag	NOUN
fuelectenerg-13355	451	21	enhancing	enhance	VERB
fuelectenerg-13355	451	22	semi	semi	ADJ
fuelectenerg-13355	451	23	-	-	ADJ
fuelectenerg-13355	451	24	supervised	supervised	ADJ
fuelectenerg-13355	451	25	text	text	NOUN
fuelectenerg-13355	451	26	classification	classification	NOUN
fuelectenerg-13355	451	27	with	with	ADP
fuelectenerg-13355	451	28	large	large	ADJ
fuelectenerg-13355	451	29	llms	llm	NOUN
fuelectenerg-13355	451	30	"	"	PUNCT
fuelectenerg-13355	451	31	,	,	PUNCT
fuelectenerg-13355	451	32	int	int	PROPN
fuelectenerg-13355	451	33	.	.	PUNCT
fuelectenerg-13355	452	1	j.	j.	PROPN
fuelectenerg-13355	452	2	data	data	PROPN
fuelectenerg-13355	452	3	sci	sci	PROPN
fuelectenerg-13355	452	4	.	.	PROPN
fuelectenerg-13355	452	5	anal	anal	PROPN
fuelectenerg-13355	452	6	.	.	PUNCT
fuelectenerg-13355	452	7	,	,	PUNCT
fuelectenerg-13355	452	8	vol	vol	NOUN
fuelectenerg-13355	452	9	.	.	PUNCT
fuelectenerg-13355	452	10	2025	2025	NUM
fuelectenerg-13355	452	11	,	,	PUNCT
fuelectenerg-13355	452	12	pp	pp	ADJ
fuelectenerg-13355	452	13	.	.	PUNCT
fuelectenerg-13355	453	1	1	1	NUM
fuelectenerg-13355	453	2	-	-	SYM
fuelectenerg-13355	453	3	22	22	NUM
fuelectenerg-13355	453	4	,	,	PUNCT
fuelectenerg-13355	453	5	2025	2025	NUM
fuelectenerg-13355	453	6	.	.	PUNCT
fuelectenerg-13355	454	1	[	[	X
fuelectenerg-13355	454	2	55	55	NUM
fuelectenerg-13355	454	3	]	]	X
fuelectenerg-13355	454	4	f.	f.	PROPN
fuelectenerg-13355	454	5	dennstaedt	dennstaedt	PROPN
fuelectenerg-13355	454	6	,	,	PUNCT
fuelectenerg-13355	454	7	p.	p.	NOUN
fuelectenerg-13355	454	8	windisch	windisch	PROPN
fuelectenerg-13355	454	9	,	,	PUNCT
fuelectenerg-13355	454	10	i.	i.	PROPN
fuelectenerg-13355	454	11	filchenko	filchenko	PROPN
fuelectenerg-13355	454	12	,	,	PUNCT
fuelectenerg-13355	454	13	j.	j.	PROPN
fuelectenerg-13355	454	14	zink	zink	PROPN
fuelectenerg-13355	454	15	,	,	PUNCT
fuelectenerg-13355	454	16	p.	p.	NOUN
fuelectenerg-13355	454	17	m.	m.	NOUN
fuelectenerg-13355	454	18	putora	putora	PROPN
fuelectenerg-13355	454	19	,	,	PUNCT
fuelectenerg-13355	454	20	a.	a.	PROPN
fuelectenerg-13355	454	21	shaheen	shaheen	PROPN
fuelectenerg-13355	454	22	,	,	PUNCT
fuelectenerg-13355	454	23	r.	r.	PROPN
fuelectenerg-13355	454	24	gaio	gaio	PROPN
fuelectenerg-13355	454	25	,	,	PUNCT
fuelectenerg-13355	454	26	n.	n.	PROPN
fuelectenerg-13355	454	27	cihoric	cihoric	PROPN
fuelectenerg-13355	454	28	,	,	PUNCT
fuelectenerg-13355	454	29	m.	m.	NOUN
fuelectenerg-13355	454	30	wosny	wosny	PROPN
fuelectenerg-13355	454	31	,	,	PUNCT
fuelectenerg-13355	454	32	s.	s.	PROPN
fuelectenerg-13355	454	33	aeppli	aeppli	PROPN
fuelectenerg-13355	454	34	,	,	PUNCT
fuelectenerg-13355	454	35	et	et	PROPN
fuelectenerg-13355	454	36	al	al	PROPN
fuelectenerg-13355	454	37	.	.	PROPN
fuelectenerg-13355	454	38	,	,	PUNCT
fuelectenerg-13355	454	39	"	"	PUNCT
fuelectenerg-13355	454	40	application	application	NOUN
fuelectenerg-13355	454	41	of	of	ADP
fuelectenerg-13355	454	42	a	a	DET
fuelectenerg-13355	454	43	general	general	ADJ
fuelectenerg-13355	454	44	large	large	ADJ
fuelectenerg-13355	454	45	language	language	NOUN
fuelectenerg-13355	454	46	model	model	NOUN
fuelectenerg-13355	454	47	-	-	PUNCT
fuelectenerg-13355	454	48	based	base	VERB
fuelectenerg-13355	454	49	classification	classification	NOUN
fuelectenerg-13355	454	50	system	system	NOUN
fuelectenerg-13355	454	51	to	to	PART
fuelectenerg-13355	454	52	retrieve	retrieve	VERB
fuelectenerg-13355	454	53	information	information	NOUN
fuelectenerg-13355	454	54	about	about	ADP
fuelectenerg-13355	454	55	oncological	oncological	ADJ
fuelectenerg-13355	454	56	trials	trial	NOUN
fuelectenerg-13355	454	57	"	"	PUNCT
fuelectenerg-13355	454	58	,	,	PUNCT
fuelectenerg-13355	454	59	medrxiv	medrxiv	INTJ
fuelectenerg-13355	454	60	:	:	PUNCT
fuelectenerg-13355	454	61	10.1159/000546946	10.1159/000546946	NUM
fuelectenerg-13355	454	62	,	,	PUNCT
fuelectenerg-13355	454	63	2024	2024	NUM
fuelectenerg-13355	454	64	.	.	PUNCT
fuelectenerg-13355	455	1	[	[	X
fuelectenerg-13355	455	2	56	56	NUM
fuelectenerg-13355	455	3	]	]	X
fuelectenerg-13355	455	4	y.	y.	PROPN
fuelectenerg-13355	455	5	guo	guo	PROPN
fuelectenerg-13355	455	6	,	,	PUNCT
fuelectenerg-13355	455	7	a.	a.	NOUN
fuelectenerg-13355	455	8	ovadje	ovadje	PROPN
fuelectenerg-13355	455	9	,	,	PUNCT
fuelectenerg-13355	455	10	m.	m.	PROPN
fuelectenerg-13355	455	11	a.	a.	PROPN
fuelectenerg-13355	455	12	al	al	PROPN
fuelectenerg-13355	455	13	-	-	PUNCT
fuelectenerg-13355	455	14	garadi	garadi	PROPN
fuelectenerg-13355	455	15	and	and	CCONJ
fuelectenerg-13355	455	16	a.	a.	NOUN
fuelectenerg-13355	455	17	sarker	sarker	NOUN
fuelectenerg-13355	455	18	,	,	PUNCT
fuelectenerg-13355	455	19	"	"	PUNCT
fuelectenerg-13355	455	20	evaluating	evaluate	VERB
fuelectenerg-13355	455	21	large	large	ADJ
fuelectenerg-13355	455	22	language	language	NOUN
fuelectenerg-13355	455	23	models	model	NOUN
fuelectenerg-13355	455	24	for	for	ADP
fuelectenerg-13355	455	25	healthrelated	healthrelate	VERB
fuelectenerg-13355	455	26	text	text	NOUN
fuelectenerg-13355	455	27	classification	classification	NOUN
fuelectenerg-13355	455	28	tasks	task	NOUN
fuelectenerg-13355	455	29	with	with	ADP
fuelectenerg-13355	455	30	public	public	ADJ
fuelectenerg-13355	455	31	social	social	ADJ
fuelectenerg-13355	455	32	media	medium	NOUN
fuelectenerg-13355	455	33	data	datum	NOUN
fuelectenerg-13355	455	34	"	"	PUNCT
fuelectenerg-13355	455	35	,	,	PUNCT
fuelectenerg-13355	455	36	j.	j.	PROPN
fuelectenerg-13355	455	37	am	am	PROPN
fuelectenerg-13355	455	38	.	.	PUNCT
fuelectenerg-13355	455	39	med	med	PROPN
fuelectenerg-13355	455	40	.	.	PUNCT
fuelectenerg-13355	456	1	inform	inform	NOUN
fuelectenerg-13355	456	2	.	.	PUNCT
fuelectenerg-13355	457	1	assoc	assoc	PROPN
fuelectenerg-13355	457	2	.	.	PROPN
fuelectenerg-13355	457	3	,	,	PUNCT
fuelectenerg-13355	457	4	vol	vol	NOUN
fuelectenerg-13355	457	5	.	.	PROPN
fuelectenerg-13355	458	1	31	31	NUM
fuelectenerg-13355	458	2	,	,	PUNCT
fuelectenerg-13355	458	3	no	no	INTJ
fuelectenerg-13355	458	4	.	.	NOUN
fuelectenerg-13355	458	5	10	10	NUM
fuelectenerg-13355	458	6	,	,	PUNCT
fuelectenerg-13355	458	7	pp	pp	ADJ
fuelectenerg-13355	458	8	.	.	PUNCT
fuelectenerg-13355	459	1	2181	2181	NUM
fuelectenerg-13355	459	2	-	-	SYM
fuelectenerg-13355	459	3	2189	2189	NUM
fuelectenerg-13355	459	4	,	,	PUNCT
fuelectenerg-13355	459	5	2024	2024	NUM
fuelectenerg-13355	459	6	.	.	PUNCT
fuelectenerg-13355	460	1	[	[	X
fuelectenerg-13355	460	2	57	57	NUM
fuelectenerg-13355	460	3	]	]	PUNCT
fuelectenerg-13355	460	4	m.	m.	NOUN
fuelectenerg-13355	460	5	liu	liu	PROPN
fuelectenerg-13355	460	6	and	and	CCONJ
fuelectenerg-13355	460	7	g.	g.	PROPN
fuelectenerg-13355	460	8	shi	shi	PROPN
fuelectenerg-13355	460	9	,	,	PUNCT
fuelectenerg-13355	460	10	"	"	PUNCT
fuelectenerg-13355	460	11	enhancing	enhance	VERB
fuelectenerg-13355	460	12	llm	llm	NOUN
fuelectenerg-13355	460	13	-	-	PUNCT
fuelectenerg-13355	460	14	based	base	VERB
fuelectenerg-13355	460	15	text	text	NOUN
fuelectenerg-13355	460	16	classification	classification	NOUN
fuelectenerg-13355	460	17	in	in	ADP
fuelectenerg-13355	460	18	political	political	ADJ
fuelectenerg-13355	460	19	science	science	NOUN
fuelectenerg-13355	460	20	:	:	PUNCT
fuelectenerg-13355	460	21	automatic	automatic	ADJ
fuelectenerg-13355	460	22	prompt	prompt	ADJ
fuelectenerg-13355	460	23	optimization	optimization	NOUN
fuelectenerg-13355	460	24	and	and	CCONJ
fuelectenerg-13355	460	25	dynamic	dynamic	ADJ
fuelectenerg-13355	460	26	exemplar	exemplar	ADJ
fuelectenerg-13355	460	27	selection	selection	NOUN
fuelectenerg-13355	460	28	for	for	ADP
fuelectenerg-13355	460	29	few	few	ADJ
fuelectenerg-13355	460	30	-	-	PUNCT
fuelectenerg-13355	460	31	shot	shot	NOUN
fuelectenerg-13355	460	32	learning	learning	NOUN
fuelectenerg-13355	460	33	"	"	PUNCT
fuelectenerg-13355	460	34	,	,	PUNCT
fuelectenerg-13355	460	35	arxiv	arxiv	PROPN
fuelectenerg-13355	460	36	preprint	preprint	NOUN
fuelectenerg-13355	460	37	arxiv:2409.01466	arxiv:2409.01466	VERB
fuelectenerg-13355	460	38	,	,	PUNCT
fuelectenerg-13355	460	39	2024	2024	NUM
fuelectenerg-13355	460	40	.	.	PUNCT
fuelectenerg-13355	461	1	[	[	X
fuelectenerg-13355	461	2	58	58	NUM
fuelectenerg-13355	461	3	]	]	PUNCT
fuelectenerg-13355	461	4	m.	m.	NOUN
fuelectenerg-13355	461	5	m.	m.	PROPN
fuelectenerg-13355	461	6	mohajeri	mohajeri	PROPN
fuelectenerg-13355	461	7	,	,	PUNCT
fuelectenerg-13355	461	8	m.	m.	PROPN
fuelectenerg-13355	461	9	j.	j.	PROPN
fuelectenerg-13355	461	10	dousti	dousti	PROPN
fuelectenerg-13355	461	11	and	and	CCONJ
fuelectenerg-13355	461	12	m.	m.	PROPN
fuelectenerg-13355	461	13	n.	n.	PROPN
fuelectenerg-13355	461	14	ahmadabadi	ahmadabadi	PROPN
fuelectenerg-13355	461	15	,	,	PUNCT
fuelectenerg-13355	461	16	"	"	PUNCT
fuelectenerg-13355	461	17	cocop	cocop	NOUN
fuelectenerg-13355	461	18	:	:	PUNCT
fuelectenerg-13355	461	19	enhancing	enhance	VERB
fuelectenerg-13355	461	20	text	text	NOUN
fuelectenerg-13355	461	21	classification	classification	NOUN
fuelectenerg-13355	461	22	with	with	ADP
fuelectenerg-13355	461	23	llm	llm	PROPN
fuelectenerg-13355	461	24	through	through	ADP
fuelectenerg-13355	461	25	code	code	NOUN
fuelectenerg-13355	461	26	completion	completion	NOUN
fuelectenerg-13355	461	27	prompt	prompt	NOUN
fuelectenerg-13355	461	28	"	"	PUNCT
fuelectenerg-13355	461	29	,	,	PUNCT
fuelectenerg-13355	461	30	arxiv	arxiv	PROPN
fuelectenerg-13355	461	31	preprint	preprint	NOUN
fuelectenerg-13355	461	32	arxiv:2411.08979	arxiv:2411.08979	NOUN
fuelectenerg-13355	461	33	,	,	PUNCT
fuelectenerg-13355	461	34	2024	2024	NUM
fuelectenerg-13355	461	35	.	.	PUNCT
fuelectenerg-13355	462	1	[	[	X
fuelectenerg-13355	462	2	59	59	NUM
fuelectenerg-13355	462	3	]	]	X
fuelectenerg-13355	462	4	y.	y.	PROPN
fuelectenerg-13355	462	5	zhang	zhang	PROPN
fuelectenerg-13355	462	6	,	,	PUNCT
fuelectenerg-13355	462	7	m.	m.	PROPN
fuelectenerg-13355	462	8	wang	wang	PROPN
fuelectenerg-13355	462	9	,	,	PUNCT
fuelectenerg-13355	462	10	q.	q.	PROPN
fuelectenerg-13355	462	11	li	li	PROPN
fuelectenerg-13355	462	12	,	,	PUNCT
fuelectenerg-13355	462	13	p.	p.	PROPN
fuelectenerg-13355	462	14	tiwari	tiwari	PROPN
fuelectenerg-13355	462	15	and	and	CCONJ
fuelectenerg-13355	462	16	j.	j.	PROPN
fuelectenerg-13355	462	17	qin	qin	PROPN
fuelectenerg-13355	462	18	,	,	PUNCT
fuelectenerg-13355	462	19	"	"	PUNCT
fuelectenerg-13355	462	20	pushing	push	VERB
fuelectenerg-13355	462	21	the	the	DET
fuelectenerg-13355	462	22	limit	limit	NOUN
fuelectenerg-13355	462	23	of	of	ADP
fuelectenerg-13355	462	24	llm	llm	PROPN
fuelectenerg-13355	462	25	capacity	capacity	NOUN
fuelectenerg-13355	462	26	for	for	ADP
fuelectenerg-13355	462	27	text	text	NOUN
fuelectenerg-13355	462	28	classification	classification	NOUN
fuelectenerg-13355	462	29	"	"	PUNCT
fuelectenerg-13355	462	30	,	,	PUNCT
fuelectenerg-13355	462	31	in	in	ADP
fuelectenerg-13355	462	32	proceedings	proceeding	NOUN
fuelectenerg-13355	462	33	of	of	ADP
fuelectenerg-13355	462	34	the	the	DET
fuelectenerg-13355	462	35	acm	acm	NOUN
fuelectenerg-13355	462	36	on	on	ADP
fuelectenerg-13355	462	37	web	web	NOUN
fuelectenerg-13355	462	38	conference	conference	NOUN
fuelectenerg-13355	462	39	,	,	PUNCT
fuelectenerg-13355	462	40	2025	2025	NUM
fuelectenerg-13355	462	41	,	,	PUNCT
fuelectenerg-13355	462	42	pp	pp	ADJ
fuelectenerg-13355	462	43	.	.	PUNCT
fuelectenerg-13355	462	44	1524	1524	NUM
fuelectenerg-13355	462	45	-	-	SYM
fuelectenerg-13355	462	46	1528	1528	NUM
fuelectenerg-13355	462	47	.	.	PUNCT
fuelectenerg-13355	463	1	[	[	X
fuelectenerg-13355	463	2	60	60	NUM
fuelectenerg-13355	463	3	]	]	X
fuelectenerg-13355	463	4	yin	yin	PROPN
fuelectenerg-13355	463	5	,	,	PUNCT
fuelectenerg-13355	463	6	kai	kai	PROPN
fuelectenerg-13355	463	7	,	,	PUNCT
fuelectenerg-13355	463	8	chengkai	chengkai	PROPN
fuelectenerg-13355	463	9	liu	liu	PROPN
fuelectenerg-13355	463	10	,	,	PUNCT
fuelectenerg-13355	463	11	ali	ali	PROPN
fuelectenerg-13355	463	12	mostafavi	mostafavi	PROPN
fuelectenerg-13355	463	13	,	,	PUNCT
fuelectenerg-13355	463	14	and	and	CCONJ
fuelectenerg-13355	463	15	xia	xia	PROPN
fuelectenerg-13355	463	16	hu	hu	PROPN
fuelectenerg-13355	463	17	.	.	PROPN
fuelectenerg-13355	463	18	,	,	PUNCT
fuelectenerg-13355	463	19	"	"	PUNCT
fuelectenerg-13355	463	20	crisissense	crisissense	NOUN
fuelectenerg-13355	463	21	-	-	PUNCT
fuelectenerg-13355	463	22	llm	llm	NOUN
fuelectenerg-13355	463	23	:	:	PUNCT
fuelectenerg-13355	463	24	instruction	instruction	NOUN
fuelectenerg-13355	463	25	fine	fine	ADV
fuelectenerg-13355	463	26	-	-	PUNCT
fuelectenerg-13355	463	27	tuned	tune	VERB
fuelectenerg-13355	463	28	large	large	ADJ
fuelectenerg-13355	463	29	language	language	NOUN
fuelectenerg-13355	463	30	model	model	NOUN
fuelectenerg-13355	463	31	for	for	ADP
fuelectenerg-13355	463	32	multi	multi	ADJ
fuelectenerg-13355	463	33	-	-	ADJ
fuelectenerg-13355	463	34	label	label	ADJ
fuelectenerg-13355	463	35	social	social	ADJ
fuelectenerg-13355	463	36	media	medium	NOUN
fuelectenerg-13355	463	37	text	text	NOUN
fuelectenerg-13355	463	38	classification	classification	NOUN
fuelectenerg-13355	463	39	in	in	ADP
fuelectenerg-13355	463	40	disaster	disaster	NOUN
fuelectenerg-13355	463	41	informatics	informatic	NOUN
fuelectenerg-13355	463	42	"	"	PUNCT
fuelectenerg-13355	463	43	,	,	PUNCT
fuelectenerg-13355	463	44	arxiv	arxiv	PROPN
fuelectenerg-13355	463	45	preprint	preprint	NOUN
fuelectenerg-13355	463	46	arxiv:2406.15477	arxiv:2406.15477	NOUN
fuelectenerg-13355	463	47	,	,	PUNCT
fuelectenerg-13355	463	48	2024	2024	NUM
fuelectenerg-13355	463	49	.	.	PUNCT
fuelectenerg-13355	464	1	[	[	X
fuelectenerg-13355	464	2	61	61	NUM
fuelectenerg-13355	464	3	]	]	X
fuelectenerg-13355	464	4	f.	f.	PROPN
fuelectenerg-13355	464	5	di	di	PROPN
fuelectenerg-13355	464	6	palo	palo	PROPN
fuelectenerg-13355	464	7	,	,	PUNCT
fuelectenerg-13355	464	8	p.	p.	PROPN
fuelectenerg-13355	464	9	singhi	singhi	PROPN
fuelectenerg-13355	464	10	and	and	CCONJ
fuelectenerg-13355	464	11	b.	b.	PROPN
fuelectenerg-13355	464	12	fadlallah	fadlallah	PROPN
fuelectenerg-13355	464	13	.	.	PUNCT
fuelectenerg-13355	465	1	"	"	PUNCT
fuelectenerg-13355	465	2	performance	performance	NOUN
fuelectenerg-13355	465	3	-	-	PUNCT
fuelectenerg-13355	465	4	guided	guide	VERB
fuelectenerg-13355	465	5	llm	llm	NOUN
fuelectenerg-13355	465	6	knowledge	knowledge	NOUN
fuelectenerg-13355	465	7	distillation	distillation	NOUN
fuelectenerg-13355	465	8	for	for	ADP
fuelectenerg-13355	465	9	efficient	efficient	ADJ
fuelectenerg-13355	465	10	text	text	NOUN
fuelectenerg-13355	465	11	classification	classification	NOUN
fuelectenerg-13355	465	12	at	at	ADP
fuelectenerg-13355	465	13	scale	scale	NOUN
fuelectenerg-13355	465	14	"	"	PUNCT
fuelectenerg-13355	465	15	,	,	PUNCT
fuelectenerg-13355	465	16	arxiv	arxiv	PROPN
fuelectenerg-13355	465	17	preprint	preprint	NOUN
fuelectenerg-13355	465	18	arxiv:2411.05045	arxiv:2411.05045	ADV
fuelectenerg-13355	465	19	,	,	PUNCT
fuelectenerg-13355	465	20	2024	2024	NUM
fuelectenerg-13355	465	21	.	.	PUNCT