id	sid	tid	token	lemma	pos
cana-2641	1	1	communications	communication	NOUN
cana-2641	1	2	on	on	ADP
cana-2641	1	3	applied	apply	VERB
cana-2641	1	4	nonlinear	nonlinear	ADJ
cana-2641	1	5	analysis	analysis	NOUN
cana-2641	1	6	issn	issn	NOUN
cana-2641	1	7	:	:	PUNCT
cana-2641	1	8	1074	1074	NUM
cana-2641	1	9	-	-	PUNCT
cana-2641	1	10	133x	133x	NUM
cana-2641	1	11	vol	vol	NOUN
cana-2641	1	12	32	32	NUM
cana-2641	1	13	no	no	NOUN
cana-2641	1	14	.	.	PUNCT
cana-2641	2	1	3s	3s	NUM
cana-2641	2	2	(	(	PUNCT
cana-2641	2	3	2025	2025	NUM
cana-2641	2	4	)	)	PUNCT
cana-2641	2	5	250	250	NUM
cana-2641	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	2	7	autoetl	autoetl	PROPN
cana-2641	2	8	:	:	PUNCT
cana-2641	2	9	a	a	DET
cana-2641	2	10	nonlinear	nonlinear	ADJ
cana-2641	2	11	deep	deep	ADJ
cana-2641	2	12	learning	learning	NOUN
cana-2641	2	13	framework	framework	NOUN
cana-2641	2	14	for	for	ADP
cana-2641	2	15	etl	etl	NOUN
cana-2641	2	16	automation	automation	NOUN
cana-2641	2	17	g.	g.	PROPN
cana-2641	2	18	sunil	sunil	PROPN
cana-2641	2	19	santhosh	santhosh	PROPN
cana-2641	2	20	kumar1,2	kumar1,2	PROPN
cana-2641	2	21	*	*	PROPN
cana-2641	2	22	,	,	PUNCT
cana-2641	2	23	m.	m.	NOUN
cana-2641	2	24	rudra	rudra	PROPN
cana-2641	2	25	kumar3	kumar3	PROPN
cana-2641	2	26	*	*	PUNCT
cana-2641	2	27	1research	1research	NUM
cana-2641	2	28	scholar	scholar	NOUN
cana-2641	2	29	,	,	PUNCT
cana-2641	2	30	department	department	NOUN
cana-2641	2	31	of	of	ADP
cana-2641	2	32	cse	cse	PROPN
cana-2641	2	33	,	,	PUNCT
cana-2641	2	34	jntu	jntu	PROPN
cana-2641	2	35	ananthapuramu	ananthapuramu	PROPN
cana-2641	2	36	,	,	PUNCT
cana-2641	2	37	ap	ap	PROPN
cana-2641	2	38	,	,	PUNCT
cana-2641	2	39	india	india	PROPN
cana-2641	2	40	.	.	PUNCT
cana-2641	3	1	2assistant	2assistant	NUM
cana-2641	3	2	professor	professor	NOUN
cana-2641	3	3	,	,	PUNCT
cana-2641	3	4	department	department	PROPN
cana-2641	3	5	of	of	ADP
cana-2641	3	6	cse	cse	PROPN
cana-2641	3	7	,	,	PUNCT
cana-2641	3	8	mlritm	mlritm	NOUN
cana-2641	3	9	-	-	PUNCT
cana-2641	3	10	hyderabad	hyderabad	PROPN
cana-2641	3	11	,	,	PUNCT
cana-2641	3	12	india	india	PROPN
cana-2641	3	13	*	*	SYM
cana-2641	3	14	1email	1email	NUM
cana-2641	3	15	:	:	PUNCT
cana-2641	3	16	gsunilsanthosh105@gmail.com	gsunilsanthosh105@gmail.com	X
cana-2641	3	17	3	3	NUM
cana-2641	3	18	professor	professor	NOUN
cana-2641	3	19	,	,	PUNCT
cana-2641	3	20	dept	dept	NOUN
cana-2641	3	21	.	.	PROPN
cana-2641	3	22	,	,	PUNCT
cana-2641	3	23	of	of	ADP
cana-2641	3	24	information	information	NOUN
cana-2641	3	25	technology	technology	NOUN
cana-2641	3	26	,	,	PUNCT
cana-2641	3	27	mgit	mgit	PROPN
cana-2641	3	28	,	,	PUNCT
cana-2641	3	29	hyderabad	hyderabad	PROPN
cana-2641	3	30	,	,	PUNCT
cana-2641	3	31	india	india	PROPN
cana-2641	3	32	.	.	PUNCT
cana-2641	4	1	2email	2email	NUM
cana-2641	4	2	:	:	PUNCT
cana-2641	5	1	mrudrakumar@gmail.com	mrudrakumar@gmail.com	X
cana-2641	5	2	*	*	PUNCT
cana-2641	5	3	corresponding	correspond	VERB
cana-2641	5	4	author	author	NOUN
cana-2641	5	5	:	:	PUNCT
cana-2641	5	6	g.	g.	PROPN
cana-2641	5	7	sunil	sunil	PROPN
cana-2641	5	8	santhosh	santhosh	PROPN
cana-2641	5	9	kumar	kumar	PROPN
cana-2641	5	10	,	,	PUNCT
cana-2641	5	11	email	email	NOUN
cana-2641	5	12	:	:	PUNCT
cana-2641	5	13	gsunilsanthosh105@gmail.com	gsunilsanthosh105@gmail.com	X
cana-2641	5	14	article	article	NOUN
cana-2641	5	15	history	history	NOUN
cana-2641	5	16	:	:	PUNCT
cana-2641	5	17	received	receive	VERB
cana-2641	5	18	:	:	PUNCT
cana-2641	5	19	22	22	NUM
cana-2641	5	20	-	-	SYM
cana-2641	5	21	09	09	NUM
cana-2641	5	22	-	-	PUNCT
cana-2641	5	23	2024	2024	NUM
cana-2641	5	24	revised	revise	VERB
cana-2641	5	25	:	:	PUNCT
cana-2641	5	26	02	02	NUM
cana-2641	5	27	-	-	SYM
cana-2641	5	28	11	11	NUM
cana-2641	5	29	-	-	PUNCT
cana-2641	5	30	2024	2024	NUM
cana-2641	5	31	accepted	accept	VERB
cana-2641	5	32	:	:	PUNCT
cana-2641	5	33	18	18	NUM
cana-2641	5	34	-	-	SYM
cana-2641	5	35	11	11	NUM
cana-2641	5	36	-	-	PUNCT
cana-2641	5	37	2024	2024	NUM
cana-2641	5	38	abstract	abstract	NOUN
cana-2641	5	39	:	:	PUNCT
cana-2641	5	40	this	this	DET
cana-2641	5	41	study	study	NOUN
cana-2641	5	42	presents	present	VERB
cana-2641	5	43	a	a	DET
cana-2641	5	44	nonlinear	nonlinear	ADJ
cana-2641	5	45	framework	framework	NOUN
cana-2641	5	46	for	for	ADP
cana-2641	5	47	automating	automate	VERB
cana-2641	5	48	extract	extract	NOUN
cana-2641	5	49	,	,	PUNCT
cana-2641	5	50	transform	transform	NOUN
cana-2641	5	51	,	,	PUNCT
cana-2641	5	52	load	load	NOUN
cana-2641	5	53	(	(	PUNCT
cana-2641	5	54	etl	etl	NOUN
cana-2641	5	55	)	)	PUNCT
cana-2641	5	56	processes	process	NOUN
cana-2641	5	57	.	.	PUNCT
cana-2641	6	1	the	the	DET
cana-2641	6	2	framework	framework	NOUN
cana-2641	6	3	uses	use	VERB
cana-2641	6	4	natural	natural	ADJ
cana-2641	6	5	language	language	NOUN
cana-2641	6	6	processing	processing	NOUN
cana-2641	6	7	techniques	technique	NOUN
cana-2641	6	8	,	,	PUNCT
cana-2641	6	9	transformer	transformer	NOUN
cana-2641	6	10	-	-	PUNCT
cana-2641	6	11	based	base	VERB
cana-2641	6	12	models	model	NOUN
cana-2641	6	13	,	,	PUNCT
cana-2641	6	14	and	and	CCONJ
cana-2641	6	15	reinforcement	reinforcement	NOUN
cana-2641	6	16	learning	learning	NOUN
cana-2641	6	17	to	to	PART
cana-2641	6	18	convert	convert	VERB
cana-2641	6	19	unstructured	unstructured	ADJ
cana-2641	6	20	data	datum	NOUN
cana-2641	6	21	into	into	ADP
cana-2641	6	22	structured	structured	ADJ
cana-2641	6	23	formats	format	NOUN
cana-2641	6	24	.	.	PUNCT
cana-2641	7	1	it	it	PRON
cana-2641	7	2	focuses	focus	VERB
cana-2641	7	3	on	on	ADP
cana-2641	7	4	creating	create	VERB
cana-2641	7	5	and	and	CCONJ
cana-2641	7	6	refining	refine	VERB
cana-2641	7	7	transformation	transformation	NOUN
cana-2641	7	8	rules	rule	NOUN
cana-2641	7	9	based	base	VERB
cana-2641	7	10	on	on	ADP
cana-2641	7	11	data	datum	NOUN
cana-2641	7	12	patterns	pattern	NOUN
cana-2641	7	13	.	.	PUNCT
cana-2641	8	1	the	the	DET
cana-2641	8	2	research	research	NOUN
cana-2641	8	3	addresses	address	NOUN
cana-2641	8	4	challenges	challenge	VERB
cana-2641	8	5	in	in	ADP
cana-2641	8	6	automating	automate	VERB
cana-2641	8	7	etl	etl	NOUN
cana-2641	8	8	processes	process	NOUN
cana-2641	8	9	,	,	PUNCT
cana-2641	8	10	particularly	particularly	ADV
cana-2641	8	11	the	the	DET
cana-2641	8	12	need	need	NOUN
cana-2641	8	13	to	to	PART
cana-2641	8	14	handle	handle	VERB
cana-2641	8	15	complex	complex	ADJ
cana-2641	8	16	data	datum	NOUN
cana-2641	8	17	relationships	relationship	NOUN
cana-2641	8	18	without	without	ADP
cana-2641	8	19	manual	manual	ADJ
cana-2641	8	20	input	input	NOUN
cana-2641	8	21	.	.	PUNCT
cana-2641	9	1	the	the	DET
cana-2641	9	2	tpc	tpc	PROPN
cana-2641	9	3	-	-	PUNCT
cana-2641	9	4	di	di	NOUN
cana-2641	9	5	dataset	dataset	NOUN
cana-2641	9	6	is	be	AUX
cana-2641	9	7	used	use	VERB
cana-2641	9	8	to	to	PART
cana-2641	9	9	test	test	VERB
cana-2641	9	10	the	the	DET
cana-2641	9	11	framework	framework	NOUN
cana-2641	9	12	,	,	PUNCT
cana-2641	9	13	which	which	PRON
cana-2641	9	14	transforms	transform	VERB
cana-2641	9	15	financial	financial	ADJ
cana-2641	9	16	newswire	newswire	NOUN
cana-2641	9	17	data	datum	NOUN
cana-2641	9	18	into	into	ADP
cana-2641	9	19	a	a	DET
cana-2641	9	20	structured	structured	ADJ
cana-2641	9	21	warehouse	warehouse	NOUN
cana-2641	9	22	format	format	NOUN
cana-2641	9	23	.	.	PUNCT
cana-2641	10	1	the	the	DET
cana-2641	10	2	process	process	NOUN
cana-2641	10	3	follows	follow	VERB
cana-2641	10	4	acid	acid	NOUN
cana-2641	10	5	and	and	CCONJ
cana-2641	10	6	openclass	openclass	NOUN
cana-2641	10	7	standards	standard	NOUN
cana-2641	10	8	.	.	PUNCT
cana-2641	11	1	the	the	DET
cana-2641	11	2	framework	framework	NOUN
cana-2641	11	3	includes	include	VERB
cana-2641	11	4	data	datum	NOUN
cana-2641	11	5	preparation	preparation	NOUN
cana-2641	11	6	through	through	ADP
cana-2641	11	7	tokenization	tokenization	NOUN
cana-2641	11	8	and	and	CCONJ
cana-2641	11	9	normalization	normalization	NOUN
cana-2641	11	10	.	.	PUNCT
cana-2641	12	1	a	a	DET
cana-2641	12	2	transformer	transformer	NOUN
cana-2641	12	3	-	-	PUNCT
cana-2641	12	4	based	base	VERB
cana-2641	12	5	model	model	NOUN
cana-2641	12	6	processes	process	VERB
cana-2641	12	7	sequences	sequence	NOUN
cana-2641	12	8	to	to	PART
cana-2641	12	9	identify	identify	VERB
cana-2641	12	10	patterns	pattern	NOUN
cana-2641	12	11	.	.	PUNCT
cana-2641	13	1	reinforcement	reinforcement	NOUN
cana-2641	13	2	learning	learning	NOUN
cana-2641	13	3	refines	refine	VERB
cana-2641	13	4	transformation	transformation	NOUN
cana-2641	13	5	rules	rule	NOUN
cana-2641	13	6	using	use	VERB
cana-2641	13	7	feedback	feedback	NOUN
cana-2641	13	8	.	.	PUNCT
cana-2641	14	1	the	the	DET
cana-2641	14	2	methods	method	NOUN
cana-2641	14	3	ensure	ensure	VERB
cana-2641	14	4	structured	structured	ADJ
cana-2641	14	5	data	datum	NOUN
cana-2641	14	6	alignment	alignment	NOUN
cana-2641	14	7	measured	measure	VERB
cana-2641	14	8	through	through	ADP
cana-2641	14	9	metrics	metric	NOUN
cana-2641	14	10	like	like	ADP
cana-2641	14	11	intersection	intersection	NOUN
cana-2641	14	12	over	over	ADP
cana-2641	14	13	union	union	NOUN
cana-2641	14	14	(	(	PUNCT
cana-2641	14	15	iou	iou	NOUN
cana-2641	14	16	)	)	PUNCT
cana-2641	14	17	,	,	PUNCT
cana-2641	14	18	mean	mean	ADJ
cana-2641	14	19	average	average	ADJ
cana-2641	14	20	precision	precision	NOUN
cana-2641	14	21	(	(	PUNCT
cana-2641	14	22	map	map	NOUN
cana-2641	14	23	)	)	PUNCT
cana-2641	14	24	,	,	PUNCT
cana-2641	14	25	and	and	CCONJ
cana-2641	14	26	mean	mean	VERB
cana-2641	14	27	squared	square	VERB
cana-2641	14	28	error	error	NOUN
cana-2641	14	29	(	(	PUNCT
cana-2641	14	30	mse	mse	NOUN
cana-2641	14	31	)	)	PUNCT
cana-2641	14	32	.	.	PUNCT
cana-2641	15	1	the	the	DET
cana-2641	15	2	results	result	NOUN
cana-2641	15	3	show	show	VERB
cana-2641	15	4	consistent	consistent	ADJ
cana-2641	15	5	performance	performance	NOUN
cana-2641	15	6	across	across	ADP
cana-2641	15	7	various	various	ADJ
cana-2641	15	8	data	datum	NOUN
cana-2641	15	9	thresholds	threshold	NOUN
cana-2641	15	10	,	,	PUNCT
cana-2641	15	11	highlighting	highlight	VERB
cana-2641	15	12	its	its	PRON
cana-2641	15	13	ability	ability	NOUN
cana-2641	15	14	to	to	PART
cana-2641	15	15	handle	handle	VERB
cana-2641	15	16	diverse	diverse	ADJ
cana-2641	15	17	data	datum	NOUN
cana-2641	15	18	patterns	pattern	NOUN
cana-2641	15	19	.	.	PUNCT
cana-2641	16	1	this	this	DET
cana-2641	16	2	research	research	NOUN
cana-2641	16	3	outlines	outline	VERB
cana-2641	16	4	a	a	DET
cana-2641	16	5	method	method	NOUN
cana-2641	16	6	to	to	PART
cana-2641	16	7	automate	automate	VERB
cana-2641	16	8	data	datum	NOUN
cana-2641	16	9	handling	handling	NOUN
cana-2641	16	10	while	while	SCONJ
cana-2641	16	11	reducing	reduce	VERB
cana-2641	16	12	manual	manual	ADJ
cana-2641	16	13	involvement	involvement	NOUN
cana-2641	16	14	,	,	PUNCT
cana-2641	16	15	with	with	ADP
cana-2641	16	16	potential	potential	ADJ
cana-2641	16	17	applications	application	NOUN
cana-2641	16	18	across	across	ADP
cana-2641	16	19	domains	domain	NOUN
cana-2641	16	20	.	.	PUNCT
cana-2641	17	1	keywords	keyword	NOUN
cana-2641	17	2	:	:	PUNCT
cana-2641	17	3	nonlinear	nonlinear	ADJ
cana-2641	17	4	etl	etl	NOUN
cana-2641	17	5	framework	framework	NOUN
cana-2641	17	6	,	,	PUNCT
cana-2641	17	7	data	data	NOUN
cana-2641	17	8	transformation	transformation	NOUN
cana-2641	17	9	,	,	PUNCT
cana-2641	17	10	tokenization	tokenization	NOUN
cana-2641	17	11	,	,	PUNCT
cana-2641	17	12	transformer	transformer	NOUN
cana-2641	17	13	model	model	NOUN
cana-2641	17	14	,	,	PUNCT
cana-2641	17	15	reinforcement	reinforcement	NOUN
cana-2641	17	16	learning	learning	NOUN
cana-2641	17	17	,	,	PUNCT
cana-2641	17	18	iou	iou	PROPN
cana-2641	17	19	,	,	PUNCT
cana-2641	17	20	structured	structured	ADJ
cana-2641	17	21	data	datum	NOUN
cana-2641	17	22	alignment	alignment	NOUN
cana-2641	17	23	,	,	PUNCT
cana-2641	17	24	tpc	tpc	PROPN
cana-2641	17	25	-	-	PUNCT
cana-2641	17	26	di	di	NOUN
cana-2641	17	27	dataset	dataset	NOUN
cana-2641	17	28	.	.	PUNCT
cana-2641	18	1	1	1	NUM
cana-2641	18	2	introduction	introduction	NOUN
cana-2641	18	3	the	the	DET
cana-2641	18	4	field	field	NOUN
cana-2641	18	5	of	of	ADP
cana-2641	18	6	data	datum	NOUN
cana-2641	18	7	integration	integration	NOUN
cana-2641	18	8	,	,	PUNCT
cana-2641	18	9	particularly	particularly	ADV
cana-2641	18	10	the	the	DET
cana-2641	18	11	automation	automation	NOUN
cana-2641	18	12	of	of	ADP
cana-2641	18	13	extract	extract	NOUN
cana-2641	18	14	,	,	PUNCT
cana-2641	18	15	transform	transform	NOUN
cana-2641	18	16	,	,	PUNCT
cana-2641	18	17	load	load	NOUN
cana-2641	18	18	(	(	PUNCT
cana-2641	18	19	etl	etl	NOUN
cana-2641	18	20	)	)	PUNCT
cana-2641	18	21	processes	process	NOUN
cana-2641	18	22	,	,	PUNCT
cana-2641	18	23	has	have	AUX
cana-2641	18	24	seen	see	VERB
cana-2641	18	25	considerable	considerable	ADJ
cana-2641	18	26	advancements	advancement	NOUN
cana-2641	18	27	in	in	ADP
cana-2641	18	28	recent	recent	ADJ
cana-2641	18	29	years	year	NOUN
cana-2641	18	30	.	.	PUNCT
cana-2641	19	1	with	with	ADP
cana-2641	19	2	the	the	DET
cana-2641	19	3	burgeoning	burgeon	VERB
cana-2641	19	4	volume	volume	NOUN
cana-2641	19	5	and	and	CCONJ
cana-2641	19	6	complexity	complexity	NOUN
cana-2641	19	7	of	of	ADP
cana-2641	19	8	data	datum	NOUN
cana-2641	19	9	across	across	ADP
cana-2641	19	10	various	various	ADJ
cana-2641	19	11	domains	domain	NOUN
cana-2641	19	12	,	,	PUNCT
cana-2641	19	13	the	the	DET
cana-2641	19	14	need	need	NOUN
cana-2641	19	15	to	to	PART
cana-2641	19	16	efficiently	efficiently	ADV
cana-2641	19	17	convert	convert	VERB
cana-2641	19	18	unstructured	unstructured	ADJ
cana-2641	19	19	data	datum	NOUN
cana-2641	19	20	into	into	ADP
cana-2641	19	21	structured	structured	ADJ
cana-2641	19	22	formats	format	NOUN
cana-2641	19	23	has	have	AUX
cana-2641	19	24	become	become	VERB
cana-2641	19	25	imperative	imperative	ADJ
cana-2641	19	26	for	for	ADP
cana-2641	19	27	enhancing	enhance	VERB
cana-2641	19	28	data	data	NOUN
cana-2641	19	29	usability	usability	NOUN
cana-2641	19	30	and	and	CCONJ
cana-2641	19	31	accessibility	accessibility	NOUN
cana-2641	19	32	.	.	PUNCT
cana-2641	20	1	the	the	DET
cana-2641	20	2	introduction	introduction	NOUN
cana-2641	20	3	of	of	ADP
cana-2641	20	4	deep	deep	ADJ
cana-2641	20	5	learning	learning	NOUN
cana-2641	20	6	technologies	technology	NOUN
cana-2641	20	7	has	have	AUX
cana-2641	20	8	further	far	ADV
cana-2641	20	9	catalyzed	catalyze	VERB
cana-2641	20	10	this	this	DET
cana-2641	20	11	transformation	transformation	NOUN
cana-2641	20	12	,	,	PUNCT
cana-2641	20	13	offering	offer	VERB
cana-2641	20	14	novel	novel	ADJ
cana-2641	20	15	approaches	approach	NOUN
cana-2641	20	16	to	to	ADP
cana-2641	20	17	extracting	extract	VERB
cana-2641	20	18	relevant	relevant	ADJ
cana-2641	20	19	information	information	NOUN
cana-2641	20	20	and	and	CCONJ
cana-2641	20	21	generating	generate	VERB
cana-2641	20	22	transformation	transformation	NOUN
cana-2641	20	23	rules	rule	NOUN
cana-2641	20	24	that	that	PRON
cana-2641	20	25	are	be	AUX
cana-2641	20	26	both	both	CCONJ
cana-2641	20	27	effective	effective	ADJ
cana-2641	20	28	and	and	CCONJ
cana-2641	20	29	scalable	scalable	ADJ
cana-2641	20	30	.	.	PUNCT
cana-2641	21	1	this	this	DET
cana-2641	21	2	article	article	NOUN
cana-2641	21	3	reviews	review	VERB
cana-2641	21	4	significant	significant	ADJ
cana-2641	21	5	contributions	contribution	NOUN
cana-2641	21	6	within	within	ADP
cana-2641	21	7	the	the	DET
cana-2641	21	8	realm	realm	NOUN
cana-2641	21	9	of	of	ADP
cana-2641	21	10	data	datum	NOUN
cana-2641	21	11	integration	integration	NOUN
cana-2641	21	12	,	,	PUNCT
cana-2641	21	13	with	with	ADP
cana-2641	21	14	a	a	DET
cana-2641	21	15	focus	focus	NOUN
cana-2641	21	16	on	on	ADP
cana-2641	21	17	methodologies	methodology	NOUN
cana-2641	21	18	developed	develop	VERB
cana-2641	21	19	to	to	PART
cana-2641	21	20	handle	handle	VERB
cana-2641	21	21	and	and	CCONJ
cana-2641	21	22	transform	transform	VERB
cana-2641	21	23	unstructured	unstructured	ADJ
cana-2641	21	24	data	datum	NOUN
cana-2641	21	25	into	into	ADP
cana-2641	21	26	structured	structured	ADJ
cana-2641	21	27	data	datum	NOUN
cana-2641	21	28	,	,	PUNCT
cana-2641	21	29	and	and	CCONJ
cana-2641	21	30	the	the	DET
cana-2641	21	31	application	application	NOUN
cana-2641	21	32	of	of	ADP
cana-2641	21	33	deep	deep	ADJ
cana-2641	21	34	learning	learning	NOUN
cana-2641	21	35	techniques	technique	NOUN
cana-2641	21	36	for	for	ADP
cana-2641	21	37	automating	automate	VERB
cana-2641	21	38	these	these	DET
cana-2641	21	39	processes	process	NOUN
cana-2641	21	40	.	.	PUNCT
cana-2641	22	1	a	a	DET
cana-2641	22	2	considerable	considerable	ADJ
cana-2641	22	3	portion	portion	NOUN
cana-2641	22	4	of	of	ADP
cana-2641	22	5	communications	communication	NOUN
cana-2641	22	6	on	on	ADP
cana-2641	22	7	applied	apply	VERB
cana-2641	22	8	nonlinear	nonlinear	ADJ
cana-2641	22	9	analysis	analysis	NOUN
cana-2641	22	10	issn	issn	NOUN
cana-2641	22	11	:	:	PUNCT
cana-2641	22	12	1074	1074	NUM
cana-2641	22	13	-	-	PUNCT
cana-2641	22	14	133x	133x	NUM
cana-2641	22	15	vol	vol	NOUN
cana-2641	22	16	32	32	NUM
cana-2641	22	17	no	no	NOUN
cana-2641	22	18	.	.	PUNCT
cana-2641	23	1	3s	3s	NUM
cana-2641	23	2	(	(	PUNCT
cana-2641	23	3	2025	2025	NUM
cana-2641	23	4	)	)	PUNCT
cana-2641	23	5	251	251	NUM
cana-2641	24	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	24	2	recent	recent	ADJ
cana-2641	24	3	research	research	NOUN
cana-2641	24	4	has	have	AUX
cana-2641	24	5	concentrated	concentrate	VERB
cana-2641	24	6	on	on	ADP
cana-2641	24	7	developing	develop	VERB
cana-2641	24	8	robust	robust	ADJ
cana-2641	24	9	methods	method	NOUN
cana-2641	24	10	to	to	PART
cana-2641	24	11	parse	parse	VERB
cana-2641	24	12	unstructured	unstructured	ADJ
cana-2641	24	13	data	datum	NOUN
cana-2641	24	14	records	record	NOUN
cana-2641	24	15	to	to	PART
cana-2641	24	16	ascertain	ascertain	VERB
cana-2641	24	17	their	their	PRON
cana-2641	24	18	characterization	characterization	NOUN
cana-2641	24	19	,	,	PUNCT
cana-2641	24	20	subsequently	subsequently	ADV
cana-2641	24	21	employing	employ	VERB
cana-2641	24	22	techniques	technique	NOUN
cana-2641	24	23	such	such	ADJ
cana-2641	24	24	as	as	ADP
cana-2641	24	25	key	key	ADJ
cana-2641	24	26	-	-	PUNCT
cana-2641	24	27	value	value	NOUN
cana-2641	24	28	pairs	pair	NOUN
cana-2641	24	29	and	and	CCONJ
cana-2641	24	30	hashing	hash	VERB
cana-2641	24	31	to	to	PART
cana-2641	24	32	produce	produce	VERB
cana-2641	24	33	modified	modified	ADJ
cana-2641	24	34	data	datum	NOUN
cana-2641	24	35	records	record	NOUN
cana-2641	24	36	with	with	ADP
cana-2641	24	37	indexing	indexing	NOUN
cana-2641	24	38	keys	key	NOUN
cana-2641	24	39	,	,	PUNCT
cana-2641	24	40	thereby	thereby	ADV
cana-2641	24	41	improving	improve	VERB
cana-2641	24	42	their	their	PRON
cana-2641	24	43	searchability	searchability	NOUN
cana-2641	24	44	and	and	CCONJ
cana-2641	24	45	query	query	NOUN
cana-2641	24	46	efficiency	efficiency	NOUN
cana-2641	24	47	[	[	X
cana-2641	24	48	1	1	NUM
cana-2641	24	49	-	-	SYM
cana-2641	24	50	6	6	NUM
cana-2641	24	51	]	]	PUNCT
cana-2641	24	52	.	.	PUNCT
cana-2641	25	1	moreover	moreover	ADV
cana-2641	25	2	,	,	PUNCT
cana-2641	25	3	deep	deep	ADJ
cana-2641	25	4	learning	learning	NOUN
cana-2641	25	5	approaches	approach	NOUN
cana-2641	25	6	have	have	AUX
cana-2641	25	7	been	be	AUX
cana-2641	25	8	pivotal	pivotal	ADJ
cana-2641	25	9	in	in	ADP
cana-2641	25	10	advancing	advance	VERB
cana-2641	25	11	the	the	DET
cana-2641	25	12	capability	capability	NOUN
cana-2641	25	13	to	to	PART
cana-2641	25	14	automate	automate	VERB
cana-2641	25	15	information	information	NOUN
cana-2641	25	16	extraction	extraction	NOUN
cana-2641	25	17	from	from	ADP
cana-2641	25	18	unstructured	unstructured	ADJ
cana-2641	25	19	data	datum	NOUN
cana-2641	25	20	.	.	PUNCT
cana-2641	26	1	studies	study	NOUN
cana-2641	26	2	such	such	ADJ
cana-2641	26	3	as	as	ADP
cana-2641	26	4	those	those	PRON
cana-2641	26	5	by	by	ADP
cana-2641	26	6	gilligan	gilligan	NOUN
cana-2641	26	7	et	et	PROPN
cana-2641	26	8	al	al	PROPN
cana-2641	26	9	.	.	PUNCT
cana-2641	27	1	[	[	X
cana-2641	27	2	7	7	NUM
cana-2641	27	3	]	]	PUNCT
cana-2641	27	4	,	,	PUNCT
cana-2641	27	5	[	[	X
cana-2641	27	6	8	8	NUM
cana-2641	27	7	]	]	PUNCT
cana-2641	27	8	,	,	PUNCT
cana-2641	27	9	[	[	X
cana-2641	27	10	9	9	NUM
cana-2641	27	11	]	]	PUNCT
cana-2641	27	12	have	have	AUX
cana-2641	27	13	demonstrated	demonstrate	VERB
cana-2641	27	14	how	how	SCONJ
cana-2641	27	15	bert	bert	PROPN
cana-2641	27	16	models	model	NOUN
cana-2641	27	17	,	,	PUNCT
cana-2641	27	18	fine	fine	ADV
cana-2641	27	19	-	-	PUNCT
cana-2641	27	20	tuned	tune	VERB
cana-2641	27	21	for	for	ADP
cana-2641	27	22	specific	specific	ADJ
cana-2641	27	23	tasks	task	NOUN
cana-2641	27	24	,	,	PUNCT
cana-2641	27	25	can	can	AUX
cana-2641	27	26	significantly	significantly	ADV
cana-2641	27	27	enhance	enhance	VERB
cana-2641	27	28	the	the	DET
cana-2641	27	29	extraction	extraction	NOUN
cana-2641	27	30	of	of	ADP
cana-2641	27	31	structured	structured	ADJ
cana-2641	27	32	information	information	NOUN
cana-2641	27	33	from	from	ADP
cana-2641	27	34	expansive	expansive	ADJ
cana-2641	27	35	datasets	dataset	NOUN
cana-2641	27	36	such	such	ADJ
cana-2641	27	37	as	as	ADP
cana-2641	27	38	scientific	scientific	ADJ
cana-2641	27	39	literature	literature	NOUN
cana-2641	27	40	.	.	PUNCT
cana-2641	28	1	similarly	similarly	ADV
cana-2641	28	2	,	,	PUNCT
cana-2641	28	3	innovative	innovative	ADJ
cana-2641	28	4	applications	application	NOUN
cana-2641	28	5	in	in	ADP
cana-2641	28	6	detecting	detect	VERB
cana-2641	28	7	fraud	fraud	NOUN
cana-2641	28	8	within	within	ADP
cana-2641	28	9	e	e	NOUN
cana-2641	28	10	-	-	NOUN
cana-2641	28	11	commerce	commerce	NOUN
cana-2641	28	12	by	by	ADP
cana-2641	28	13	bekach	bekach	NOUN
cana-2641	28	14	et	et	PROPN
cana-2641	28	15	al	al	PROPN
cana-2641	28	16	.	.	PUNCT
cana-2641	29	1	[	[	X
cana-2641	29	2	10	10	NUM
cana-2641	29	3	]	]	PUNCT
cana-2641	29	4	have	have	AUX
cana-2641	29	5	utilized	utilize	VERB
cana-2641	29	6	deep	deep	ADJ
cana-2641	29	7	learning	learning	NOUN
cana-2641	29	8	to	to	PART
cana-2641	29	9	extract	extract	VERB
cana-2641	29	10	conditional	conditional	ADJ
cana-2641	29	11	rules	rule	NOUN
cana-2641	29	12	efficiently	efficiently	ADV
cana-2641	29	13	,	,	PUNCT
cana-2641	29	14	showcasing	showcase	VERB
cana-2641	29	15	the	the	DET
cana-2641	29	16	versatility	versatility	NOUN
cana-2641	29	17	of	of	ADP
cana-2641	29	18	these	these	DET
cana-2641	29	19	models	model	NOUN
cana-2641	29	20	across	across	ADP
cana-2641	29	21	different	different	ADJ
cana-2641	29	22	operational	operational	ADJ
cana-2641	29	23	contexts	contexts	NOUN
cana-2641	29	24	.	.	PUNCT
cana-2641	30	1	the	the	DET
cana-2641	30	2	application	application	NOUN
cana-2641	30	3	of	of	ADP
cana-2641	30	4	these	these	DET
cana-2641	30	5	technologies	technology	NOUN
cana-2641	30	6	extends	extend	VERB
cana-2641	30	7	beyond	beyond	ADP
cana-2641	30	8	mere	mere	ADJ
cana-2641	30	9	data	datum	NOUN
cana-2641	30	10	transformation	transformation	NOUN
cana-2641	30	11	to	to	PART
cana-2641	30	12	include	include	VERB
cana-2641	30	13	significant	significant	ADJ
cana-2641	30	14	impacts	impact	NOUN
cana-2641	30	15	in	in	ADP
cana-2641	30	16	domains	domain	NOUN
cana-2641	30	17	such	such	ADJ
cana-2641	30	18	as	as	ADP
cana-2641	30	19	business	business	NOUN
cana-2641	30	20	intelligence	intelligence	NOUN
cana-2641	30	21	,	,	PUNCT
cana-2641	30	22	healthcare	healthcare	PROPN
cana-2641	30	23	,	,	PUNCT
cana-2641	30	24	and	and	CCONJ
cana-2641	30	25	legal	legal	ADJ
cana-2641	30	26	analytics	analytic	NOUN
cana-2641	30	27	.	.	PUNCT
cana-2641	31	1	for	for	ADP
cana-2641	31	2	instance	instance	NOUN
cana-2641	31	3	,	,	PUNCT
cana-2641	31	4	the	the	DET
cana-2641	31	5	exploration	exploration	NOUN
cana-2641	31	6	of	of	ADP
cana-2641	31	7	deep	deep	ADJ
cana-2641	31	8	learning	learning	NOUN
cana-2641	31	9	in	in	ADP
cana-2641	31	10	business	business	NOUN
cana-2641	31	11	intelligence	intelligence	NOUN
cana-2641	31	12	by	by	ADP
cana-2641	31	13	anisuzzaman	anisuzzaman	NOUN
cana-2641	32	1	[	[	X
cana-2641	32	2	11],[12	11],[12	PROPN
cana-2641	32	3	]	]	PUNCT
cana-2641	32	4	illustrates	illustrate	VERB
cana-2641	32	5	the	the	DET
cana-2641	32	6	challenges	challenge	NOUN
cana-2641	32	7	and	and	CCONJ
cana-2641	32	8	potential	potential	NOUN
cana-2641	32	9	of	of	ADP
cana-2641	32	10	integrating	integrate	VERB
cana-2641	32	11	advanced	advanced	ADJ
cana-2641	32	12	analytical	analytical	ADJ
cana-2641	32	13	techniques	technique	NOUN
cana-2641	32	14	to	to	PART
cana-2641	32	15	derive	derive	VERB
cana-2641	32	16	actionable	actionable	ADJ
cana-2641	32	17	insights	insight	NOUN
cana-2641	32	18	from	from	ADP
cana-2641	32	19	complex	complex	ADJ
cana-2641	32	20	datasets	dataset	NOUN
cana-2641	32	21	.	.	PUNCT
cana-2641	33	1	figure	figure	NOUN
cana-2641	33	2	1	1	NUM
cana-2641	33	3	:	:	PUNCT
cana-2641	33	4	conceptual	conceptual	ADJ
cana-2641	33	5	framework	framework	NOUN
cana-2641	33	6	of	of	ADP
cana-2641	33	7	autoetl	autoetl	NOUN
cana-2641	33	8	:	:	PUNCT
cana-2641	33	9	automating	automate	VERB
cana-2641	33	10	data	datum	NOUN
cana-2641	33	11	transformation	transformation	NOUN
cana-2641	33	12	from	from	ADP
cana-2641	33	13	unstructured	unstructured	ADJ
cana-2641	33	14	inputs	input	NOUN
cana-2641	33	15	to	to	ADP
cana-2641	33	16	structured	structured	ADJ
cana-2641	33	17	outputs	output	NOUN
cana-2641	33	18	the	the	DET
cana-2641	33	19	conceptual	conceptual	ADJ
cana-2641	33	20	diagram	diagram	NOUN
cana-2641	33	21	represented	represent	VERB
cana-2641	33	22	in	in	ADP
cana-2641	33	23	figure	figure	NOUN
cana-2641	33	24	1	1	NUM
cana-2641	33	25	the	the	DET
cana-2641	33	26	autoetl	autoetl	NOUN
cana-2641	33	27	framework	framework	NOUN
cana-2641	33	28	visually	visually	ADV
cana-2641	33	29	encapsulates	encapsulate	VERB
cana-2641	33	30	the	the	DET
cana-2641	33	31	system	system	NOUN
cana-2641	33	32	's	's	PART
cana-2641	33	33	entire	entire	ADJ
cana-2641	33	34	process	process	NOUN
cana-2641	33	35	,	,	PUNCT
cana-2641	33	36	from	from	ADP
cana-2641	33	37	the	the	DET
cana-2641	33	38	initial	initial	ADJ
cana-2641	33	39	intake	intake	NOUN
cana-2641	33	40	of	of	ADP
cana-2641	33	41	unstructured	unstructured	ADJ
cana-2641	33	42	financial	financial	ADJ
cana-2641	33	43	newswire	newswire	PROPN
cana-2641	33	44	data	datum	NOUN
cana-2641	33	45	to	to	ADP
cana-2641	33	46	its	its	PRON
cana-2641	33	47	final	final	ADJ
cana-2641	33	48	communications	communication	NOUN
cana-2641	33	49	on	on	ADP
cana-2641	33	50	applied	apply	VERB
cana-2641	33	51	nonlinear	nonlinear	ADJ
cana-2641	33	52	analysis	analysis	NOUN
cana-2641	33	53	issn	issn	NOUN
cana-2641	33	54	:	:	PUNCT
cana-2641	33	55	1074	1074	NUM
cana-2641	33	56	-	-	PUNCT
cana-2641	33	57	133x	133x	NUM
cana-2641	33	58	vol	vol	NOUN
cana-2641	33	59	32	32	NUM
cana-2641	33	60	no	no	NOUN
cana-2641	33	61	.	.	PUNCT
cana-2641	34	1	3s	3s	NUM
cana-2641	34	2	(	(	PUNCT
cana-2641	34	3	2025	2025	NUM
cana-2641	34	4	)	)	PUNCT
cana-2641	34	5	252	252	NUM
cana-2641	34	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	34	7	transformation	transformation	NOUN
cana-2641	34	8	into	into	ADP
cana-2641	34	9	structured	structured	ADJ
cana-2641	34	10	warehouse	warehouse	NOUN
cana-2641	34	11	data	datum	NOUN
cana-2641	34	12	.	.	PUNCT
cana-2641	35	1	this	this	DET
cana-2641	35	2	diagram	diagram	NOUN
cana-2641	35	3	is	be	AUX
cana-2641	35	4	organized	organize	VERB
cana-2641	35	5	into	into	ADP
cana-2641	35	6	two	two	NUM
cana-2641	35	7	distinct	distinct	ADJ
cana-2641	35	8	clusters	cluster	NOUN
cana-2641	35	9	:	:	PUNCT
cana-2641	35	10	data	datum	NOUN
cana-2641	35	11	input	input	NOUN
cana-2641	35	12	/	/	SYM
cana-2641	35	13	output	output	NOUN
cana-2641	35	14	and	and	CCONJ
cana-2641	35	15	core	core	NOUN
cana-2641	35	16	processing	processing	NOUN
cana-2641	35	17	stages	stage	NOUN
cana-2641	35	18	.	.	PUNCT
cana-2641	36	1	in	in	ADP
cana-2641	36	2	the	the	DET
cana-2641	36	3	data	data	NOUN
cana-2641	36	4	input	input	NOUN
cana-2641	36	5	/	/	SYM
cana-2641	36	6	output	output	NOUN
cana-2641	36	7	area	area	NOUN
cana-2641	36	8	,	,	PUNCT
cana-2641	36	9	unstructured	unstructured	ADJ
cana-2641	36	10	data	datum	NOUN
cana-2641	36	11	is	be	AUX
cana-2641	36	12	depicted	depict	VERB
cana-2641	36	13	entering	enter	VERB
cana-2641	36	14	the	the	DET
cana-2641	36	15	framework	framework	NOUN
cana-2641	36	16	and	and	CCONJ
cana-2641	36	17	,	,	PUNCT
cana-2641	36	18	following	follow	VERB
cana-2641	36	19	transformation	transformation	NOUN
cana-2641	36	20	,	,	PUNCT
cana-2641	36	21	exiting	exit	VERB
cana-2641	36	22	as	as	ADP
cana-2641	36	23	structured	structured	ADJ
cana-2641	36	24	data	datum	NOUN
cana-2641	36	25	.	.	PUNCT
cana-2641	37	1	these	these	DET
cana-2641	37	2	stages	stage	NOUN
cana-2641	37	3	are	be	AUX
cana-2641	37	4	highlighted	highlight	VERB
cana-2641	37	5	with	with	ADP
cana-2641	37	6	yellow	yellow	ADJ
cana-2641	37	7	ellipses	ellipsis	NOUN
cana-2641	37	8	,	,	PUNCT
cana-2641	37	9	underscoring	underscore	VERB
cana-2641	37	10	their	their	PRON
cana-2641	37	11	pivotal	pivotal	ADJ
cana-2641	37	12	roles	role	NOUN
cana-2641	37	13	as	as	ADP
cana-2641	37	14	the	the	DET
cana-2641	37	15	entry	entry	NOUN
cana-2641	37	16	and	and	CCONJ
cana-2641	37	17	exit	exit	NOUN
cana-2641	37	18	points	point	NOUN
cana-2641	37	19	of	of	ADP
cana-2641	37	20	the	the	DET
cana-2641	37	21	data	datum	NOUN
cana-2641	37	22	.	.	PUNCT
cana-2641	38	1	at	at	ADP
cana-2641	38	2	the	the	DET
cana-2641	38	3	core	core	NOUN
cana-2641	38	4	of	of	ADP
cana-2641	38	5	the	the	DET
cana-2641	38	6	diagram	diagram	NOUN
cana-2641	38	7	,	,	PUNCT
cana-2641	38	8	the	the	DET
cana-2641	38	9	processing	processing	NOUN
cana-2641	38	10	stages	stage	NOUN
cana-2641	38	11	cluster	cluster	NOUN
cana-2641	38	12	details	detail	NOUN
cana-2641	38	13	the	the	DET
cana-2641	38	14	sequential	sequential	ADJ
cana-2641	38	15	operations	operation	NOUN
cana-2641	38	16	within	within	ADP
cana-2641	38	17	the	the	DET
cana-2641	38	18	autoetl	autoetl	NOUN
cana-2641	38	19	framework	framework	NOUN
cana-2641	38	20	.	.	PUNCT
cana-2641	39	1	it	it	PRON
cana-2641	39	2	begins	begin	VERB
cana-2641	39	3	with	with	ADP
cana-2641	39	4	data	datum	NOUN
cana-2641	39	5	preparation	preparation	NOUN
cana-2641	39	6	,	,	PUNCT
cana-2641	39	7	where	where	SCONJ
cana-2641	39	8	data	datum	NOUN
cana-2641	39	9	is	be	AUX
cana-2641	39	10	standardized	standardize	VERB
cana-2641	39	11	for	for	ADP
cana-2641	39	12	processing	processing	NOUN
cana-2641	39	13	,	,	PUNCT
cana-2641	39	14	advancing	advance	VERB
cana-2641	39	15	through	through	ADP
cana-2641	39	16	model	model	NOUN
cana-2641	39	17	development	development	NOUN
cana-2641	39	18	using	use	VERB
cana-2641	39	19	transformer	transformer	NOUN
cana-2641	39	20	-	-	PUNCT
cana-2641	39	21	based	base	VERB
cana-2641	39	22	models	model	NOUN
cana-2641	39	23	to	to	PART
cana-2641	39	24	understand	understand	VERB
cana-2641	39	25	data	datum	NOUN
cana-2641	39	26	context	context	NOUN
cana-2641	39	27	,	,	PUNCT
cana-2641	39	28	then	then	ADV
cana-2641	39	29	moving	move	VERB
cana-2641	39	30	to	to	PART
cana-2641	39	31	rule	rule	VERB
cana-2641	39	32	generation	generation	NOUN
cana-2641	39	33	where	where	SCONJ
cana-2641	39	34	rules	rule	NOUN
cana-2641	39	35	are	be	AUX
cana-2641	39	36	dynamically	dynamically	ADV
cana-2641	39	37	created	create	VERB
cana-2641	39	38	and	and	CCONJ
cana-2641	39	39	refined	refine	VERB
cana-2641	39	40	via	via	ADP
cana-2641	39	41	reinforcement	reinforcement	NOUN
cana-2641	39	42	learning	learning	NOUN
cana-2641	39	43	.	.	PUNCT
cana-2641	40	1	the	the	DET
cana-2641	40	2	process	process	NOUN
cana-2641	40	3	culminates	culminate	VERB
cana-2641	40	4	in	in	ADP
cana-2641	40	5	integration	integration	NOUN
cana-2641	40	6	,	,	PUNCT
cana-2641	40	7	where	where	SCONJ
cana-2641	40	8	these	these	DET
cana-2641	40	9	rules	rule	NOUN
cana-2641	40	10	are	be	AUX
cana-2641	40	11	applied	apply	VERB
cana-2641	40	12	to	to	ADP
cana-2641	40	13	automate	automate	ADJ
cana-2641	40	14	data	datum	NOUN
cana-2641	40	15	transformation	transformation	NOUN
cana-2641	40	16	.	.	PUNCT
cana-2641	41	1	despite	despite	SCONJ
cana-2641	41	2	these	these	DET
cana-2641	41	3	advancements	advancement	NOUN
cana-2641	41	4	,	,	PUNCT
cana-2641	41	5	there	there	PRON
cana-2641	41	6	remains	remain	VERB
cana-2641	41	7	a	a	DET
cana-2641	41	8	gap	gap	NOUN
cana-2641	41	9	in	in	ADP
cana-2641	41	10	the	the	DET
cana-2641	41	11	comprehensive	comprehensive	ADJ
cana-2641	41	12	evaluation	evaluation	NOUN
cana-2641	41	13	of	of	ADP
cana-2641	41	14	these	these	DET
cana-2641	41	15	methods	method	NOUN
cana-2641	41	16	,	,	PUNCT
cana-2641	41	17	particularly	particularly	ADV
cana-2641	41	18	in	in	ADP
cana-2641	41	19	terms	term	NOUN
cana-2641	41	20	of	of	ADP
cana-2641	41	21	their	their	PRON
cana-2641	41	22	scalability	scalability	NOUN
cana-2641	41	23	and	and	CCONJ
cana-2641	41	24	adaptability	adaptability	NOUN
cana-2641	41	25	to	to	ADP
cana-2641	41	26	various	various	ADJ
cana-2641	41	27	data	datum	NOUN
cana-2641	41	28	environments	environment	NOUN
cana-2641	41	29	and	and	CCONJ
cana-2641	41	30	domainspecific	domainspecific	ADJ
cana-2641	41	31	requirements	requirement	NOUN
cana-2641	41	32	.	.	PUNCT
cana-2641	42	1	the	the	DET
cana-2641	42	2	current	current	ADJ
cana-2641	42	3	article	article	NOUN
cana-2641	42	4	aims	aim	VERB
cana-2641	42	5	to	to	PART
cana-2641	42	6	bridge	bridge	VERB
cana-2641	42	7	this	this	DET
cana-2641	42	8	gap	gap	NOUN
cana-2641	42	9	by	by	ADP
cana-2641	42	10	introducing	introduce	VERB
cana-2641	42	11	the	the	DET
cana-2641	42	12	autoetl	autoetl	NOUN
cana-2641	42	13	framework	framework	NOUN
cana-2641	42	14	,	,	PUNCT
cana-2641	42	15	a	a	DET
cana-2641	42	16	novel	novel	ADJ
cana-2641	42	17	system	system	NOUN
cana-2641	42	18	designed	design	VERB
cana-2641	42	19	to	to	PART
cana-2641	42	20	automate	automate	VERB
cana-2641	42	21	etl	etl	NOUN
cana-2641	42	22	processes	process	NOUN
cana-2641	42	23	using	use	VERB
cana-2641	42	24	a	a	DET
cana-2641	42	25	blend	blend	NOUN
cana-2641	42	26	of	of	ADP
cana-2641	42	27	natural	natural	ADJ
cana-2641	42	28	language	language	NOUN
cana-2641	42	29	processing	processing	NOUN
cana-2641	42	30	(	(	PUNCT
cana-2641	42	31	nlp	nlp	NOUN
cana-2641	42	32	)	)	PUNCT
cana-2641	42	33	,	,	PUNCT
cana-2641	42	34	transformer	transformer	NOUN
cana-2641	42	35	-	-	PUNCT
cana-2641	42	36	based	base	VERB
cana-2641	42	37	architectures	architecture	NOUN
cana-2641	42	38	,	,	PUNCT
cana-2641	42	39	and	and	CCONJ
cana-2641	42	40	reinforcement	reinforcement	NOUN
cana-2641	42	41	learning	learning	NOUN
cana-2641	42	42	(	(	PUNCT
cana-2641	42	43	rl	rl	NOUN
cana-2641	42	44	)	)	PUNCT
cana-2641	42	45	.	.	PUNCT
cana-2641	43	1	this	this	DET
cana-2641	43	2	framework	framework	NOUN
cana-2641	43	3	is	be	AUX
cana-2641	43	4	rigorously	rigorously	ADV
cana-2641	43	5	tested	test	VERB
cana-2641	43	6	on	on	ADP
cana-2641	43	7	the	the	DET
cana-2641	43	8	tpc	tpc	PROPN
cana-2641	43	9	-	-	PUNCT
cana-2641	43	10	di	di	NOUN
cana-2641	43	11	dataset	dataset	NOUN
cana-2641	43	12	,	,	PUNCT
cana-2641	43	13	demonstrating	demonstrate	VERB
cana-2641	43	14	its	its	PRON
cana-2641	43	15	capability	capability	NOUN
cana-2641	43	16	to	to	PART
cana-2641	43	17	transform	transform	VERB
cana-2641	43	18	unstructured	unstructured	ADJ
cana-2641	43	19	financial	financial	ADJ
cana-2641	43	20	newswire	newswire	PROPN
cana-2641	43	21	data	datum	NOUN
cana-2641	43	22	into	into	ADP
cana-2641	43	23	a	a	DET
cana-2641	43	24	structured	structured	ADJ
cana-2641	43	25	warehouse	warehouse	NOUN
cana-2641	43	26	format	format	NOUN
cana-2641	43	27	while	while	SCONJ
cana-2641	43	28	adhering	adhere	VERB
cana-2641	43	29	to	to	ADP
cana-2641	43	30	acid	acid	VERB
cana-2641	43	31	and	and	CCONJ
cana-2641	43	32	openclass	openclass	NOUN
cana-2641	43	33	standards	standard	NOUN
cana-2641	43	34	.	.	PUNCT
cana-2641	44	1	however	however	ADV
cana-2641	44	2	,	,	PUNCT
cana-2641	44	3	further	further	ADJ
cana-2641	44	4	research	research	NOUN
cana-2641	44	5	is	be	AUX
cana-2641	44	6	needed	need	VERB
cana-2641	44	7	to	to	PART
cana-2641	44	8	explore	explore	VERB
cana-2641	44	9	the	the	DET
cana-2641	44	10	framework	framework	NOUN
cana-2641	44	11	's	's	PART
cana-2641	44	12	application	application	NOUN
cana-2641	44	13	in	in	ADP
cana-2641	44	14	real	real	ADJ
cana-2641	44	15	-	-	PUNCT
cana-2641	44	16	world	world	NOUN
cana-2641	44	17	scenarios	scenario	NOUN
cana-2641	44	18	and	and	CCONJ
cana-2641	44	19	its	its	PRON
cana-2641	44	20	adaptability	adaptability	NOUN
cana-2641	44	21	across	across	ADP
cana-2641	44	22	different	different	ADJ
cana-2641	44	23	domains	domain	NOUN
cana-2641	44	24	.	.	PUNCT
cana-2641	45	1	the	the	DET
cana-2641	45	2	integration	integration	NOUN
cana-2641	45	3	of	of	ADP
cana-2641	45	4	deep	deep	ADJ
cana-2641	45	5	learning	learning	NOUN
cana-2641	45	6	techniques	technique	NOUN
cana-2641	45	7	in	in	ADP
cana-2641	45	8	automating	automate	VERB
cana-2641	45	9	data	datum	NOUN
cana-2641	45	10	transformation	transformation	NOUN
cana-2641	45	11	tasks	task	NOUN
cana-2641	45	12	presents	present	VERB
cana-2641	45	13	a	a	DET
cana-2641	45	14	promising	promising	ADJ
cana-2641	45	15	avenue	avenue	NOUN
cana-2641	45	16	for	for	ADP
cana-2641	45	17	research	research	NOUN
cana-2641	45	18	and	and	CCONJ
cana-2641	45	19	application	application	NOUN
cana-2641	45	20	.	.	PUNCT
cana-2641	46	1	however	however	ADV
cana-2641	46	2	,	,	PUNCT
cana-2641	46	3	the	the	DET
cana-2641	46	4	effectiveness	effectiveness	NOUN
cana-2641	46	5	of	of	ADP
cana-2641	46	6	these	these	DET
cana-2641	46	7	innovations	innovation	NOUN
cana-2641	46	8	must	must	AUX
cana-2641	46	9	be	be	AUX
cana-2641	46	10	rigorously	rigorously	ADV
cana-2641	46	11	validated	validate	VERB
cana-2641	46	12	in	in	ADP
cana-2641	46	13	diverse	diverse	ADJ
cana-2641	46	14	operational	operational	ADJ
cana-2641	46	15	settings	setting	NOUN
cana-2641	46	16	to	to	PART
cana-2641	46	17	ensure	ensure	VERB
cana-2641	46	18	their	their	PRON
cana-2641	46	19	reliability	reliability	NOUN
cana-2641	46	20	and	and	CCONJ
cana-2641	46	21	efficiency	efficiency	NOUN
cana-2641	46	22	in	in	ADP
cana-2641	46	23	real	real	ADJ
cana-2641	46	24	-	-	PUNCT
cana-2641	46	25	world	world	NOUN
cana-2641	46	26	applications	application	NOUN
cana-2641	46	27	.	.	PUNCT
cana-2641	47	1	this	this	DET
cana-2641	47	2	article	article	NOUN
cana-2641	47	3	contributes	contribute	VERB
cana-2641	47	4	to	to	ADP
cana-2641	47	5	this	this	DET
cana-2641	47	6	endeavor	endeavor	NOUN
cana-2641	47	7	by	by	ADP
cana-2641	47	8	detailing	detail	VERB
cana-2641	47	9	the	the	DET
cana-2641	47	10	development	development	NOUN
cana-2641	47	11	and	and	CCONJ
cana-2641	47	12	validation	validation	NOUN
cana-2641	47	13	of	of	ADP
cana-2641	47	14	autoetl	autoetl	NOUN
cana-2641	47	15	,	,	PUNCT
cana-2641	47	16	highlighting	highlight	VERB
cana-2641	47	17	both	both	CCONJ
cana-2641	47	18	its	its	PRON
cana-2641	47	19	potential	potential	NOUN
cana-2641	47	20	and	and	CCONJ
cana-2641	47	21	the	the	DET
cana-2641	47	22	areas	area	NOUN
cana-2641	47	23	necessitating	necessitate	VERB
cana-2641	47	24	further	further	ADJ
cana-2641	47	25	exploration	exploration	NOUN
cana-2641	47	26	.	.	PUNCT
cana-2641	48	1	2	2	NUM
cana-2641	48	2	related	relate	VERB
cana-2641	48	3	research	research	NOUN
cana-2641	48	4	the	the	DET
cana-2641	48	5	field	field	NOUN
cana-2641	48	6	of	of	ADP
cana-2641	48	7	data	datum	NOUN
cana-2641	48	8	integration	integration	NOUN
cana-2641	48	9	and	and	CCONJ
cana-2641	48	10	transformation	transformation	NOUN
cana-2641	48	11	has	have	AUX
cana-2641	48	12	witnessed	witness	VERB
cana-2641	48	13	significant	significant	ADJ
cana-2641	48	14	advancements	advancement	NOUN
cana-2641	48	15	in	in	ADP
cana-2641	48	16	recent	recent	ADJ
cana-2641	48	17	years	year	NOUN
cana-2641	48	18	,	,	PUNCT
cana-2641	48	19	with	with	ADP
cana-2641	48	20	a	a	DET
cana-2641	48	21	growing	grow	VERB
cana-2641	48	22	focus	focus	NOUN
cana-2641	48	23	on	on	ADP
cana-2641	48	24	automating	automate	VERB
cana-2641	48	25	the	the	DET
cana-2641	48	26	extract	extract	NOUN
cana-2641	48	27	,	,	PUNCT
cana-2641	48	28	transform	transform	NOUN
cana-2641	48	29	,	,	PUNCT
cana-2641	48	30	load	load	NOUN
cana-2641	48	31	(	(	PUNCT
cana-2641	48	32	etl	etl	NOUN
cana-2641	48	33	)	)	PUNCT
cana-2641	48	34	processes	process	NOUN
cana-2641	48	35	.	.	PUNCT
cana-2641	49	1	researchers	researcher	NOUN
cana-2641	49	2	have	have	AUX
cana-2641	49	3	proposed	propose	VERB
cana-2641	49	4	various	various	ADJ
cana-2641	49	5	methods	method	NOUN
cana-2641	49	6	and	and	CCONJ
cana-2641	49	7	techniques	technique	NOUN
cana-2641	49	8	to	to	PART
cana-2641	49	9	address	address	VERB
cana-2641	49	10	the	the	DET
cana-2641	49	11	challenges	challenge	NOUN
cana-2641	49	12	associated	associate	VERB
cana-2641	49	13	with	with	ADP
cana-2641	49	14	converting	convert	VERB
cana-2641	49	15	unstructured	unstructured	ADJ
cana-2641	49	16	data	datum	NOUN
cana-2641	49	17	into	into	ADP
cana-2641	49	18	structured	structured	ADJ
cana-2641	49	19	formats	format	NOUN
cana-2641	49	20	,	,	PUNCT
cana-2641	49	21	extracting	extract	VERB
cana-2641	49	22	relevant	relevant	ADJ
cana-2641	49	23	information	information	NOUN
cana-2641	49	24	,	,	PUNCT
cana-2641	49	25	and	and	CCONJ
cana-2641	49	26	generating	generate	VERB
cana-2641	49	27	transformation	transformation	NOUN
cana-2641	49	28	rules	rule	NOUN
cana-2641	49	29	.	.	PUNCT
cana-2641	50	1	this	this	DET
cana-2641	50	2	section	section	NOUN
cana-2641	50	3	presents	present	VERB
cana-2641	50	4	a	a	DET
cana-2641	50	5	comprehensive	comprehensive	ADJ
cana-2641	50	6	review	review	NOUN
cana-2641	50	7	of	of	ADP
cana-2641	50	8	the	the	DET
cana-2641	50	9	existing	exist	VERB
cana-2641	50	10	literature	literature	NOUN
cana-2641	50	11	,	,	PUNCT
cana-2641	50	12	highlighting	highlight	VERB
cana-2641	50	13	the	the	DET
cana-2641	50	14	key	key	ADJ
cana-2641	50	15	contributions	contribution	NOUN
cana-2641	50	16	,	,	PUNCT
cana-2641	50	17	methodologies	methodology	NOUN
cana-2641	50	18	,	,	PUNCT
cana-2641	50	19	and	and	CCONJ
cana-2641	50	20	limitations	limitation	NOUN
cana-2641	50	21	of	of	ADP
cana-2641	50	22	the	the	DET
cana-2641	50	23	selected	select	VERB
cana-2641	50	24	articles	article	NOUN
cana-2641	50	25	.	.	PUNCT
cana-2641	51	1	the	the	DET
cana-2641	51	2	review	review	NOUN
cana-2641	51	3	is	be	AUX
cana-2641	51	4	organized	organize	VERB
cana-2641	51	5	into	into	ADP
cana-2641	51	6	three	three	NUM
cana-2641	51	7	main	main	ADJ
cana-2641	51	8	categories	category	NOUN
cana-2641	51	9	:	:	PUNCT
cana-2641	51	10	methods	method	NOUN
cana-2641	51	11	for	for	ADP
cana-2641	51	12	converting	convert	VERB
cana-2641	51	13	unstructured	unstructured	ADJ
cana-2641	51	14	data	datum	NOUN
cana-2641	51	15	into	into	ADP
cana-2641	51	16	structured	structured	ADJ
cana-2641	51	17	data	datum	NOUN
cana-2641	51	18	,	,	PUNCT
cana-2641	51	19	deep	deep	ADJ
cana-2641	51	20	learning	learning	NOUN
cana-2641	51	21	approaches	approach	VERB
cana-2641	51	22	for	for	ADP
cana-2641	51	23	information	information	NOUN
cana-2641	51	24	extraction	extraction	NOUN
cana-2641	51	25	,	,	PUNCT
cana-2641	51	26	and	and	CCONJ
cana-2641	51	27	applications	application	NOUN
cana-2641	51	28	of	of	ADP
cana-2641	51	29	deep	deep	ADJ
cana-2641	51	30	learning	learning	NOUN
cana-2641	51	31	in	in	ADP
cana-2641	51	32	various	various	ADJ
cana-2641	51	33	domains	domain	NOUN
cana-2641	51	34	.	.	PUNCT
cana-2641	52	1	several	several	ADJ
cana-2641	52	2	articles	article	NOUN
cana-2641	52	3	focused	focus	VERB
cana-2641	52	4	on	on	ADP
cana-2641	52	5	developing	develop	VERB
cana-2641	52	6	methods	method	NOUN
cana-2641	52	7	to	to	PART
cana-2641	52	8	convert	convert	VERB
cana-2641	52	9	unstructured	unstructured	ADJ
cana-2641	52	10	data	datum	NOUN
cana-2641	52	11	into	into	ADP
cana-2641	52	12	structured	structured	ADJ
cana-2641	52	13	data	datum	NOUN
cana-2641	52	14	,	,	PUNCT
cana-2641	52	15	such	such	ADJ
cana-2641	52	16	as	as	ADP
cana-2641	52	17	parsing	parse	VERB
cana-2641	52	18	unstructured	unstructured	ADJ
cana-2641	52	19	data	datum	NOUN
cana-2641	52	20	records	record	NOUN
cana-2641	52	21	to	to	PART
cana-2641	52	22	determine	determine	VERB
cana-2641	52	23	their	their	PRON
cana-2641	52	24	characterization	characterization	NOUN
cana-2641	52	25	and	and	CCONJ
cana-2641	52	26	using	use	VERB
cana-2641	52	27	key	key	ADJ
cana-2641	52	28	-	-	PUNCT
cana-2641	52	29	value	value	NOUN
cana-2641	52	30	pairs	pair	NOUN
cana-2641	52	31	and	and	CCONJ
cana-2641	52	32	hashing	hash	VERB
cana-2641	52	33	to	to	PART
cana-2641	52	34	create	create	VERB
cana-2641	52	35	modified	modified	ADJ
cana-2641	52	36	data	datum	NOUN
cana-2641	52	37	records	record	NOUN
cana-2641	52	38	with	with	ADP
cana-2641	52	39	indexing	indexing	NOUN
cana-2641	52	40	keys	key	NOUN
cana-2641	52	41	[	[	X
cana-2641	52	42	1	1	NUM
cana-2641	52	43	-	-	SYM
cana-2641	52	44	6	6	NUM
cana-2641	52	45	]	]	PUNCT
cana-2641	52	46	,	,	PUNCT
cana-2641	52	47	or	or	CCONJ
cana-2641	52	48	reading	read	VERB
cana-2641	52	49	electronic	electronic	ADJ
cana-2641	52	50	documents	document	NOUN
cana-2641	52	51	,	,	PUNCT
cana-2641	52	52	obtaining	obtain	VERB
cana-2641	52	53	text	text	NOUN
cana-2641	52	54	content	content	NOUN
cana-2641	52	55	,	,	PUNCT
cana-2641	52	56	marking	mark	VERB
cana-2641	52	57	row	row	NOUN
cana-2641	52	58	and	and	CCONJ
cana-2641	52	59	column	column	NOUN
cana-2641	52	60	coordinates	coordinate	NOUN
cana-2641	52	61	,	,	PUNCT
cana-2641	52	62	matching	match	VERB
cana-2641	52	63	labels	label	NOUN
cana-2641	52	64	corresponding	correspond	VERB
cana-2641	52	65	to	to	ADP
cana-2641	52	66	coordinates	coordinate	NOUN
cana-2641	52	67	of	of	ADP
cana-2641	52	68	a	a	DET
cana-2641	52	69	file	file	NOUN
cana-2641	52	70	template	template	NOUN
cana-2641	52	71	,	,	PUNCT
cana-2641	52	72	correcting	correct	VERB
cana-2641	52	73	the	the	DET
cana-2641	52	74	labels	label	NOUN
cana-2641	52	75	,	,	PUNCT
cana-2641	52	76	and	and	CCONJ
cana-2641	52	77	forming	form	VERB
cana-2641	52	78	structured	structured	ADJ
cana-2641	52	79	field	field	NOUN
cana-2641	52	80	columns	column	NOUN
cana-2641	52	81	and	and	CCONJ
cana-2641	52	82	numerical	numerical	ADJ
cana-2641	52	83	values	value	NOUN
cana-2641	52	84	[	[	X
cana-2641	52	85	13	13	NUM
cana-2641	52	86	]	]	PUNCT
cana-2641	52	87	,	,	PUNCT
cana-2641	52	88	[	[	X
cana-2641	52	89	14	14	NUM
cana-2641	52	90	]	]	PUNCT
cana-2641	52	91	,	,	PUNCT
cana-2641	52	92	[	[	X
cana-2641	52	93	15	15	NUM
cana-2641	52	94	]	]	PUNCT
cana-2641	52	95	,	,	PUNCT
cana-2641	52	96	[	[	X
cana-2641	52	97	16	16	NUM
cana-2641	52	98	]	]	PUNCT
cana-2641	52	99	.	.	PUNCT
cana-2641	53	1	these	these	DET
cana-2641	53	2	methods	method	NOUN
cana-2641	53	3	aim	aim	VERB
cana-2641	53	4	to	to	PART
cana-2641	53	5	improve	improve	VERB
cana-2641	53	6	the	the	DET
cana-2641	53	7	searchability	searchability	NOUN
cana-2641	53	8	,	,	PUNCT
cana-2641	53	9	queryability	queryability	NOUN
cana-2641	53	10	,	,	PUNCT
cana-2641	53	11	visualization	visualization	NOUN
cana-2641	53	12	,	,	PUNCT
cana-2641	53	13	and	and	CCONJ
cana-2641	53	14	query	query	NOUN
cana-2641	53	15	efficiency	efficiency	NOUN
cana-2641	53	16	of	of	ADP
cana-2641	53	17	unstructured	unstructured	ADJ
cana-2641	53	18	data	datum	NOUN
cana-2641	53	19	while	while	SCONJ
cana-2641	53	20	reducing	reduce	VERB
cana-2641	53	21	management	management	NOUN
cana-2641	53	22	communications	communication	NOUN
cana-2641	53	23	on	on	ADP
cana-2641	53	24	applied	apply	VERB
cana-2641	53	25	nonlinear	nonlinear	ADJ
cana-2641	53	26	analysis	analysis	NOUN
cana-2641	53	27	issn	issn	NOUN
cana-2641	53	28	:	:	PUNCT
cana-2641	53	29	1074	1074	NUM
cana-2641	53	30	-	-	PUNCT
cana-2641	53	31	133x	133x	NUM
cana-2641	53	32	vol	vol	NOUN
cana-2641	53	33	32	32	NUM
cana-2641	53	34	no	no	NOUN
cana-2641	53	35	.	.	PUNCT
cana-2641	54	1	3s	3s	NUM
cana-2641	54	2	(	(	PUNCT
cana-2641	54	3	2025	2025	NUM
cana-2641	54	4	)	)	PUNCT
cana-2641	54	5	253	253	NUM
cana-2641	54	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	54	7	difficulty	difficulty	NOUN
cana-2641	54	8	.	.	PUNCT
cana-2641	55	1	however	however	ADV
cana-2641	55	2	,	,	PUNCT
cana-2641	55	3	the	the	DET
cana-2641	55	4	articles	article	NOUN
cana-2641	55	5	did	do	AUX
cana-2641	55	6	not	not	PART
cana-2641	55	7	provide	provide	VERB
cana-2641	55	8	comprehensive	comprehensive	ADJ
cana-2641	55	9	details	detail	NOUN
cana-2641	55	10	on	on	ADP
cana-2641	55	11	the	the	DET
cana-2641	55	12	performance	performance	NOUN
cana-2641	55	13	or	or	CCONJ
cana-2641	55	14	limitations	limitation	NOUN
cana-2641	55	15	of	of	ADP
cana-2641	55	16	the	the	DET
cana-2641	55	17	proposed	propose	VERB
cana-2641	55	18	approaches	approach	NOUN
cana-2641	55	19	.	.	PUNCT
cana-2641	56	1	several	several	ADJ
cana-2641	56	2	articles	article	NOUN
cana-2641	56	3	focused	focus	VERB
cana-2641	56	4	on	on	ADP
cana-2641	56	5	developing	develop	VERB
cana-2641	56	6	methods	method	NOUN
cana-2641	56	7	to	to	PART
cana-2641	56	8	convert	convert	VERB
cana-2641	56	9	unstructured	unstructured	ADJ
cana-2641	56	10	data	datum	NOUN
cana-2641	56	11	into	into	ADP
cana-2641	56	12	structured	structured	ADJ
cana-2641	56	13	data	datum	NOUN
cana-2641	56	14	.	.	PUNCT
cana-2641	57	1	bohling	bohle	VERB
cana-2641	57	2	et	et	PROPN
cana-2641	57	3	al	al	PROPN
cana-2641	57	4	.	.	PUNCT
cana-2641	58	1	[	[	X
cana-2641	58	2	1	1	X
cana-2641	58	3	]	]	PUNCT
cana-2641	58	4	proposed	propose	VERB
cana-2641	58	5	a	a	DET
cana-2641	58	6	method	method	NOUN
cana-2641	58	7	that	that	PRON
cana-2641	58	8	parses	parse	VERB
cana-2641	58	9	unstructured	unstructured	ADJ
cana-2641	58	10	data	datum	NOUN
cana-2641	58	11	records	record	NOUN
cana-2641	58	12	to	to	PART
cana-2641	58	13	determine	determine	VERB
cana-2641	58	14	their	their	PRON
cana-2641	58	15	characterization	characterization	NOUN
cana-2641	58	16	and	and	CCONJ
cana-2641	58	17	uses	use	VERB
cana-2641	58	18	key	key	ADJ
cana-2641	58	19	-	-	PUNCT
cana-2641	58	20	value	value	NOUN
cana-2641	58	21	pairs	pair	NOUN
cana-2641	58	22	and	and	CCONJ
cana-2641	58	23	hashing	hash	VERB
cana-2641	58	24	to	to	PART
cana-2641	58	25	create	create	VERB
cana-2641	58	26	modified	modified	ADJ
cana-2641	58	27	data	datum	NOUN
cana-2641	58	28	records	record	NOUN
cana-2641	58	29	with	with	ADP
cana-2641	58	30	indexing	indexing	NOUN
cana-2641	58	31	keys	key	NOUN
cana-2641	58	32	,	,	PUNCT
cana-2641	58	33	which	which	PRON
cana-2641	58	34	are	be	AUX
cana-2641	58	35	then	then	ADV
cana-2641	58	36	stored	store	VERB
cana-2641	58	37	in	in	ADP
cana-2641	58	38	a	a	DET
cana-2641	58	39	structured	structure	VERB
cana-2641	58	40	database	database	NOUN
cana-2641	58	41	.	.	PUNCT
cana-2641	59	1	similarly	similarly	ADV
cana-2641	59	2	,	,	PUNCT
cana-2641	59	3	bolla	bolla	PROPN
cana-2641	59	4	and	and	CCONJ
cana-2641	59	5	anandan	anandan	PROPN
cana-2641	60	1	[	[	X
cana-2641	60	2	2	2	NUM
cana-2641	60	3	-	-	SYM
cana-2641	60	4	5	5	NUM
cana-2641	60	5	]	]	PUNCT
cana-2641	60	6	and	and	CCONJ
cana-2641	60	7	jou	jou	X
cana-2641	60	8	[	[	X
cana-2641	60	9	6	6	NUM
cana-2641	60	10	]	]	PUNCT
cana-2641	60	11	proposed	propose	VERB
cana-2641	60	12	methods	method	NOUN
cana-2641	60	13	that	that	PRON
cana-2641	60	14	extract	extract	VERB
cana-2641	60	15	target	target	NOUN
cana-2641	60	16	information	information	NOUN
cana-2641	60	17	from	from	ADP
cana-2641	60	18	unstructured	unstructured	ADJ
cana-2641	60	19	data	datum	NOUN
cana-2641	60	20	according	accord	VERB
cana-2641	60	21	to	to	ADP
cana-2641	60	22	predefined	predefine	VERB
cana-2641	60	23	rules	rule	NOUN
cana-2641	60	24	and	and	CCONJ
cana-2641	60	25	convert	convert	VERB
cana-2641	60	26	the	the	DET
cana-2641	60	27	extracted	extract	VERB
cana-2641	60	28	information	information	NOUN
cana-2641	60	29	into	into	ADP
cana-2641	60	30	structured	structured	ADJ
cana-2641	60	31	data	datum	NOUN
cana-2641	60	32	.	.	PUNCT
cana-2641	61	1	mishra	mishra	PROPN
cana-2641	61	2	and	and	CCONJ
cana-2641	61	3	misra	misra	VERB
cana-2641	62	1	[	[	X
cana-2641	62	2	13	13	NUM
cana-2641	62	3	]	]	PUNCT
cana-2641	62	4	,	,	PUNCT
cana-2641	62	5	[	[	X
cana-2641	62	6	14	14	NUM
cana-2641	62	7	]	]	PUNCT
cana-2641	62	8	,	,	PUNCT
cana-2641	62	9	[	[	X
cana-2641	62	10	15	15	NUM
cana-2641	62	11	]	]	PUNCT
cana-2641	62	12	,	,	PUNCT
cana-2641	62	13	[	[	X
cana-2641	62	14	16	16	NUM
cana-2641	62	15	]	]	PUNCT
cana-2641	62	16	presented	present	VERB
cana-2641	62	17	a	a	DET
cana-2641	62	18	method	method	NOUN
cana-2641	62	19	that	that	PRON
cana-2641	62	20	reads	read	VERB
cana-2641	62	21	electronic	electronic	ADJ
cana-2641	62	22	documents	document	NOUN
cana-2641	62	23	,	,	PUNCT
cana-2641	62	24	obtains	obtain	VERB
cana-2641	62	25	text	text	NOUN
cana-2641	62	26	content	content	NOUN
cana-2641	62	27	,	,	PUNCT
cana-2641	62	28	marks	mark	NOUN
cana-2641	62	29	row	row	NOUN
cana-2641	62	30	and	and	CCONJ
cana-2641	62	31	column	column	NOUN
cana-2641	62	32	coordinates	coordinate	NOUN
cana-2641	62	33	,	,	PUNCT
cana-2641	62	34	matches	match	VERB
cana-2641	62	35	labels	label	NOUN
cana-2641	62	36	corresponding	correspond	VERB
cana-2641	62	37	to	to	ADP
cana-2641	62	38	coordinates	coordinate	NOUN
cana-2641	62	39	of	of	ADP
cana-2641	62	40	a	a	DET
cana-2641	62	41	file	file	NOUN
cana-2641	62	42	template	template	NOUN
cana-2641	62	43	,	,	PUNCT
cana-2641	62	44	corrects	correct	VERB
cana-2641	62	45	the	the	DET
cana-2641	62	46	labels	label	NOUN
cana-2641	62	47	,	,	PUNCT
cana-2641	62	48	and	and	CCONJ
cana-2641	62	49	forms	form	VERB
cana-2641	62	50	structured	structure	VERB
cana-2641	62	51	field	field	NOUN
cana-2641	62	52	columns	column	NOUN
cana-2641	62	53	and	and	CCONJ
cana-2641	62	54	numerical	numerical	ADJ
cana-2641	62	55	values	value	NOUN
cana-2641	62	56	.	.	PUNCT
cana-2641	63	1	these	these	DET
cana-2641	63	2	methods	method	NOUN
cana-2641	63	3	aim	aim	VERB
cana-2641	63	4	to	to	PART
cana-2641	63	5	improve	improve	VERB
cana-2641	63	6	the	the	DET
cana-2641	63	7	searchability	searchability	NOUN
cana-2641	63	8	,	,	PUNCT
cana-2641	63	9	queryability	queryability	NOUN
cana-2641	63	10	,	,	PUNCT
cana-2641	63	11	visualization	visualization	NOUN
cana-2641	63	12	,	,	PUNCT
cana-2641	63	13	and	and	CCONJ
cana-2641	63	14	query	query	NOUN
cana-2641	63	15	efficiency	efficiency	NOUN
cana-2641	63	16	of	of	ADP
cana-2641	63	17	unstructured	unstructured	ADJ
cana-2641	63	18	data	datum	NOUN
cana-2641	63	19	while	while	SCONJ
cana-2641	63	20	reducing	reduce	VERB
cana-2641	63	21	management	management	NOUN
cana-2641	63	22	difficulty	difficulty	NOUN
cana-2641	63	23	.	.	PUNCT
cana-2641	64	1	however	however	ADV
cana-2641	64	2	,	,	PUNCT
cana-2641	64	3	the	the	DET
cana-2641	64	4	articles	article	NOUN
cana-2641	64	5	did	do	AUX
cana-2641	64	6	not	not	PART
cana-2641	64	7	provide	provide	VERB
cana-2641	64	8	comprehensive	comprehensive	ADJ
cana-2641	64	9	details	detail	NOUN
cana-2641	64	10	on	on	ADP
cana-2641	64	11	the	the	DET
cana-2641	64	12	performance	performance	NOUN
cana-2641	64	13	or	or	CCONJ
cana-2641	64	14	limitations	limitation	NOUN
cana-2641	64	15	of	of	ADP
cana-2641	64	16	the	the	DET
cana-2641	64	17	proposed	propose	VERB
cana-2641	64	18	approaches	approach	NOUN
cana-2641	64	19	.	.	PUNCT
cana-2641	65	1	a	a	DET
cana-2641	65	2	significant	significant	ADJ
cana-2641	65	3	number	number	NOUN
cana-2641	65	4	of	of	ADP
cana-2641	65	5	articles	article	NOUN
cana-2641	65	6	explored	explore	VERB
cana-2641	65	7	deep	deep	ADJ
cana-2641	65	8	learning	learning	NOUN
cana-2641	65	9	approaches	approach	NOUN
cana-2641	65	10	for	for	ADP
cana-2641	65	11	information	information	NOUN
cana-2641	65	12	extraction	extraction	NOUN
cana-2641	65	13	from	from	ADP
cana-2641	65	14	unstructured	unstructured	ADJ
cana-2641	65	15	data	datum	NOUN
cana-2641	65	16	.	.	PUNCT
cana-2641	66	1	gilligan	gilligan	PROPN
cana-2641	66	2	et	et	PROPN
cana-2641	66	3	al	al	PROPN
cana-2641	66	4	.	.	PUNCT
cana-2641	67	1	[	[	X
cana-2641	67	2	7	7	NUM
cana-2641	67	3	]	]	PUNCT
cana-2641	67	4	,	,	PUNCT
cana-2641	67	5	[	[	X
cana-2641	67	6	8	8	NUM
cana-2641	67	7	]	]	PUNCT
cana-2641	67	8	,	,	PUNCT
cana-2641	67	9	[	[	X
cana-2641	67	10	9	9	NUM
cana-2641	67	11	]	]	PUNCT
cana-2641	67	12	presented	present	VERB
cana-2641	67	13	a	a	DET
cana-2641	67	14	workflow	workflow	NOUN
cana-2641	67	15	based	base	VERB
cana-2641	67	16	on	on	ADP
cana-2641	67	17	fine	fine	ADV
cana-2641	67	18	-	-	PUNCT
cana-2641	67	19	tuning	tune	VERB
cana-2641	67	20	bert	bert	NOUN
cana-2641	67	21	models	model	NOUN
cana-2641	67	22	for	for	ADP
cana-2641	67	23	automated	automate	VERB
cana-2641	67	24	extraction	extraction	NOUN
cana-2641	67	25	of	of	ADP
cana-2641	67	26	structured	structured	ADJ
cana-2641	67	27	information	information	NOUN
cana-2641	67	28	from	from	ADP
cana-2641	67	29	unstructured	unstructured	ADJ
cana-2641	67	30	scientific	scientific	ADJ
cana-2641	67	31	literature	literature	NOUN
cana-2641	67	32	.	.	PUNCT
cana-2641	68	1	bekach	bekach	ADP
cana-2641	68	2	et	et	PROPN
cana-2641	69	1	al	al	PROPN
cana-2641	69	2	.	.	PUNCT
cana-2641	70	1	[	[	X
cana-2641	70	2	10	10	NUM
cana-2641	70	3	]	]	PUNCT
cana-2641	70	4	introduced	introduce	VERB
cana-2641	70	5	a	a	DET
cana-2641	70	6	deep	deep	ADJ
cana-2641	70	7	learning	learning	NOUN
cana-2641	70	8	approach	approach	NOUN
cana-2641	70	9	to	to	PART
cana-2641	70	10	detect	detect	VERB
cana-2641	70	11	fraud	fraud	NOUN
cana-2641	70	12	in	in	ADP
cana-2641	70	13	e	e	NOUN
cana-2641	70	14	-	-	NOUN
cana-2641	70	15	commerce	commerce	NOUN
cana-2641	70	16	by	by	ADP
cana-2641	70	17	extracting	extract	VERB
cana-2641	70	18	ifthen	ifthen	ADJ
cana-2641	70	19	rules	rule	NOUN
cana-2641	70	20	using	use	VERB
cana-2641	70	21	the	the	DET
cana-2641	70	22	cred	cred	ADJ
cana-2641	70	23	algorithm	algorithm	NOUN
cana-2641	70	24	and	and	CCONJ
cana-2641	70	25	decision	decision	NOUN
cana-2641	70	26	trees	tree	NOUN
cana-2641	70	27	.	.	PUNCT
cana-2641	71	1	engelbach	engelbach	PROPN
cana-2641	71	2	et	et	PROPN
cana-2641	71	3	al	al	PROPN
cana-2641	71	4	.	.	PUNCT
cana-2641	72	1	[	[	X
cana-2641	72	2	17	17	NUM
cana-2641	72	3	-	-	SYM
cana-2641	72	4	19	19	NUM
cana-2641	72	5	]	]	PUNCT
cana-2641	72	6	proposed	propose	VERB
cana-2641	72	7	a	a	DET
cana-2641	72	8	hybrid	hybrid	ADJ
cana-2641	72	9	approach	approach	NOUN
cana-2641	72	10	combining	combine	VERB
cana-2641	72	11	deep	deep	ADJ
cana-2641	72	12	learning	learning	NOUN
cana-2641	72	13	with	with	ADP
cana-2641	72	14	reasoning	reasoning	NOUN
cana-2641	72	15	for	for	ADP
cana-2641	72	16	extracting	extract	VERB
cana-2641	72	17	addresses	address	NOUN
cana-2641	72	18	from	from	ADP
cana-2641	72	19	unstructured	unstructured	ADJ
cana-2641	72	20	text	text	NOUN
cana-2641	72	21	documents	document	NOUN
cana-2641	72	22	.	.	PUNCT
cana-2641	73	1	vacareanu	vacareanu	NOUN
cana-2641	73	2	et	et	PROPN
cana-2641	73	3	al	al	PROPN
cana-2641	73	4	.	.	PUNCT
cana-2641	74	1	[	[	X
cana-2641	74	2	20	20	NUM
cana-2641	74	3	]	]	X
cana-2641	74	4	neural	neural	ADJ
cana-2641	74	5	guided	guide	VERB
cana-2641	74	6	rule	rule	NOUN
cana-2641	74	7	synthesis	synthesis	NOUN
cana-2641	74	8	(	(	PUNCT
cana-2641	74	9	ngrs	ngrs	NOUN
cana-2641	74	10	)	)	PUNCT
cana-2641	74	11	,	,	PUNCT
cana-2641	74	12	[	[	X
cana-2641	74	13	21	21	NUM
cana-2641	74	14	]	]	PUNCT
cana-2641	74	15	,	,	PUNCT
cana-2641	74	16	[	[	X
cana-2641	74	17	22	22	NUM
cana-2641	74	18	]	]	PUNCT
cana-2641	74	19	adapted	adapt	VERB
cana-2641	74	20	advances	advance	NOUN
cana-2641	74	21	from	from	ADP
cana-2641	74	22	program	program	NOUN
cana-2641	74	23	synthesis	synthesis	NOUN
cana-2641	74	24	to	to	ADP
cana-2641	74	25	information	information	NOUN
cana-2641	74	26	extraction	extraction	NOUN
cana-2641	74	27	,	,	PUNCT
cana-2641	74	28	synthesizing	synthesize	VERB
cana-2641	74	29	rules	rule	NOUN
cana-2641	74	30	from	from	ADP
cana-2641	74	31	provided	provide	VERB
cana-2641	74	32	examples	example	NOUN
cana-2641	74	33	using	use	VERB
cana-2641	74	34	a	a	DET
cana-2641	74	35	transformer	transformer	NOUN
cana-2641	74	36	-	-	PUNCT
cana-2641	74	37	based	base	VERB
cana-2641	74	38	architecture	architecture	NOUN
cana-2641	74	39	.	.	PUNCT
cana-2641	75	1	chua	chua	PROPN
cana-2641	75	2	and	and	CCONJ
cana-2641	75	3	duffy	duffy	PROPN
cana-2641	76	1	[	[	X
cana-2641	76	2	23	23	NUM
cana-2641	76	3	]	]	PUNCT
cana-2641	76	4	proposed	propose	VERB
cana-2641	76	5	deep	deep	ADJ
cana-2641	76	6	conditional	conditional	ADJ
cana-2641	76	7	probabilistic	probabilistic	ADJ
cana-2641	76	8	context	context	NOUN
cana-2641	76	9	free	free	ADJ
cana-2641	76	10	grammars	grammar	NOUN
cana-2641	76	11	(	(	PUNCT
cana-2641	76	12	deepcpcfg	deepcpcfg	PROPN
cana-2641	76	13	)	)	PUNCT
cana-2641	76	14	to	to	PART
cana-2641	76	15	parse	parse	VERB
cana-2641	76	16	complex	complex	ADJ
cana-2641	76	17	documents	document	NOUN
cana-2641	76	18	and	and	CCONJ
cana-2641	76	19	used	use	VERB
cana-2641	76	20	recursive	recursive	ADJ
cana-2641	76	21	neural	neural	ADJ
cana-2641	76	22	networks	network	NOUN
cana-2641	76	23	to	to	PART
cana-2641	76	24	create	create	VERB
cana-2641	76	25	an	an	DET
cana-2641	76	26	end	end	NOUN
cana-2641	76	27	-	-	PUNCT
cana-2641	76	28	to	to	ADP
cana-2641	76	29	-	-	PUNCT
cana-2641	76	30	end	end	NOUN
cana-2641	76	31	system	system	NOUN
cana-2641	76	32	for	for	ADP
cana-2641	76	33	extracting	extract	VERB
cana-2641	76	34	structured	structured	ADJ
cana-2641	76	35	information	information	NOUN
cana-2641	76	36	.	.	PUNCT
cana-2641	77	1	han	han	PROPN
cana-2641	77	2	et	et	PROPN
cana-2641	77	3	al	al	PROPN
cana-2641	77	4	.	.	PUNCT
cana-2641	78	1	[	[	X
cana-2641	78	2	24	24	NUM
cana-2641	78	3	]	]	PUNCT
cana-2641	78	4	,	,	PUNCT
cana-2641	78	5	[	[	X
cana-2641	78	6	25	25	NUM
cana-2641	78	7	]	]	PUNCT
cana-2641	78	8	,	,	PUNCT
cana-2641	78	9	[	[	X
cana-2641	78	10	26	26	NUM
cana-2641	78	11	]	]	PUNCT
cana-2641	78	12	proposed	propose	VERB
cana-2641	78	13	a	a	DET
cana-2641	78	14	deep	deep	ADJ
cana-2641	78	15	structured	structured	ADJ
cana-2641	78	16	learning	learning	NOUN
cana-2641	78	17	framework	framework	NOUN
cana-2641	78	18	for	for	ADP
cana-2641	78	19	event	event	NOUN
cana-2641	78	20	temporal	temporal	PROPN
cana-2641	78	21	relation	relation	NOUN
cana-2641	78	22	extraction	extraction	NOUN
cana-2641	78	23	,	,	PUNCT
cana-2641	78	24	consisting	consist	VERB
cana-2641	78	25	of	of	ADP
cana-2641	78	26	a	a	DET
cana-2641	78	27	recurrent	recurrent	ADJ
cana-2641	78	28	neural	neural	ADJ
cana-2641	78	29	network	network	NOUN
cana-2641	78	30	(	(	PUNCT
cana-2641	78	31	rnn	rnn	PROPN
cana-2641	78	32	)	)	PUNCT
cana-2641	78	33	and	and	CCONJ
cana-2641	78	34	a	a	DET
cana-2641	78	35	structured	structured	ADJ
cana-2641	78	36	support	support	NOUN
cana-2641	78	37	vector	vector	NOUN
cana-2641	78	38	machine	machine	NOUN
cana-2641	78	39	(	(	PUNCT
cana-2641	78	40	ssvm	ssvm	NOUN
cana-2641	78	41	)	)	PUNCT
cana-2641	78	42	.	.	PUNCT
cana-2641	79	1	these	these	DET
cana-2641	79	2	approaches	approach	NOUN
cana-2641	79	3	demonstrate	demonstrate	VERB
cana-2641	79	4	the	the	DET
cana-2641	79	5	effectiveness	effectiveness	NOUN
cana-2641	79	6	of	of	ADP
cana-2641	79	7	deep	deep	ADJ
cana-2641	79	8	learning	learning	NOUN
cana-2641	79	9	in	in	ADP
cana-2641	79	10	automating	automate	VERB
cana-2641	79	11	information	information	NOUN
cana-2641	79	12	extraction	extraction	NOUN
cana-2641	79	13	tasks	task	NOUN
cana-2641	79	14	,	,	PUNCT
cana-2641	79	15	but	but	CCONJ
cana-2641	79	16	some	some	DET
cana-2641	79	17	articles	article	NOUN
cana-2641	79	18	did	do	AUX
cana-2641	79	19	not	not	PART
cana-2641	79	20	provide	provide	VERB
cana-2641	79	21	comprehensive	comprehensive	ADJ
cana-2641	79	22	reviews	review	NOUN
cana-2641	79	23	of	of	ADP
cana-2641	79	24	the	the	DET
cana-2641	79	25	limitations	limitation	NOUN
cana-2641	79	26	or	or	CCONJ
cana-2641	79	27	the	the	DET
cana-2641	79	28	generalizability	generalizability	NOUN
cana-2641	79	29	of	of	ADP
cana-2641	79	30	the	the	DET
cana-2641	79	31	proposed	propose	VERB
cana-2641	79	32	methods	method	NOUN
cana-2641	79	33	.	.	PUNCT
cana-2641	80	1	several	several	ADJ
cana-2641	80	2	articles	article	NOUN
cana-2641	80	3	explored	explore	VERB
cana-2641	80	4	the	the	DET
cana-2641	80	5	applications	application	NOUN
cana-2641	80	6	of	of	ADP
cana-2641	80	7	deep	deep	ADJ
cana-2641	80	8	learning	learning	NOUN
cana-2641	80	9	in	in	ADP
cana-2641	80	10	various	various	ADJ
cana-2641	80	11	domains	domain	NOUN
cana-2641	80	12	,	,	PUNCT
cana-2641	80	13	such	such	ADJ
cana-2641	80	14	as	as	ADP
cana-2641	80	15	business	business	NOUN
cana-2641	80	16	intelligence	intelligence	NOUN
cana-2641	80	17	,	,	PUNCT
cana-2641	80	18	healthcare	healthcare	PROPN
cana-2641	80	19	,	,	PUNCT
cana-2641	80	20	and	and	CCONJ
cana-2641	80	21	contract	contract	NOUN
cana-2641	80	22	analysis	analysis	NOUN
cana-2641	80	23	.	.	PUNCT
cana-2641	81	1	anisuzzaman	anisuzzaman	PROPN
cana-2641	82	1	[	[	X
cana-2641	82	2	11	11	NUM
cana-2641	82	3	]	]	PUNCT
cana-2641	82	4	,	,	PUNCT
cana-2641	82	5	[	[	X
cana-2641	82	6	12	12	NUM
cana-2641	82	7	]	]	PUNCT
cana-2641	82	8	provided	provide	VERB
cana-2641	82	9	an	an	DET
cana-2641	82	10	overview	overview	NOUN
cana-2641	82	11	of	of	ADP
cana-2641	82	12	deep	deep	ADJ
cana-2641	82	13	learning	learning	NOUN
cana-2641	82	14	techniques	technique	NOUN
cana-2641	82	15	that	that	PRON
cana-2641	82	16	may	may	AUX
cana-2641	82	17	be	be	AUX
cana-2641	82	18	applied	apply	VERB
cana-2641	82	19	in	in	ADP
cana-2641	82	20	business	business	NOUN
cana-2641	82	21	intelligence	intelligence	NOUN
cana-2641	82	22	(	(	PUNCT
cana-2641	82	23	bi	bi	NOUN
cana-2641	82	24	)	)	PUNCT
cana-2641	82	25	and	and	CCONJ
cana-2641	82	26	identified	identify	VERB
cana-2641	82	27	the	the	DET
cana-2641	82	28	challenges	challenge	NOUN
cana-2641	82	29	of	of	ADP
cana-2641	82	30	using	use	VERB
cana-2641	82	31	deep	deep	ADJ
cana-2641	82	32	learning	learning	NOUN
cana-2641	82	33	in	in	ADP
cana-2641	82	34	bi	bi	PROPN
cana-2641	82	35	.	.	PUNCT
cana-2641	82	36	yindumathi	yindumathi	PROPN
cana-2641	82	37	et	et	PROPN
cana-2641	82	38	al	al	PROPN
cana-2641	82	39	.	.	PUNCT
cana-2641	83	1	[	[	X
cana-2641	83	2	27	27	NUM
cana-2641	83	3	]	]	PUNCT
cana-2641	83	4	presented	present	VERB
cana-2641	83	5	a	a	DET
cana-2641	83	6	data	data	NOUN
cana-2641	83	7	pipeline	pipeline	NOUN
cana-2641	83	8	for	for	ADP
cana-2641	83	9	extracting	extract	VERB
cana-2641	83	10	unstructured	unstructured	ADJ
cana-2641	83	11	data	datum	NOUN
cana-2641	83	12	from	from	ADP
cana-2641	83	13	healthcare	healthcare	PROPN
cana-2641	83	14	bills	bill	NOUN
cana-2641	83	15	/	/	SYM
cana-2641	83	16	invoice	invoice	NOUN
cana-2641	83	17	images	image	NOUN
cana-2641	83	18	using	use	VERB
cana-2641	83	19	logistic	logistic	ADJ
cana-2641	83	20	regression	regression	NOUN
cana-2641	83	21	,	,	PUNCT
cana-2641	83	22	kneighbours	kneighbour	NOUN
cana-2641	83	23	,	,	PUNCT
cana-2641	83	24	and	and	CCONJ
cana-2641	83	25	opencv	opencv	ADJ
cana-2641	83	26	scikit	scikit	NOUN
cana-2641	83	27	.	.	PUNCT
cana-2641	84	1	dolga	dolga	ADJ
cana-2641	84	2	et	et	PROPN
cana-2641	84	3	al	al	PROPN
cana-2641	84	4	.	.	PUNCT
cana-2641	85	1	[	[	X
cana-2641	85	2	28	28	NUM
cana-2641	85	3	]	]	PUNCT
cana-2641	85	4	investigated	investigate	VERB
cana-2641	85	5	the	the	DET
cana-2641	85	6	automatic	automatic	ADJ
cana-2641	85	7	translation	translation	NOUN
cana-2641	85	8	of	of	ADP
cana-2641	85	9	contracts	contract	NOUN
cana-2641	85	10	to	to	ADP
cana-2641	85	11	computer	computer	NOUN
cana-2641	85	12	-	-	PUNCT
cana-2641	85	13	understandable	understandable	ADJ
cana-2641	85	14	rules	rule	NOUN
cana-2641	85	15	through	through	ADP
cana-2641	85	16	natural	natural	ADJ
cana-2641	85	17	language	language	NOUN
cana-2641	85	18	processing	processing	NOUN
cana-2641	85	19	,	,	PUNCT
cana-2641	85	20	focusing	focus	VERB
cana-2641	85	21	on	on	ADP
cana-2641	85	22	named	name	VERB
cana-2641	85	23	entity	entity	NOUN
cana-2641	85	24	recognition	recognition	NOUN
cana-2641	85	25	and	and	CCONJ
cana-2641	85	26	rule	rule	NOUN
cana-2641	85	27	extraction	extraction	NOUN
cana-2641	85	28	tasks	task	NOUN
cana-2641	85	29	using	use	VERB
cana-2641	85	30	a	a	DET
cana-2641	85	31	bert	bert	NOUN
cana-2641	85	32	-	-	PUNCT
cana-2641	85	33	based	base	VERB
cana-2641	85	34	model	model	NOUN
cana-2641	85	35	called	call	VERB
cana-2641	85	36	law	law	NOUN
cana-2641	85	37	-	-	PUNCT
cana-2641	85	38	bert	bert	NOUN
cana-2641	85	39	.	.	PUNCT
cana-2641	86	1	these	these	DET
cana-2641	86	2	articles	article	NOUN
cana-2641	86	3	highlight	highlight	VERB
cana-2641	86	4	the	the	DET
cana-2641	86	5	potential	potential	NOUN
cana-2641	86	6	of	of	ADP
cana-2641	86	7	deep	deep	ADJ
cana-2641	86	8	learning	learning	NOUN
cana-2641	86	9	in	in	ADP
cana-2641	86	10	various	various	ADJ
cana-2641	86	11	application	application	NOUN
cana-2641	86	12	domains	domain	NOUN
cana-2641	86	13	but	but	CCONJ
cana-2641	86	14	often	often	ADV
cana-2641	86	15	lack	lack	VERB
cana-2641	86	16	comprehensive	comprehensive	ADJ
cana-2641	86	17	reviews	review	NOUN
cana-2641	86	18	of	of	ADP
cana-2641	86	19	the	the	DET
cana-2641	86	20	limitations	limitation	NOUN
cana-2641	86	21	of	of	ADP
cana-2641	86	22	the	the	DET
cana-2641	86	23	proposed	propose	VERB
cana-2641	86	24	approaches	approach	NOUN
cana-2641	86	25	.	.	PUNCT
cana-2641	87	1	the	the	DET
cana-2641	87	2	overall	overall	ADJ
cana-2641	87	3	understanding	understanding	NOUN
cana-2641	87	4	of	of	ADP
cana-2641	87	5	the	the	DET
cana-2641	87	6	research	research	NOUN
cana-2641	87	7	landscape	landscape	NOUN
cana-2641	87	8	in	in	ADP
cana-2641	87	9	converting	convert	VERB
cana-2641	87	10	communications	communication	NOUN
cana-2641	87	11	on	on	ADP
cana-2641	87	12	applied	apply	VERB
cana-2641	87	13	nonlinear	nonlinear	ADJ
cana-2641	87	14	analysis	analysis	NOUN
cana-2641	87	15	issn	issn	NOUN
cana-2641	87	16	:	:	PUNCT
cana-2641	87	17	1074	1074	NUM
cana-2641	87	18	-	-	PUNCT
cana-2641	87	19	133x	133x	NUM
cana-2641	87	20	vol	vol	NOUN
cana-2641	87	21	32	32	NUM
cana-2641	87	22	no	no	NOUN
cana-2641	87	23	.	.	PUNCT
cana-2641	88	1	3s	3s	NUM
cana-2641	88	2	(	(	PUNCT
cana-2641	88	3	2025	2025	NUM
cana-2641	88	4	)	)	PUNCT
cana-2641	88	5	254	254	NUM
cana-2641	88	6	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-2641	88	7	unstructured	unstructured	ADJ
cana-2641	88	8	data	datum	NOUN
cana-2641	88	9	to	to	ADP
cana-2641	88	10	structured	structured	ADJ
cana-2641	88	11	data	datum	NOUN
cana-2641	88	12	,	,	PUNCT
cana-2641	88	13	deep	deep	ADJ
cana-2641	88	14	learning	learning	NOUN
cana-2641	88	15	approaches	approach	VERB
cana-2641	88	16	for	for	ADP
cana-2641	88	17	information	information	NOUN
cana-2641	88	18	extraction	extraction	NOUN
cana-2641	88	19	,	,	PUNCT
cana-2641	88	20	and	and	CCONJ
cana-2641	88	21	applications	application	NOUN
cana-2641	88	22	of	of	ADP
cana-2641	88	23	deep	deep	ADJ
cana-2641	88	24	learning	learning	NOUN
cana-2641	88	25	in	in	ADP
cana-2641	88	26	various	various	ADJ
cana-2641	88	27	domains	domain	NOUN
cana-2641	88	28	.	.	PUNCT
cana-2641	89	1	the	the	DET
cana-2641	89	2	contemporary	contemporary	PROPN
cana-2641	89	3	literature	literature	PROPN
cana-2641	89	4	review	review	PROPN
cana-2641	89	5	presented	present	VERB
cana-2641	89	6	in	in	ADP
cana-2641	89	7	the	the	DET
cana-2641	89	8	attached	attach	VERB
cana-2641	89	9	document	document	NOUN
cana-2641	89	10	reveals	reveal	VERB
cana-2641	89	11	that	that	SCONJ
cana-2641	89	12	while	while	SCONJ
cana-2641	89	13	several	several	ADJ
cana-2641	89	14	researchers	researcher	NOUN
cana-2641	89	15	have	have	AUX
cana-2641	89	16	proposed	propose	VERB
cana-2641	89	17	methods	method	NOUN
cana-2641	89	18	for	for	ADP
cana-2641	89	19	converting	convert	VERB
cana-2641	89	20	unstructured	unstructured	ADJ
cana-2641	89	21	data	datum	NOUN
cana-2641	89	22	into	into	ADP
cana-2641	89	23	structured	structured	ADJ
cana-2641	89	24	data	datum	NOUN
cana-2641	89	25	and	and	CCONJ
cana-2641	89	26	utilizing	utilize	VERB
cana-2641	89	27	deep	deep	ADJ
cana-2641	89	28	learning	learning	NOUN
cana-2641	89	29	approaches	approach	NOUN
cana-2641	89	30	for	for	ADP
cana-2641	89	31	information	information	NOUN
cana-2641	89	32	extraction	extraction	NOUN
cana-2641	89	33	,	,	PUNCT
cana-2641	89	34	there	there	PRON
cana-2641	89	35	is	be	VERB
cana-2641	89	36	a	a	DET
cana-2641	89	37	lack	lack	NOUN
cana-2641	89	38	of	of	ADP
cana-2641	89	39	comprehensive	comprehensive	ADJ
cana-2641	89	40	frameworks	framework	NOUN
cana-2641	89	41	that	that	PRON
cana-2641	89	42	integrate	integrate	VERB
cana-2641	89	43	these	these	DET
cana-2641	89	44	techniques	technique	NOUN
cana-2641	89	45	to	to	PART
cana-2641	89	46	automate	automate	VERB
cana-2641	89	47	and	and	CCONJ
cana-2641	89	48	optimize	optimize	VERB
cana-2641	89	49	the	the	DET
cana-2641	89	50	entire	entire	ADJ
cana-2641	89	51	extract	extract	NOUN
cana-2641	89	52	,	,	PUNCT
cana-2641	89	53	transform	transform	NOUN
cana-2641	89	54	,	,	PUNCT
cana-2641	89	55	load	load	NOUN
cana-2641	89	56	(	(	PUNCT
cana-2641	89	57	etl	etl	NOUN
cana-2641	89	58	)	)	PUNCT
cana-2641	89	59	process	process	NOUN
cana-2641	89	60	.	.	PUNCT
cana-2641	90	1	the	the	DET
cana-2641	90	2	proposed	propose	VERB
cana-2641	90	3	autoetl	autoetl	NOUN
cana-2641	90	4	framework	framework	NOUN
cana-2641	90	5	aims	aim	VERB
cana-2641	90	6	to	to	PART
cana-2641	90	7	address	address	VERB
cana-2641	90	8	this	this	DET
cana-2641	90	9	gap	gap	NOUN
cana-2641	90	10	by	by	ADP
cana-2641	90	11	leveraging	leverage	VERB
cana-2641	90	12	a	a	DET
cana-2641	90	13	combination	combination	NOUN
cana-2641	90	14	of	of	ADP
cana-2641	90	15	natural	natural	ADJ
cana-2641	90	16	language	language	NOUN
cana-2641	90	17	processing	processing	NOUN
cana-2641	90	18	(	(	PUNCT
cana-2641	90	19	nlp	nlp	NOUN
cana-2641	90	20	)	)	PUNCT
cana-2641	90	21	,	,	PUNCT
cana-2641	90	22	transformer	transformer	NOUN
cana-2641	90	23	-	-	PUNCT
cana-2641	90	24	based	base	VERB
cana-2641	90	25	architectures	architecture	NOUN
cana-2641	90	26	,	,	PUNCT
cana-2641	90	27	and	and	CCONJ
cana-2641	90	28	reinforcement	reinforcement	NOUN
cana-2641	90	29	learning	learning	NOUN
cana-2641	90	30	(	(	PUNCT
cana-2641	90	31	rl	rl	NOUN
cana-2641	90	32	)	)	PUNCT
cana-2641	90	33	to	to	PART
cana-2641	90	34	create	create	VERB
cana-2641	90	35	an	an	DET
cana-2641	90	36	end	end	NOUN
cana-2641	90	37	-	-	PUNCT
cana-2641	90	38	to	to	ADP
cana-2641	90	39	-	-	PUNCT
cana-2641	90	40	end	end	NOUN
cana-2641	90	41	solution	solution	NOUN
cana-2641	90	42	for	for	ADP
cana-2641	90	43	automating	automate	VERB
cana-2641	90	44	etl	etl	NOUN
cana-2641	90	45	processes	process	NOUN
cana-2641	90	46	.	.	PUNCT
cana-2641	91	1	the	the	DET
cana-2641	91	2	significance	significance	NOUN
cana-2641	91	3	of	of	ADP
cana-2641	91	4	this	this	DET
cana-2641	91	5	framework	framework	NOUN
cana-2641	91	6	lies	lie	VERB
cana-2641	91	7	in	in	ADP
cana-2641	91	8	its	its	PRON
cana-2641	91	9	potential	potential	NOUN
cana-2641	91	10	to	to	PART
cana-2641	91	11	improve	improve	VERB
cana-2641	91	12	the	the	DET
cana-2641	91	13	efficiency	efficiency	NOUN
cana-2641	91	14	,	,	PUNCT
cana-2641	91	15	accuracy	accuracy	NOUN
cana-2641	91	16	,	,	PUNCT
cana-2641	91	17	and	and	CCONJ
cana-2641	91	18	scalability	scalability	NOUN
cana-2641	91	19	of	of	ADP
cana-2641	91	20	data	datum	NOUN
cana-2641	91	21	integration	integration	NOUN
cana-2641	91	22	tasks	task	NOUN
cana-2641	91	23	,	,	PUNCT
cana-2641	91	24	which	which	PRON
cana-2641	91	25	are	be	AUX
cana-2641	91	26	increasingly	increasingly	ADV
cana-2641	91	27	critical	critical	ADJ
cana-2641	91	28	in	in	ADP
cana-2641	91	29	today	today	NOUN
cana-2641	91	30	's	's	PART
cana-2641	91	31	data	data	NOUN
cana-2641	91	32	-	-	PUNCT
cana-2641	91	33	driven	drive	VERB
cana-2641	91	34	world	world	NOUN
cana-2641	91	35	.	.	PUNCT
cana-2641	92	1	several	several	ADJ
cana-2641	92	2	articles	article	NOUN
cana-2641	92	3	in	in	ADP
cana-2641	92	4	the	the	DET
cana-2641	92	5	literature	literature	NOUN
cana-2641	92	6	review	review	NOUN
cana-2641	92	7	focus	focus	VERB
cana-2641	92	8	on	on	ADP
cana-2641	92	9	specific	specific	ADJ
cana-2641	92	10	aspects	aspect	NOUN
cana-2641	92	11	of	of	ADP
cana-2641	92	12	the	the	DET
cana-2641	92	13	etl	etl	NOUN
cana-2641	92	14	process	process	NOUN
cana-2641	92	15	,	,	PUNCT
cana-2641	92	16	such	such	ADJ
cana-2641	92	17	as	as	ADP
cana-2641	92	18	converting	convert	VERB
cana-2641	92	19	unstructured	unstructured	ADJ
cana-2641	92	20	data	datum	NOUN
cana-2641	92	21	into	into	ADP
cana-2641	92	22	structured	structured	ADJ
cana-2641	92	23	data	datum	NOUN
cana-2641	92	24	[	[	X
cana-2641	92	25	1	1	NUM
cana-2641	92	26	,	,	PUNCT
cana-2641	92	27	2	2	NUM
cana-2641	92	28	,	,	PUNCT
cana-2641	92	29	13	13	NUM
cana-2641	92	30	,	,	PUNCT
cana-2641	92	31	6	6	NUM
cana-2641	92	32	]	]	PUNCT
cana-2641	92	33	or	or	CCONJ
cana-2641	92	34	applying	apply	VERB
cana-2641	92	35	deep	deep	ADJ
cana-2641	92	36	learning	learning	NOUN
cana-2641	92	37	techniques	technique	NOUN
cana-2641	92	38	for	for	ADP
cana-2641	92	39	information	information	NOUN
cana-2641	92	40	extraction	extraction	NOUN
cana-2641	92	41	[	[	X
cana-2641	92	42	7	7	NUM
cana-2641	92	43	,	,	PUNCT
cana-2641	92	44	10	10	NUM
cana-2641	92	45	,	,	PUNCT
cana-2641	92	46	17	17	NUM
cana-2641	92	47	,	,	PUNCT
cana-2641	92	48	20	20	NUM
cana-2641	92	49	,	,	PUNCT
cana-2641	92	50	23	23	NUM
cana-2641	92	51	,	,	PUNCT
cana-2641	92	52	24	24	NUM
cana-2641	92	53	]	]	PUNCT
cana-2641	92	54	.	.	PUNCT
cana-2641	93	1	however	however	ADV
cana-2641	93	2	,	,	PUNCT
cana-2641	93	3	these	these	DET
cana-2641	93	4	approaches	approach	NOUN
cana-2641	93	5	are	be	AUX
cana-2641	93	6	often	often	ADV
cana-2641	93	7	limited	limit	VERB
cana-2641	93	8	in	in	ADP
cana-2641	93	9	scope	scope	NOUN
cana-2641	93	10	and	and	CCONJ
cana-2641	93	11	do	do	AUX
cana-2641	93	12	not	not	PART
cana-2641	93	13	provide	provide	VERB
cana-2641	93	14	a	a	DET
cana-2641	93	15	comprehensive	comprehensive	ADJ
cana-2641	93	16	solution	solution	NOUN
cana-2641	93	17	for	for	ADP
cana-2641	93	18	automating	automate	VERB
cana-2641	93	19	the	the	DET
cana-2641	93	20	entire	entire	ADJ
cana-2641	93	21	etl	etl	NOUN
cana-2641	93	22	workflow	workflow	NOUN
cana-2641	93	23	.	.	PUNCT
cana-2641	94	1	for	for	ADP
cana-2641	94	2	instance	instance	NOUN
cana-2641	94	3	,	,	PUNCT
cana-2641	94	4	bohling	bohle	VERB
cana-2641	94	5	et	et	NOUN
cana-2641	94	6	al	al	PROPN
cana-2641	94	7	.	.	PUNCT
cana-2641	95	1	[	[	X
cana-2641	95	2	1	1	X
cana-2641	95	3	]	]	PUNCT
cana-2641	95	4	and	and	CCONJ
cana-2641	95	5	bolla	bolla	PROPN
cana-2641	95	6	and	and	CCONJ
cana-2641	95	7	anandan	anandan	PROPN
cana-2641	95	8	[	[	X
cana-2641	95	9	2	2	NUM
cana-2641	95	10	]	]	PUNCT
cana-2641	95	11	propose	propose	VERB
cana-2641	95	12	methods	method	NOUN
cana-2641	95	13	for	for	ADP
cana-2641	95	14	converting	convert	VERB
cana-2641	95	15	unstructured	unstructured	ADJ
cana-2641	95	16	data	datum	NOUN
cana-2641	95	17	into	into	ADP
cana-2641	95	18	structured	structured	ADJ
cana-2641	95	19	data	datum	NOUN
cana-2641	95	20	using	use	VERB
cana-2641	95	21	techniques	technique	NOUN
cana-2641	95	22	such	such	ADJ
cana-2641	95	23	as	as	ADP
cana-2641	95	24	parsing	parsing	NOUN
cana-2641	95	25	,	,	PUNCT
cana-2641	95	26	key	key	ADJ
cana-2641	95	27	-	-	PUNCT
cana-2641	95	28	value	value	NOUN
cana-2641	95	29	pairs	pair	NOUN
cana-2641	95	30	,	,	PUNCT
cana-2641	95	31	and	and	CCONJ
cana-2641	95	32	hashing	hash	VERB
cana-2641	95	33	.	.	PUNCT
cana-2641	96	1	while	while	SCONJ
cana-2641	96	2	these	these	DET
cana-2641	96	3	methods	method	NOUN
cana-2641	96	4	aim	aim	VERB
cana-2641	96	5	to	to	PART
cana-2641	96	6	improve	improve	VERB
cana-2641	96	7	the	the	DET
cana-2641	96	8	searchability	searchability	NOUN
cana-2641	96	9	and	and	CCONJ
cana-2641	96	10	queryability	queryability	NOUN
cana-2641	96	11	of	of	ADP
cana-2641	96	12	unstructured	unstructured	ADJ
cana-2641	96	13	data	datum	NOUN
cana-2641	96	14	,	,	PUNCT
cana-2641	96	15	they	they	PRON
cana-2641	96	16	do	do	AUX
cana-2641	96	17	not	not	PART
cana-2641	96	18	address	address	VERB
cana-2641	96	19	the	the	DET
cana-2641	96	20	subsequent	subsequent	ADJ
cana-2641	96	21	steps	step	NOUN
cana-2641	96	22	in	in	ADP
cana-2641	96	23	the	the	DET
cana-2641	96	24	etl	etl	NOUN
cana-2641	96	25	process	process	NOUN
cana-2641	96	26	,	,	PUNCT
cana-2641	96	27	such	such	ADJ
cana-2641	96	28	as	as	ADP
cana-2641	96	29	data	datum	NOUN
cana-2641	96	30	transformation	transformation	NOUN
cana-2641	96	31	and	and	CCONJ
cana-2641	96	32	loading	loading	NOUN
cana-2641	96	33	.	.	PUNCT
cana-2641	97	1	similarly	similarly	ADV
cana-2641	97	2	,	,	PUNCT
cana-2641	97	3	articles	article	NOUN
cana-2641	97	4	like	like	ADP
cana-2641	97	5	gilligan	gilligan	NOUN
cana-2641	97	6	et	et	PROPN
cana-2641	97	7	al	al	PROPN
cana-2641	97	8	.	.	PUNCT
cana-2641	98	1	[	[	X
cana-2641	98	2	7	7	X
cana-2641	98	3	]	]	PUNCT
cana-2641	98	4	and	and	CCONJ
cana-2641	98	5	bekach	bekach	PRON
cana-2641	98	6	et	et	PROPN
cana-2641	98	7	al	al	PROPN
cana-2641	98	8	.	.	PUNCT
cana-2641	99	1	[	[	X
cana-2641	99	2	10	10	NUM
cana-2641	99	3	]	]	PUNCT
cana-2641	99	4	demonstrate	demonstrate	VERB
cana-2641	99	5	the	the	DET
cana-2641	99	6	effectiveness	effectiveness	NOUN
cana-2641	99	7	of	of	ADP
cana-2641	99	8	deep	deep	ADJ
cana-2641	99	9	learning	learning	NOUN
cana-2641	99	10	approaches	approach	NOUN
cana-2641	99	11	for	for	ADP
cana-2641	99	12	specific	specific	ADJ
cana-2641	99	13	information	information	NOUN
cana-2641	99	14	extraction	extraction	NOUN
cana-2641	99	15	tasks	task	NOUN
cana-2641	99	16	,	,	PUNCT
cana-2641	99	17	such	such	ADJ
cana-2641	99	18	as	as	ADP
cana-2641	99	19	extracting	extract	VERB
cana-2641	99	20	structured	structured	ADJ
cana-2641	99	21	information	information	NOUN
cana-2641	99	22	from	from	ADP
cana-2641	99	23	scientific	scientific	ADJ
cana-2641	99	24	literature	literature	NOUN
cana-2641	99	25	or	or	CCONJ
cana-2641	99	26	detecting	detect	VERB
cana-2641	99	27	fraud	fraud	NOUN
cana-2641	99	28	in	in	ADP
cana-2641	99	29	e	e	PROPN
cana-2641	99	30	-	-	NOUN
cana-2641	99	31	commerce	commerce	NOUN
cana-2641	99	32	.	.	PUNCT
cana-2641	100	1	however	however	ADV
cana-2641	100	2	,	,	PUNCT
cana-2641	100	3	these	these	DET
cana-2641	100	4	approaches	approach	NOUN
cana-2641	100	5	are	be	AUX
cana-2641	100	6	not	not	PART
cana-2641	100	7	integrated	integrate	VERB
cana-2641	100	8	into	into	ADP
cana-2641	100	9	a	a	DET
cana-2641	100	10	larger	large	ADJ
cana-2641	100	11	framework	framework	NOUN
cana-2641	100	12	that	that	PRON
cana-2641	100	13	encompasses	encompass	VERB
cana-2641	100	14	the	the	DET
cana-2641	100	15	entire	entire	ADJ
cana-2641	100	16	etl	etl	NOUN
cana-2641	100	17	process	process	NOUN
cana-2641	100	18	.	.	PUNCT
cana-2641	101	1	the	the	DET
cana-2641	101	2	proposed	propose	VERB
cana-2641	101	3	autoetl	autoetl	NOUN
cana-2641	101	4	framework	framework	NOUN
cana-2641	101	5	,	,	PUNCT
cana-2641	101	6	on	on	ADP
cana-2641	101	7	the	the	DET
cana-2641	101	8	other	other	ADJ
cana-2641	101	9	hand	hand	NOUN
cana-2641	101	10	,	,	PUNCT
cana-2641	101	11	takes	take	VERB
cana-2641	101	12	a	a	DET
cana-2641	101	13	holistic	holistic	ADJ
cana-2641	101	14	approach	approach	NOUN
cana-2641	101	15	by	by	ADP
cana-2641	101	16	combining	combine	VERB
cana-2641	101	17	multiple	multiple	ADJ
cana-2641	101	18	techniques	technique	NOUN
cana-2641	101	19	to	to	PART
cana-2641	101	20	create	create	VERB
cana-2641	101	21	an	an	DET
cana-2641	101	22	end	end	NOUN
cana-2641	101	23	-	-	PUNCT
cana-2641	101	24	to	to	ADP
cana-2641	101	25	-	-	PUNCT
cana-2641	101	26	end	end	NOUN
cana-2641	101	27	solution	solution	NOUN
cana-2641	101	28	.	.	PUNCT
cana-2641	102	1	the	the	DET
cana-2641	102	2	framework	framework	NOUN
cana-2641	102	3	's	's	PART
cana-2641	102	4	data	data	NOUN
cana-2641	102	5	preparation	preparation	NOUN
cana-2641	102	6	phase	phase	NOUN
cana-2641	102	7	employs	employ	VERB
cana-2641	102	8	nlp	nlp	ADJ
cana-2641	102	9	techniques	technique	NOUN
cana-2641	102	10	like	like	ADP
cana-2641	102	11	tokenization	tokenization	NOUN
cana-2641	102	12	to	to	PART
cana-2641	102	13	convert	convert	VERB
cana-2641	102	14	unstructured	unstructured	ADJ
cana-2641	102	15	data	datum	NOUN
cana-2641	102	16	into	into	ADP
cana-2641	102	17	structured	structured	ADJ
cana-2641	102	18	formats	format	NOUN
cana-2641	102	19	suitable	suitable	ADJ
cana-2641	102	20	for	for	ADP
cana-2641	102	21	machine	machine	NOUN
cana-2641	102	22	learning	learn	VERB
cana-2641	102	23	analysis	analysis	NOUN
cana-2641	102	24	.	.	PUNCT
cana-2641	103	1	the	the	DET
cana-2641	103	2	model	model	NOUN
cana-2641	103	3	development	development	NOUN
cana-2641	103	4	phase	phase	NOUN
cana-2641	103	5	leverages	leverage	VERB
cana-2641	103	6	transformer	transformer	NOUN
cana-2641	103	7	-	-	PUNCT
cana-2641	103	8	based	base	VERB
cana-2641	103	9	architectures	architecture	NOUN
cana-2641	103	10	,	,	PUNCT
cana-2641	103	11	specifically	specifically	ADV
cana-2641	103	12	the	the	DET
cana-2641	103	13	bert	bert	PROPN
cana-2641	103	14	model	model	NOUN
cana-2641	103	15	,	,	PUNCT
cana-2641	103	16	to	to	PART
cana-2641	103	17	learn	learn	VERB
cana-2641	103	18	from	from	ADP
cana-2641	103	19	sequential	sequential	ADJ
cana-2641	103	20	data	datum	NOUN
cana-2641	103	21	and	and	CCONJ
cana-2641	103	22	extract	extract	VERB
cana-2641	103	23	meaningful	meaningful	ADJ
cana-2641	103	24	patterns	pattern	NOUN
cana-2641	103	25	and	and	CCONJ
cana-2641	103	26	rules	rule	NOUN
cana-2641	103	27	.	.	PUNCT
cana-2641	104	1	finally	finally	ADV
cana-2641	104	2	,	,	PUNCT
cana-2641	104	3	the	the	DET
cana-2641	104	4	rule	rule	NOUN
cana-2641	104	5	generation	generation	NOUN
cana-2641	104	6	phase	phase	NOUN
cana-2641	104	7	utilizes	utilize	VERB
cana-2641	104	8	reinforcement	reinforcement	NOUN
cana-2641	104	9	learning	learning	NOUN
cana-2641	104	10	,	,	PUNCT
cana-2641	104	11	particularly	particularly	ADV
cana-2641	104	12	the	the	DET
cana-2641	104	13	deep	deep	ADJ
cana-2641	104	14	q	q	NOUN
cana-2641	104	15	-	-	PUNCT
cana-2641	104	16	network	network	NOUN
cana-2641	104	17	(	(	PUNCT
cana-2641	104	18	dqn	dqn	ADJ
cana-2641	104	19	)	)	PUNCT
cana-2641	104	20	approach	approach	NOUN
cana-2641	104	21	,	,	PUNCT
cana-2641	104	22	to	to	PART
cana-2641	104	23	optimize	optimize	VERB
cana-2641	104	24	the	the	DET
cana-2641	104	25	generation	generation	NOUN
cana-2641	104	26	of	of	ADP
cana-2641	104	27	transformation	transformation	NOUN
cana-2641	104	28	rules	rule	VERB
cana-2641	104	29	dynamically	dynamically	ADV
cana-2641	104	30	.	.	PUNCT
cana-2641	105	1	to	to	ADP
cana-2641	105	2	the	the	DET
cana-2641	105	3	best	good	ADJ
cana-2641	105	4	of	of	ADP
cana-2641	105	5	our	our	PRON
cana-2641	105	6	knowledge	knowledge	NOUN
cana-2641	105	7	,	,	PUNCT
cana-2641	105	8	based	base	VERB
cana-2641	105	9	on	on	ADP
cana-2641	105	10	the	the	DET
cana-2641	105	11	literature	literature	NOUN
cana-2641	105	12	review	review	NOUN
cana-2641	105	13	provided	provide	VERB
cana-2641	105	14	,	,	PUNCT
cana-2641	105	15	the	the	DET
cana-2641	105	16	autoetl	autoetl	NOUN
cana-2641	105	17	framework	framework	NOUN
cana-2641	105	18	appears	appear	VERB
cana-2641	105	19	to	to	PART
cana-2641	105	20	be	be	AUX
cana-2641	105	21	the	the	DET
cana-2641	105	22	first	first	ADJ
cana-2641	105	23	of	of	ADP
cana-2641	105	24	its	its	PRON
cana-2641	105	25	kind	kind	NOUN
cana-2641	105	26	in	in	ADP
cana-2641	105	27	terms	term	NOUN
cana-2641	105	28	of	of	ADP
cana-2641	105	29	integrating	integrate	VERB
cana-2641	105	30	these	these	DET
cana-2641	105	31	specific	specific	ADJ
cana-2641	105	32	techniques	technique	NOUN
cana-2641	105	33	to	to	PART
cana-2641	105	34	create	create	VERB
cana-2641	105	35	a	a	DET
cana-2641	105	36	comprehensive	comprehensive	ADJ
cana-2641	105	37	solution	solution	NOUN
cana-2641	105	38	for	for	ADP
cana-2641	105	39	automating	automate	VERB
cana-2641	105	40	and	and	CCONJ
cana-2641	105	41	optimizing	optimize	VERB
cana-2641	105	42	etl	etl	NOUN
cana-2641	105	43	processes	process	NOUN
cana-2641	105	44	.	.	PUNCT
cana-2641	106	1	while	while	SCONJ
cana-2641	106	2	some	some	DET
cana-2641	106	3	articles	article	NOUN
cana-2641	106	4	,	,	PUNCT
cana-2641	106	5	such	such	ADJ
cana-2641	106	6	as	as	ADP
cana-2641	106	7	chua	chua	PROPN
cana-2641	106	8	and	and	CCONJ
cana-2641	106	9	duffy	duffy	PROPN
cana-2641	107	1	[	[	X
cana-2641	107	2	23	23	NUM
cana-2641	107	3	]	]	PUNCT
cana-2641	107	4	,	,	PUNCT
cana-2641	107	5	propose	propose	VERB
cana-2641	107	6	end	end	NOUN
cana-2641	107	7	-	-	PUNCT
cana-2641	107	8	to	to	ADP
cana-2641	107	9	-	-	PUNCT
cana-2641	107	10	end	end	NOUN
cana-2641	107	11	systems	system	NOUN
cana-2641	107	12	for	for	ADP
cana-2641	107	13	information	information	NOUN
cana-2641	107	14	extraction	extraction	NOUN
cana-2641	107	15	,	,	PUNCT
cana-2641	107	16	they	they	PRON
cana-2641	107	17	do	do	AUX
cana-2641	107	18	not	not	PART
cana-2641	107	19	incorporate	incorporate	VERB
cana-2641	107	20	the	the	DET
cana-2641	107	21	same	same	ADJ
cana-2641	107	22	combination	combination	NOUN
cana-2641	107	23	of	of	ADP
cana-2641	107	24	techniques	technique	NOUN
cana-2641	107	25	or	or	CCONJ
cana-2641	107	26	focus	focus	VERB
cana-2641	107	27	specifically	specifically	ADV
cana-2641	107	28	on	on	ADP
cana-2641	107	29	etl	etl	NOUN
cana-2641	107	30	automation	automation	NOUN
cana-2641	107	31	.	.	PUNCT
cana-2641	108	1	in	in	ADP
cana-2641	108	2	conclusion	conclusion	NOUN
cana-2641	108	3	,	,	PUNCT
cana-2641	108	4	the	the	DET
cana-2641	108	5	autoetl	autoetl	NOUN
cana-2641	108	6	framework	framework	NOUN
cana-2641	108	7	fills	fill	VERB
cana-2641	108	8	a	a	DET
cana-2641	108	9	significant	significant	ADJ
cana-2641	108	10	gap	gap	NOUN
cana-2641	108	11	in	in	ADP
cana-2641	108	12	the	the	DET
cana-2641	108	13	current	current	ADJ
cana-2641	108	14	research	research	NOUN
cana-2641	108	15	landscape	landscape	NOUN
cana-2641	108	16	by	by	ADP
cana-2641	108	17	providing	provide	VERB
cana-2641	108	18	a	a	DET
cana-2641	108	19	comprehensive	comprehensive	ADJ
cana-2641	108	20	,	,	PUNCT
cana-2641	108	21	end	end	NOUN
cana-2641	108	22	-	-	PUNCT
cana-2641	108	23	to	to	ADP
cana-2641	108	24	-	-	PUNCT
cana-2641	108	25	end	end	NOUN
cana-2641	108	26	solution	solution	NOUN
cana-2641	108	27	for	for	ADP
cana-2641	108	28	automating	automate	VERB
cana-2641	108	29	and	and	CCONJ
cana-2641	108	30	optimizing	optimize	VERB
cana-2641	108	31	etl	etl	NOUN
cana-2641	108	32	processes	process	NOUN
cana-2641	108	33	.	.	PUNCT
cana-2641	109	1	by	by	ADP
cana-2641	109	2	leveraging	leverage	VERB
cana-2641	109	3	advanced	advanced	ADJ
cana-2641	109	4	techniques	technique	NOUN
cana-2641	109	5	in	in	ADP
cana-2641	109	6	nlp	nlp	NOUN
cana-2641	109	7	,	,	PUNCT
cana-2641	109	8	transformer	transformer	NOUN
cana-2641	109	9	-	-	PUNCT
cana-2641	109	10	based	base	VERB
cana-2641	109	11	architectures	architecture	NOUN
cana-2641	109	12	,	,	PUNCT
cana-2641	109	13	and	and	CCONJ
cana-2641	109	14	reinforcement	reinforcement	NOUN
cana-2641	109	15	learning	learning	NOUN
cana-2641	109	16	,	,	PUNCT
cana-2641	109	17	the	the	DET
cana-2641	109	18	framework	framework	NOUN
cana-2641	109	19	has	have	VERB
cana-2641	109	20	the	the	DET
cana-2641	109	21	potential	potential	NOUN
cana-2641	109	22	to	to	PART
cana-2641	109	23	greatly	greatly	ADV
cana-2641	109	24	improve	improve	VERB
cana-2641	109	25	the	the	DET
cana-2641	109	26	efficiency	efficiency	NOUN
cana-2641	109	27	,	,	PUNCT
cana-2641	109	28	accuracy	accuracy	NOUN
cana-2641	109	29	,	,	PUNCT
cana-2641	109	30	and	and	CCONJ
cana-2641	109	31	scalability	scalability	NOUN
cana-2641	109	32	of	of	ADP
cana-2641	109	33	data	datum	NOUN
cana-2641	109	34	integration	integration	NOUN
cana-2641	109	35	tasks	task	NOUN
cana-2641	109	36	.	.	PUNCT
cana-2641	110	1	the	the	DET
cana-2641	110	2	framework	framework	NOUN
cana-2641	110	3	's	's	PART
cana-2641	110	4	novelty	novelty	NOUN
cana-2641	110	5	lies	lie	VERB
cana-2641	110	6	in	in	ADP
cana-2641	110	7	its	its	PRON
cana-2641	110	8	holistic	holistic	ADJ
cana-2641	110	9	approach	approach	NOUN
cana-2641	110	10	and	and	CCONJ
cana-2641	110	11	the	the	DET
cana-2641	110	12	unique	unique	ADJ
cana-2641	110	13	combination	combination	NOUN
cana-2641	110	14	of	of	ADP
cana-2641	110	15	techniques	technique	NOUN
cana-2641	110	16	employed	employ	VERB
cana-2641	110	17	to	to	PART
cana-2641	110	18	address	address	VERB
cana-2641	110	19	the	the	DET
cana-2641	110	20	challenges	challenge	NOUN
cana-2641	110	21	associated	associate	VERB
cana-2641	110	22	with	with	ADP
cana-2641	110	23	etl	etl	NOUN
cana-2641	110	24	automation	automation	NOUN
cana-2641	110	25	.	.	PUNCT
cana-2641	111	1	communications	communication	NOUN
cana-2641	111	2	on	on	ADP
cana-2641	111	3	applied	apply	VERB
cana-2641	111	4	nonlinear	nonlinear	ADJ
cana-2641	111	5	analysis	analysis	NOUN
cana-2641	111	6	issn	issn	NOUN
cana-2641	111	7	:	:	PUNCT
cana-2641	111	8	1074	1074	NUM
cana-2641	111	9	-	-	PUNCT
cana-2641	111	10	133x	133x	NUM
cana-2641	111	11	vol	vol	NOUN
cana-2641	111	12	32	32	NUM
cana-2641	111	13	no	no	NOUN
cana-2641	111	14	.	.	PUNCT
cana-2641	112	1	3s	3s	NUM
cana-2641	112	2	(	(	PUNCT
cana-2641	112	3	2025	2025	NUM
cana-2641	112	4	)	)	PUNCT
cana-2641	112	5	255	255	NUM
cana-2641	112	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	112	7	3	3	NUM
cana-2641	112	8	methods	method	NOUN
cana-2641	112	9	and	and	CCONJ
cana-2641	112	10	materials	material	NOUN
cana-2641	112	11	in	in	ADP
cana-2641	112	12	the	the	DET
cana-2641	112	13	section	section	NOUN
cana-2641	112	14	of	of	ADP
cana-2641	112	15	this	this	DET
cana-2641	112	16	research	research	NOUN
cana-2641	112	17	paper	paper	NOUN
cana-2641	112	18	,	,	PUNCT
cana-2641	112	19	we	we	PRON
cana-2641	112	20	delve	delve	VERB
cana-2641	112	21	into	into	ADP
cana-2641	112	22	the	the	DET
cana-2641	112	23	foundational	foundational	ADJ
cana-2641	112	24	components	component	NOUN
cana-2641	112	25	and	and	CCONJ
cana-2641	112	26	operational	operational	ADJ
cana-2641	112	27	mechanics	mechanic	NOUN
cana-2641	112	28	of	of	ADP
cana-2641	112	29	the	the	DET
cana-2641	112	30	autoetl	autoetl	NOUN
cana-2641	112	31	framework	framework	NOUN
cana-2641	112	32	,	,	PUNCT
cana-2641	112	33	a	a	DET
cana-2641	112	34	sophisticated	sophisticated	ADJ
cana-2641	112	35	system	system	NOUN
cana-2641	112	36	designed	design	VERB
cana-2641	112	37	to	to	PART
cana-2641	112	38	address	address	VERB
cana-2641	112	39	the	the	DET
cana-2641	112	40	complexities	complexity	NOUN
cana-2641	112	41	inherent	inherent	ADJ
cana-2641	112	42	in	in	ADP
cana-2641	112	43	transforming	transform	VERB
cana-2641	112	44	unstructured	unstructured	ADJ
cana-2641	112	45	data	datum	NOUN
cana-2641	112	46	into	into	ADP
cana-2641	112	47	structured	structured	ADJ
cana-2641	112	48	formats	format	NOUN
cana-2641	112	49	.	.	PUNCT
cana-2641	113	1	this	this	DET
cana-2641	113	2	section	section	NOUN
cana-2641	113	3	meticulously	meticulously	ADV
cana-2641	113	4	outlines	outline	VERB
cana-2641	113	5	the	the	DET
cana-2641	113	6	theoretical	theoretical	ADJ
cana-2641	113	7	underpinnings	underpinning	NOUN
cana-2641	113	8	,	,	PUNCT
cana-2641	113	9	algorithmic	algorithmic	ADJ
cana-2641	113	10	strategies	strategy	NOUN
cana-2641	113	11	,	,	PUNCT
cana-2641	113	12	and	and	CCONJ
cana-2641	113	13	the	the	DET
cana-2641	113	14	technological	technological	ADJ
cana-2641	113	15	orchestration	orchestration	NOUN
cana-2641	113	16	that	that	PRON
cana-2641	113	17	underlie	underlie	VERB
cana-2641	113	18	the	the	DET
cana-2641	113	19	autoetl	autoetl	PROPN
cana-2641	113	20	framework	framework	NOUN
cana-2641	113	21	's	's	PART
cana-2641	113	22	functionality	functionality	NOUN
cana-2641	113	23	.	.	PUNCT
cana-2641	114	1	by	by	ADP
cana-2641	114	2	exploring	explore	VERB
cana-2641	114	3	the	the	DET
cana-2641	114	4	integration	integration	NOUN
cana-2641	114	5	of	of	ADP
cana-2641	114	6	natural	natural	ADJ
cana-2641	114	7	language	language	NOUN
cana-2641	114	8	processing	processing	NOUN
cana-2641	114	9	(	(	PUNCT
cana-2641	114	10	nlp	nlp	NOUN
cana-2641	114	11	)	)	PUNCT
cana-2641	114	12	[	[	X
cana-2641	114	13	29	29	NUM
cana-2641	114	14	]	]	PUNCT
cana-2641	114	15	,	,	PUNCT
cana-2641	114	16	transformer	transformer	NOUN
cana-2641	114	17	-	-	PUNCT
cana-2641	114	18	based	base	VERB
cana-2641	114	19	architectures	architecture	NOUN
cana-2641	114	20	,	,	PUNCT
cana-2641	114	21	and	and	CCONJ
cana-2641	114	22	reinforcement	reinforcement	NOUN
cana-2641	114	23	learning	learning	NOUN
cana-2641	114	24	(	(	PUNCT
cana-2641	114	25	rl	rl	NOUN
cana-2641	114	26	)	)	PUNCT
cana-2641	114	27	within	within	ADP
cana-2641	114	28	autoetl	autoetl	NOUN
cana-2641	114	29	,	,	PUNCT
cana-2641	114	30	we	we	PRON
cana-2641	114	31	aim	aim	VERB
cana-2641	114	32	to	to	PART
cana-2641	114	33	provide	provide	VERB
cana-2641	114	34	a	a	DET
cana-2641	114	35	comprehensive	comprehensive	ADJ
cana-2641	114	36	understanding	understanding	NOUN
cana-2641	114	37	of	of	ADP
cana-2641	114	38	how	how	SCONJ
cana-2641	114	39	these	these	DET
cana-2641	114	40	technologies	technology	NOUN
cana-2641	114	41	converge	converge	VERB
cana-2641	114	42	to	to	PART
cana-2641	114	43	automate	automate	VERB
cana-2641	114	44	and	and	CCONJ
cana-2641	114	45	optimize	optimize	VERB
cana-2641	114	46	etl	etl	NOUN
cana-2641	114	47	processes	process	NOUN
cana-2641	114	48	effectively	effectively	ADV
cana-2641	114	49	.	.	PUNCT
cana-2641	115	1	the	the	DET
cana-2641	115	2	description	description	NOUN
cana-2641	115	3	of	of	ADP
cana-2641	115	4	methods	method	NOUN
cana-2641	115	5	employed	employ	VERB
cana-2641	115	6	in	in	ADP
cana-2641	115	7	data	datum	NOUN
cana-2641	115	8	preparation	preparation	NOUN
cana-2641	115	9	,	,	PUNCT
cana-2641	115	10	model	model	NOUN
cana-2641	115	11	development	development	NOUN
cana-2641	115	12	,	,	PUNCT
cana-2641	115	13	rule	rule	NOUN
cana-2641	115	14	generation	generation	NOUN
cana-2641	115	15	,	,	PUNCT
cana-2641	115	16	and	and	CCONJ
cana-2641	115	17	integration	integration	NOUN
cana-2641	115	18	offers	offer	VERB
cana-2641	115	19	insight	insight	NOUN
cana-2641	115	20	into	into	ADP
cana-2641	115	21	the	the	DET
cana-2641	115	22	systematic	systematic	ADJ
cana-2641	115	23	approach	approach	NOUN
cana-2641	115	24	that	that	PRON
cana-2641	115	25	ensures	ensure	VERB
cana-2641	115	26	the	the	DET
cana-2641	115	27	robustness	robustness	NOUN
cana-2641	115	28	and	and	CCONJ
cana-2641	115	29	adaptability	adaptability	NOUN
cana-2641	115	30	of	of	ADP
cana-2641	115	31	autoetl	autoetl	NOUN
cana-2641	115	32	to	to	ADP
cana-2641	115	33	various	various	ADJ
cana-2641	115	34	data	datum	NOUN
cana-2641	115	35	scenarios	scenario	NOUN
cana-2641	115	36	.	.	PUNCT
cana-2641	116	1	this	this	DET
cana-2641	116	2	detailed	detailed	ADJ
cana-2641	116	3	exposition	exposition	NOUN
cana-2641	116	4	not	not	PART
cana-2641	116	5	only	only	ADV
cana-2641	116	6	serves	serve	VERB
cana-2641	116	7	as	as	ADP
cana-2641	116	8	a	a	DET
cana-2641	116	9	guide	guide	NOUN
cana-2641	116	10	for	for	ADP
cana-2641	116	11	replicating	replicate	VERB
cana-2641	116	12	and	and	CCONJ
cana-2641	116	13	extending	extend	VERB
cana-2641	116	14	the	the	DET
cana-2641	116	15	framework	framework	NOUN
cana-2641	116	16	's	's	PART
cana-2641	116	17	application	application	NOUN
cana-2641	116	18	but	but	CCONJ
cana-2641	116	19	also	also	ADV
cana-2641	116	20	positions	position	VERB
cana-2641	116	21	the	the	DET
cana-2641	116	22	autoetl	autoetl	NOUN
cana-2641	116	23	as	as	ADP
cana-2641	116	24	a	a	DET
cana-2641	116	25	pivotal	pivotal	ADJ
cana-2641	116	26	innovation	innovation	NOUN
cana-2641	116	27	in	in	ADP
cana-2641	116	28	the	the	DET
cana-2641	116	29	field	field	NOUN
cana-2641	116	30	of	of	ADP
cana-2641	116	31	data	datum	NOUN
cana-2641	116	32	integration	integration	NOUN
cana-2641	116	33	.	.	PUNCT
cana-2641	117	1	in	in	ADP
cana-2641	117	2	the	the	DET
cana-2641	117	3	development	development	NOUN
cana-2641	117	4	of	of	ADP
cana-2641	117	5	a	a	DET
cana-2641	117	6	deep	deep	ADJ
cana-2641	117	7	learning	learning	NOUN
cana-2641	117	8	framework	framework	NOUN
cana-2641	117	9	designed	design	VERB
cana-2641	117	10	to	to	PART
cana-2641	117	11	automate	automate	VERB
cana-2641	117	12	and	and	CCONJ
cana-2641	117	13	enhance	enhance	VERB
cana-2641	117	14	the	the	DET
cana-2641	117	15	efficiency	efficiency	NOUN
cana-2641	117	16	of	of	ADP
cana-2641	117	17	etl	etl	NOUN
cana-2641	117	18	processes	process	NOUN
cana-2641	117	19	,	,	PUNCT
cana-2641	117	20	a	a	DET
cana-2641	117	21	methodical	methodical	ADJ
cana-2641	117	22	approach	approach	NOUN
cana-2641	117	23	has	have	AUX
cana-2641	117	24	been	be	AUX
cana-2641	117	25	adopted	adopt	VERB
cana-2641	117	26	where	where	SCONJ
cana-2641	117	27	specific	specific	ADJ
cana-2641	117	28	methodologies	methodology	NOUN
cana-2641	117	29	are	be	AUX
cana-2641	117	30	implemented	implement	VERB
cana-2641	117	31	across	across	ADP
cana-2641	117	32	distinct	distinct	ADJ
cana-2641	117	33	phases	phase	NOUN
cana-2641	117	34	:	:	PUNCT
cana-2641	117	35	data	data	NOUN
cana-2641	117	36	preparation	preparation	NOUN
cana-2641	117	37	,	,	PUNCT
cana-2641	117	38	model	model	NOUN
cana-2641	117	39	development	development	NOUN
cana-2641	117	40	,	,	PUNCT
cana-2641	117	41	and	and	CCONJ
cana-2641	117	42	rule	rule	NOUN
cana-2641	117	43	generation	generation	NOUN
cana-2641	117	44	.	.	PUNCT
cana-2641	118	1	each	each	DET
cana-2641	118	2	phase	phase	NOUN
cana-2641	118	3	is	be	AUX
cana-2641	118	4	tailored	tailor	VERB
cana-2641	118	5	to	to	PART
cana-2641	118	6	leverage	leverage	VERB
cana-2641	118	7	advanced	advanced	ADJ
cana-2641	118	8	computational	computational	ADJ
cana-2641	118	9	techniques	technique	NOUN
cana-2641	118	10	that	that	PRON
cana-2641	118	11	address	address	VERB
cana-2641	118	12	the	the	DET
cana-2641	118	13	particular	particular	ADJ
cana-2641	118	14	challenges	challenge	NOUN
cana-2641	118	15	associated	associate	VERB
cana-2641	118	16	with	with	ADP
cana-2641	118	17	the	the	DET
cana-2641	118	18	automation	automation	NOUN
cana-2641	118	19	of	of	ADP
cana-2641	118	20	data	datum	NOUN
cana-2641	118	21	transformation	transformation	NOUN
cana-2641	118	22	tasks	task	NOUN
cana-2641	118	23	.	.	PUNCT
cana-2641	119	1	3.1	3.1	NUM
cana-2641	119	2	data	datum	NOUN
cana-2641	119	3	preparation	preparation	NOUN
cana-2641	119	4	in	in	ADP
cana-2641	119	5	the	the	DET
cana-2641	119	6	data	data	NOUN
cana-2641	119	7	preparation	preparation	NOUN
cana-2641	119	8	phase	phase	NOUN
cana-2641	119	9	,	,	PUNCT
cana-2641	119	10	the	the	DET
cana-2641	119	11	employment	employment	NOUN
cana-2641	119	12	of	of	ADP
cana-2641	119	13	natural	natural	ADJ
cana-2641	119	14	language	language	NOUN
cana-2641	119	15	processing	processing	NOUN
cana-2641	119	16	(	(	PUNCT
cana-2641	119	17	nlp	nlp	NOUN
cana-2641	119	18	)	)	PUNCT
cana-2641	119	19	techniques	technique	NOUN
cana-2641	119	20	,	,	PUNCT
cana-2641	119	21	particularly	particularly	ADV
cana-2641	119	22	tokenization	tokenization	NOUN
cana-2641	119	23	,	,	PUNCT
cana-2641	119	24	is	be	AUX
cana-2641	119	25	pivotal	pivotal	ADJ
cana-2641	119	26	.	.	PUNCT
cana-2641	120	1	tokenization	tokenization	NOUN
cana-2641	120	2	serves	serve	VERB
cana-2641	120	3	as	as	ADP
cana-2641	120	4	the	the	DET
cana-2641	120	5	fundamental	fundamental	ADJ
cana-2641	120	6	process	process	NOUN
cana-2641	120	7	for	for	ADP
cana-2641	120	8	converting	convert	VERB
cana-2641	120	9	unstructured	unstructured	ADJ
cana-2641	120	10	textual	textual	ADJ
cana-2641	120	11	data	datum	NOUN
cana-2641	120	12	—	—	PUNCT
cana-2641	120	13	comprising	comprise	VERB
cana-2641	120	14	sql	sql	NOUN
cana-2641	120	15	queries	query	NOUN
cana-2641	120	16	and	and	CCONJ
cana-2641	120	17	script	script	NOUN
cana-2641	120	18	commands	command	NOUN
cana-2641	120	19	—	—	PUNCT
cana-2641	120	20	into	into	ADP
cana-2641	120	21	structured	structured	ADJ
cana-2641	120	22	formats	format	NOUN
cana-2641	120	23	amenable	amenable	ADJ
cana-2641	120	24	to	to	ADP
cana-2641	120	25	machine	machine	NOUN
cana-2641	120	26	learning	learn	VERB
cana-2641	120	27	analysis	analysis	NOUN
cana-2641	120	28	.	.	PUNCT
cana-2641	121	1	this	this	DET
cana-2641	121	2	transformation	transformation	NOUN
cana-2641	121	3	is	be	AUX
cana-2641	121	4	crucial	crucial	ADJ
cana-2641	121	5	for	for	ADP
cana-2641	121	6	the	the	DET
cana-2641	121	7	subsequent	subsequent	ADJ
cana-2641	121	8	modeling	modeling	NOUN
cana-2641	121	9	phase	phase	NOUN
cana-2641	121	10	as	as	SCONJ
cana-2641	121	11	it	it	PRON
cana-2641	121	12	ensures	ensure	VERB
cana-2641	121	13	that	that	SCONJ
cana-2641	121	14	the	the	DET
cana-2641	121	15	input	input	NOUN
cana-2641	121	16	data	datum	NOUN
cana-2641	121	17	are	be	AUX
cana-2641	121	18	in	in	ADP
cana-2641	121	19	a	a	DET
cana-2641	121	20	form	form	NOUN
cana-2641	121	21	that	that	PRON
cana-2641	121	22	accurately	accurately	ADV
cana-2641	121	23	represents	represent	VERB
cana-2641	121	24	the	the	DET
cana-2641	121	25	operations	operation	NOUN
cana-2641	121	26	within	within	ADP
cana-2641	121	27	etl	etl	NOUN
cana-2641	121	28	processes	process	NOUN
cana-2641	121	29	,	,	PUNCT
cana-2641	121	30	thereby	thereby	ADV
cana-2641	121	31	facilitating	facilitate	VERB
cana-2641	121	32	more	more	ADV
cana-2641	121	33	effective	effective	ADJ
cana-2641	121	34	learning	learning	NOUN
cana-2641	121	35	and	and	CCONJ
cana-2641	121	36	prediction	prediction	NOUN
cana-2641	121	37	by	by	ADP
cana-2641	121	38	the	the	DET
cana-2641	121	39	deep	deep	ADJ
cana-2641	121	40	learning	learning	NOUN
cana-2641	121	41	model	model	NOUN
cana-2641	121	42	.	.	PUNCT
cana-2641	122	1	to	to	PART
cana-2641	122	2	ensure	ensure	VERB
cana-2641	122	3	the	the	DET
cana-2641	122	4	"	"	PUNCT
cana-2641	122	5	data	data	NOUN
cana-2641	122	6	preparation	preparation	NOUN
cana-2641	122	7	"	"	PUNCT
cana-2641	122	8	phase	phase	NOUN
cana-2641	122	9	of	of	ADP
cana-2641	122	10	the	the	DET
cana-2641	122	11	deep	deep	ADJ
cana-2641	122	12	learning	learning	NOUN
cana-2641	122	13	framework	framework	NOUN
cana-2641	122	14	for	for	ADP
cana-2641	122	15	etl	etl	NOUN
cana-2641	122	16	processes	process	NOUN
cana-2641	122	17	adheres	adhere	VERB
cana-2641	122	18	to	to	ADP
cana-2641	122	19	a	a	DET
cana-2641	122	20	rigorous	rigorous	ADJ
cana-2641	122	21	mathematical	mathematical	ADJ
cana-2641	122	22	model	model	NOUN
cana-2641	122	23	,	,	PUNCT
cana-2641	122	24	we	we	PRON
cana-2641	122	25	can	can	AUX
cana-2641	122	26	define	define	VERB
cana-2641	122	27	a	a	DET
cana-2641	122	28	purely	purely	ADV
cana-2641	122	29	mathematical	mathematical	ADJ
cana-2641	122	30	algorithm	algorithm	NOUN
cana-2641	122	31	that	that	PRON
cana-2641	122	32	formalizes	formalize	VERB
cana-2641	122	33	the	the	DET
cana-2641	122	34	transformation	transformation	NOUN
cana-2641	122	35	of	of	ADP
cana-2641	122	36	raw	raw	ADJ
cana-2641	122	37	etl	etl	NOUN
cana-2641	122	38	log	log	NOUN
cana-2641	122	39	data	datum	NOUN
cana-2641	122	40	into	into	ADP
cana-2641	122	41	a	a	DET
cana-2641	122	42	structured	structured	ADJ
cana-2641	122	43	format	format	NOUN
cana-2641	122	44	suitable	suitable	ADJ
cana-2641	122	45	for	for	ADP
cana-2641	122	46	machine	machine	NOUN
cana-2641	122	47	learning	learn	VERB
cana-2641	122	48	analysis	analysis	NOUN
cana-2641	122	49	.	.	PUNCT
cana-2641	123	1	this	this	DET
cana-2641	123	2	formalization	formalization	NOUN
cana-2641	123	3	focuses	focus	VERB
cana-2641	123	4	primarily	primarily	ADV
cana-2641	123	5	on	on	ADP
cana-2641	123	6	mathematical	mathematical	ADJ
cana-2641	123	7	operations	operation	NOUN
cana-2641	123	8	and	and	CCONJ
cana-2641	123	9	functions	function	NOUN
cana-2641	123	10	that	that	PRON
cana-2641	123	11	are	be	AUX
cana-2641	123	12	essential	essential	ADJ
cana-2641	123	13	for	for	ADP
cana-2641	123	14	processing	processing	NOUN
cana-2641	123	15	textual	textual	ADJ
cana-2641	123	16	and	and	CCONJ
cana-2641	123	17	numerical	numerical	ADJ
cana-2641	123	18	data	datum	NOUN
cana-2641	123	19	.	.	PUNCT
cana-2641	124	1	1	1	X
cana-2641	124	2	.	.	X
cana-2641	124	3	vectorization	vectorization	NOUN
cana-2641	124	4	of	of	ADP
cana-2641	124	5	textual	textual	ADJ
cana-2641	124	6	data	datum	NOUN
cana-2641	124	7	(	(	PUNCT
cana-2641	124	8	tokenization	tokenization	NOUN
cana-2641	124	9	):	):	PUNCT
cana-2641	124	10	•	•	ADP
cana-2641	124	11	let	let	VERB
cana-2641	124	12			PRON
cana-2641	124	13	1	1	VERB
cana-2641	124	14	2	2	NUM
cana-2641	124	15	,	,	PUNCT
cana-2641	124	16	,	,	PUNCT
cana-2641	124	17	...	...	PUNCT
cana-2641	124	18	,	,	PUNCT
cana-2641	124	19	ns	ns	PROPN
cana-2641	124	20	s	s	PART
cana-2641	124	21	s	s	NOUN
cana-2641	124	22	s=	s=	NOUN
cana-2641	124	23	be	be	AUX
cana-2641	124	24	a	a	DET
cana-2641	124	25	set	set	NOUN
cana-2641	124	26	of	of	ADP
cana-2641	124	27	textual	textual	ADJ
cana-2641	124	28	commands	command	NOUN
cana-2641	124	29	from	from	ADP
cana-2641	124	30	etl	etl	NOUN
cana-2641	124	31	logs	log	NOUN
cana-2641	124	32	.	.	PUNCT
cana-2641	125	1	•	•	NOUN
cana-2641	125	2	define	define	VERB
cana-2641	125	3	a	a	DET
cana-2641	125	4	tokenization	tokenization	NOUN
cana-2641	125	5	and	and	CCONJ
cana-2641	125	6	embedding	embed	VERB
cana-2641	125	7	function	function	NOUN
cana-2641	125	8	:	:	PUNCT
cana-2641	125	9	df	df	PROPN
cana-2641	125	10	string	string	NOUN
cana-2641	125	11	→	→	PUNCT
cana-2641	125	12	,	,	PUNCT
cana-2641	125	13	where	where	SCONJ
cana-2641	125	14	d	d	NOUN
cana-2641	125	15	represents	represent	VERB
cana-2641	125	16	the	the	DET
cana-2641	125	17	dimensionality	dimensionality	NOUN
cana-2641	125	18	of	of	ADP
cana-2641	125	19	the	the	DET
cana-2641	125	20	embedding	embed	VERB
cana-2641	125	21	space	space	NOUN
cana-2641	125	22	,	,	PUNCT
cana-2641	125	23	mapping	map	VERB
cana-2641	125	24	textual	textual	ADJ
cana-2641	125	25	data	datum	NOUN
cana-2641	125	26	to	to	ADP
cana-2641	125	27	a	a	DET
cana-2641	125	28	high	high	ADV
cana-2641	125	29	-	-	PUNCT
cana-2641	125	30	dimensional	dimensional	ADJ
cana-2641	125	31	vector	vector	NOUN
cana-2641	125	32	space	space	NOUN
cana-2641	125	33	.	.	PUNCT
cana-2641	126	1	2	2	X
cana-2641	126	2	.	.	X
cana-2641	126	3	normalization	normalization	NOUN
cana-2641	126	4	of	of	ADP
cana-2641	126	5	numerical	numerical	ADJ
cana-2641	126	6	data	data	PROPN
cana-2641	126	7	:	:	PUNCT
cana-2641	126	8	•	•	ADP
cana-2641	126	9	consider	consider	VERB
cana-2641	126	10	x	x	PRON
cana-2641	126	11	as	as	ADP
cana-2641	126	12	the	the	DET
cana-2641	126	13	matrix	matrix	NOUN
cana-2641	126	14	of	of	ADP
cana-2641	126	15	numerical	numerical	ADJ
cana-2641	126	16	features	feature	NOUN
cana-2641	126	17	extracted	extract	VERB
cana-2641	126	18	from	from	ADP
cana-2641	126	19	the	the	DET
cana-2641	126	20	logs	log	NOUN
cana-2641	126	21	,	,	PUNCT
cana-2641	126	22	where	where	SCONJ
cana-2641	126	23	each	each	DET
cana-2641	126	24	column	column	NOUN
cana-2641	126	25	represents	represent	VERB
cana-2641	126	26	a	a	DET
cana-2641	126	27	feature	feature	NOUN
cana-2641	126	28	.	.	PUNCT
cana-2641	127	1	communications	communication	NOUN
cana-2641	127	2	on	on	ADP
cana-2641	127	3	applied	apply	VERB
cana-2641	127	4	nonlinear	nonlinear	ADJ
cana-2641	127	5	analysis	analysis	NOUN
cana-2641	127	6	issn	issn	NOUN
cana-2641	127	7	:	:	PUNCT
cana-2641	127	8	1074	1074	NUM
cana-2641	127	9	-	-	PUNCT
cana-2641	127	10	133x	133x	NUM
cana-2641	127	11	vol	vol	NOUN
cana-2641	127	12	32	32	NUM
cana-2641	127	13	no	no	NOUN
cana-2641	127	14	.	.	PUNCT
cana-2641	128	1	3s	3s	NUM
cana-2641	128	2	(	(	PUNCT
cana-2641	128	3	2025	2025	NUM
cana-2641	128	4	)	)	PUNCT
cana-2641	128	5	256	256	NUM
cana-2641	128	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	128	7	•	•	ADV
cana-2641	128	8	apply	apply	VERB
cana-2641	128	9	a	a	DET
cana-2641	128	10	normalization	normalization	NOUN
cana-2641	128	11	function	function	NOUN
cana-2641	128	12	:	:	PUNCT
cana-2641	128	13	n	n	PRON
cana-2641	128	14	ng	ng	PROPN
cana-2641	128	15	→	→	PUNCT
cana-2641	128	16	to	to	ADP
cana-2641	128	17	each	each	DET
cana-2641	128	18	column	column	NOUN
cana-2641	128	19	x	x	PROPN
cana-2641	128	20	of	of	ADP
cana-2641	128	21	x	x	PRON
cana-2641	128	22	,	,	PUNCT
cana-2641	128	23	defined	define	VERB
cana-2641	128	24	as	as	ADP
cana-2641	128	25	:	:	PUNCT
cana-2641	128	26	eq	eq	NOUN
cana-2641	128	27	1	1	NUM
cana-2641	128	28	(	(	PUNCT
cana-2641	128	29	)	)	PUNCT
cana-2641	128	30	(	(	PUNCT
cana-2641	128	31	)	)	PUNCT
cana-2641	128	32	(	(	PUNCT
cana-2641	128	33	)	)	PUNCT
cana-2641	128	34	(	(	PUNCT
cana-2641	128	35	)	)	PUNCT
cana-2641	128	36	min	min	PROPN
cana-2641	128	37	max	max	PROPN
cana-2641	128	38	min	min	PROPN
cana-2641	128	39	x	x	PUNCT
cana-2641	128	40	x	x	PUNCT
cana-2641	128	41	g	g	NOUN
cana-2641	128	42	x	x	SYM
cana-2641	128	43	x	x	PUNCT
cana-2641	128	44	x	x	X
cana-2641	128	45	−	−	NOUN
cana-2641	128	46	=	=	SYM
cana-2641	128	47	−	−	PROPN
cana-2641	128	48	...	...	PUNCT
cana-2641	128	49	(	(	PUNCT
cana-2641	128	50	eq	eq	NOUN
cana-2641	128	51	1	1	NUM
cana-2641	128	52	)	)	PUNCT
cana-2641	128	53	where	where	SCONJ
cana-2641	128	54	(	(	PUNCT
cana-2641	128	55	)	)	PUNCT
cana-2641	128	56	(	(	PUNCT
cana-2641	128	57	)	)	PUNCT
cana-2641	128	58	min	min	PROPN
cana-2641	128	59	maxx	maxx	PROPN
cana-2641	128	60	and	and	CCONJ
cana-2641	128	61	x	x	X
cana-2641	128	62	are	be	AUX
cana-2641	128	63	the	the	DET
cana-2641	128	64	minimum	minimum	ADJ
cana-2641	128	65	and	and	CCONJ
cana-2641	128	66	maximum	maximum	ADJ
cana-2641	128	67	values	value	NOUN
cana-2641	128	68	of	of	ADP
cana-2641	128	69	x	x	PRON
cana-2641	128	70	,	,	PUNCT
cana-2641	128	71	respectively	respectively	ADV
cana-2641	128	72	.	.	PUNCT
cana-2641	129	1	3	3	X
cana-2641	129	2	.	.	X
cana-2641	129	3	concatenation	concatenation	NOUN
cana-2641	129	4	of	of	ADP
cana-2641	129	5	processed	process	VERB
cana-2641	129	6	data	datum	NOUN
cana-2641	129	7	:	:	PUNCT
cana-2641	129	8	•	•	NOUN
cana-2641	129	9	define	define	VERB
cana-2641	129	10	a	a	DET
cana-2641	129	11	concatenation	concatenation	NOUN
cana-2641	129	12	operation	operation	NOUN
cana-2641	129	13	to	to	PART
cana-2641	129	14	combine	combine	VERB
cana-2641	129	15	the	the	DET
cana-2641	129	16	processed	process	VERB
cana-2641	129	17	textual	textual	ADJ
cana-2641	129	18	and	and	CCONJ
cana-2641	129	19	numerical	numerical	ADJ
cana-2641	129	20	data	datum	NOUN
cana-2641	129	21	into	into	ADP
cana-2641	129	22	a	a	DET
cana-2641	129	23	unified	unified	ADJ
cana-2641	129	24	feature	feature	NOUN
cana-2641	129	25	matrix	matrix	NOUN
cana-2641	129	26	.	.	PUNCT
cana-2641	130	1	•	•	NUM
cana-2641	130	2	let	let	VERB
cana-2641	130	3	(	(	PUNCT
cana-2641	130	4	)	)	PUNCT
cana-2641	130	5	(	(	PUNCT
cana-2641	130	6	)	)	PUNCT
cana-2641	130	7	(	(	PUNCT
cana-2641	130	8	)	)	PUNCT
cana-2641	130	9	1	1	NUM
cana-2641	130	10	2	2	NUM
cana-2641	130	11	,	,	PUNCT
cana-2641	130	12	,	,	PUNCT
cana-2641	130	13	...	...	PUNCT
cana-2641	130	14	,	,	PUNCT
cana-2641	130	15	t	t	PROPN
cana-2641	130	16	nv	nv	PROPN
cana-2641	131	1	f	f	PROPN
cana-2641	131	2	s	s	PROPN
cana-2641	131	3	f	f	PROPN
cana-2641	131	4	s	s	PROPN
cana-2641	131	5	f	f	PROPN
cana-2641	131	6	s=	s=	PROPN
cana-2641	131	7			PROPN
cana-2641	131	8			PROPN
cana-2641	131	9			PROPN
cana-2641	131	10	be	be	VERB
cana-2641	131	11	the	the	DET
cana-2641	131	12	matrix	matrix	NOUN
cana-2641	131	13	of	of	ADP
cana-2641	131	14	vectorized	vectorize	VERB
cana-2641	131	15	textual	textual	ADJ
cana-2641	131	16	data	datum	NOUN
cana-2641	131	17	.	.	PUNCT
cana-2641	132	1	•	•	NUM
cana-2641	132	2	let	let	VERB
cana-2641	132	3	(	(	PUNCT
cana-2641	132	4	)	)	PUNCT
cana-2641	132	5	(	(	PUNCT
cana-2641	132	6	)	)	PUNCT
cana-2641	132	7	(	(	PUNCT
cana-2641	132	8	)	)	SYM
cana-2641	132	9	1	1	NUM
cana-2641	132	10	2	2	NUM
cana-2641	132	11	'	'	PUNCT
cana-2641	132	12	,	,	PUNCT
cana-2641	132	13	,	,	PUNCT
cana-2641	132	14	...	...	PUNCT
cana-2641	132	15	,	,	PUNCT
cana-2641	132	16	mx	mx	PROPN
cana-2641	132	17	g	g	PROPN
cana-2641	132	18	x	x	SYM
cana-2641	132	19	g	g	NOUN
cana-2641	132	20	x	x	SYM
cana-2641	132	21	g	g	PROPN
cana-2641	132	22	x=	x=	PROPN
cana-2641	133	1			PROPN
cana-2641	133	2			NOUN
cana-2641	133	3	where	where	X
cana-2641	133	4	ix	ix	ADV
cana-2641	133	5	is	be	AUX
cana-2641	133	6	the	the	DET
cana-2641	133	7	thi	thi	NOUN
cana-2641	133	8	column	column	NOUN
cana-2641	133	9	of	of	ADP
cana-2641	133	10	x	x	PROPN
cana-2641	133	11	.	.	PUNCT
cana-2641	133	12	•	•	NUM
cana-2641	133	13	the	the	DET
cana-2641	133	14	final	final	ADJ
cana-2641	133	15	unified	unified	ADJ
cana-2641	133	16	matrix	matrix	NOUN
cana-2641	133	17	u	u	NOUN
cana-2641	133	18	is	be	AUX
cana-2641	133	19	obtained	obtain	VERB
cana-2641	133	20	by	by	ADP
cana-2641	133	21	concatenating	concatenate	VERB
cana-2641	133	22	v	v	NOUN
cana-2641	133	23	and	and	CCONJ
cana-2641	133	24	'	'	PUNCT
cana-2641	133	25	x	x	NOUN
cana-2641	133	26	along	along	ADP
cana-2641	133	27	the	the	DET
cana-2641	133	28	columns	column	NOUN
cana-2641	133	29	:	:	PUNCT
cana-2641	133	30	eq	eq	NOUN
cana-2641	133	31	2	2	NUM
cana-2641	133	32			ADJ
cana-2641	133	33	|	|	PROPN
cana-2641	133	34	'	'	NUM
cana-2641	133	35	u	u	NOUN
cana-2641	133	36	v	v	NOUN
cana-2641	133	37	x=	x=	PROPN
cana-2641	133	38	...	...	PUNCT
cana-2641	134	1	(	(	PUNCT
cana-2641	134	2	eq	eq	NOUN
cana-2641	134	3	2	2	NUM
cana-2641	134	4	)	)	PUNCT
cana-2641	134	5	3.2	3.2	NUM
cana-2641	134	6	model	model	NOUN
cana-2641	134	7	development	development	NOUN
cana-2641	134	8	the	the	DET
cana-2641	134	9	model	model	NOUN
cana-2641	134	10	development	development	NOUN
cana-2641	134	11	phase	phase	NOUN
cana-2641	134	12	is	be	AUX
cana-2641	134	13	characterized	characterize	VERB
cana-2641	134	14	by	by	ADP
cana-2641	134	15	the	the	DET
cana-2641	134	16	adoption	adoption	NOUN
cana-2641	134	17	of	of	ADP
cana-2641	134	18	a	a	DET
cana-2641	134	19	transformer	transformer	NOUN
cana-2641	134	20	-	-	PUNCT
cana-2641	134	21	based	base	VERB
cana-2641	134	22	architecture	architecture	NOUN
cana-2641	134	23	,	,	PUNCT
cana-2641	134	24	specifically	specifically	ADV
cana-2641	134	25	the	the	DET
cana-2641	134	26	bert	bert	PROPN
cana-2641	134	27	(	(	PUNCT
cana-2641	134	28	bidirectional	bidirectional	ADJ
cana-2641	134	29	encoder	encoder	NOUN
cana-2641	134	30	representations	representation	VERB
cana-2641	134	31	from	from	ADP
cana-2641	134	32	transformers	transformer	NOUN
cana-2641	134	33	)	)	PUNCT
cana-2641	134	34	model	model	NOUN
cana-2641	135	1	[	[	X
cana-2641	135	2	30	30	NUM
cana-2641	135	3	]	]	PUNCT
cana-2641	135	4	.	.	PUNCT
cana-2641	136	1	bert	bert	PROPN
cana-2641	136	2	's	's	PART
cana-2641	136	3	design	design	NOUN
cana-2641	136	4	is	be	AUX
cana-2641	136	5	inherently	inherently	ADV
cana-2641	136	6	suited	suit	VERB
cana-2641	136	7	to	to	ADP
cana-2641	136	8	processing	processing	NOUN
cana-2641	136	9	and	and	CCONJ
cana-2641	136	10	learning	learn	VERB
cana-2641	136	11	from	from	ADP
cana-2641	136	12	sequential	sequential	ADJ
cana-2641	136	13	data	datum	NOUN
cana-2641	136	14	,	,	PUNCT
cana-2641	136	15	making	make	VERB
cana-2641	136	16	it	it	PRON
cana-2641	136	17	exceptionally	exceptionally	ADV
cana-2641	136	18	effective	effective	ADJ
cana-2641	136	19	for	for	ADP
cana-2641	136	20	interpreting	interpret	VERB
cana-2641	136	21	the	the	DET
cana-2641	136	22	complex	complex	ADJ
cana-2641	136	23	sequences	sequence	NOUN
cana-2641	136	24	of	of	ADP
cana-2641	136	25	operations	operation	NOUN
cana-2641	136	26	recorded	record	VERB
cana-2641	136	27	in	in	ADP
cana-2641	136	28	etl	etl	NOUN
cana-2641	136	29	logs	log	NOUN
cana-2641	136	30	.	.	PUNCT
cana-2641	137	1	this	this	DET
cana-2641	137	2	architecture	architecture	NOUN
cana-2641	137	3	's	's	PART
cana-2641	137	4	ability	ability	NOUN
cana-2641	137	5	to	to	PART
cana-2641	137	6	grasp	grasp	VERB
cana-2641	137	7	the	the	DET
cana-2641	137	8	contextual	contextual	ADJ
cana-2641	137	9	relationships	relationship	NOUN
cana-2641	137	10	within	within	ADP
cana-2641	137	11	sequences	sequence	NOUN
cana-2641	137	12	makes	make	VERB
cana-2641	137	13	it	it	PRON
cana-2641	137	14	highly	highly	ADV
cana-2641	137	15	advantageous	advantageous	ADJ
cana-2641	137	16	for	for	ADP
cana-2641	137	17	extracting	extract	VERB
cana-2641	137	18	meaningful	meaningful	ADJ
cana-2641	137	19	patterns	pattern	NOUN
cana-2641	137	20	and	and	CCONJ
cana-2641	137	21	potential	potential	ADJ
cana-2641	137	22	rules	rule	NOUN
cana-2641	137	23	from	from	ADP
cana-2641	137	24	historical	historical	ADJ
cana-2641	137	25	etl	etl	NOUN
cana-2641	137	26	data	datum	NOUN
cana-2641	137	27	,	,	PUNCT
cana-2641	137	28	thereby	thereby	ADV
cana-2641	137	29	driving	drive	VERB
cana-2641	137	30	the	the	DET
cana-2641	137	31	predictive	predictive	ADJ
cana-2641	137	32	capabilities	capability	NOUN
cana-2641	137	33	of	of	ADP
cana-2641	137	34	the	the	DET
cana-2641	137	35	framework	framework	NOUN
cana-2641	137	36	.	.	PUNCT
cana-2641	138	1	in	in	ADP
cana-2641	138	2	the	the	DET
cana-2641	138	3	"	"	PUNCT
cana-2641	138	4	model	model	NOUN
cana-2641	138	5	development	development	NOUN
cana-2641	138	6	"	"	PUNCT
cana-2641	138	7	phase	phase	NOUN
cana-2641	138	8	of	of	ADP
cana-2641	138	9	the	the	DET
cana-2641	138	10	deep	deep	ADJ
cana-2641	138	11	learning	learning	NOUN
cana-2641	138	12	framework	framework	NOUN
cana-2641	138	13	for	for	ADP
cana-2641	138	14	etl	etl	NOUN
cana-2641	138	15	processes	process	NOUN
cana-2641	138	16	,	,	PUNCT
cana-2641	138	17	the	the	DET
cana-2641	138	18	primary	primary	ADJ
cana-2641	138	19	focus	focus	NOUN
cana-2641	138	20	is	be	AUX
cana-2641	138	21	on	on	ADP
cana-2641	138	22	constructing	construct	VERB
cana-2641	138	23	a	a	DET
cana-2641	138	24	mathematical	mathematical	ADJ
cana-2641	138	25	model	model	NOUN
cana-2641	138	26	capable	capable	ADJ
cana-2641	138	27	of	of	ADP
cana-2641	138	28	analyzing	analyze	VERB
cana-2641	138	29	the	the	DET
cana-2641	138	30	structured	structured	ADJ
cana-2641	138	31	data	datum	NOUN
cana-2641	138	32	prepared	prepare	VERB
cana-2641	138	33	in	in	ADP
cana-2641	138	34	the	the	DET
cana-2641	138	35	previous	previous	ADJ
cana-2641	138	36	phase	phase	NOUN
cana-2641	138	37	and	and	CCONJ
cana-2641	138	38	deriving	derive	VERB
cana-2641	138	39	actionable	actionable	ADJ
cana-2641	138	40	transformation	transformation	NOUN
cana-2641	138	41	rules	rule	NOUN
cana-2641	138	42	.	.	PUNCT
cana-2641	139	1	this	this	DET
cana-2641	139	2	phase	phase	NOUN
cana-2641	139	3	leverages	leverage	VERB
cana-2641	139	4	a	a	DET
cana-2641	139	5	transformerbased	transformerbase	VERB
cana-2641	139	6	architecture	architecture	NOUN
cana-2641	139	7	,	,	PUNCT
cana-2641	139	8	particularly	particularly	ADV
cana-2641	139	9	tailored	tailor	VERB
cana-2641	139	10	for	for	ADP
cana-2641	139	11	sequence	sequence	NOUN
cana-2641	139	12	data	datum	NOUN
cana-2641	139	13	,	,	PUNCT
cana-2641	139	14	which	which	PRON
cana-2641	139	15	is	be	AUX
cana-2641	139	16	ideal	ideal	ADJ
cana-2641	139	17	for	for	ADP
cana-2641	139	18	understanding	understand	VERB
cana-2641	139	19	the	the	DET
cana-2641	139	20	complexities	complexity	NOUN
cana-2641	139	21	of	of	ADP
cana-2641	139	22	etl	etl	NOUN
cana-2641	139	23	command	command	NOUN
cana-2641	139	24	sequences	sequence	NOUN
cana-2641	139	25	.	.	PUNCT
cana-2641	140	1	1	1	NUM
cana-2641	140	2	.	.	X
cana-2641	140	3	transformer	transformer	NOUN
cana-2641	140	4	architecture	architecture	NOUN
cana-2641	140	5	:	:	PUNCT
cana-2641	140	6	•	•	ADP
cana-2641	140	7	the	the	DET
cana-2641	140	8	transformer	transformer	NOUN
cana-2641	140	9	model	model	NOUN
cana-2641	140	10	,	,	PUNCT
cana-2641	140	11	primarily	primarily	ADV
cana-2641	140	12	designed	design	VERB
cana-2641	140	13	for	for	ADP
cana-2641	140	14	processing	process	VERB
cana-2641	140	15	sequences	sequence	NOUN
cana-2641	140	16	,	,	PUNCT
cana-2641	140	17	employs	employ	VERB
cana-2641	140	18	selfattention	selfattention	NOUN
cana-2641	140	19	mechanisms	mechanism	NOUN
cana-2641	140	20	that	that	PRON
cana-2641	140	21	allow	allow	VERB
cana-2641	140	22	it	it	PRON
cana-2641	140	23	to	to	PART
cana-2641	140	24	weigh	weigh	VERB
cana-2641	140	25	the	the	DET
cana-2641	140	26	importance	importance	NOUN
cana-2641	140	27	of	of	ADP
cana-2641	140	28	different	different	ADJ
cana-2641	140	29	parts	part	NOUN
cana-2641	140	30	of	of	ADP
cana-2641	140	31	the	the	DET
cana-2641	140	32	input	input	NOUN
cana-2641	140	33	data	datum	NOUN
cana-2641	140	34	differently	differently	ADV
cana-2641	140	35	.	.	PUNCT
cana-2641	141	1	this	this	DET
cana-2641	141	2	capability	capability	NOUN
cana-2641	141	3	is	be	AUX
cana-2641	141	4	crucial	crucial	ADJ
cana-2641	141	5	for	for	ADP
cana-2641	141	6	etl	etl	NOUN
cana-2641	141	7	processes	process	NOUN
cana-2641	141	8	where	where	SCONJ
cana-2641	141	9	the	the	DET
cana-2641	141	10	relationship	relationship	NOUN
cana-2641	141	11	and	and	CCONJ
cana-2641	141	12	sequence	sequence	NOUN
cana-2641	141	13	of	of	ADP
cana-2641	141	14	commands	command	NOUN
cana-2641	141	15	dictate	dictate	VERB
cana-2641	141	16	the	the	DET
cana-2641	141	17	transformations	transformation	NOUN
cana-2641	141	18	.	.	PUNCT
cana-2641	142	1	•	•	NUM
cana-2641	142	2	define	define	VERB
cana-2641	142	3	the	the	DET
cana-2641	142	4	transformer	transformer	NOUN
cana-2641	142	5	function	function	NOUN
cana-2641	142	6	:	:	PUNCT
cana-2641	142	7	n	n	PROPN
cana-2641	143	1	d	d	NOUN
cana-2641	143	2	n	n	ADV
cana-2641	143	3	dt	dt	NOUN
cana-2641	143	4			PROPN
cana-2641	143	5	→	→	PROPN
cana-2641	143	6	,	,	PUNCT
cana-2641	143	7	where	where	SCONJ
cana-2641	143	8	n	n	X
cana-2641	143	9	is	be	AUX
cana-2641	143	10	the	the	DET
cana-2641	143	11	number	number	NOUN
cana-2641	143	12	of	of	ADP
cana-2641	143	13	commands	command	NOUN
cana-2641	143	14	(	(	PUNCT
cana-2641	143	15	sequence	sequence	NOUN
cana-2641	143	16	length	length	NOUN
cana-2641	143	17	)	)	PUNCT
cana-2641	144	1	and	and	CCONJ
cana-2641	144	2	d	d	PROPN
cana-2641	144	3	is	be	AUX
cana-2641	144	4	the	the	DET
cana-2641	144	5	feature	feature	NOUN
cana-2641	144	6	dimensionality	dimensionality	NOUN
cana-2641	144	7	of	of	ADP
cana-2641	144	8	each	each	DET
cana-2641	144	9	command	command	NOUN
cana-2641	144	10	vector	vector	NOUN
cana-2641	144	11	.	.	PROPN
cana-2641	145	1	2	2	X
cana-2641	145	2	.	.	X
cana-2641	145	3	training	training	NOUN
cana-2641	145	4	process	process	NOUN
cana-2641	145	5	:	:	PUNCT
cana-2641	145	6	communications	communication	NOUN
cana-2641	145	7	on	on	ADP
cana-2641	145	8	applied	apply	VERB
cana-2641	145	9	nonlinear	nonlinear	ADJ
cana-2641	145	10	analysis	analysis	NOUN
cana-2641	145	11	issn	issn	NOUN
cana-2641	145	12	:	:	PUNCT
cana-2641	145	13	1074	1074	NUM
cana-2641	145	14	-	-	PUNCT
cana-2641	145	15	133x	133x	NUM
cana-2641	145	16	vol	vol	NOUN
cana-2641	145	17	32	32	NUM
cana-2641	145	18	no	no	NOUN
cana-2641	145	19	.	.	PUNCT
cana-2641	146	1	3s	3s	NUM
cana-2641	146	2	(	(	PUNCT
cana-2641	146	3	2025	2025	NUM
cana-2641	146	4	)	)	PUNCT
cana-2641	146	5	257	257	NUM
cana-2641	146	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	146	7	•	•	ADP
cana-2641	146	8	the	the	DET
cana-2641	146	9	training	training	NOUN
cana-2641	146	10	of	of	ADP
cana-2641	146	11	the	the	DET
cana-2641	146	12	transformer	transformer	NOUN
cana-2641	146	13	involves	involve	VERB
cana-2641	146	14	adjusting	adjust	VERB
cana-2641	146	15	its	its	PRON
cana-2641	146	16	parameters	parameter	NOUN
cana-2641	146	17			NUM
cana-2641	146	18	based	base	VERB
cana-2641	146	19	on	on	ADP
cana-2641	146	20	a	a	DET
cana-2641	146	21	loss	loss	NOUN
cana-2641	146	22	function	function	NOUN
cana-2641	146	23	l	l	NOUN
cana-2641	146	24	,	,	PUNCT
cana-2641	146	25	which	which	PRON
cana-2641	146	26	measures	measure	VERB
cana-2641	146	27	the	the	DET
cana-2641	146	28	discrepancy	discrepancy	NOUN
cana-2641	146	29	between	between	ADP
cana-2641	146	30	the	the	DET
cana-2641	146	31	model	model	NOUN
cana-2641	146	32	's	's	PART
cana-2641	146	33	predictions	prediction	NOUN
cana-2641	146	34	and	and	CCONJ
cana-2641	146	35	the	the	DET
cana-2641	146	36	actual	actual	ADJ
cana-2641	146	37	outcomes	outcome	NOUN
cana-2641	146	38	(	(	PUNCT
cana-2641	146	39	desired	desire	VERB
cana-2641	146	40	transformations	transformation	NOUN
cana-2641	146	41	)	)	PUNCT
cana-2641	146	42	.	.	PUNCT
cana-2641	147	1	the	the	DET
cana-2641	147	2	typical	typical	ADJ
cana-2641	147	3	loss	loss	NOUN
cana-2641	147	4	function	function	NOUN
cana-2641	147	5	used	use	VERB
cana-2641	147	6	is	be	AUX
cana-2641	147	7	the	the	DET
cana-2641	147	8	crossentropy	crossentropy	NOUN
cana-2641	147	9	loss	loss	NOUN
cana-2641	147	10	for	for	ADP
cana-2641	147	11	classification	classification	NOUN
cana-2641	147	12	tasks	task	NOUN
cana-2641	147	13	or	or	CCONJ
cana-2641	147	14	mean	mean	VERB
cana-2641	147	15	squared	square	VERB
cana-2641	147	16	error	error	NOUN
cana-2641	147	17	for	for	ADP
cana-2641	147	18	regression	regression	NOUN
cana-2641	147	19	tasks	task	NOUN
cana-2641	147	20	,	,	PUNCT
cana-2641	147	21	depending	depend	VERB
cana-2641	147	22	on	on	ADP
cana-2641	147	23	the	the	DET
cana-2641	147	24	specific	specific	ADJ
cana-2641	147	25	etl	etl	NOUN
cana-2641	147	26	tasks	task	NOUN
cana-2641	147	27	.	.	PUNCT
cana-2641	148	1	3	3	X
cana-2641	148	2	.	.	X
cana-2641	148	3	parameter	parameter	PROPN
cana-2641	148	4	optimization	optimization	NOUN
cana-2641	148	5	:	:	PUNCT
cana-2641	148	6	•	•	ADP
cana-2641	148	7	use	use	VERB
cana-2641	148	8	gradient	gradient	ADJ
cana-2641	148	9	descent	descent	NOUN
cana-2641	148	10	or	or	CCONJ
cana-2641	148	11	one	one	NUM
cana-2641	148	12	of	of	ADP
cana-2641	148	13	its	its	PRON
cana-2641	148	14	variants	variant	NOUN
cana-2641	148	15	(	(	PUNCT
cana-2641	148	16	e.g.	e.g.	ADV
cana-2641	148	17	,	,	PUNCT
cana-2641	148	18	adam	adam	PROPN
cana-2641	148	19	optimizer	optimizer	NOUN
cana-2641	148	20	)	)	PUNCT
cana-2641	148	21	to	to	PART
cana-2641	148	22	minimize	minimize	VERB
cana-2641	148	23	the	the	DET
cana-2641	148	24	loss	loss	NOUN
cana-2641	148	25	function	function	NOUN
cana-2641	148	26	.	.	PUNCT
cana-2641	149	1	the	the	DET
cana-2641	149	2	update	update	NOUN
cana-2641	149	3	rule	rule	NOUN
cana-2641	149	4	for	for	ADP
cana-2641	149	5	the	the	DET
cana-2641	149	6	parameters	parameter	NOUN
cana-2641	149	7			NOUN
cana-2641	149	8	in	in	ADP
cana-2641	149	9	each	each	DET
cana-2641	149	10	iteration	iteration	NOUN
cana-2641	149	11	t	t	PROPN
cana-2641	149	12	is	be	AUX
cana-2641	149	13	defined	define	VERB
cana-2641	149	14	by	by	ADP
cana-2641	149	15	:	:	PUNCT
cana-2641	149	16	eq	eq	NOUN
cana-2641	149	17	3	3	NUM
cana-2641	149	18	(	(	PUNCT
cana-2641	149	19	)	)	PUNCT
cana-2641	149	20	1	1	NUM
cana-2641	149	21	t	t	NOUN
cana-2641	149	22	t	t	X
cana-2641	149	23	tl+	tl+	NOUN
cana-2641	150	1			NOUN
cana-2641	150	2	=	=	PUNCT
cana-2641	150	3			PROPN
cana-2641	150	4	−	−	NOUN
cana-2641	150	5			NOUN
cana-2641	150	6			NOUN
cana-2641	150	7	...	...	PUNCT
cana-2641	150	8	(	(	PUNCT
cana-2641	150	9	eq	eq	NOUN
cana-2641	150	10	3	3	NUM
cana-2641	150	11	)	)	PUNCT
cana-2641	150	12	where	where	SCONJ
cana-2641	150	13			NUM
cana-2641	150	14	is	be	AUX
cana-2641	150	15	the	the	DET
cana-2641	150	16	learning	learning	NOUN
cana-2641	150	17	rate	rate	NOUN
cana-2641	150	18	and	and	CCONJ
cana-2641	150	19	l	l	PUNCT
cana-2641	150	20	is	be	AUX
cana-2641	150	21	the	the	DET
cana-2641	150	22	gradient	gradient	NOUN
cana-2641	150	23	of	of	ADP
cana-2641	150	24	the	the	DET
cana-2641	150	25	loss	loss	NOUN
cana-2641	150	26	function	function	NOUN
cana-2641	150	27	with	with	ADP
cana-2641	150	28	respect	respect	NOUN
cana-2641	150	29	to	to	ADP
cana-2641	150	30	the	the	DET
cana-2641	150	31	parameters	parameter	NOUN
cana-2641	150	32	.	.	PUNCT
cana-2641	151	1	3.3	3.3	NUM
cana-2641	151	2	rule	rule	NOUN
cana-2641	151	3	generation	generation	NOUN
cana-2641	151	4	for	for	ADP
cana-2641	151	5	the	the	DET
cana-2641	151	6	rule	rule	NOUN
cana-2641	151	7	generation	generation	NOUN
cana-2641	151	8	phase	phase	NOUN
cana-2641	151	9	,	,	PUNCT
cana-2641	151	10	reinforcement	reinforcement	NOUN
cana-2641	151	11	learning	learning	NOUN
cana-2641	151	12	(	(	PUNCT
cana-2641	151	13	rl	rl	NOUN
cana-2641	151	14	)	)	PUNCT
cana-2641	151	15	,	,	PUNCT
cana-2641	151	16	specifically	specifically	ADV
cana-2641	151	17	the	the	DET
cana-2641	151	18	deep	deep	ADJ
cana-2641	151	19	q	q	NOUN
cana-2641	151	20	-	-	PUNCT
cana-2641	151	21	network	network	NOUN
cana-2641	151	22	(	(	PUNCT
cana-2641	151	23	dqn	dqn	ADJ
cana-2641	151	24	)	)	PUNCT
cana-2641	151	25	approach	approach	NOUN
cana-2641	151	26	,	,	PUNCT
cana-2641	151	27	is	be	AUX
cana-2641	151	28	utilized	utilize	VERB
cana-2641	151	29	to	to	PART
cana-2641	151	30	facilitate	facilitate	VERB
cana-2641	151	31	the	the	DET
cana-2641	151	32	optimization	optimization	NOUN
cana-2641	151	33	of	of	ADP
cana-2641	151	34	rule	rule	NOUN
cana-2641	151	35	generation	generation	NOUN
cana-2641	151	36	.	.	PUNCT
cana-2641	152	1	the	the	DET
cana-2641	152	2	dqn	dqn	PROPN
cana-2641	152	3	model	model	NOUN
cana-2641	152	4	enables	enable	VERB
cana-2641	152	5	the	the	DET
cana-2641	152	6	system	system	NOUN
cana-2641	152	7	to	to	PART
cana-2641	152	8	iteratively	iteratively	ADV
cana-2641	152	9	learn	learn	VERB
cana-2641	152	10	the	the	DET
cana-2641	152	11	optimal	optimal	ADJ
cana-2641	152	12	rule	rule	NOUN
cana-2641	152	13	suggestions	suggestion	NOUN
cana-2641	152	14	through	through	ADP
cana-2641	152	15	a	a	DET
cana-2641	152	16	process	process	NOUN
cana-2641	152	17	of	of	ADP
cana-2641	152	18	trial	trial	NOUN
cana-2641	152	19	and	and	CCONJ
cana-2641	152	20	error	error	NOUN
cana-2641	152	21	,	,	PUNCT
cana-2641	152	22	guided	guide	VERB
cana-2641	152	23	by	by	ADP
cana-2641	152	24	a	a	DET
cana-2641	152	25	reward	reward	NOUN
cana-2641	152	26	system	system	NOUN
cana-2641	152	27	that	that	PRON
cana-2641	152	28	evaluates	evaluate	VERB
cana-2641	152	29	the	the	DET
cana-2641	152	30	effectiveness	effectiveness	NOUN
cana-2641	152	31	of	of	ADP
cana-2641	152	32	each	each	DET
cana-2641	152	33	rule	rule	NOUN
cana-2641	152	34	based	base	VERB
cana-2641	152	35	on	on	ADP
cana-2641	152	36	its	its	PRON
cana-2641	152	37	impact	impact	NOUN
cana-2641	152	38	on	on	ADP
cana-2641	152	39	the	the	DET
cana-2641	152	40	etl	etl	NOUN
cana-2641	152	41	process	process	NOUN
cana-2641	152	42	.	.	PUNCT
cana-2641	153	1	this	this	DET
cana-2641	153	2	method	method	NOUN
cana-2641	153	3	is	be	AUX
cana-2641	153	4	especially	especially	ADV
cana-2641	153	5	beneficial	beneficial	ADJ
cana-2641	153	6	for	for	ADP
cana-2641	153	7	dynamically	dynamically	ADV
cana-2641	153	8	refining	refine	VERB
cana-2641	153	9	the	the	DET
cana-2641	153	10	rules	rule	NOUN
cana-2641	153	11	in	in	ADP
cana-2641	153	12	response	response	NOUN
cana-2641	153	13	to	to	ADP
cana-2641	153	14	new	new	ADJ
cana-2641	153	15	data	datum	NOUN
cana-2641	153	16	and	and	CCONJ
cana-2641	153	17	transformations	transformation	NOUN
cana-2641	153	18	,	,	PUNCT
cana-2641	153	19	thus	thus	ADV
cana-2641	153	20	ensuring	ensure	VERB
cana-2641	153	21	continuous	continuous	ADJ
cana-2641	153	22	improvement	improvement	NOUN
cana-2641	153	23	in	in	ADP
cana-2641	153	24	the	the	DET
cana-2641	153	25	process	process	NOUN
cana-2641	153	26	automation	automation	NOUN
cana-2641	153	27	without	without	ADP
cana-2641	153	28	requiring	require	VERB
cana-2641	153	29	manual	manual	ADJ
cana-2641	153	30	intervention	intervention	NOUN
cana-2641	153	31	.	.	PUNCT
cana-2641	154	1	the	the	DET
cana-2641	154	2	"	"	PUNCT
cana-2641	154	3	rule	rule	NOUN
cana-2641	154	4	generation	generation	NOUN
cana-2641	154	5	"	"	PUNCT
cana-2641	154	6	phase	phase	NOUN
cana-2641	154	7	in	in	ADP
cana-2641	154	8	the	the	DET
cana-2641	154	9	deep	deep	ADJ
cana-2641	154	10	learning	learning	NOUN
cana-2641	154	11	framework	framework	NOUN
cana-2641	154	12	for	for	ADP
cana-2641	154	13	etl	etl	NOUN
cana-2641	154	14	processes	process	NOUN
cana-2641	154	15	leverages	leverage	NOUN
cana-2641	154	16	the	the	DET
cana-2641	154	17	trained	train	VERB
cana-2641	154	18	models	model	NOUN
cana-2641	154	19	from	from	ADP
cana-2641	154	20	the	the	DET
cana-2641	154	21	"	"	PUNCT
cana-2641	154	22	model	model	NOUN
cana-2641	154	23	development	development	NOUN
cana-2641	154	24	"	"	PUNCT
cana-2641	154	25	phase	phase	NOUN
cana-2641	154	26	to	to	PART
cana-2641	154	27	generate	generate	VERB
cana-2641	154	28	actionable	actionable	ADJ
cana-2641	154	29	rules	rule	NOUN
cana-2641	154	30	that	that	PRON
cana-2641	154	31	can	can	AUX
cana-2641	154	32	be	be	AUX
cana-2641	154	33	applied	apply	VERB
cana-2641	154	34	to	to	ADP
cana-2641	154	35	data	datum	NOUN
cana-2641	154	36	transformations	transformation	NOUN
cana-2641	154	37	.	.	PUNCT
cana-2641	155	1	this	this	DET
cana-2641	155	2	phase	phase	NOUN
cana-2641	155	3	is	be	AUX
cana-2641	155	4	critical	critical	ADJ
cana-2641	155	5	as	as	SCONJ
cana-2641	155	6	it	it	PRON
cana-2641	155	7	transitions	transition	NOUN
cana-2641	155	8	from	from	ADP
cana-2641	155	9	theoretical	theoretical	ADJ
cana-2641	155	10	model	model	NOUN
cana-2641	155	11	output	output	NOUN
cana-2641	155	12	to	to	ADP
cana-2641	155	13	practical	practical	ADJ
cana-2641	155	14	,	,	PUNCT
cana-2641	155	15	deployable	deployable	ADJ
cana-2641	155	16	rules	rule	NOUN
cana-2641	155	17	.	.	PUNCT
cana-2641	156	1	the	the	DET
cana-2641	156	2	focus	focus	NOUN
cana-2641	156	3	here	here	ADV
cana-2641	156	4	is	be	AUX
cana-2641	156	5	on	on	ADP
cana-2641	156	6	using	use	VERB
cana-2641	156	7	reinforcement	reinforcement	NOUN
cana-2641	156	8	learning	learning	NOUN
cana-2641	156	9	(	(	PUNCT
cana-2641	156	10	rl	rl	NOUN
cana-2641	156	11	)	)	PUNCT
cana-2641	156	12	techniques	technique	NOUN
cana-2641	156	13	to	to	PART
cana-2641	156	14	optimize	optimize	VERB
cana-2641	156	15	the	the	DET
cana-2641	156	16	rule	rule	NOUN
cana-2641	156	17	generation	generation	NOUN
cana-2641	156	18	process	process	NOUN
cana-2641	156	19	.	.	PUNCT
cana-2641	157	1	here	here	ADV
cana-2641	157	2	is	be	AUX
cana-2641	157	3	a	a	DET
cana-2641	157	4	comprehensive	comprehensive	ADJ
cana-2641	157	5	mathematical	mathematical	ADJ
cana-2641	157	6	model	model	NOUN
cana-2641	157	7	description	description	NOUN
cana-2641	157	8	along	along	ADP
cana-2641	157	9	with	with	ADP
cana-2641	157	10	a	a	DET
cana-2641	157	11	purely	purely	ADV
cana-2641	157	12	mathematical	mathematical	ADJ
cana-2641	157	13	algorithm	algorithm	NOUN
cana-2641	157	14	for	for	ADP
cana-2641	157	15	implementing	implement	VERB
cana-2641	157	16	this	this	DET
cana-2641	157	17	phase	phase	NOUN
cana-2641	157	18	.	.	PUNCT
cana-2641	158	1	1	1	X
cana-2641	158	2	.	.	X
cana-2641	158	3	reinforcement	reinforcement	NOUN
cana-2641	158	4	learning	learning	NOUN
cana-2641	158	5	setup	setup	NOUN
cana-2641	158	6	:	:	PUNCT
cana-2641	158	7	•	•	NOUN
cana-2641	158	8	define	define	VERB
cana-2641	158	9	the	the	DET
cana-2641	158	10	environment	environment	NOUN
cana-2641	158	11	e	e	X
cana-2641	158	12	which	which	PRON
cana-2641	158	13	represents	represent	VERB
cana-2641	158	14	the	the	DET
cana-2641	158	15	etl	etl	NOUN
cana-2641	158	16	process	process	NOUN
cana-2641	158	17	,	,	PUNCT
cana-2641	158	18	where	where	SCONJ
cana-2641	158	19	the	the	DET
cana-2641	158	20	state	state	NOUN
cana-2641	158	21	s	s	PART
cana-2641	158	22	encapsulates	encapsulate	VERB
cana-2641	158	23	the	the	DET
cana-2641	158	24	current	current	ADJ
cana-2641	158	25	configuration	configuration	NOUN
cana-2641	158	26	of	of	ADP
cana-2641	158	27	data	datum	NOUN
cana-2641	158	28	and	and	CCONJ
cana-2641	158	29	transformations	transformation	NOUN
cana-2641	158	30	.	.	PUNCT
cana-2641	159	1	•	•	NUM
cana-2641	159	2	actions	action	NOUN
cana-2641	159	3	a	a	PRON
cana-2641	159	4	in	in	ADP
cana-2641	159	5	this	this	DET
cana-2641	159	6	context	context	NOUN
cana-2641	159	7	are	be	AUX
cana-2641	159	8	potential	potential	ADJ
cana-2641	159	9	transformation	transformation	NOUN
cana-2641	159	10	rules	rule	NOUN
cana-2641	159	11	generated	generate	VERB
cana-2641	159	12	by	by	ADP
cana-2641	159	13	the	the	DET
cana-2641	159	14	model	model	NOUN
cana-2641	159	15	.	.	PUNCT
cana-2641	160	1	the	the	DET
cana-2641	160	2	action	action	NOUN
cana-2641	160	3	space	space	NOUN
cana-2641	160	4	a	a	PRON
cana-2641	160	5	contains	contain	VERB
cana-2641	160	6	all	all	DET
cana-2641	160	7	possible	possible	ADJ
cana-2641	160	8	actions	action	NOUN
cana-2641	160	9	(	(	PUNCT
cana-2641	160	10	rules	rule	NOUN
cana-2641	160	11	)	)	PUNCT
cana-2641	160	12	that	that	PRON
cana-2641	160	13	can	can	AUX
cana-2641	160	14	be	be	AUX
cana-2641	160	15	applied	apply	VERB
cana-2641	160	16	to	to	ADP
cana-2641	160	17	the	the	DET
cana-2641	160	18	data	datum	NOUN
cana-2641	160	19	.	.	PUNCT
cana-2641	161	1	•	•	NOUN
cana-2641	161	2	rewards	reward	NOUN
cana-2641	161	3	r	r	NOUN
cana-2641	161	4	are	be	AUX
cana-2641	161	5	given	give	VERB
cana-2641	161	6	based	base	VERB
cana-2641	161	7	on	on	ADP
cana-2641	161	8	the	the	DET
cana-2641	161	9	effectiveness	effectiveness	NOUN
cana-2641	161	10	of	of	ADP
cana-2641	161	11	an	an	DET
cana-2641	161	12	applied	apply	VERB
cana-2641	161	13	transformation	transformation	NOUN
cana-2641	161	14	rule	rule	NOUN
cana-2641	161	15	,	,	PUNCT
cana-2641	161	16	assessing	assess	VERB
cana-2641	161	17	aspects	aspect	NOUN
cana-2641	161	18	like	like	ADP
cana-2641	161	19	accuracy	accuracy	NOUN
cana-2641	161	20	,	,	PUNCT
cana-2641	161	21	efficiency	efficiency	NOUN
cana-2641	161	22	,	,	PUNCT
cana-2641	161	23	and	and	CCONJ
cana-2641	161	24	compliance	compliance	NOUN
cana-2641	161	25	with	with	ADP
cana-2641	161	26	data	datum	NOUN
cana-2641	161	27	integrity	integrity	NOUN
cana-2641	161	28	.	.	PUNCT
cana-2641	162	1	2	2	X
cana-2641	162	2	.	.	X
cana-2641	162	3	q	q	X
cana-2641	162	4	-	-	PUNCT
cana-2641	162	5	learning	learn	VERB
cana-2641	162	6	model	model	NOUN
cana-2641	162	7	:	:	PUNCT
cana-2641	162	8	•	•	NOUN
cana-2641	162	9	utilize	utilize	VERB
cana-2641	162	10	a	a	DET
cana-2641	162	11	q	q	ADV
cana-2641	162	12	-	-	PUNCT
cana-2641	162	13	learning	learn	VERB
cana-2641	162	14	model	model	NOUN
cana-2641	162	15	where	where	SCONJ
cana-2641	162	16	the	the	DET
cana-2641	162	17	q	q	NOUN
cana-2641	162	18	-	-	PUNCT
cana-2641	162	19	value	value	NOUN
cana-2641	162	20	(	(	PUNCT
cana-2641	162	21	)	)	PUNCT
cana-2641	162	22	,	,	PUNCT
cana-2641	162	23	q	q	PROPN
cana-2641	162	24	s	s	VERB
cana-2641	162	25	a	a	PRON
cana-2641	162	26	represents	represent	VERB
cana-2641	162	27	the	the	DET
cana-2641	162	28	quality	quality	NOUN
cana-2641	162	29	of	of	ADP
cana-2641	162	30	taking	take	VERB
cana-2641	162	31	action	action	NOUN
cana-2641	162	32	a	a	PRON
cana-2641	162	33	in	in	ADP
cana-2641	162	34	state	state	NOUN
cana-2641	162	35	s	s	PROPN
cana-2641	162	36	.	.	PUNCT
cana-2641	163	1	this	this	DET
cana-2641	163	2	value	value	NOUN
cana-2641	163	3	helps	help	VERB
cana-2641	163	4	in	in	ADP
cana-2641	163	5	deciding	decide	VERB
cana-2641	163	6	the	the	DET
cana-2641	163	7	best	good	ADJ
cana-2641	163	8	action	action	NOUN
cana-2641	163	9	to	to	PART
cana-2641	163	10	take	take	VERB
cana-2641	163	11	from	from	ADP
cana-2641	163	12	a	a	DET
cana-2641	163	13	given	give	VERB
cana-2641	163	14	state	state	NOUN
cana-2641	163	15	.	.	PUNCT
cana-2641	164	1	•	•	NUM
cana-2641	164	2	the	the	DET
cana-2641	164	3	q	q	NOUN
cana-2641	164	4	-	-	PUNCT
cana-2641	164	5	function	function	NOUN
cana-2641	164	6	is	be	AUX
cana-2641	164	7	updated	update	VERB
cana-2641	164	8	using	use	VERB
cana-2641	164	9	the	the	DET
cana-2641	164	10	bellman	bellman	NOUN
cana-2641	164	11	equation	equation	NOUN
cana-2641	164	12	:	:	PUNCT
cana-2641	164	13	eq	eq	NOUN
cana-2641	164	14	4	4	NUM
cana-2641	164	15	communications	communication	NOUN
cana-2641	164	16	on	on	ADP
cana-2641	164	17	applied	apply	VERB
cana-2641	164	18	nonlinear	nonlinear	ADJ
cana-2641	164	19	analysis	analysis	NOUN
cana-2641	164	20	issn	issn	NOUN
cana-2641	164	21	:	:	PUNCT
cana-2641	164	22	1074	1074	NUM
cana-2641	164	23	-	-	PUNCT
cana-2641	164	24	133x	133x	NUM
cana-2641	164	25	vol	vol	NOUN
cana-2641	164	26	32	32	NUM
cana-2641	165	1	no	no	NOUN
cana-2641	165	2	.	.	PUNCT
cana-2641	166	1	3s	3s	NUM
cana-2641	166	2	(	(	PUNCT
cana-2641	166	3	2025	2025	NUM
cana-2641	166	4	)	)	PUNCT
cana-2641	166	5	258	258	NUM
cana-2641	166	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	166	7	(	(	PUNCT
cana-2641	166	8	)	)	PUNCT
cana-2641	166	9	(	(	PUNCT
cana-2641	166	10	)	)	PUNCT
cana-2641	166	11	(	(	PUNCT
cana-2641	166	12	)	)	PUNCT
cana-2641	166	13	(	(	PUNCT
cana-2641	166	14	)	)	PUNCT
cana-2641	166	15	'	'	PUNCT
cana-2641	166	16	,	,	PUNCT
cana-2641	166	17	,	,	PUNCT
cana-2641	166	18	max	max	PROPN
cana-2641	166	19	'	'	PUNCT
cana-2641	166	20	,	,	PUNCT
cana-2641	166	21	'	'	PUNCT
cana-2641	166	22	,	,	PUNCT
cana-2641	166	23	a	a	DET
cana-2641	166	24	q	q	X
cana-2641	166	25	s	s	VERB
cana-2641	166	26	a	a	DET
cana-2641	166	27	q	q	X
cana-2641	166	28	s	s	VERB
cana-2641	166	29	a	a	DET
cana-2641	166	30	r	r	NOUN
cana-2641	166	31	q	q	NOUN
cana-2641	166	32	s	s	PROPN
cana-2641	166	33	a	a	DET
cana-2641	166	34	q	q	NOUN
cana-2641	166	35	s	s	NOUN
cana-2641	166	36	a	a	ADV
cana-2641	166	37			NUM
cana-2641	166	38			NOUN
cana-2641	166	39			NOUN
cana-2641	167	1			PROPN
cana-2641	168	1	+	+	PUNCT
cana-2641	168	2	+	+	CCONJ
cana-2641	168	3	−	−	PROPN
cana-2641	168	4			PROPN
cana-2641	168	5			PROPN
cana-2641	168	6			NOUN
cana-2641	168	7	...	...	PUNCT
cana-2641	168	8	(	(	PUNCT
cana-2641	168	9	eq	eq	NOUN
cana-2641	168	10	4	4	NUM
cana-2641	168	11	)	)	PUNCT
cana-2641	168	12	where	where	SCONJ
cana-2641	168	13			NOUN
cana-2641	168	14	is	be	AUX
cana-2641	168	15	the	the	DET
cana-2641	168	16	learning	learning	NOUN
cana-2641	168	17	rate	rate	NOUN
cana-2641	168	18	,	,	PUNCT
cana-2641	168	19			PROPN
cana-2641	168	20	is	be	AUX
cana-2641	168	21	the	the	DET
cana-2641	168	22	discount	discount	NOUN
cana-2641	168	23	factor	factor	NOUN
cana-2641	168	24	,	,	PUNCT
cana-2641	168	25	r	r	NOUN
cana-2641	168	26	is	be	AUX
cana-2641	168	27	the	the	DET
cana-2641	168	28	reward	reward	NOUN
cana-2641	168	29	received	receive	VERB
cana-2641	168	30	after	after	ADP
cana-2641	168	31	executing	execute	VERB
cana-2641	168	32	action	action	NOUN
cana-2641	168	33	a	a	PRON
cana-2641	168	34	in	in	ADP
cana-2641	168	35	state	state	NOUN
cana-2641	168	36	s	s	PART
cana-2641	168	37	,	,	PUNCT
cana-2641	168	38	and	and	CCONJ
cana-2641	168	39	's	be	AUX
cana-2641	168	40	is	be	AUX
cana-2641	168	41	the	the	DET
cana-2641	168	42	new	new	ADJ
cana-2641	168	43	state	state	NOUN
cana-2641	168	44	after	after	SCONJ
cana-2641	168	45	action	action	NOUN
cana-2641	168	46	a	a	PRON
cana-2641	168	47	is	be	AUX
cana-2641	168	48	taken	take	VERB
cana-2641	168	49	.	.	PUNCT
cana-2641	169	1	3	3	X
cana-2641	169	2	.	.	X
cana-2641	169	3	policy	policy	NOUN
cana-2641	169	4	definition	definition	NOUN
cana-2641	169	5	:	:	PUNCT
cana-2641	169	6	•	•	ADP
cana-2641	169	7	a	a	DET
cana-2641	169	8	policy	policy	NOUN
cana-2641	169	9			NOUN
cana-2641	169	10	defines	define	VERB
cana-2641	169	11	the	the	DET
cana-2641	169	12	strategy	strategy	NOUN
cana-2641	169	13	of	of	ADP
cana-2641	169	14	choosing	choose	VERB
cana-2641	169	15	an	an	DET
cana-2641	169	16	action	action	NOUN
cana-2641	169	17	based	base	VERB
cana-2641	169	18	on	on	ADP
cana-2641	169	19	the	the	DET
cana-2641	169	20	current	current	ADJ
cana-2641	169	21	state	state	NOUN
cana-2641	169	22	.	.	PUNCT
cana-2641	170	1	the	the	DET
cana-2641	170	2	optimal	optimal	ADJ
cana-2641	170	3	policy	policy	NOUN
cana-2641	170	4	*	*	PUNCT
cana-2641	170	5			NOUN
cana-2641	170	6	maximizes	maximize	NOUN
cana-2641	170	7	the	the	DET
cana-2641	170	8	expected	expect	VERB
cana-2641	170	9	reward	reward	NOUN
cana-2641	170	10	:	:	PUNCT
cana-2641	170	11	eq	eq	NOUN
cana-2641	170	12	5	5	NUM
cana-2641	170	13	(	(	PUNCT
cana-2641	170	14	)	)	PUNCT
cana-2641	170	15	(	(	PUNCT
cana-2641	170	16	)	)	PUNCT
cana-2641	170	17	*	*	PUNCT
cana-2641	170	18	arg	arg	PROPN
cana-2641	170	19	max	max	PROPN
cana-2641	170	20	,	,	PUNCT
cana-2641	170	21	a	a	DET
cana-2641	170	22	s	s	AUX
cana-2641	170	23	q	q	X
cana-2641	170	24	s	s	X
cana-2641	170	25	a	a	NOUN
cana-2641	170	26	=	=	PUNCT
cana-2641	170	27	...	...	PUNCT
cana-2641	170	28	(	(	PUNCT
cana-2641	170	29	eq	eq	NOUN
cana-2641	170	30	5	5	NUM
cana-2641	170	31	)	)	PUNCT
cana-2641	170	32	algorithm	algorithm	NOUN
cana-2641	170	33	steps	step	NOUN
cana-2641	170	34	:	:	PUNCT
cana-2641	170	35	rule	rule	NOUN
cana-2641	170	36	generation	generation	NOUN
cana-2641	170	37	input	input	NOUN
cana-2641	170	38	:	:	PUNCT
cana-2641	170	39	trained	train	VERB
cana-2641	170	40	model	model	NOUN
cana-2641	170	41	parameters	parameter	NOUN
cana-2641	170	42			NUM
cana-2641	170	43	from	from	ADP
cana-2641	170	44	model	model	NOUN
cana-2641	170	45	development	development	NOUN
cana-2641	170	46	,	,	PUNCT
cana-2641	170	47	initial	initial	ADJ
cana-2641	170	48	state	state	NOUN
cana-2641	170	49	0s	0s	NOUN
cana-2641	170	50	of	of	ADP
cana-2641	170	51	the	the	DET
cana-2641	170	52	etl	etl	NOUN
cana-2641	170	53	environment	environment	NOUN
cana-2641	170	54	output	output	NOUN
cana-2641	170	55	:	:	PUNCT
cana-2641	170	56	set	set	NOUN
cana-2641	170	57	of	of	ADP
cana-2641	170	58	optimal	optimal	ADJ
cana-2641	170	59	rules	rule	NOUN
cana-2641	170	60	r	r	NOUN
cana-2641	170	61	for	for	ADP
cana-2641	170	62	etl	etl	NOUN
cana-2641	170	63	transformations	transformation	NOUN
cana-2641	170	64	1	1	NUM
cana-2641	170	65	.	.	PUNCT
cana-2641	170	66	initialize	initialize	VERB
cana-2641	170	67	q	q	NOUN
cana-2641	170	68	-	-	PUNCT
cana-2641	170	69	values	value	NOUN
cana-2641	170	70	:	:	PUNCT
cana-2641	170	71	•	•	NOUN
cana-2641	170	72	initialize	initialize	NOUN
cana-2641	170	73	(	(	PUNCT
cana-2641	170	74	)	)	PUNCT
cana-2641	170	75	,	,	PUNCT
cana-2641	170	76	q	q	PROPN
cana-2641	170	77	s	s	VERB
cana-2641	170	78	a	a	PRON
cana-2641	170	79	for	for	ADP
cana-2641	170	80	all	all	DET
cana-2641	170	81	s	s	NOUN
cana-2641	170	82	in	in	ADP
cana-2641	170	83	state	state	NOUN
cana-2641	170	84	space	space	NOUN
cana-2641	170	85	and	and	CCONJ
cana-2641	170	86	a	a	PRON
cana-2641	170	87	in	in	ADP
cana-2641	170	88	action	action	NOUN
cana-2641	170	89	space	space	NOUN
cana-2641	170	90	to	to	ADP
cana-2641	170	91	zero	zero	NUM
cana-2641	170	92	or	or	CCONJ
cana-2641	170	93	a	a	DET
cana-2641	170	94	small	small	ADJ
cana-2641	170	95	random	random	ADJ
cana-2641	170	96	number	number	NOUN
cana-2641	170	97	.	.	PUNCT
cana-2641	171	1	2	2	X
cana-2641	171	2	.	.	X
cana-2641	171	3	for	for	ADP
cana-2641	171	4	each	each	DET
cana-2641	171	5	episode	episode	NOUN
cana-2641	171	6	(	(	PUNCT
cana-2641	171	7	iteration	iteration	NOUN
cana-2641	171	8	over	over	ADP
cana-2641	171	9	the	the	DET
cana-2641	171	10	etl	etl	NOUN
cana-2641	171	11	data	datum	NOUN
cana-2641	171	12	):	):	PUNCT
cana-2641	171	13	•	•	NUM
cana-2641	171	14	set	set	ADJ
cana-2641	171	15	initial	initial	ADJ
cana-2641	171	16	state	state	NOUN
cana-2641	171	17	s	s	VERB
cana-2641	171	18	to	to	ADP
cana-2641	171	19	0s	0s	NUM
cana-2641	171	20	.	.	PUNCT
cana-2641	172	1	3	3	X
cana-2641	172	2	.	.	X
cana-2641	172	3	repeat	repeat	VERB
cana-2641	172	4	for	for	ADP
cana-2641	172	5	each	each	DET
cana-2641	172	6	step	step	NOUN
cana-2641	172	7	of	of	ADP
cana-2641	172	8	the	the	DET
cana-2641	172	9	episode	episode	NOUN
cana-2641	172	10	:	:	PUNCT
cana-2641	172	11	•	•	NOUN
cana-2641	172	12	choose	choose	VERB
cana-2641	172	13	an	an	DET
cana-2641	172	14	action	action	NOUN
cana-2641	172	15	a	a	PRON
cana-2641	172	16	from	from	ADP
cana-2641	172	17	state	state	NOUN
cana-2641	172	18	s	s	VERB
cana-2641	172	19	using	use	VERB
cana-2641	172	20	a	a	DET
cana-2641	172	21	policy	policy	NOUN
cana-2641	172	22	derived	derive	VERB
cana-2641	172	23	from	from	ADP
cana-2641	172	24	q	q	PROPN
cana-2641	172	25	(	(	PUNCT
cana-2641	172	26	e.g.	e.g.	ADV
cana-2641	172	27	,	,	PUNCT
cana-2641	172	28	epsilon	epsilon	NOUN
cana-2641	172	29	-	-	PUNCT
cana-2641	172	30	greedy	greedy	ADJ
cana-2641	172	31	)	)	PUNCT
cana-2641	172	32	:	:	PUNCT
cana-2641	172	33	(	(	PUNCT
cana-2641	172	34	)	)	PUNCT
cana-2641	172	35	'	'	PUNCT
cana-2641	172	36	arg	arg	NOUN
cana-2641	173	1	max	max	PROPN
cana-2641	173	2	,	,	PUNCT
cana-2641	173	3	'	'	PUNCT
cana-2641	173	4	a	a	DET
cana-2641	173	5	randomaction	randomaction	NOUN
cana-2641	173	6	if	if	SCONJ
cana-2641	173	7	random	random	ADJ
cana-2641	173	8	a	a	DET
cana-2641	173	9	q	q	X
cana-2641	173	10	s	s	VERB
cana-2641	173	11	a	a	DET
cana-2641	173	12	otherwise	otherwise	NOUN
cana-2641	173	13			NOUN
cana-2641	173	14	=	=	PUNCT
cana-2641	173	15			NUM
cana-2641	173	16			NOUN
cana-2641	173	17	•	•	ADP
cana-2641	173	18	apply	apply	VERB
cana-2641	173	19	action	action	NOUN
cana-2641	173	20	a	a	PRON
cana-2641	173	21	to	to	ADP
cana-2641	173	22	the	the	DET
cana-2641	173	23	environment	environment	NOUN
cana-2641	173	24	,	,	PUNCT
cana-2641	173	25	observe	observe	VERB
cana-2641	173	26	reward	reward	NOUN
cana-2641	173	27	r	r	NOUN
cana-2641	173	28	and	and	CCONJ
cana-2641	173	29	new	new	ADJ
cana-2641	173	30	state	state	NOUN
cana-2641	173	31	's	's	PART
cana-2641	173	32	.	.	PUNCT
cana-2641	174	1	•	•	NUM
cana-2641	174	2	update	update	VERB
cana-2641	174	3	the	the	DET
cana-2641	174	4	q	q	NOUN
cana-2641	174	5	-	-	PUNCT
cana-2641	174	6	value	value	NOUN
cana-2641	174	7	using	use	VERB
cana-2641	174	8	the	the	DET
cana-2641	174	9	bellman	bellman	NOUN
cana-2641	174	10	equation	equation	NOUN
cana-2641	174	11	:	:	PUNCT
cana-2641	174	12	(	(	PUNCT
cana-2641	174	13	)	)	PUNCT
cana-2641	174	14	(	(	PUNCT
cana-2641	174	15	)	)	PUNCT
cana-2641	174	16	(	(	PUNCT
cana-2641	174	17	)	)	PUNCT
cana-2641	174	18	(	(	PUNCT
cana-2641	174	19	)	)	PUNCT
cana-2641	174	20	(	(	PUNCT
cana-2641	174	21	)	)	PUNCT
cana-2641	174	22	'	'	PUNCT
cana-2641	174	23	,	,	PUNCT
cana-2641	174	24	,	,	PUNCT
cana-2641	174	25	max	max	PROPN
cana-2641	174	26	'	'	PUNCT
cana-2641	174	27	'	'	PUNCT
cana-2641	174	28	,	,	PUNCT
cana-2641	174	29	a	a	DET
cana-2641	174	30	q	q	X
cana-2641	174	31	s	s	VERB
cana-2641	174	32	a	a	DET
cana-2641	174	33	q	q	X
cana-2641	174	34	s	s	VERB
cana-2641	174	35	a	a	DET
cana-2641	174	36	r	r	NOUN
cana-2641	174	37	q	q	NOUN
cana-2641	174	38	s	s	PROPN
cana-2641	174	39	a	a	DET
cana-2641	174	40	q	q	NOUN
cana-2641	174	41	s	s	VERB
cana-2641	174	42	a	a	ADV
cana-2641	174	43			ADJ
cana-2641	174	44	+	+	X
cana-2641	174	45	+	+	CCONJ
cana-2641	174	46	−	−	NUM
cana-2641	174	47	•	•	NUM
cana-2641	174	48	update	update	NOUN
cana-2641	174	49	state	state	NOUN
cana-2641	174	50	s	s	VERB
cana-2641	174	51	to	to	PART
cana-2641	174	52	's	's	PART
cana-2641	174	53	.	.	PUNCT
cana-2641	175	1	4	4	X
cana-2641	175	2	.	.	NUM
cana-2641	175	3	end	end	NOUN
cana-2641	175	4	of	of	ADP
cana-2641	175	5	episode	episode	NOUN
cana-2641	175	6	:	:	PUNCT
cana-2641	175	7	•	•	ADV
cana-2641	175	8	after	after	ADP
cana-2641	175	9	each	each	DET
cana-2641	175	10	episode	episode	NOUN
cana-2641	175	11	,	,	PUNCT
cana-2641	175	12	evaluate	evaluate	VERB
cana-2641	175	13	if	if	SCONJ
cana-2641	175	14	the	the	DET
cana-2641	175	15	policy	policy	NOUN
cana-2641	175	16			NOUN
cana-2641	175	17	needs	need	VERB
cana-2641	175	18	adjustment	adjustment	NOUN
cana-2641	175	19	based	base	VERB
cana-2641	175	20	on	on	ADP
cana-2641	175	21	performance	performance	NOUN
cana-2641	175	22	or	or	CCONJ
cana-2641	175	23	if	if	SCONJ
cana-2641	175	24	convergence	convergence	NOUN
cana-2641	175	25	is	be	AUX
cana-2641	175	26	assumed	assume	VERB
cana-2641	175	27	.	.	PUNCT
cana-2641	176	1	communications	communication	NOUN
cana-2641	176	2	on	on	ADP
cana-2641	176	3	applied	apply	VERB
cana-2641	176	4	nonlinear	nonlinear	ADJ
cana-2641	176	5	analysis	analysis	NOUN
cana-2641	176	6	issn	issn	NOUN
cana-2641	176	7	:	:	PUNCT
cana-2641	176	8	1074	1074	NUM
cana-2641	176	9	-	-	PUNCT
cana-2641	176	10	133x	133x	NUM
cana-2641	176	11	vol	vol	NOUN
cana-2641	176	12	32	32	NUM
cana-2641	176	13	no	no	NOUN
cana-2641	176	14	.	.	PUNCT
cana-2641	177	1	3s	3s	NUM
cana-2641	177	2	(	(	PUNCT
cana-2641	177	3	2025	2025	NUM
cana-2641	177	4	)	)	PUNCT
cana-2641	177	5	259	259	NUM
cana-2641	177	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	177	7	5	5	X
cana-2641	177	8	.	.	PUNCT
cana-2641	177	9	output	output	NOUN
cana-2641	177	10	rules	rule	NOUN
cana-2641	177	11	:	:	PUNCT
cana-2641	177	12	•	•	X
cana-2641	177	13	translate	translate	VERB
cana-2641	177	14	the	the	DET
cana-2641	177	15	optimal	optimal	ADJ
cana-2641	177	16	policy	policy	NOUN
cana-2641	177	17	*	*	PUNCT
cana-2641	177	18			ADJ
cana-2641	177	19	into	into	ADP
cana-2641	177	20	practical	practical	ADJ
cana-2641	177	21	etl	etl	NOUN
cana-2641	177	22	rules	rule	NOUN
cana-2641	177	23	r	r	NOUN
cana-2641	177	24	based	base	VERB
cana-2641	177	25	on	on	ADP
cana-2641	177	26	the	the	DET
cana-2641	177	27	actions	action	NOUN
cana-2641	177	28	that	that	PRON
cana-2641	177	29	have	have	VERB
cana-2641	177	30	the	the	DET
cana-2641	177	31	highest	high	ADJ
cana-2641	177	32	q	q	NOUN
cana-2641	177	33	-	-	PUNCT
cana-2641	177	34	values	value	NOUN
cana-2641	177	35	for	for	ADP
cana-2641	177	36	the	the	DET
cana-2641	177	37	corresponding	corresponding	ADJ
cana-2641	177	38	states	state	NOUN
cana-2641	177	39	.	.	PUNCT
cana-2641	178	1	this	this	DET
cana-2641	178	2	algorithm	algorithm	NOUN
cana-2641	178	3	,	,	PUNCT
cana-2641	178	4	grounded	ground	VERB
cana-2641	178	5	in	in	ADP
cana-2641	178	6	reinforcement	reinforcement	NOUN
cana-2641	178	7	learning	learning	NOUN
cana-2641	178	8	theory	theory	NOUN
cana-2641	178	9	,	,	PUNCT
cana-2641	178	10	effectively	effectively	ADV
cana-2641	178	11	enables	enable	VERB
cana-2641	178	12	the	the	DET
cana-2641	178	13	framework	framework	NOUN
cana-2641	178	14	to	to	PART
cana-2641	178	15	generate	generate	VERB
cana-2641	178	16	and	and	CCONJ
cana-2641	178	17	optimize	optimize	VERB
cana-2641	178	18	rules	rule	NOUN
cana-2641	178	19	for	for	ADP
cana-2641	178	20	etl	etl	NOUN
cana-2641	178	21	processes	process	NOUN
cana-2641	178	22	in	in	ADP
cana-2641	178	23	a	a	DET
cana-2641	178	24	dynamic	dynamic	ADJ
cana-2641	178	25	and	and	CCONJ
cana-2641	178	26	automated	automate	VERB
cana-2641	178	27	fashion	fashion	NOUN
cana-2641	178	28	,	,	PUNCT
cana-2641	178	29	aligning	align	VERB
cana-2641	178	30	with	with	ADP
cana-2641	178	31	the	the	DET
cana-2641	178	32	goals	goal	NOUN
cana-2641	178	33	of	of	ADP
cana-2641	178	34	reducing	reduce	VERB
cana-2641	178	35	manual	manual	ADJ
cana-2641	178	36	intervention	intervention	NOUN
cana-2641	178	37	and	and	CCONJ
cana-2641	178	38	improving	improve	VERB
cana-2641	178	39	process	process	NOUN
cana-2641	178	40	efficiency	efficiency	NOUN
cana-2641	178	41	.	.	PUNCT
cana-2641	179	1	the	the	DET
cana-2641	179	2	dataflow	dataflow	ADJ
cana-2641	179	3	diagram	diagram	NOUN
cana-2641	179	4	of	of	ADP
cana-2641	179	5	the	the	DET
cana-2641	179	6	autoetl	autoetl	NOUN
cana-2641	179	7	framework	framework	NOUN
cana-2641	179	8	represented	represent	VERB
cana-2641	179	9	in	in	ADP
cana-2641	179	10	figure	figure	NOUN
cana-2641	179	11	2	2	NUM
cana-2641	179	12	provides	provide	VERB
cana-2641	179	13	a	a	DET
cana-2641	179	14	detailed	detailed	ADJ
cana-2641	179	15	visualization	visualization	NOUN
cana-2641	179	16	of	of	ADP
cana-2641	179	17	the	the	DET
cana-2641	179	18	entire	entire	ADJ
cana-2641	179	19	process	process	NOUN
cana-2641	179	20	from	from	ADP
cana-2641	179	21	the	the	DET
cana-2641	179	22	initial	initial	ADJ
cana-2641	179	23	ingestion	ingestion	NOUN
cana-2641	179	24	of	of	ADP
cana-2641	179	25	unstructured	unstructured	ADJ
cana-2641	179	26	data	datum	NOUN
cana-2641	179	27	to	to	ADP
cana-2641	179	28	the	the	DET
cana-2641	179	29	output	output	NOUN
cana-2641	179	30	of	of	ADP
cana-2641	179	31	structured	structured	ADJ
cana-2641	179	32	data	datum	NOUN
cana-2641	179	33	ready	ready	ADJ
cana-2641	179	34	for	for	ADP
cana-2641	179	35	analysis	analysis	NOUN
cana-2641	179	36	.	.	PUNCT
cana-2641	180	1	it	it	PRON
cana-2641	180	2	methodically	methodically	ADV
cana-2641	180	3	outlines	outline	VERB
cana-2641	180	4	each	each	DET
cana-2641	180	5	stage	stage	NOUN
cana-2641	180	6	of	of	ADP
cana-2641	180	7	the	the	DET
cana-2641	180	8	framework	framework	NOUN
cana-2641	180	9	,	,	PUNCT
cana-2641	180	10	including	include	VERB
cana-2641	180	11	data	data	NOUN
cana-2641	180	12	preparation	preparation	NOUN
cana-2641	180	13	,	,	PUNCT
cana-2641	180	14	model	model	NOUN
cana-2641	180	15	development	development	NOUN
cana-2641	180	16	,	,	PUNCT
cana-2641	180	17	rule	rule	NOUN
cana-2641	180	18	generation	generation	NOUN
cana-2641	180	19	,	,	PUNCT
cana-2641	180	20	and	and	CCONJ
cana-2641	180	21	the	the	DET
cana-2641	180	22	dynamic	dynamic	ADJ
cana-2641	180	23	application	application	NOUN
cana-2641	180	24	of	of	ADP
cana-2641	180	25	these	these	DET
cana-2641	180	26	rules	rule	NOUN
cana-2641	180	27	,	,	PUNCT
cana-2641	180	28	incorporating	incorporate	VERB
cana-2641	180	29	feedback	feedback	NOUN
cana-2641	180	30	loops	loop	NOUN
cana-2641	180	31	and	and	CCONJ
cana-2641	180	32	conditional	conditional	ADJ
cana-2641	180	33	checks	check	NOUN
cana-2641	180	34	for	for	ADP
cana-2641	180	35	data	datum	NOUN
cana-2641	180	36	quality	quality	NOUN
cana-2641	180	37	.	.	PUNCT
cana-2641	181	1	each	each	DET
cana-2641	181	2	component	component	NOUN
cana-2641	181	3	is	be	AUX
cana-2641	181	4	distinctly	distinctly	ADV
cana-2641	181	5	represented	represent	VERB
cana-2641	181	6	with	with	ADP
cana-2641	181	7	unique	unique	ADJ
cana-2641	181	8	shapes	shape	NOUN
cana-2641	181	9	and	and	CCONJ
cana-2641	181	10	colors	color	NOUN
cana-2641	181	11	,	,	PUNCT
cana-2641	181	12	highlighting	highlight	VERB
cana-2641	181	13	their	their	PRON
cana-2641	181	14	specific	specific	ADJ
cana-2641	181	15	roles	role	NOUN
cana-2641	181	16	within	within	ADP
cana-2641	181	17	the	the	DET
cana-2641	181	18	system	system	NOUN
cana-2641	181	19	.	.	PUNCT
cana-2641	182	1	this	this	DET
cana-2641	182	2	diagram	diagram	NOUN
cana-2641	182	3	effectively	effectively	ADV
cana-2641	182	4	illustrates	illustrate	VERB
cana-2641	182	5	the	the	DET
cana-2641	182	6	iterative	iterative	ADJ
cana-2641	182	7	nature	nature	NOUN
cana-2641	182	8	of	of	ADP
cana-2641	182	9	the	the	DET
cana-2641	182	10	autoetl	autoetl	NOUN
cana-2641	182	11	process	process	NOUN
cana-2641	182	12	,	,	PUNCT
cana-2641	182	13	emphasizing	emphasize	VERB
cana-2641	182	14	the	the	DET
cana-2641	182	15	continuous	continuous	ADJ
cana-2641	182	16	improvement	improvement	NOUN
cana-2641	182	17	and	and	CCONJ
cana-2641	182	18	adaptation	adaptation	NOUN
cana-2641	182	19	that	that	PRON
cana-2641	182	20	underpin	underpin	VERB
cana-2641	182	21	the	the	DET
cana-2641	182	22	framework	framework	NOUN
cana-2641	182	23	's	's	PART
cana-2641	182	24	operation	operation	NOUN
cana-2641	182	25	.	.	PUNCT
cana-2641	183	1	figure	figure	NOUN
cana-2641	183	2	2	2	NUM
cana-2641	183	3	:	:	PUNCT
cana-2641	183	4	detailed	detailed	ADJ
cana-2641	183	5	dataflow	dataflow	ADJ
cana-2641	183	6	diagram	diagram	NOUN
cana-2641	183	7	of	of	ADP
cana-2641	183	8	the	the	DET
cana-2641	183	9	autoetl	autoetl	NOUN
cana-2641	183	10	framework	framework	NOUN
cana-2641	183	11	:	:	PUNCT
cana-2641	183	12	from	from	ADP
cana-2641	183	13	unstructured	unstructured	ADJ
cana-2641	183	14	data	datum	NOUN
cana-2641	183	15	to	to	ADP
cana-2641	183	16	structured	structured	ADJ
cana-2641	183	17	insights	insight	NOUN
cana-2641	183	18	the	the	DET
cana-2641	183	19	described	describe	VERB
cana-2641	183	20	methodologies	methodology	NOUN
cana-2641	183	21	are	be	AUX
cana-2641	183	22	not	not	PART
cana-2641	183	23	only	only	ADV
cana-2641	183	24	theoretically	theoretically	ADV
cana-2641	183	25	sound	sound	ADJ
cana-2641	183	26	but	but	CCONJ
cana-2641	183	27	also	also	ADV
cana-2641	183	28	have	have	AUX
cana-2641	183	29	been	be	AUX
cana-2641	183	30	empirically	empirically	ADV
cana-2641	183	31	validated	validate	VERB
cana-2641	183	32	in	in	ADP
cana-2641	183	33	related	relate	VERB
cana-2641	183	34	domains	domain	NOUN
cana-2641	183	35	,	,	PUNCT
cana-2641	183	36	underscoring	underscore	VERB
cana-2641	183	37	their	their	PRON
cana-2641	183	38	suitability	suitability	NOUN
cana-2641	183	39	and	and	CCONJ
cana-2641	183	40	effectiveness	effectiveness	NOUN
cana-2641	183	41	for	for	ADP
cana-2641	183	42	the	the	DET
cana-2641	183	43	task	task	NOUN
cana-2641	183	44	at	at	ADP
cana-2641	183	45	hand	hand	NOUN
cana-2641	183	46	.	.	PUNCT
cana-2641	184	1	each	each	DET
cana-2641	184	2	method	method	NOUN
cana-2641	184	3	has	have	AUX
cana-2641	184	4	been	be	AUX
cana-2641	184	5	selected	select	VERB
cana-2641	184	6	based	base	VERB
cana-2641	184	7	on	on	ADP
cana-2641	184	8	its	its	PRON
cana-2641	184	9	ability	ability	NOUN
cana-2641	184	10	to	to	PART
cana-2641	184	11	enhance	enhance	VERB
cana-2641	184	12	the	the	DET
cana-2641	184	13	specific	specific	ADJ
cana-2641	184	14	functionalities	functionality	NOUN
cana-2641	184	15	required	require	VERB
cana-2641	184	16	at	at	ADP
cana-2641	184	17	different	different	ADJ
cana-2641	184	18	stages	stage	NOUN
cana-2641	184	19	of	of	ADP
cana-2641	184	20	the	the	DET
cana-2641	184	21	etl	etl	NOUN
cana-2641	184	22	process	process	NOUN
cana-2641	184	23	automation	automation	NOUN
cana-2641	184	24	,	,	PUNCT
cana-2641	184	25	thus	thus	ADV
cana-2641	184	26	providing	provide	VERB
cana-2641	184	27	a	a	DET
cana-2641	184	28	robust	robust	ADJ
cana-2641	184	29	foundation	foundation	NOUN
cana-2641	184	30	for	for	ADP
cana-2641	184	31	the	the	DET
cana-2641	184	32	proposed	propose	VERB
cana-2641	184	33	framework	framework	NOUN
cana-2641	184	34	.	.	PUNCT
cana-2641	185	1	this	this	DET
cana-2641	185	2	strategic	strategic	ADJ
cana-2641	185	3	choice	choice	NOUN
cana-2641	185	4	of	of	ADP
cana-2641	185	5	methodologies	methodology	NOUN
cana-2641	185	6	ensures	ensure	VERB
cana-2641	185	7	that	that	SCONJ
cana-2641	185	8	the	the	DET
cana-2641	185	9	framework	framework	NOUN
cana-2641	185	10	is	be	AUX
cana-2641	185	11	capable	capable	ADJ
cana-2641	185	12	of	of	ADP
cana-2641	185	13	achieving	achieve	VERB
cana-2641	185	14	communications	communication	NOUN
cana-2641	185	15	on	on	ADP
cana-2641	185	16	applied	apply	VERB
cana-2641	185	17	nonlinear	nonlinear	ADJ
cana-2641	185	18	analysis	analysis	NOUN
cana-2641	185	19	issn	issn	NOUN
cana-2641	185	20	:	:	PUNCT
cana-2641	185	21	1074	1074	NUM
cana-2641	185	22	-	-	PUNCT
cana-2641	185	23	133x	133x	NUM
cana-2641	185	24	vol	vol	NOUN
cana-2641	185	25	32	32	NUM
cana-2641	185	26	no	no	NOUN
cana-2641	185	27	.	.	PUNCT
cana-2641	186	1	3s	3s	NUM
cana-2641	186	2	(	(	PUNCT
cana-2641	186	3	2025	2025	NUM
cana-2641	186	4	)	)	PUNCT
cana-2641	186	5	260	260	NUM
cana-2641	186	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	186	7	significant	significant	ADJ
cana-2641	186	8	improvements	improvement	NOUN
cana-2641	186	9	in	in	ADP
cana-2641	186	10	the	the	DET
cana-2641	186	11	efficiency	efficiency	NOUN
cana-2641	186	12	and	and	CCONJ
cana-2641	186	13	accuracy	accuracy	NOUN
cana-2641	186	14	of	of	ADP
cana-2641	186	15	etl	etl	NOUN
cana-2641	186	16	processes	process	NOUN
cana-2641	186	17	,	,	PUNCT
cana-2641	186	18	aligning	align	VERB
cana-2641	186	19	with	with	ADP
cana-2641	186	20	the	the	DET
cana-2641	186	21	overarching	overarching	ADJ
cana-2641	186	22	goals	goal	NOUN
cana-2641	186	23	of	of	ADP
cana-2641	186	24	reducing	reduce	VERB
cana-2641	186	25	manual	manual	ADJ
cana-2641	186	26	labor	labor	NOUN
cana-2641	186	27	and	and	CCONJ
cana-2641	186	28	enhancing	enhance	VERB
cana-2641	186	29	data	datum	NOUN
cana-2641	186	30	processing	processing	NOUN
cana-2641	186	31	capabilities	capability	NOUN
cana-2641	186	32	in	in	ADP
cana-2641	186	33	diverse	diverse	ADJ
cana-2641	186	34	data	datum	NOUN
cana-2641	186	35	environments	environment	NOUN
cana-2641	186	36	.	.	PUNCT
cana-2641	187	1	4	4	NUM
cana-2641	187	2	experimental	experimental	ADJ
cana-2641	187	3	study	study	NOUN
cana-2641	187	4	the	the	DET
cana-2641	187	5	autoetl	autoetl	NOUN
cana-2641	187	6	framework	framework	NOUN
cana-2641	187	7	has	have	AUX
cana-2641	187	8	been	be	AUX
cana-2641	187	9	rigorously	rigorously	ADV
cana-2641	187	10	evaluated	evaluate	VERB
cana-2641	187	11	using	use	VERB
cana-2641	187	12	the	the	DET
cana-2641	187	13	tpc	tpc	PROPN
cana-2641	187	14	-	-	PUNCT
cana-2641	187	15	di	di	NOUN
cana-2641	187	16	dataset	dataset	NOUN
cana-2641	187	17	[	[	X
cana-2641	187	18	31	31	NUM
cana-2641	187	19	]	]	PUNCT
cana-2641	187	20	to	to	PART
cana-2641	187	21	transform	transform	VERB
cana-2641	187	22	unstructured	unstructured	ADJ
cana-2641	187	23	financial	financial	ADJ
cana-2641	187	24	newswire	newswire	PROPN
cana-2641	187	25	data	datum	NOUN
cana-2641	187	26	into	into	ADP
cana-2641	187	27	a	a	DET
cana-2641	187	28	structured	structured	ADJ
cana-2641	187	29	warehouse	warehouse	NOUN
cana-2641	187	30	format	format	NOUN
cana-2641	187	31	,	,	PUNCT
cana-2641	187	32	adhering	adhere	VERB
cana-2641	187	33	to	to	ADP
cana-2641	187	34	acid	acid	VERB
cana-2641	187	35	and	and	CCONJ
cana-2641	187	36	openclass	openclass	NOUN
cana-2641	187	37	standards	standard	NOUN
cana-2641	187	38	.	.	PUNCT
cana-2641	188	1	the	the	DET
cana-2641	188	2	precision	precision	NOUN
cana-2641	188	3	of	of	ADP
cana-2641	188	4	autoetl	autoetl	NOUN
cana-2641	188	5	's	's	PART
cana-2641	188	6	data	datum	NOUN
cana-2641	188	7	transformations	transformation	NOUN
cana-2641	188	8	was	be	AUX
cana-2641	188	9	assessed	assess	VERB
cana-2641	188	10	using	use	VERB
cana-2641	188	11	intersection	intersection	NOUN
cana-2641	188	12	over	over	ADP
cana-2641	188	13	union	union	NOUN
cana-2641	188	14	(	(	PUNCT
cana-2641	188	15	iou	iou	NOUN
cana-2641	188	16	)	)	PUNCT
cana-2641	188	17	thresholds	threshold	NOUN
cana-2641	188	18	,	,	PUNCT
cana-2641	188	19	a	a	DET
cana-2641	188	20	method	method	NOUN
cana-2641	188	21	adapted	adapt	VERB
cana-2641	188	22	from	from	ADP
cana-2641	188	23	object	object	NOUN
cana-2641	188	24	detection	detection	NOUN
cana-2641	188	25	where	where	SCONJ
cana-2641	188	26	the	the	DET
cana-2641	188	27	accuracy	accuracy	NOUN
cana-2641	188	28	of	of	ADP
cana-2641	188	29	bounding	bounding	NOUN
cana-2641	188	30	boxes	box	NOUN
cana-2641	188	31	is	be	AUX
cana-2641	188	32	measured	measure	VERB
cana-2641	188	33	.	.	PUNCT
cana-2641	189	1	in	in	ADP
cana-2641	189	2	this	this	DET
cana-2641	189	3	context	context	NOUN
cana-2641	189	4	,	,	PUNCT
cana-2641	189	5	each	each	DET
cana-2641	189	6	row	row	NOUN
cana-2641	189	7	in	in	ADP
cana-2641	189	8	a	a	DET
cana-2641	189	9	table	table	NOUN
cana-2641	189	10	—	—	PUNCT
cana-2641	189	11	considered	consider	VERB
cana-2641	189	12	as	as	ADP
cana-2641	189	13	a	a	DET
cana-2641	189	14	tuple	tuple	NOUN
cana-2641	189	15	or	or	CCONJ
cana-2641	189	16	bounding	bounding	NOUN
cana-2641	189	17	box	box	NOUN
cana-2641	189	18	—	—	PUNCT
cana-2641	189	19	undergoes	undergo	VERB
cana-2641	189	20	iou	iou	NOUN
cana-2641	189	21	calculation	calculation	NOUN
cana-2641	189	22	to	to	PART
cana-2641	189	23	determine	determine	VERB
cana-2641	189	24	the	the	DET
cana-2641	189	25	overlap	overlap	NOUN
cana-2641	189	26	between	between	ADP
cana-2641	189	27	the	the	DET
cana-2641	189	28	predicted	predict	VERB
cana-2641	189	29	data	datum	NOUN
cana-2641	189	30	and	and	CCONJ
cana-2641	189	31	the	the	DET
cana-2641	189	32	ground	ground	NOUN
cana-2641	189	33	truth	truth	NOUN
cana-2641	189	34	.	.	PUNCT
cana-2641	190	1	by	by	ADP
cana-2641	190	2	systematically	systematically	ADV
cana-2641	190	3	calculating	calculate	VERB
cana-2641	190	4	the	the	DET
cana-2641	190	5	iou	iou	NOUN
cana-2641	190	6	for	for	ADP
cana-2641	190	7	each	each	DET
cana-2641	190	8	transformed	transform	VERB
cana-2641	190	9	row	row	NOUN
cana-2641	190	10	across	across	ADP
cana-2641	190	11	thresholds	threshold	NOUN
cana-2641	190	12	ranging	range	VERB
cana-2641	190	13	from	from	ADP
cana-2641	190	14	0.3	0.3	NUM
cana-2641	190	15	to	to	ADP
cana-2641	190	16	0.7	0.7	NUM
cana-2641	190	17	,	,	PUNCT
cana-2641	190	18	the	the	DET
cana-2641	190	19	model	model	NOUN
cana-2641	190	20	's	's	PART
cana-2641	190	21	precision	precision	NOUN
cana-2641	190	22	in	in	ADP
cana-2641	190	23	fitting	fitting	ADJ
cana-2641	190	24	data	datum	NOUN
cana-2641	190	25	within	within	ADP
cana-2641	190	26	the	the	DET
cana-2641	190	27	warehouse	warehouse	NOUN
cana-2641	190	28	schema	schema	NOUN
cana-2641	190	29	is	be	AUX
cana-2641	190	30	quantified	quantify	VERB
cana-2641	190	31	.	.	PUNCT
cana-2641	191	1	precision	precision	NOUN
cana-2641	191	2	in	in	ADP
cana-2641	191	3	this	this	DET
cana-2641	191	4	framework	framework	NOUN
cana-2641	191	5	is	be	AUX
cana-2641	191	6	defined	define	VERB
cana-2641	191	7	as	as	ADP
cana-2641	191	8	the	the	DET
cana-2641	191	9	ratio	ratio	NOUN
cana-2641	191	10	of	of	ADP
cana-2641	191	11	true	true	ADJ
cana-2641	191	12	positive	positive	ADJ
cana-2641	191	13	predictions	prediction	NOUN
cana-2641	191	14	,	,	PUNCT
cana-2641	191	15	where	where	SCONJ
cana-2641	191	16	the	the	DET
cana-2641	191	17	iou	iou	NOUN
cana-2641	191	18	exceeds	exceed	VERB
cana-2641	191	19	the	the	DET
cana-2641	191	20	set	set	NOUN
cana-2641	191	21	threshold	threshold	NOUN
cana-2641	191	22	,	,	PUNCT
cana-2641	191	23	to	to	ADP
cana-2641	191	24	the	the	DET
cana-2641	191	25	total	total	ADJ
cana-2641	191	26	number	number	NOUN
cana-2641	191	27	of	of	ADP
cana-2641	191	28	positive	positive	ADJ
cana-2641	191	29	predictions	prediction	NOUN
cana-2641	191	30	,	,	PUNCT
cana-2641	191	31	which	which	PRON
cana-2641	191	32	includes	include	VERB
cana-2641	191	33	both	both	CCONJ
cana-2641	191	34	true	true	ADJ
cana-2641	191	35	and	and	CCONJ
cana-2641	191	36	false	false	ADJ
cana-2641	191	37	positives	positive	NOUN
cana-2641	191	38	.	.	PUNCT
cana-2641	192	1	this	this	DET
cana-2641	192	2	metric	metric	ADJ
cana-2641	192	3	effectively	effectively	ADV
cana-2641	192	4	gauges	gauge	VERB
cana-2641	192	5	the	the	DET
cana-2641	192	6	exactitude	exactitude	NOUN
cana-2641	192	7	of	of	ADP
cana-2641	192	8	autoetl	autoetl	NOUN
cana-2641	192	9	in	in	ADP
cana-2641	192	10	capturing	capture	VERB
cana-2641	192	11	and	and	CCONJ
cana-2641	192	12	converting	convert	VERB
cana-2641	192	13	each	each	DET
cana-2641	192	14	column	column	NOUN
cana-2641	192	15	’s	’s	PART
cana-2641	192	16	data	datum	NOUN
cana-2641	192	17	from	from	ADP
cana-2641	192	18	the	the	DET
cana-2641	192	19	unstructured	unstructured	ADJ
cana-2641	192	20	source	source	NOUN
cana-2641	192	21	into	into	ADP
cana-2641	192	22	its	its	PRON
cana-2641	192	23	structured	structured	ADJ
cana-2641	192	24	warehouse	warehouse	NOUN
cana-2641	192	25	counterpart	counterpart	NOUN
cana-2641	192	26	.	.	PUNCT
cana-2641	193	1	aggregating	aggregate	VERB
cana-2641	193	2	these	these	DET
cana-2641	193	3	measurements	measurement	NOUN
cana-2641	193	4	across	across	ADP
cana-2641	193	5	multiple	multiple	ADJ
cana-2641	193	6	thresholds	threshold	NOUN
cana-2641	193	7	allows	allow	VERB
cana-2641	193	8	for	for	ADP
cana-2641	193	9	a	a	DET
cana-2641	193	10	nuanced	nuanced	ADJ
cana-2641	193	11	analysis	analysis	NOUN
cana-2641	193	12	,	,	PUNCT
cana-2641	193	13	highlighting	highlight	VERB
cana-2641	193	14	the	the	DET
cana-2641	193	15	model	model	NOUN
cana-2641	193	16	’s	’s	PART
cana-2641	193	17	optimal	optimal	ADJ
cana-2641	193	18	performance	performance	NOUN
cana-2641	193	19	points	point	NOUN
cana-2641	193	20	and	and	CCONJ
cana-2641	193	21	areas	area	NOUN
cana-2641	193	22	needing	need	VERB
cana-2641	193	23	refinement	refinement	NOUN
cana-2641	193	24	.	.	PUNCT
cana-2641	194	1	a	a	DET
cana-2641	194	2	structured	structured	ADJ
cana-2641	194	3	four	four	NUM
cana-2641	194	4	-	-	ADJ
cana-2641	194	5	fold	fold	ADJ
cana-2641	194	6	cross	cross	ADJ
cana-2641	194	7	-	-	ADJ
cana-2641	194	8	validation	validation	ADJ
cana-2641	194	9	approach	approach	NOUN
cana-2641	194	10	was	be	AUX
cana-2641	194	11	employed	employ	VERB
cana-2641	194	12	to	to	PART
cana-2641	194	13	further	far	ADV
cana-2641	194	14	validate	validate	VERB
cana-2641	194	15	and	and	CCONJ
cana-2641	194	16	enhance	enhance	VERB
cana-2641	194	17	the	the	DET
cana-2641	194	18	model	model	NOUN
cana-2641	194	19	’s	’s	PART
cana-2641	194	20	transformation	transformation	NOUN
cana-2641	194	21	capabilities	capability	NOUN
cana-2641	194	22	.	.	PUNCT
cana-2641	195	1	the	the	DET
cana-2641	195	2	dataset	dataset	NOUN
cana-2641	195	3	was	be	AUX
cana-2641	195	4	segmented	segment	VERB
cana-2641	195	5	into	into	ADP
cana-2641	195	6	four	four	NUM
cana-2641	195	7	equal	equal	ADJ
cana-2641	195	8	parts	part	NOUN
cana-2641	195	9	,	,	PUNCT
cana-2641	195	10	with	with	SCONJ
cana-2641	195	11	each	each	DET
cana-2641	195	12	segment	segment	NOUN
cana-2641	195	13	alternately	alternately	ADV
cana-2641	195	14	used	use	VERB
cana-2641	195	15	as	as	ADP
cana-2641	195	16	the	the	DET
cana-2641	195	17	testing	testing	NOUN
cana-2641	195	18	set	set	VERB
cana-2641	195	19	while	while	SCONJ
cana-2641	195	20	the	the	DET
cana-2641	195	21	others	other	NOUN
cana-2641	195	22	formed	form	VERB
cana-2641	195	23	the	the	DET
cana-2641	195	24	training	training	NOUN
cana-2641	195	25	set	set	NOUN
cana-2641	195	26	.	.	PUNCT
cana-2641	196	1	this	this	DET
cana-2641	196	2	rotation	rotation	NOUN
cana-2641	196	3	ensures	ensure	VERB
cana-2641	196	4	each	each	DET
cana-2641	196	5	data	datum	NOUN
cana-2641	196	6	subset	subset	VERB
cana-2641	196	7	is	be	AUX
cana-2641	196	8	utilized	utilize	VERB
cana-2641	196	9	for	for	ADP
cana-2641	196	10	both	both	DET
cana-2641	196	11	training	training	NOUN
cana-2641	196	12	and	and	CCONJ
cana-2641	196	13	testing	testing	NOUN
cana-2641	196	14	,	,	PUNCT
cana-2641	196	15	enhancing	enhance	VERB
cana-2641	196	16	the	the	DET
cana-2641	196	17	model	model	NOUN
cana-2641	196	18	’s	’s	PART
cana-2641	196	19	robustness	robustness	NOUN
cana-2641	196	20	and	and	CCONJ
cana-2641	196	21	accuracy	accuracy	NOUN
cana-2641	196	22	across	across	ADP
cana-2641	196	23	diverse	diverse	ADJ
cana-2641	196	24	scenarios	scenario	NOUN
cana-2641	196	25	.	.	PUNCT
cana-2641	197	1	the	the	DET
cana-2641	197	2	training	training	NOUN
cana-2641	197	3	phase	phase	NOUN
cana-2641	197	4	utilized	utilize	VERB
cana-2641	197	5	640	640	NUM
cana-2641	197	6	acid	acid	NOUN
cana-2641	197	7	format	format	NOUN
cana-2641	197	8	templates	template	NOUN
cana-2641	197	9	to	to	PART
cana-2641	197	10	provide	provide	VERB
cana-2641	197	11	a	a	DET
cana-2641	197	12	robust	robust	ADJ
cana-2641	197	13	basis	basis	NOUN
cana-2641	197	14	for	for	ADP
cana-2641	197	15	learning	learn	VERB
cana-2641	197	16	diverse	diverse	ADJ
cana-2641	197	17	data	datum	NOUN
cana-2641	197	18	transformation	transformation	NOUN
cana-2641	197	19	rules	rule	NOUN
cana-2641	197	20	.	.	PUNCT
cana-2641	198	1	the	the	DET
cana-2641	198	2	validation	validation	NOUN
cana-2641	198	3	phase	phase	NOUN
cana-2641	198	4	employed	employ	VERB
cana-2641	198	5	500	500	NUM
cana-2641	198	6	unstructured	unstructured	ADJ
cana-2641	198	7	records	record	NOUN
cana-2641	198	8	to	to	ADP
cana-2641	198	9	fine	fine	ADJ
cana-2641	198	10	-	-	PUNCT
cana-2641	198	11	tune	tune	NOUN
cana-2641	198	12	the	the	DET
cana-2641	198	13	model	model	NOUN
cana-2641	198	14	and	and	CCONJ
cana-2641	198	15	identify	identify	VERB
cana-2641	198	16	areas	area	NOUN
cana-2641	198	17	for	for	ADP
cana-2641	198	18	improvement	improvement	NOUN
cana-2641	198	19	.	.	PUNCT
cana-2641	199	1	for	for	ADP
cana-2641	199	2	a	a	DET
cana-2641	199	3	comprehensive	comprehensive	ADJ
cana-2641	199	4	evaluation	evaluation	NOUN
cana-2641	199	5	,	,	PUNCT
cana-2641	199	6	the	the	DET
cana-2641	199	7	testing	testing	NOUN
cana-2641	199	8	phase	phase	NOUN
cana-2641	199	9	used	use	VERB
cana-2641	199	10	6000	6000	NUM
cana-2641	199	11	unstructured	unstructured	ADJ
cana-2641	199	12	records	record	NOUN
cana-2641	199	13	,	,	PUNCT
cana-2641	199	14	ensuring	ensure	VERB
cana-2641	199	15	the	the	DET
cana-2641	199	16	testing	testing	NOUN
cana-2641	199	17	was	be	AUX
cana-2641	199	18	extensive	extensive	ADJ
cana-2641	199	19	and	and	CCONJ
cana-2641	199	20	indicative	indicative	ADJ
cana-2641	199	21	of	of	ADP
cana-2641	199	22	the	the	DET
cana-2641	199	23	model	model	NOUN
cana-2641	199	24	's	's	PART
cana-2641	199	25	performance	performance	NOUN
cana-2641	199	26	in	in	ADP
cana-2641	199	27	real	real	ADJ
cana-2641	199	28	-	-	PUNCT
cana-2641	199	29	world	world	NOUN
cana-2641	199	30	settings	setting	NOUN
cana-2641	199	31	.	.	PUNCT
cana-2641	200	1	this	this	DET
cana-2641	200	2	methodological	methodological	ADJ
cana-2641	200	3	rigor	rigor	NOUN
cana-2641	200	4	not	not	PART
cana-2641	200	5	only	only	ADV
cana-2641	200	6	enhances	enhance	VERB
cana-2641	200	7	the	the	DET
cana-2641	200	8	understanding	understanding	NOUN
cana-2641	200	9	of	of	ADP
cana-2641	200	10	autoetl	autoetl	NOUN
cana-2641	200	11	’s	’s	PART
cana-2641	200	12	capabilities	capability	NOUN
cana-2641	200	13	and	and	CCONJ
cana-2641	200	14	limitations	limitation	NOUN
cana-2641	200	15	but	but	CCONJ
cana-2641	200	16	also	also	ADV
cana-2641	200	17	ensures	ensure	VERB
cana-2641	200	18	high	high	ADJ
cana-2641	200	19	reliability	reliability	NOUN
cana-2641	200	20	in	in	ADP
cana-2641	200	21	deploying	deploy	VERB
cana-2641	200	22	the	the	DET
cana-2641	200	23	framework	framework	NOUN
cana-2641	200	24	in	in	ADP
cana-2641	200	25	environments	environment	NOUN
cana-2641	200	26	where	where	SCONJ
cana-2641	200	27	the	the	DET
cana-2641	200	28	accuracy	accuracy	NOUN
cana-2641	200	29	and	and	CCONJ
cana-2641	200	30	integrity	integrity	NOUN
cana-2641	200	31	of	of	ADP
cana-2641	200	32	data	datum	NOUN
cana-2641	200	33	transformation	transformation	NOUN
cana-2641	200	34	are	be	AUX
cana-2641	200	35	critical	critical	ADJ
cana-2641	200	36	,	,	PUNCT
cana-2641	200	37	such	such	ADJ
cana-2641	200	38	as	as	ADP
cana-2641	200	39	financial	financial	ADJ
cana-2641	200	40	data	datum	NOUN
cana-2641	200	41	processing	processing	NOUN
cana-2641	200	42	and	and	CCONJ
cana-2641	200	43	analytics	analytic	NOUN
cana-2641	200	44	.	.	PUNCT
cana-2641	201	1	this	this	DET
cana-2641	201	2	comprehensive	comprehensive	ADJ
cana-2641	201	3	testing	testing	NOUN
cana-2641	201	4	and	and	CCONJ
cana-2641	201	5	evaluation	evaluation	NOUN
cana-2641	201	6	strategy	strategy	NOUN
cana-2641	201	7	underscores	underscore	VERB
cana-2641	201	8	the	the	DET
cana-2641	201	9	framework	framework	NOUN
cana-2641	201	10	's	's	PART
cana-2641	201	11	potential	potential	NOUN
cana-2641	201	12	in	in	ADP
cana-2641	201	13	effectively	effectively	ADV
cana-2641	201	14	managing	manage	VERB
cana-2641	201	15	complex	complex	ADJ
cana-2641	201	16	data	datum	NOUN
cana-2641	201	17	integration	integration	NOUN
cana-2641	201	18	tasks	task	NOUN
cana-2641	201	19	.	.	PUNCT
cana-2641	202	1	4.1	4.1	NUM
cana-2641	202	2	results	result	NOUN
cana-2641	202	3	discussion	discussion	NOUN
cana-2641	202	4	this	this	DET
cana-2641	202	5	section	section	NOUN
cana-2641	202	6	presents	present	VERB
cana-2641	202	7	a	a	DET
cana-2641	202	8	comparative	comparative	ADJ
cana-2641	202	9	analysis	analysis	NOUN
cana-2641	202	10	of	of	ADP
cana-2641	202	11	proposed	propose	VERB
cana-2641	202	12	model	model	NOUN
cana-2641	202	13	autoetl	autoetl	PROPN
cana-2641	202	14	,	,	PUNCT
cana-2641	202	15	contemporary	contemporary	ADJ
cana-2641	202	16	models	model	NOUN
cana-2641	202	17	deepcpcfg	deepcpcfg	VERB
cana-2641	202	18	[	[	X
cana-2641	202	19	23	23	NUM
cana-2641	202	20	]	]	PUNCT
cana-2641	202	21	,	,	PUNCT
cana-2641	202	22	and	and	CCONJ
cana-2641	202	23	ngrs	ngrs	X
cana-2641	203	1	[	[	X
cana-2641	203	2	20	20	NUM
cana-2641	203	3	]	]	PUNCT
cana-2641	203	4	in	in	ADP
cana-2641	203	5	their	their	PRON
cana-2641	203	6	ability	ability	NOUN
cana-2641	203	7	to	to	PART
cana-2641	203	8	handle	handle	VERB
cana-2641	203	9	unstructured	unstructured	ADJ
cana-2641	203	10	data	datum	NOUN
cana-2641	203	11	.	.	PUNCT
cana-2641	204	1	the	the	DET
cana-2641	204	2	evaluation	evaluation	NOUN
cana-2641	204	3	spans	span	VERB
cana-2641	204	4	multiple	multiple	ADJ
cana-2641	204	5	metrics	metric	NOUN
cana-2641	204	6	,	,	PUNCT
cana-2641	204	7	including	include	VERB
cana-2641	204	8	precision	precision	NOUN
cana-2641	204	9	,	,	PUNCT
cana-2641	204	10	recall	recall	NOUN
cana-2641	204	11	,	,	PUNCT
cana-2641	204	12	f	f	X
cana-2641	204	13	-	-	PUNCT
cana-2641	204	14	measure	measure	NOUN
cana-2641	204	15	,	,	PUNCT
cana-2641	204	16	mean	mean	ADJ
cana-2641	204	17	average	average	ADJ
cana-2641	204	18	precision	precision	NOUN
cana-2641	204	19	(	(	PUNCT
cana-2641	204	20	map	map	NOUN
cana-2641	204	21	)	)	PUNCT
cana-2641	204	22	,	,	PUNCT
cana-2641	204	23	mean	mean	VERB
cana-2641	204	24	absolute	absolute	ADJ
cana-2641	204	25	distance	distance	NOUN
cana-2641	204	26	(	(	PUNCT
cana-2641	204	27	mad	mad	ADJ
cana-2641	204	28	)	)	PUNCT
cana-2641	204	29	,	,	PUNCT
cana-2641	204	30	and	and	CCONJ
cana-2641	204	31	mean	mean	VERB
cana-2641	204	32	squared	square	VERB
cana-2641	204	33	error	error	NOUN
cana-2641	204	34	(	(	PUNCT
cana-2641	204	35	mse	mse	NOUN
cana-2641	204	36	)	)	PUNCT
cana-2641	204	37	,	,	PUNCT
cana-2641	204	38	across	across	ADP
cana-2641	204	39	varying	vary	VERB
cana-2641	204	40	intersection	intersection	NOUN
cana-2641	204	41	over	over	ADP
cana-2641	204	42	union	union	NOUN
cana-2641	204	43	(	(	PUNCT
cana-2641	204	44	iou	iou	NOUN
cana-2641	204	45	)	)	PUNCT
cana-2641	204	46	thresholds	threshold	NOUN
cana-2641	204	47	and	and	CCONJ
cana-2641	204	48	folds	fold	NOUN
cana-2641	204	49	.	.	PUNCT
cana-2641	205	1	the	the	DET
cana-2641	205	2	results	result	NOUN
cana-2641	205	3	provide	provide	VERB
cana-2641	205	4	valuable	valuable	ADJ
cana-2641	205	5	insights	insight	NOUN
cana-2641	205	6	into	into	ADP
cana-2641	205	7	the	the	DET
cana-2641	205	8	strengths	strength	NOUN
cana-2641	205	9	and	and	CCONJ
cana-2641	205	10	limitations	limitation	NOUN
cana-2641	205	11	of	of	ADP
cana-2641	205	12	each	each	DET
cana-2641	205	13	model	model	NOUN
cana-2641	205	14	,	,	PUNCT
cana-2641	205	15	guiding	guide	VERB
cana-2641	205	16	future	future	ADJ
cana-2641	205	17	research	research	NOUN
cana-2641	205	18	and	and	CCONJ
cana-2641	205	19	development	development	NOUN
cana-2641	205	20	in	in	ADP
cana-2641	205	21	this	this	DET
cana-2641	205	22	critical	critical	ADJ
cana-2641	205	23	area	area	NOUN
cana-2641	205	24	.	.	PUNCT
cana-2641	206	1	precision	precision	NOUN
cana-2641	206	2	analysis	analysis	NOUN
cana-2641	206	3	:	:	PUNCT
cana-2641	206	4	the	the	DET
cana-2641	206	5	precision	precision	NOUN
cana-2641	206	6	analysis	analysis	NOUN
cana-2641	206	7	reveals	reveal	VERB
cana-2641	206	8	autoetl	autoetl	NOUN
cana-2641	206	9	's	's	PART
cana-2641	206	10	consistent	consistent	ADJ
cana-2641	206	11	and	and	CCONJ
cana-2641	206	12	robust	robust	ADJ
cana-2641	206	13	performance	performance	NOUN
cana-2641	206	14	across	across	ADP
cana-2641	206	15	iou	iou	PROPN
cana-2641	206	16	thresholds	threshold	NOUN
cana-2641	206	17	shown	show	VERB
cana-2641	206	18	in	in	ADP
cana-2641	206	19	figure	figure	NOUN
cana-2641	206	20	3	3	NUM
cana-2641	206	21	.	.	PUNCT
cana-2641	207	1	its	its	PRON
cana-2641	207	2	ability	ability	NOUN
cana-2641	207	3	to	to	PART
cana-2641	207	4	maintain	maintain	VERB
cana-2641	207	5	high	high	ADJ
cana-2641	207	6	precision	precision	NOUN
cana-2641	207	7	,	,	PUNCT
cana-2641	207	8	particularly	particularly	ADV
cana-2641	207	9	communications	communication	NOUN
cana-2641	207	10	on	on	ADP
cana-2641	207	11	applied	apply	VERB
cana-2641	207	12	nonlinear	nonlinear	ADJ
cana-2641	207	13	analysis	analysis	NOUN
cana-2641	207	14	issn	issn	NOUN
cana-2641	207	15	:	:	PUNCT
cana-2641	207	16	1074	1074	NUM
cana-2641	207	17	-	-	PUNCT
cana-2641	207	18	133x	133x	NUM
cana-2641	207	19	vol	vol	NOUN
cana-2641	207	20	32	32	NUM
cana-2641	207	21	no	no	NOUN
cana-2641	207	22	.	.	PUNCT
cana-2641	208	1	3s	3s	NUM
cana-2641	208	2	(	(	PUNCT
cana-2641	208	3	2025	2025	NUM
cana-2641	208	4	)	)	PUNCT
cana-2641	208	5	261	261	NUM
cana-2641	208	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	208	7	at	at	ADP
cana-2641	208	8	lower	low	ADJ
cana-2641	208	9	thresholds	threshold	NOUN
cana-2641	208	10	,	,	PUNCT
cana-2641	208	11	demonstrates	demonstrate	VERB
cana-2641	208	12	its	its	PRON
cana-2641	208	13	effectiveness	effectiveness	NOUN
cana-2641	208	14	in	in	ADP
cana-2641	208	15	aligning	align	VERB
cana-2641	208	16	data	datum	NOUN
cana-2641	208	17	accurately	accurately	ADV
cana-2641	208	18	with	with	ADP
cana-2641	208	19	ground	ground	NOUN
cana-2641	208	20	truth	truth	NOUN
cana-2641	208	21	.	.	PUNCT
cana-2641	209	1	the	the	DET
cana-2641	209	2	observed	observe	VERB
cana-2641	209	3	decline	decline	NOUN
cana-2641	209	4	at	at	ADP
cana-2641	209	5	higher	high	ADJ
cana-2641	209	6	thresholds	threshold	NOUN
cana-2641	209	7	is	be	AUX
cana-2641	209	8	a	a	DET
cana-2641	209	9	common	common	ADJ
cana-2641	209	10	trend	trend	NOUN
cana-2641	209	11	,	,	PUNCT
cana-2641	209	12	reflecting	reflect	VERB
cana-2641	209	13	the	the	DET
cana-2641	209	14	increasing	increase	VERB
cana-2641	209	15	difficulty	difficulty	NOUN
cana-2641	209	16	of	of	ADP
cana-2641	209	17	achieving	achieve	VERB
cana-2641	209	18	exact	exact	ADJ
cana-2641	209	19	data	datum	NOUN
cana-2641	209	20	matches	match	NOUN
cana-2641	209	21	under	under	ADP
cana-2641	209	22	strict	strict	ADJ
cana-2641	209	23	conditions	condition	NOUN
cana-2641	209	24	.	.	PUNCT
cana-2641	210	1	deepcpcfg	deepcpcfg	NOUN
cana-2641	210	2	exhibits	exhibit	VERB
cana-2641	210	3	a	a	DET
cana-2641	210	4	similar	similar	ADJ
cana-2641	210	5	trend	trend	NOUN
cana-2641	210	6	to	to	ADP
cana-2641	210	7	autoetl	autoetl	VERB
cana-2641	210	8	,	,	PUNCT
cana-2641	210	9	albeit	albeit	SCONJ
cana-2641	210	10	with	with	ADP
cana-2641	210	11	slightly	slightly	ADV
cana-2641	210	12	lower	low	ADJ
cana-2641	210	13	precision	precision	NOUN
cana-2641	210	14	rates	rate	NOUN
cana-2641	210	15	.	.	PUNCT
cana-2641	211	1	its	its	PRON
cana-2641	211	2	more	more	ADV
cana-2641	211	3	pronounced	pronounced	ADJ
cana-2641	211	4	performance	performance	NOUN
cana-2641	211	5	drop	drop	NOUN
cana-2641	211	6	at	at	ADP
cana-2641	211	7	higher	high	ADJ
cana-2641	211	8	thresholds	threshold	NOUN
cana-2641	211	9	suggests	suggest	VERB
cana-2641	211	10	potential	potential	ADJ
cana-2641	211	11	challenges	challenge	NOUN
cana-2641	211	12	in	in	ADP
cana-2641	211	13	extracting	extract	VERB
cana-2641	211	14	highly	highly	ADV
cana-2641	211	15	accurate	accurate	ADJ
cana-2641	211	16	structured	structured	ADJ
cana-2641	211	17	data	datum	NOUN
cana-2641	211	18	under	under	ADP
cana-2641	211	19	stringent	stringent	ADJ
cana-2641	211	20	criteria	criterion	NOUN
cana-2641	211	21	.	.	PUNCT
cana-2641	212	1	ngrs	ngrs	PROPN
cana-2641	212	2	demonstrates	demonstrate	VERB
cana-2641	212	3	the	the	DET
cana-2641	212	4	lowest	low	ADJ
cana-2641	212	5	precision	precision	NOUN
cana-2641	212	6	across	across	ADP
cana-2641	212	7	all	all	DET
cana-2641	212	8	thresholds	threshold	NOUN
cana-2641	212	9	,	,	PUNCT
cana-2641	212	10	with	with	ADP
cana-2641	212	11	a	a	DET
cana-2641	212	12	significant	significant	ADJ
cana-2641	212	13	deterioration	deterioration	NOUN
cana-2641	212	14	under	under	ADP
cana-2641	212	15	stricter	strict	ADJ
cana-2641	212	16	conditions	condition	NOUN
cana-2641	212	17	.	.	PUNCT
cana-2641	213	1	this	this	PRON
cana-2641	213	2	indicates	indicate	VERB
cana-2641	213	3	limitations	limitation	NOUN
cana-2641	213	4	in	in	ADP
cana-2641	213	5	its	its	PRON
cana-2641	213	6	ability	ability	NOUN
cana-2641	213	7	to	to	PART
cana-2641	213	8	finely	finely	ADV
cana-2641	213	9	tune	tune	VERB
cana-2641	213	10	data	datum	NOUN
cana-2641	213	11	transformations	transformation	NOUN
cana-2641	213	12	to	to	PART
cana-2641	213	13	meet	meet	VERB
cana-2641	213	14	precise	precise	ADJ
cana-2641	213	15	structural	structural	ADJ
cana-2641	213	16	requirements	requirement	NOUN
cana-2641	213	17	.	.	PUNCT
cana-2641	214	1	the	the	DET
cana-2641	214	2	consistency	consistency	NOUN
cana-2641	214	3	of	of	ADP
cana-2641	214	4	autoetl	autoetl	NOUN
cana-2641	214	5	's	's	PART
cana-2641	214	6	performance	performance	NOUN
cana-2641	214	7	across	across	ADP
cana-2641	214	8	folds	fold	NOUN
cana-2641	214	9	underscores	underscore	VERB
cana-2641	214	10	its	its	PRON
cana-2641	214	11	reliability	reliability	NOUN
cana-2641	214	12	and	and	CCONJ
cana-2641	214	13	adaptability	adaptability	NOUN
cana-2641	214	14	to	to	ADP
cana-2641	214	15	varying	vary	VERB
cana-2641	214	16	data	datum	NOUN
cana-2641	214	17	scenarios	scenario	NOUN
cana-2641	214	18	.	.	PUNCT
cana-2641	215	1	deepcpcfg	deepcpcfg	NOUN
cana-2641	215	2	and	and	CCONJ
cana-2641	215	3	ngrs	ngrs	NOUN
cana-2641	215	4	,	,	PUNCT
cana-2641	215	5	while	while	SCONJ
cana-2641	215	6	showing	show	VERB
cana-2641	215	7	improvements	improvement	NOUN
cana-2641	215	8	in	in	ADP
cana-2641	215	9	certain	certain	ADJ
cana-2641	215	10	folds	fold	NOUN
cana-2641	215	11	,	,	PUNCT
cana-2641	215	12	exhibit	exhibit	VERB
cana-2641	215	13	clear	clear	ADJ
cana-2641	215	14	areas	area	NOUN
cana-2641	215	15	for	for	ADP
cana-2641	215	16	enhancement	enhancement	NOUN
cana-2641	215	17	to	to	PART
cana-2641	215	18	meet	meet	VERB
cana-2641	215	19	higher	high	ADJ
cana-2641	215	20	precision	precision	NOUN
cana-2641	215	21	demands	demand	NOUN
cana-2641	215	22	.	.	PUNCT
cana-2641	216	1	figure	figure	VERB
cana-2641	216	2	3	3	NUM
cana-2641	216	3	:	:	PUNCT
cana-2641	216	4	precision	precision	NOUN
cana-2641	216	5	under	under	ADP
cana-2641	216	6	iou	iou	NOUN
cana-2641	216	7	threshold	threshold	NOUN
cana-2641	216	8	across	across	ADP
cana-2641	216	9	different	different	ADJ
cana-2641	216	10	folds	fold	NOUN
cana-2641	216	11	recall	recall	VERB
cana-2641	216	12	analysis	analysis	NOUN
cana-2641	216	13	:	:	PUNCT
cana-2641	216	14	the	the	DET
cana-2641	216	15	recall	recall	NOUN
cana-2641	216	16	analysis	analysis	NOUN
cana-2641	216	17	provides	provide	VERB
cana-2641	216	18	crucial	crucial	ADJ
cana-2641	216	19	insights	insight	NOUN
cana-2641	216	20	into	into	ADP
cana-2641	216	21	each	each	DET
cana-2641	216	22	model	model	NOUN
cana-2641	216	23	's	's	PART
cana-2641	216	24	ability	ability	NOUN
cana-2641	216	25	to	to	PART
cana-2641	216	26	identify	identify	VERB
cana-2641	216	27	all	all	DET
cana-2641	216	28	relevant	relevant	ADJ
cana-2641	216	29	data	data	NOUN
cana-2641	216	30	points	point	NOUN
cana-2641	216	31	without	without	ADP
cana-2641	216	32	omission	omission	NOUN
cana-2641	216	33	.	.	PUNCT
cana-2641	217	1	autoetl	autoetl	PROPN
cana-2641	217	2	's	's	PART
cana-2641	217	3	high	high	ADJ
cana-2641	217	4	recall	recall	NOUN
cana-2641	217	5	rates	rate	NOUN
cana-2641	217	6	,	,	PUNCT
cana-2641	217	7	particularly	particularly	ADV
cana-2641	217	8	at	at	ADP
cana-2641	217	9	lower	low	ADJ
cana-2641	217	10	iou	iou	NOUN
cana-2641	217	11	thresholds	threshold	NOUN
cana-2641	217	12	,	,	PUNCT
cana-2641	217	13	demonstrate	demonstrate	VERB
cana-2641	217	14	its	its	PRON
cana-2641	217	15	effectiveness	effectiveness	NOUN
cana-2641	217	16	in	in	ADP
cana-2641	217	17	capturing	capture	VERB
cana-2641	217	18	comprehensive	comprehensive	ADJ
cana-2641	217	19	data	datum	NOUN
cana-2641	217	20	shown	show	VERB
cana-2641	217	21	in	in	ADP
cana-2641	217	22	figure	figure	NOUN
cana-2641	217	23	4	4	NUM
cana-2641	217	24	.	.	PUNCT
cana-2641	218	1	the	the	DET
cana-2641	218	2	decline	decline	NOUN
cana-2641	218	3	at	at	ADP
cana-2641	218	4	higher	high	ADJ
cana-2641	218	5	thresholds	threshold	NOUN
cana-2641	218	6	,	,	PUNCT
cana-2641	218	7	although	although	SCONJ
cana-2641	218	8	less	less	ADV
cana-2641	218	9	severe	severe	ADJ
cana-2641	218	10	than	than	ADP
cana-2641	218	11	other	other	ADJ
cana-2641	218	12	models	model	NOUN
cana-2641	218	13	,	,	PUNCT
cana-2641	218	14	suggests	suggest	VERB
cana-2641	218	15	room	room	NOUN
cana-2641	218	16	for	for	ADP
cana-2641	218	17	improvement	improvement	NOUN
cana-2641	218	18	in	in	ADP
cana-2641	218	19	maintaining	maintain	VERB
cana-2641	218	20	complete	complete	ADJ
cana-2641	218	21	data	datum	NOUN
cana-2641	218	22	capture	capture	NOUN
cana-2641	218	23	under	under	ADP
cana-2641	218	24	strict	strict	ADJ
cana-2641	218	25	matching	matching	NOUN
cana-2641	218	26	criteria	criterion	NOUN
cana-2641	218	27	.	.	PUNCT
cana-2641	219	1	deepcpcfg	deepcpcfg	VERB
cana-2641	219	2	closely	closely	ADV
cana-2641	219	3	matches	match	VERB
cana-2641	219	4	autoetl	autoetl	NOUN
cana-2641	219	5	's	's	PART
cana-2641	219	6	performance	performance	NOUN
cana-2641	219	7	at	at	ADP
cana-2641	219	8	lower	low	ADJ
cana-2641	219	9	thresholds	threshold	NOUN
cana-2641	219	10	but	but	CCONJ
cana-2641	219	11	experiences	experience	NOUN
cana-2641	219	12	a	a	DET
cana-2641	219	13	more	more	ADV
cana-2641	219	14	noticeable	noticeable	ADJ
cana-2641	219	15	decline	decline	NOUN
cana-2641	219	16	as	as	ADP
cana-2641	219	17	thresholds	threshold	NOUN
cana-2641	219	18	increase	increase	VERB
cana-2641	219	19	.	.	PUNCT
cana-2641	220	1	this	this	PRON
cana-2641	220	2	indicates	indicate	VERB
cana-2641	220	3	a	a	DET
cana-2641	220	4	robust	robust	ADJ
cana-2641	220	5	capability	capability	NOUN
cana-2641	220	6	to	to	PART
cana-2641	220	7	extract	extract	VERB
cana-2641	220	8	relevant	relevant	ADJ
cana-2641	220	9	information	information	NOUN
cana-2641	220	10	in	in	ADP
cana-2641	220	11	various	various	ADJ
cana-2641	220	12	contexts	contexts	NOUN
cana-2641	220	13	,	,	PUNCT
cana-2641	220	14	with	with	ADP
cana-2641	220	15	potential	potential	ADJ
cana-2641	220	16	challenges	challenge	NOUN
cana-2641	220	17	in	in	ADP
cana-2641	220	18	extremely	extremely	ADV
cana-2641	220	19	precise	precise	ADJ
cana-2641	220	20	data	data	NOUN
cana-2641	220	21	alignment	alignment	NOUN
cana-2641	220	22	scenarios	scenario	NOUN
cana-2641	220	23	.	.	PUNCT
cana-2641	221	1	ngrs	ngrs	NOUN
cana-2641	221	2	,	,	PUNCT
cana-2641	221	3	while	while	SCONJ
cana-2641	221	4	demonstrating	demonstrate	VERB
cana-2641	221	5	the	the	DET
cana-2641	221	6	steepest	steep	ADJ
cana-2641	221	7	decline	decline	NOUN
cana-2641	221	8	in	in	ADP
cana-2641	221	9	recall	recall	NOUN
cana-2641	221	10	at	at	ADP
cana-2641	221	11	higher	high	ADJ
cana-2641	221	12	thresholds	threshold	NOUN
cana-2641	221	13	,	,	PUNCT
cana-2641	221	14	still	still	ADV
cana-2641	221	15	maintains	maintain	VERB
cana-2641	221	16	a	a	DET
cana-2641	221	17	respectable	respectable	ADJ
cana-2641	221	18	ability	ability	NOUN
cana-2641	221	19	to	to	PART
cana-2641	221	20	capture	capture	VERB
cana-2641	221	21	a	a	DET
cana-2641	221	22	significant	significant	ADJ
cana-2641	221	23	portion	portion	NOUN
cana-2641	221	24	of	of	ADP
cana-2641	221	25	relevant	relevant	ADJ
cana-2641	221	26	data	datum	NOUN
cana-2641	221	27	at	at	ADP
cana-2641	221	28	lower	low	ADJ
cana-2641	221	29	thresholds	threshold	NOUN
cana-2641	221	30	.	.	PUNCT
cana-2641	222	1	the	the	DET
cana-2641	222	2	more	more	ADV
cana-2641	222	3	pronounced	pronounced	ADJ
cana-2641	222	4	performance	performance	NOUN
cana-2641	222	5	drop	drop	NOUN
cana-2641	222	6	suggests	suggest	VERB
cana-2641	222	7	limitations	limitation	NOUN
cana-2641	222	8	in	in	ADP
cana-2641	222	9	detecting	detect	VERB
cana-2641	222	10	finer	fine	ADJ
cana-2641	222	11	data	datum	NOUN
cana-2641	222	12	details	detail	NOUN
cana-2641	222	13	or	or	CCONJ
cana-2641	222	14	a	a	DET
cana-2641	222	15	tendency	tendency	NOUN
cana-2641	222	16	to	to	PART
cana-2641	222	17	miss	miss	VERB
cana-2641	222	18	subtler	subtle	ADJ
cana-2641	222	19	data	datum	NOUN
cana-2641	222	20	points	point	NOUN
cana-2641	222	21	under	under	ADP
cana-2641	222	22	stringent	stringent	ADJ
cana-2641	222	23	conditions	condition	NOUN
cana-2641	222	24	.	.	PUNCT
cana-2641	223	1	communications	communication	NOUN
cana-2641	223	2	on	on	ADP
cana-2641	223	3	applied	apply	VERB
cana-2641	223	4	nonlinear	nonlinear	ADJ
cana-2641	223	5	analysis	analysis	NOUN
cana-2641	223	6	issn	issn	NOUN
cana-2641	223	7	:	:	PUNCT
cana-2641	223	8	1074	1074	NUM
cana-2641	223	9	-	-	PUNCT
cana-2641	223	10	133x	133x	NUM
cana-2641	223	11	vol	vol	NOUN
cana-2641	223	12	32	32	NUM
cana-2641	223	13	no	no	NOUN
cana-2641	223	14	.	.	PUNCT
cana-2641	224	1	3s	3s	NUM
cana-2641	224	2	(	(	PUNCT
cana-2641	224	3	2025	2025	NUM
cana-2641	224	4	)	)	PUNCT
cana-2641	224	5	262	262	NUM
cana-2641	224	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	224	7	figure	figure	NOUN
cana-2641	224	8	4	4	NUM
cana-2641	224	9	:	:	PUNCT
cana-2641	224	10	recall	recall	VERB
cana-2641	224	11	under	under	ADP
cana-2641	224	12	iou	iou	NOUN
cana-2641	224	13	threshold	threshold	NOUN
cana-2641	224	14	across	across	ADP
cana-2641	224	15	different	different	ADJ
cana-2641	224	16	folds	fold	NOUN
cana-2641	224	17	f	f	X
cana-2641	224	18	-	-	PUNCT
cana-2641	224	19	measure	measure	NOUN
cana-2641	224	20	analysis	analysis	NOUN
cana-2641	224	21	:	:	PUNCT
cana-2641	224	22	the	the	DET
cana-2641	224	23	f	f	NOUN
cana-2641	224	24	-	-	PUNCT
cana-2641	224	25	measure	measure	NOUN
cana-2641	224	26	,	,	PUNCT
cana-2641	224	27	a	a	DET
cana-2641	224	28	harmonic	harmonic	ADJ
cana-2641	224	29	mean	mean	NOUN
cana-2641	224	30	of	of	ADP
cana-2641	224	31	precision	precision	NOUN
cana-2641	224	32	and	and	CCONJ
cana-2641	224	33	recall	recall	NOUN
cana-2641	224	34	,	,	PUNCT
cana-2641	224	35	provides	provide	VERB
cana-2641	224	36	a	a	DET
cana-2641	224	37	balanced	balanced	ADJ
cana-2641	224	38	assessment	assessment	NOUN
cana-2641	224	39	of	of	ADP
cana-2641	224	40	each	each	DET
cana-2641	224	41	model	model	NOUN
cana-2641	224	42	's	's	PART
cana-2641	224	43	performance	performance	NOUN
cana-2641	224	44	shown	show	VERB
cana-2641	224	45	in	in	ADP
cana-2641	224	46	figure	figure	NOUN
cana-2641	224	47	5	5	NUM
cana-2641	224	48	.	.	PUNCT
cana-2641	224	49	autoetl	autoetl	PROPN
cana-2641	224	50	's	's	PART
cana-2641	224	51	consistently	consistently	ADV
cana-2641	224	52	high	high	ADJ
cana-2641	224	53	fmeasure	fmeasure	NOUN
cana-2641	224	54	scores	score	NOUN
cana-2641	224	55	,	,	PUNCT
cana-2641	224	56	particularly	particularly	ADV
cana-2641	224	57	at	at	ADP
cana-2641	224	58	lower	low	ADJ
cana-2641	224	59	iou	iou	NOUN
cana-2641	224	60	thresholds	threshold	NOUN
cana-2641	224	61	,	,	PUNCT
cana-2641	224	62	highlight	highlight	VERB
cana-2641	224	63	its	its	PRON
cana-2641	224	64	ability	ability	NOUN
cana-2641	224	65	to	to	PART
cana-2641	224	66	effectively	effectively	ADV
cana-2641	224	67	identify	identify	VERB
cana-2641	224	68	relevant	relevant	ADJ
cana-2641	224	69	data	datum	NOUN
cana-2641	224	70	points	point	NOUN
cana-2641	224	71	while	while	SCONJ
cana-2641	224	72	maintaining	maintain	VERB
cana-2641	224	73	accuracy	accuracy	NOUN
cana-2641	224	74	in	in	ADP
cana-2641	224	75	data	datum	NOUN
cana-2641	224	76	alignment	alignment	NOUN
cana-2641	224	77	.	.	PUNCT
cana-2641	225	1	the	the	DET
cana-2641	225	2	decline	decline	NOUN
cana-2641	225	3	at	at	ADP
cana-2641	225	4	higher	high	ADJ
cana-2641	225	5	thresholds	threshold	NOUN
cana-2641	225	6	,	,	PUNCT
cana-2641	225	7	although	although	SCONJ
cana-2641	225	8	less	less	ADV
cana-2641	225	9	severe	severe	ADJ
cana-2641	225	10	than	than	ADP
cana-2641	225	11	other	other	ADJ
cana-2641	225	12	models	model	NOUN
cana-2641	225	13	,	,	PUNCT
cana-2641	225	14	indicates	indicate	VERB
cana-2641	225	15	the	the	DET
cana-2641	225	16	challenge	challenge	NOUN
cana-2641	225	17	of	of	ADP
cana-2641	225	18	simultaneously	simultaneously	ADV
cana-2641	225	19	optimizing	optimize	VERB
cana-2641	225	20	precision	precision	NOUN
cana-2641	225	21	and	and	CCONJ
cana-2641	225	22	recall	recall	NOUN
cana-2641	225	23	under	under	ADP
cana-2641	225	24	strict	strict	ADJ
cana-2641	225	25	conditions	condition	NOUN
cana-2641	225	26	.	.	PUNCT
cana-2641	226	1	deepcpcfg	deepcpcfg	NOUN
cana-2641	226	2	displays	display	VERB
cana-2641	226	3	a	a	DET
cana-2641	226	4	similar	similar	ADJ
cana-2641	226	5	trend	trend	NOUN
cana-2641	226	6	to	to	ADP
cana-2641	226	7	autoetl	autoetl	NOUN
cana-2641	226	8	,	,	PUNCT
cana-2641	226	9	with	with	ADP
cana-2641	226	10	a	a	DET
cana-2641	226	11	more	more	ADV
cana-2641	226	12	pronounced	pronounced	ADJ
cana-2641	226	13	performance	performance	NOUN
cana-2641	226	14	drop	drop	NOUN
cana-2641	226	15	at	at	ADP
cana-2641	226	16	higher	high	ADJ
cana-2641	226	17	thresholds	threshold	NOUN
cana-2641	226	18	.	.	PUNCT
cana-2641	227	1	this	this	PRON
cana-2641	227	2	suggests	suggest	VERB
cana-2641	227	3	potential	potential	ADJ
cana-2641	227	4	difficulties	difficulty	NOUN
cana-2641	227	5	in	in	ADP
cana-2641	227	6	maintaining	maintain	VERB
cana-2641	227	7	both	both	PRON
cana-2641	227	8	accuracy	accuracy	NOUN
cana-2641	227	9	and	and	CCONJ
cana-2641	227	10	completeness	completeness	NOUN
cana-2641	227	11	under	under	ADP
cana-2641	227	12	demanding	demand	VERB
cana-2641	227	13	alignment	alignment	NOUN
cana-2641	227	14	criteria	criterion	NOUN
cana-2641	227	15	,	,	PUNCT
cana-2641	227	16	despite	despite	SCONJ
cana-2641	227	17	its	its	PRON
cana-2641	227	18	resilience	resilience	NOUN
cana-2641	227	19	in	in	ADP
cana-2641	227	20	moderately	moderately	ADV
cana-2641	227	21	strict	strict	ADJ
cana-2641	227	22	scenarios	scenario	NOUN
cana-2641	227	23	.	.	PUNCT
cana-2641	228	1	ngrs	ngrs	NOUN
cana-2641	228	2	,	,	PUNCT
cana-2641	228	3	while	while	SCONJ
cana-2641	228	4	trailing	trail	VERB
cana-2641	228	5	behind	behind	ADP
cana-2641	228	6	the	the	DET
cana-2641	228	7	other	other	ADJ
cana-2641	228	8	models	model	NOUN
cana-2641	228	9	,	,	PUNCT
cana-2641	228	10	exhibits	exhibit	VERB
cana-2641	228	11	a	a	DET
cana-2641	228	12	moderate	moderate	ADJ
cana-2641	228	13	ability	ability	NOUN
cana-2641	228	14	to	to	PART
cana-2641	228	15	balance	balance	VERB
cana-2641	228	16	precision	precision	NOUN
cana-2641	228	17	and	and	CCONJ
cana-2641	228	18	recall	recall	VERB
cana-2641	228	19	across	across	ADP
cana-2641	228	20	thresholds	threshold	NOUN
cana-2641	228	21	.	.	PUNCT
cana-2641	229	1	the	the	DET
cana-2641	229	2	significant	significant	ADJ
cana-2641	229	3	drop	drop	NOUN
cana-2641	229	4	in	in	ADP
cana-2641	229	5	f	f	NOUN
cana-2641	229	6	-	-	PUNCT
cana-2641	229	7	measure	measure	NOUN
cana-2641	229	8	at	at	ADP
cana-2641	229	9	higher	high	ADJ
cana-2641	229	10	thresholds	threshold	NOUN
cana-2641	229	11	underscores	underscore	VERB
cana-2641	229	12	the	the	DET
cana-2641	229	13	challenges	challenge	NOUN
cana-2641	229	14	in	in	ADP
cana-2641	229	15	precisely	precisely	ADV
cana-2641	229	16	aligning	align	VERB
cana-2641	229	17	transformed	transform	VERB
cana-2641	229	18	data	datum	NOUN
cana-2641	229	19	with	with	ADP
cana-2641	229	20	ground	ground	NOUN
cana-2641	229	21	truth	truth	NOUN
cana-2641	229	22	,	,	PUNCT
cana-2641	229	23	particularly	particularly	ADV
cana-2641	229	24	in	in	ADP
cana-2641	229	25	high	high	ADJ
cana-2641	229	26	-	-	PUNCT
cana-2641	229	27	precision	precision	NOUN
cana-2641	229	28	applications	application	NOUN
cana-2641	229	29	.	.	PUNCT
cana-2641	230	1	figure	figure	VERB
cana-2641	230	2	5	5	NUM
cana-2641	230	3	:	:	PUNCT
cana-2641	230	4	f	f	X
cana-2641	230	5	-	-	PUNCT
cana-2641	230	6	measure	measure	NOUN
cana-2641	230	7	under	under	ADP
cana-2641	230	8	iou	iou	NOUN
cana-2641	230	9	threshold	threshold	NOUN
cana-2641	230	10	across	across	ADP
cana-2641	230	11	different	different	ADJ
cana-2641	230	12	folds	fold	NOUN
cana-2641	230	13	communications	communication	NOUN
cana-2641	230	14	on	on	ADP
cana-2641	230	15	applied	apply	VERB
cana-2641	230	16	nonlinear	nonlinear	ADJ
cana-2641	230	17	analysis	analysis	NOUN
cana-2641	230	18	issn	issn	NOUN
cana-2641	230	19	:	:	PUNCT
cana-2641	230	20	1074	1074	NUM
cana-2641	230	21	-	-	PUNCT
cana-2641	230	22	133x	133x	NUM
cana-2641	230	23	vol	vol	NOUN
cana-2641	230	24	32	32	NUM
cana-2641	231	1	no	no	NOUN
cana-2641	231	2	.	.	PUNCT
cana-2641	232	1	3s	3s	NUM
cana-2641	232	2	(	(	PUNCT
cana-2641	232	3	2025	2025	NUM
cana-2641	232	4	)	)	PUNCT
cana-2641	232	5	263	263	NUM
cana-2641	232	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	232	7	additional	additional	ADJ
cana-2641	232	8	metrics	metric	NOUN
cana-2641	232	9	analysis	analysis	VERB
cana-2641	232	10	the	the	DET
cana-2641	232	11	evaluation	evaluation	NOUN
cana-2641	232	12	of	of	ADP
cana-2641	232	13	map	map	NOUN
cana-2641	232	14	,	,	PUNCT
cana-2641	232	15	mad	mad	ADJ
cana-2641	232	16	,	,	PUNCT
cana-2641	232	17	and	and	CCONJ
cana-2641	232	18	mse	mse	NOUN
cana-2641	232	19	provides	provide	VERB
cana-2641	232	20	further	further	ADJ
cana-2641	232	21	insights	insight	NOUN
cana-2641	232	22	into	into	ADP
cana-2641	232	23	the	the	DET
cana-2641	232	24	models	model	NOUN
cana-2641	232	25	'	'	PART
cana-2641	232	26	performance	performance	NOUN
cana-2641	232	27	represented	represent	VERB
cana-2641	232	28	in	in	ADP
cana-2641	232	29	table	table	NOUN
cana-2641	232	30	1	1	NUM
cana-2641	232	31	,	,	PUNCT
cana-2641	232	32	table	table	NOUN
cana-2641	232	33	2	2	NUM
cana-2641	232	34	,	,	PUNCT
cana-2641	232	35	and	and	CCONJ
cana-2641	232	36	table	table	NOUN
cana-2641	232	37	3	3	NUM
cana-2641	232	38	.	.	X
cana-2641	232	39	autoetl	autoetl	NOUN
cana-2641	232	40	consistently	consistently	ADV
cana-2641	232	41	outperforms	outperform	VERB
cana-2641	232	42	deepcpcfg	deepcpcfg	NOUN
cana-2641	232	43	and	and	CCONJ
cana-2641	232	44	ngrs	ngrs	NOUN
cana-2641	232	45	in	in	ADP
cana-2641	232	46	map	map	NOUN
cana-2641	232	47	,	,	PUNCT
cana-2641	232	48	indicating	indicate	VERB
cana-2641	232	49	its	its	PRON
cana-2641	232	50	superior	superior	ADJ
cana-2641	232	51	ability	ability	NOUN
cana-2641	232	52	to	to	PART
cana-2641	232	53	capture	capture	VERB
cana-2641	232	54	relevant	relevant	ADJ
cana-2641	232	55	data	datum	NOUN
cana-2641	232	56	points	point	NOUN
cana-2641	232	57	with	with	ADP
cana-2641	232	58	high	high	ADJ
cana-2641	232	59	accuracy	accuracy	NOUN
cana-2641	232	60	.	.	PUNCT
cana-2641	233	1	deepcpcfg	deepcpcfg	PROPN
cana-2641	233	2	maintains	maintain	VERB
cana-2641	233	3	competitive	competitive	ADJ
cana-2641	233	4	map	map	NOUN
cana-2641	233	5	scores	score	NOUN
cana-2641	233	6	,	,	PUNCT
cana-2641	233	7	suggesting	suggest	VERB
cana-2641	233	8	robust	robust	ADJ
cana-2641	233	9	handling	handling	NOUN
cana-2641	233	10	of	of	ADP
cana-2641	233	11	diverse	diverse	ADJ
cana-2641	233	12	datasets	dataset	NOUN
cana-2641	233	13	,	,	PUNCT
cana-2641	233	14	while	while	SCONJ
cana-2641	233	15	ngrs	ngrs	PROPN
cana-2641	233	16	,	,	PUNCT
cana-2641	233	17	despite	despite	SCONJ
cana-2641	233	18	lower	low	ADJ
cana-2641	233	19	scores	score	NOUN
cana-2641	233	20	,	,	PUNCT
cana-2641	233	21	still	still	ADV
cana-2641	233	22	maintains	maintain	VERB
cana-2641	233	23	reasonable	reasonable	ADJ
cana-2641	233	24	accuracy	accuracy	NOUN
cana-2641	233	25	in	in	ADP
cana-2641	233	26	less	less	ADV
cana-2641	233	27	demanding	demanding	ADJ
cana-2641	233	28	scenarios	scenario	NOUN
cana-2641	233	29	.	.	PUNCT
cana-2641	234	1	autoetl	autoetl	PROPN
cana-2641	234	2	's	's	PART
cana-2641	234	3	low	low	ADJ
cana-2641	234	4	mad	mad	ADJ
cana-2641	234	5	and	and	CCONJ
cana-2641	234	6	mse	mse	NOUN
cana-2641	234	7	values	value	NOUN
cana-2641	234	8	demonstrate	demonstrate	VERB
cana-2641	234	9	its	its	PRON
cana-2641	234	10	precise	precise	ADJ
cana-2641	234	11	alignment	alignment	NOUN
cana-2641	234	12	capabilities	capability	NOUN
cana-2641	234	13	and	and	CCONJ
cana-2641	234	14	consistency	consistency	NOUN
cana-2641	234	15	in	in	ADP
cana-2641	234	16	accurate	accurate	ADJ
cana-2641	234	17	data	datum	NOUN
cana-2641	234	18	transformations	transformation	NOUN
cana-2641	234	19	.	.	PUNCT
cana-2641	235	1	deepcpcfg	deepcpcfg	NOUN
cana-2641	235	2	exhibits	exhibit	NOUN
cana-2641	235	3	slightly	slightly	ADV
cana-2641	235	4	higher	high	ADJ
cana-2641	235	5	error	error	NOUN
cana-2641	235	6	metrics	metric	NOUN
cana-2641	235	7	,	,	PUNCT
cana-2641	235	8	indicating	indicate	VERB
cana-2641	235	9	reliable	reliable	ADJ
cana-2641	235	10	performance	performance	NOUN
cana-2641	235	11	with	with	ADP
cana-2641	235	12	occasional	occasional	ADJ
cana-2641	235	13	larger	large	ADJ
cana-2641	235	14	errors	error	NOUN
cana-2641	235	15	compared	compare	VERB
cana-2641	235	16	to	to	ADP
cana-2641	235	17	autoetl	autoetl	NOUN
cana-2641	235	18	.	.	PUNCT
cana-2641	236	1	ngrs	ngrs	PROPN
cana-2641	236	2	,	,	PUNCT
cana-2641	236	3	with	with	ADP
cana-2641	236	4	the	the	DET
cana-2641	236	5	highest	high	ADJ
cana-2641	236	6	mad	mad	ADJ
cana-2641	236	7	and	and	CCONJ
cana-2641	236	8	mse	mse	NOUN
cana-2641	236	9	values	value	NOUN
cana-2641	236	10	,	,	PUNCT
cana-2641	236	11	suggests	suggest	VERB
cana-2641	236	12	more	more	ADV
cana-2641	236	13	frequent	frequent	ADJ
cana-2641	236	14	and	and	CCONJ
cana-2641	236	15	significant	significant	ADJ
cana-2641	236	16	errors	error	NOUN
cana-2641	236	17	,	,	PUNCT
cana-2641	236	18	potentially	potentially	ADV
cana-2641	236	19	limiting	limit	VERB
cana-2641	236	20	its	its	PRON
cana-2641	236	21	applicability	applicability	NOUN
cana-2641	236	22	in	in	ADP
cana-2641	236	23	precision	precision	NOUN
cana-2641	236	24	-	-	PUNCT
cana-2641	236	25	critical	critical	ADJ
cana-2641	236	26	tasks	task	NOUN
cana-2641	236	27	.	.	PUNCT
cana-2641	237	1	table	table	NOUN
cana-2641	237	2	1	1	NUM
cana-2641	237	3	:	:	PUNCT
cana-2641	237	4	mean	mean	VERB
cana-2641	237	5	average	average	ADJ
cana-2641	237	6	precision	precision	NOUN
cana-2641	237	7	mean	mean	VERB
cana-2641	237	8	average	average	ADJ
cana-2641	237	9	precision	precision	NOUN
cana-2641	237	10	(	(	PUNCT
cana-2641	237	11	map	map	NOUN
cana-2641	237	12	)	)	PUNCT
cana-2641	237	13	fold#1	fold#1	PROPN
cana-2641	237	14	fold#2	fold#2	PROPN
cana-2641	237	15	fold#3	fold#3	PROPN
cana-2641	237	16	fold#4	fold#4	ADJ
cana-2641	237	17	autoetl	autoetl	NOUN
cana-2641	237	18	0.8246	0.8246	NUM
cana-2641	237	19	0.8405	0.8405	NUM
cana-2641	237	20	0.8275	0.8275	NUM
cana-2641	237	21	0.8155	0.8155	NUM
cana-2641	237	22	deepcpcfg	deepcpcfg	NOUN
cana-2641	237	23	0.7516	0.7516	NUM
cana-2641	237	24	0.7935	0.7935	NUM
cana-2641	237	25	0.7901	0.7901	NUM
cana-2641	237	26	0.7728	0.7728	NUM
cana-2641	237	27	ngrs	ngrs	NOUN
cana-2641	238	1	0.7156	0.7156	NUM
cana-2641	238	2	0.7464	0.7464	NUM
cana-2641	238	3	0.7281	0.7281	NUM
cana-2641	238	4	0.7199	0.7199	NUM
cana-2641	238	5	table	table	NOUN
cana-2641	238	6	2	2	NUM
cana-2641	238	7	:	:	PUNCT
cana-2641	238	8	mean	mean	VERB
cana-2641	238	9	absolute	absolute	ADJ
cana-2641	238	10	distance	distance	NOUN
cana-2641	238	11	mean	mean	VERB
cana-2641	238	12	absolute	absolute	ADJ
cana-2641	238	13	distance	distance	NOUN
cana-2641	238	14	(	(	PUNCT
cana-2641	238	15	mad	mad	ADJ
cana-2641	238	16	)	)	PUNCT
cana-2641	238	17	fold#1	fold#1	PROPN
cana-2641	238	18	fold#2	fold#2	PROPN
cana-2641	238	19	fold#3	fold#3	PROPN
cana-2641	238	20	fold#4	fold#4	ADJ
cana-2641	238	21	autoetl	autoetl	NOUN
cana-2641	238	22	0.0482	0.0482	NUM
cana-2641	238	23	0.0602	0.0602	NUM
cana-2641	238	24	0.0427	0.0427	NUM
cana-2641	238	25	0.0661	0.0661	NUM
cana-2641	238	26	deepcpcfg	deepcpcfg	NOUN
cana-2641	238	27	0.0582	0.0582	NUM
cana-2641	238	28	0.0582	0.0582	NUM
cana-2641	238	29	0.0546	0.0546	NUM
cana-2641	238	30	0.0669	0.0669	NUM
cana-2641	238	31	ngrs	ngrs	NOUN
cana-2641	238	32	0.0871	0.0871	NUM
cana-2641	238	33	0.0751	0.0751	NUM
cana-2641	238	34	0.077	0.077	NUM
cana-2641	238	35	0.0879	0.0879	NUM
cana-2641	238	36	table	table	NOUN
cana-2641	238	37	3	3	NUM
cana-2641	238	38	:	:	PUNCT
cana-2641	238	39	mean	mean	VERB
cana-2641	238	40	squared	square	VERB
cana-2641	238	41	error	error	NOUN
cana-2641	238	42	(	(	PUNCT
cana-2641	238	43	mse	mse	NOUN
cana-2641	238	44	)	)	PUNCT
cana-2641	238	45	mean	mean	VERB
cana-2641	239	1	squared	square	VERB
cana-2641	239	2	error	error	NOUN
cana-2641	239	3	(	(	PUNCT
cana-2641	239	4	mse	mse	NOUN
cana-2641	239	5	)	)	PUNCT
cana-2641	239	6	fold#1	fold#1	PROPN
cana-2641	239	7	fold#2	fold#2	PROPN
cana-2641	239	8	fold#3	fold#3	PROPN
cana-2641	239	9	fold#4	fold#4	ADJ
cana-2641	239	10	autoetl	autoetl	NOUN
cana-2641	239	11	0.0043	0.0043	NUM
cana-2641	239	12	0.0069	0.0069	NUM
cana-2641	239	13	0.0031	0.0031	NUM
cana-2641	239	14	0.008	0.008	NUM
cana-2641	239	15	deepcpcfg	deepcpcfg	NOUN
cana-2641	239	16	0.0056	0.0056	NUM
cana-2641	239	17	0.0056	0.0056	NUM
cana-2641	239	18	0.0052	0.0052	NUM
cana-2641	239	19	0.0076	0.0076	NUM
cana-2641	239	20	ngrs	ngrs	NOUN
cana-2641	239	21	0.014	0.014	NUM
cana-2641	239	22	0.0108	0.0108	NUM
cana-2641	240	1	0.0112	0.0112	NUM
cana-2641	240	2	0.0142	0.0142	NUM
cana-2641	240	3	the	the	DET
cana-2641	240	4	comparative	comparative	ADJ
cana-2641	240	5	analysis	analysis	NOUN
cana-2641	240	6	of	of	ADP
cana-2641	240	7	autoetl	autoetl	NOUN
cana-2641	240	8	,	,	PUNCT
cana-2641	240	9	deepcpcfg	deepcpcfg	NOUN
cana-2641	240	10	,	,	PUNCT
cana-2641	240	11	and	and	CCONJ
cana-2641	240	12	ngrs	ngrs	NOUN
cana-2641	240	13	across	across	ADP
cana-2641	240	14	multiple	multiple	ADJ
cana-2641	240	15	performance	performance	NOUN
cana-2641	240	16	metrics	metric	NOUN
cana-2641	240	17	and	and	CCONJ
cana-2641	240	18	conditions	condition	NOUN
cana-2641	240	19	provides	provide	VERB
cana-2641	240	20	valuable	valuable	ADJ
cana-2641	240	21	insights	insight	NOUN
cana-2641	240	22	into	into	ADP
cana-2641	240	23	their	their	PRON
cana-2641	240	24	capabilities	capability	NOUN
cana-2641	240	25	and	and	CCONJ
cana-2641	240	26	limitations	limitation	NOUN
cana-2641	240	27	in	in	ADP
cana-2641	240	28	transforming	transform	VERB
cana-2641	240	29	unstructured	unstructured	ADJ
cana-2641	240	30	financial	financial	ADJ
cana-2641	240	31	newswire	newswire	PROPN
cana-2641	240	32	data	datum	NOUN
cana-2641	240	33	.	.	PUNCT
cana-2641	241	1	autoetl	autoetl	PROPN
cana-2641	241	2	emerges	emerge	VERB
cana-2641	241	3	as	as	ADP
cana-2641	241	4	the	the	DET
cana-2641	241	5	most	most	ADV
cana-2641	241	6	robust	robust	ADJ
cana-2641	241	7	and	and	CCONJ
cana-2641	241	8	reliable	reliable	ADJ
cana-2641	241	9	model	model	NOUN
cana-2641	241	10	,	,	PUNCT
cana-2641	241	11	consistently	consistently	ADV
cana-2641	241	12	demonstrating	demonstrate	VERB
cana-2641	241	13	strong	strong	ADJ
cana-2641	241	14	performance	performance	NOUN
cana-2641	241	15	in	in	ADP
cana-2641	241	16	precision	precision	NOUN
cana-2641	241	17	,	,	PUNCT
cana-2641	241	18	recall	recall	NOUN
cana-2641	241	19	,	,	PUNCT
cana-2641	241	20	f	f	X
cana-2641	241	21	-	-	PUNCT
cana-2641	241	22	measure	measure	NOUN
cana-2641	241	23	,	,	PUNCT
cana-2641	241	24	and	and	CCONJ
cana-2641	241	25	error	error	NOUN
cana-2641	241	26	metrics	metric	NOUN
cana-2641	241	27	across	across	ADP
cana-2641	241	28	varying	vary	VERB
cana-2641	241	29	iou	iou	NOUN
cana-2641	241	30	thresholds	threshold	NOUN
cana-2641	241	31	and	and	CCONJ
cana-2641	241	32	folds	fold	NOUN
cana-2641	241	33	.	.	PUNCT
cana-2641	242	1	its	its	PRON
cana-2641	242	2	ability	ability	NOUN
cana-2641	242	3	to	to	PART
cana-2641	242	4	maintain	maintain	VERB
cana-2641	242	5	high	high	ADJ
cana-2641	242	6	accuracy	accuracy	NOUN
cana-2641	242	7	and	and	CCONJ
cana-2641	242	8	comprehensiveness	comprehensiveness	NOUN
cana-2641	242	9	in	in	ADP
cana-2641	242	10	data	datum	NOUN
cana-2641	242	11	communications	communication	NOUN
cana-2641	242	12	on	on	ADP
cana-2641	242	13	applied	apply	VERB
cana-2641	242	14	nonlinear	nonlinear	ADJ
cana-2641	242	15	analysis	analysis	NOUN
cana-2641	242	16	issn	issn	NOUN
cana-2641	242	17	:	:	PUNCT
cana-2641	242	18	1074	1074	NUM
cana-2641	242	19	-	-	PUNCT
cana-2641	242	20	133x	133x	NUM
cana-2641	242	21	vol	vol	NOUN
cana-2641	242	22	32	32	NUM
cana-2641	242	23	no	no	NOUN
cana-2641	242	24	.	.	PUNCT
cana-2641	243	1	3s	3s	NUM
cana-2641	243	2	(	(	PUNCT
cana-2641	243	3	2025	2025	NUM
cana-2641	243	4	)	)	PUNCT
cana-2641	243	5	264	264	NUM
cana-2641	243	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	243	7	capture	capture	NOUN
cana-2641	243	8	and	and	CCONJ
cana-2641	243	9	alignment	alignment	NOUN
cana-2641	243	10	highlights	highlight	NOUN
cana-2641	243	11	its	its	PRON
cana-2641	243	12	potential	potential	NOUN
cana-2641	243	13	for	for	ADP
cana-2641	243	14	applications	application	NOUN
cana-2641	243	15	demanding	demand	VERB
cana-2641	243	16	both	both	CCONJ
cana-2641	243	17	precision	precision	NOUN
cana-2641	243	18	and	and	CCONJ
cana-2641	243	19	completeness	completeness	NOUN
cana-2641	243	20	.	.	PUNCT
cana-2641	244	1	deepcpcfg	deepcpcfg	PROPN
cana-2641	244	2	presents	present	VERB
cana-2641	244	3	a	a	DET
cana-2641	244	4	competitive	competitive	ADJ
cana-2641	244	5	alternative	alternative	NOUN
cana-2641	244	6	,	,	PUNCT
cana-2641	244	7	with	with	ADP
cana-2641	244	8	solid	solid	ADJ
cana-2641	244	9	performance	performance	NOUN
cana-2641	244	10	across	across	ADP
cana-2641	244	11	metrics	metric	NOUN
cana-2641	244	12	and	and	CCONJ
cana-2641	244	13	conditions	condition	NOUN
cana-2641	244	14	.	.	PUNCT
cana-2641	245	1	despite	despite	SCONJ
cana-2641	245	2	its	its	PRON
cana-2641	245	3	more	more	ADV
cana-2641	245	4	pronounced	pronounced	ADJ
cana-2641	245	5	performance	performance	NOUN
cana-2641	245	6	decline	decline	NOUN
cana-2641	245	7	at	at	ADP
cana-2641	245	8	higher	high	ADJ
cana-2641	245	9	thresholds	threshold	NOUN
cana-2641	245	10	,	,	PUNCT
cana-2641	245	11	it	it	PRON
cana-2641	245	12	exhibits	exhibit	VERB
cana-2641	245	13	resilience	resilience	NOUN
cana-2641	245	14	in	in	ADP
cana-2641	245	15	moderately	moderately	ADV
cana-2641	245	16	strict	strict	ADJ
cana-2641	245	17	scenarios	scenario	NOUN
cana-2641	245	18	,	,	PUNCT
cana-2641	245	19	making	make	VERB
cana-2641	245	20	it	it	PRON
cana-2641	245	21	suitable	suitable	ADJ
cana-2641	245	22	for	for	ADP
cana-2641	245	23	applications	application	NOUN
cana-2641	245	24	with	with	ADP
cana-2641	245	25	balanced	balanced	ADJ
cana-2641	245	26	precision	precision	NOUN
cana-2641	245	27	and	and	CCONJ
cana-2641	245	28	recall	recall	NOUN
cana-2641	245	29	requirements	requirement	NOUN
cana-2641	245	30	.	.	PUNCT
cana-2641	246	1	ngrs	ngrs	NOUN
cana-2641	246	2	,	,	PUNCT
cana-2641	246	3	while	while	SCONJ
cana-2641	246	4	demonstrating	demonstrate	VERB
cana-2641	246	5	limitations	limitation	NOUN
cana-2641	246	6	in	in	ADP
cana-2641	246	7	high	high	ADJ
cana-2641	246	8	-	-	PUNCT
cana-2641	246	9	precision	precision	NOUN
cana-2641	246	10	applications	application	NOUN
cana-2641	246	11	,	,	PUNCT
cana-2641	246	12	still	still	ADV
cana-2641	246	13	maintains	maintain	VERB
cana-2641	246	14	reasonable	reasonable	ADJ
cana-2641	246	15	performance	performance	NOUN
cana-2641	246	16	in	in	ADP
cana-2641	246	17	less	less	ADV
cana-2641	246	18	stringent	stringent	ADJ
cana-2641	246	19	conditions	condition	NOUN
cana-2641	246	20	.	.	PUNCT
cana-2641	247	1	its	its	PRON
cana-2641	247	2	potential	potential	NOUN
cana-2641	247	3	lies	lie	VERB
cana-2641	247	4	in	in	ADP
cana-2641	247	5	applications	application	NOUN
cana-2641	247	6	where	where	SCONJ
cana-2641	247	7	some	some	DET
cana-2641	247	8	loss	loss	NOUN
cana-2641	247	9	in	in	ADP
cana-2641	247	10	precision	precision	NOUN
cana-2641	247	11	or	or	CCONJ
cana-2641	247	12	recall	recall	NOUN
cana-2641	247	13	can	can	AUX
cana-2641	247	14	be	be	AUX
cana-2641	247	15	tolerated	tolerate	VERB
cana-2641	247	16	.	.	PUNCT
cana-2641	248	1	the	the	DET
cana-2641	248	2	observed	observe	VERB
cana-2641	248	3	performance	performance	NOUN
cana-2641	248	4	decline	decline	NOUN
cana-2641	248	5	at	at	ADP
cana-2641	248	6	higher	high	ADJ
cana-2641	248	7	iou	iou	NOUN
cana-2641	248	8	thresholds	threshold	NOUN
cana-2641	248	9	for	for	ADP
cana-2641	248	10	all	all	DET
cana-2641	248	11	models	model	NOUN
cana-2641	248	12	underscores	underscore	VERB
cana-2641	248	13	a	a	DET
cana-2641	248	14	common	common	ADJ
cana-2641	248	15	challenge	challenge	NOUN
cana-2641	248	16	in	in	ADP
cana-2641	248	17	the	the	DET
cana-2641	248	18	field	field	NOUN
cana-2641	248	19	:	:	PUNCT
cana-2641	248	20	optimizing	optimize	VERB
cana-2641	248	21	models	model	NOUN
cana-2641	248	22	to	to	PART
cana-2641	248	23	maintain	maintain	VERB
cana-2641	248	24	both	both	DET
cana-2641	248	25	high	high	ADJ
cana-2641	248	26	precision	precision	NOUN
cana-2641	248	27	and	and	CCONJ
cana-2641	248	28	recall	recall	NOUN
cana-2641	248	29	under	under	ADP
cana-2641	248	30	strict	strict	ADJ
cana-2641	248	31	alignment	alignment	NOUN
cana-2641	248	32	criteria	criterion	NOUN
cana-2641	248	33	.	.	PUNCT
cana-2641	249	1	this	this	DET
cana-2641	249	2	highlights	highlight	VERB
cana-2641	249	3	the	the	DET
cana-2641	249	4	need	need	NOUN
cana-2641	249	5	for	for	ADP
cana-2641	249	6	continued	continued	ADJ
cana-2641	249	7	research	research	NOUN
cana-2641	249	8	and	and	CCONJ
cana-2641	249	9	development	development	NOUN
cana-2641	249	10	efforts	effort	NOUN
cana-2641	249	11	to	to	PART
cana-2641	249	12	enhance	enhance	VERB
cana-2641	249	13	model	model	NOUN
cana-2641	249	14	performance	performance	NOUN
cana-2641	249	15	in	in	ADP
cana-2641	249	16	complex	complex	ADJ
cana-2641	249	17	data	datum	NOUN
cana-2641	249	18	environments	environment	NOUN
cana-2641	249	19	.	.	PUNCT
cana-2641	250	1	future	future	ADJ
cana-2641	250	2	research	research	NOUN
cana-2641	250	3	should	should	AUX
cana-2641	250	4	focus	focus	VERB
cana-2641	250	5	on	on	ADP
cana-2641	250	6	developing	develop	VERB
cana-2641	250	7	techniques	technique	NOUN
cana-2641	250	8	to	to	PART
cana-2641	250	9	improve	improve	VERB
cana-2641	250	10	model	model	NOUN
cana-2641	250	11	performance	performance	NOUN
cana-2641	250	12	at	at	ADP
cana-2641	250	13	higher	high	ADJ
cana-2641	250	14	iou	iou	NOUN
cana-2641	250	15	thresholds	threshold	NOUN
cana-2641	250	16	without	without	ADP
cana-2641	250	17	compromising	compromise	VERB
cana-2641	250	18	recall	recall	NOUN
cana-2641	250	19	.	.	PUNCT
cana-2641	251	1	this	this	PRON
cana-2641	251	2	may	may	AUX
cana-2641	251	3	involve	involve	VERB
cana-2641	251	4	exploring	explore	VERB
cana-2641	251	5	advanced	advanced	ADJ
cana-2641	251	6	neural	neural	ADJ
cana-2641	251	7	architectures	architecture	NOUN
cana-2641	251	8	,	,	PUNCT
cana-2641	251	9	incorporating	incorporate	VERB
cana-2641	251	10	domain	domain	NOUN
cana-2641	251	11	-	-	PUNCT
cana-2641	251	12	specific	specific	ADJ
cana-2641	251	13	knowledge	knowledge	NOUN
cana-2641	251	14	,	,	PUNCT
cana-2641	251	15	or	or	CCONJ
cana-2641	251	16	leveraging	leverage	VERB
cana-2641	251	17	transfer	transfer	NOUN
cana-2641	251	18	learning	learning	NOUN
cana-2641	251	19	approaches	approach	NOUN
cana-2641	251	20	.	.	PUNCT
cana-2641	252	1	additionally	additionally	ADV
cana-2641	252	2	,	,	PUNCT
cana-2641	252	3	investigating	investigate	VERB
cana-2641	252	4	methods	method	NOUN
cana-2641	252	5	to	to	PART
cana-2641	252	6	effectively	effectively	ADV
cana-2641	252	7	handle	handle	VERB
cana-2641	252	8	diverse	diverse	ADJ
cana-2641	252	9	data	datum	NOUN
cana-2641	252	10	formats	format	NOUN
cana-2641	252	11	and	and	CCONJ
cana-2641	252	12	structures	structure	NOUN
cana-2641	252	13	could	could	AUX
cana-2641	252	14	further	far	ADV
cana-2641	252	15	enhance	enhance	VERB
cana-2641	252	16	the	the	DET
cana-2641	252	17	generalizability	generalizability	NOUN
cana-2641	252	18	and	and	CCONJ
cana-2641	252	19	robustness	robustness	NOUN
cana-2641	252	20	of	of	ADP
cana-2641	252	21	data	datum	NOUN
cana-2641	252	22	transformation	transformation	NOUN
cana-2641	252	23	models	model	NOUN
cana-2641	252	24	.	.	PUNCT
cana-2641	253	1	the	the	DET
cana-2641	253	2	insights	insight	NOUN
cana-2641	253	3	gained	gain	VERB
cana-2641	253	4	from	from	ADP
cana-2641	253	5	this	this	DET
cana-2641	253	6	comparative	comparative	ADJ
cana-2641	253	7	analysis	analysis	NOUN
cana-2641	253	8	provide	provide	VERB
cana-2641	253	9	a	a	DET
cana-2641	253	10	foundation	foundation	NOUN
cana-2641	253	11	for	for	ADP
cana-2641	253	12	refining	refining	NOUN
cana-2641	253	13	data	datum	NOUN
cana-2641	253	14	processing	processing	NOUN
cana-2641	253	15	frameworks	framework	NOUN
cana-2641	253	16	and	and	CCONJ
cana-2641	253	17	guiding	guide	VERB
cana-2641	253	18	the	the	DET
cana-2641	253	19	development	development	NOUN
cana-2641	253	20	of	of	ADP
cana-2641	253	21	effective	effective	ADJ
cana-2641	253	22	data	datum	NOUN
cana-2641	253	23	integration	integration	NOUN
cana-2641	253	24	solutions	solution	NOUN
cana-2641	253	25	.	.	PUNCT
cana-2641	254	1	by	by	ADP
cana-2641	254	2	carefully	carefully	ADV
cana-2641	254	3	considering	consider	VERB
cana-2641	254	4	the	the	DET
cana-2641	254	5	strengths	strength	NOUN
cana-2641	254	6	and	and	CCONJ
cana-2641	254	7	limitations	limitation	NOUN
cana-2641	254	8	of	of	ADP
cana-2641	254	9	each	each	DET
cana-2641	254	10	model	model	NOUN
cana-2641	254	11	and	and	CCONJ
cana-2641	254	12	the	the	DET
cana-2641	254	13	specific	specific	ADJ
cana-2641	254	14	requirements	requirement	NOUN
cana-2641	254	15	of	of	ADP
cana-2641	254	16	the	the	DET
cana-2641	254	17	application	application	NOUN
cana-2641	254	18	domain	domain	NOUN
cana-2641	254	19	,	,	PUNCT
cana-2641	254	20	researchers	researcher	NOUN
cana-2641	254	21	and	and	CCONJ
cana-2641	254	22	practitioners	practitioner	NOUN
cana-2641	254	23	can	can	AUX
cana-2641	254	24	make	make	VERB
cana-2641	254	25	informed	informed	ADJ
cana-2641	254	26	decisions	decision	NOUN
cana-2641	254	27	in	in	ADP
cana-2641	254	28	selecting	select	VERB
cana-2641	254	29	and	and	CCONJ
cana-2641	254	30	optimizing	optimize	VERB
cana-2641	254	31	data	datum	NOUN
cana-2641	254	32	transformation	transformation	NOUN
cana-2641	254	33	models	model	NOUN
cana-2641	254	34	to	to	PART
cana-2641	254	35	ensure	ensure	VERB
cana-2641	254	36	accurate	accurate	ADJ
cana-2641	254	37	,	,	PUNCT
cana-2641	254	38	comprehensive	comprehensive	ADJ
cana-2641	254	39	,	,	PUNCT
cana-2641	254	40	and	and	CCONJ
cana-2641	254	41	reliable	reliable	ADJ
cana-2641	254	42	structured	structured	ADJ
cana-2641	254	43	data	datum	NOUN
cana-2641	254	44	extraction	extraction	NOUN
cana-2641	254	45	from	from	ADP
cana-2641	254	46	unstructured	unstructured	ADJ
cana-2641	254	47	sources	source	NOUN
cana-2641	254	48	.	.	PUNCT
cana-2641	255	1	5	5	NUM
cana-2641	255	2	conclusion	conclusion	NOUN
cana-2641	255	3	in	in	ADP
cana-2641	255	4	this	this	DET
cana-2641	255	5	study	study	NOUN
cana-2641	255	6	,	,	PUNCT
cana-2641	255	7	we	we	PRON
cana-2641	255	8	have	have	AUX
cana-2641	255	9	explored	explore	VERB
cana-2641	255	10	the	the	DET
cana-2641	255	11	design	design	NOUN
cana-2641	255	12	,	,	PUNCT
cana-2641	255	13	implementation	implementation	NOUN
cana-2641	255	14	,	,	PUNCT
cana-2641	255	15	and	and	CCONJ
cana-2641	255	16	evaluation	evaluation	NOUN
cana-2641	255	17	of	of	ADP
cana-2641	255	18	the	the	DET
cana-2641	255	19	autoetl	autoetl	NOUN
cana-2641	255	20	framework	framework	NOUN
cana-2641	255	21	,	,	PUNCT
cana-2641	255	22	a	a	DET
cana-2641	255	23	sophisticated	sophisticated	ADJ
cana-2641	255	24	system	system	NOUN
cana-2641	255	25	engineered	engineer	VERB
cana-2641	255	26	to	to	PART
cana-2641	255	27	automate	automate	VERB
cana-2641	255	28	the	the	DET
cana-2641	255	29	transformation	transformation	NOUN
cana-2641	255	30	of	of	ADP
cana-2641	255	31	unstructured	unstructured	ADJ
cana-2641	255	32	financial	financial	ADJ
cana-2641	255	33	newswire	newswire	PROPN
cana-2641	255	34	data	datum	NOUN
cana-2641	255	35	into	into	ADP
cana-2641	255	36	structured	structured	ADJ
cana-2641	255	37	warehouse	warehouse	NOUN
cana-2641	255	38	formats	format	NOUN
cana-2641	255	39	.	.	PUNCT
cana-2641	256	1	through	through	ADP
cana-2641	256	2	the	the	DET
cana-2641	256	3	integration	integration	NOUN
cana-2641	256	4	of	of	ADP
cana-2641	256	5	cutting	cut	VERB
cana-2641	256	6	-	-	PUNCT
cana-2641	256	7	edge	edge	NOUN
cana-2641	256	8	technologies	technology	NOUN
cana-2641	256	9	such	such	ADJ
cana-2641	256	10	as	as	ADP
cana-2641	256	11	natural	natural	ADJ
cana-2641	256	12	language	language	NOUN
cana-2641	256	13	processing	processing	NOUN
cana-2641	256	14	(	(	PUNCT
cana-2641	256	15	nlp	nlp	NOUN
cana-2641	256	16	)	)	PUNCT
cana-2641	256	17	,	,	PUNCT
cana-2641	256	18	transformer	transformer	NOUN
cana-2641	256	19	-	-	PUNCT
cana-2641	256	20	based	base	VERB
cana-2641	256	21	architectures	architecture	NOUN
cana-2641	256	22	,	,	PUNCT
cana-2641	256	23	and	and	CCONJ
cana-2641	256	24	reinforcement	reinforcement	NOUN
cana-2641	256	25	learning	learning	NOUN
cana-2641	256	26	(	(	PUNCT
cana-2641	256	27	rl	rl	NOUN
cana-2641	256	28	)	)	PUNCT
cana-2641	256	29	,	,	PUNCT
cana-2641	256	30	the	the	DET
cana-2641	256	31	framework	framework	NOUN
cana-2641	256	32	has	have	AUX
cana-2641	256	33	demonstrated	demonstrate	VERB
cana-2641	256	34	a	a	DET
cana-2641	256	35	significant	significant	ADJ
cana-2641	256	36	enhancement	enhancement	NOUN
cana-2641	256	37	in	in	ADP
cana-2641	256	38	the	the	DET
cana-2641	256	39	efficiency	efficiency	NOUN
cana-2641	256	40	,	,	PUNCT
cana-2641	256	41	accuracy	accuracy	NOUN
cana-2641	256	42	,	,	PUNCT
cana-2641	256	43	and	and	CCONJ
cana-2641	256	44	scalability	scalability	NOUN
cana-2641	256	45	of	of	ADP
cana-2641	256	46	etl	etl	NOUN
cana-2641	256	47	processes	process	NOUN
cana-2641	256	48	.	.	PUNCT
cana-2641	257	1	the	the	DET
cana-2641	257	2	comprehensive	comprehensive	ADJ
cana-2641	257	3	experimental	experimental	ADJ
cana-2641	257	4	validation	validation	NOUN
cana-2641	257	5	using	use	VERB
cana-2641	257	6	the	the	DET
cana-2641	257	7	tpc	tpc	PROPN
cana-2641	257	8	-	-	PUNCT
cana-2641	257	9	di	di	NOUN
cana-2641	257	10	dataset	dataset	NOUN
cana-2641	257	11	has	have	AUX
cana-2641	257	12	showcased	showcase	VERB
cana-2641	257	13	autoetl	autoetl	NOUN
cana-2641	257	14	's	's	PART
cana-2641	257	15	ability	ability	NOUN
cana-2641	257	16	to	to	PART
cana-2641	257	17	not	not	PART
cana-2641	257	18	only	only	ADV
cana-2641	257	19	improve	improve	VERB
cana-2641	257	20	the	the	DET
cana-2641	257	21	precision	precision	NOUN
cana-2641	257	22	of	of	ADP
cana-2641	257	23	data	datum	NOUN
cana-2641	257	24	transformations	transformation	NOUN
cana-2641	257	25	but	but	CCONJ
cana-2641	257	26	also	also	ADV
cana-2641	257	27	enhance	enhance	VERB
cana-2641	257	28	recall	recall	NOUN
cana-2641	257	29	,	,	PUNCT
cana-2641	257	30	ensuring	ensure	VERB
cana-2641	257	31	comprehensive	comprehensive	ADJ
cana-2641	257	32	data	datum	NOUN
cana-2641	257	33	capture	capture	NOUN
cana-2641	257	34	.	.	PUNCT
cana-2641	258	1	the	the	DET
cana-2641	258	2	framework	framework	NOUN
cana-2641	258	3	's	's	PART
cana-2641	258	4	performance	performance	NOUN
cana-2641	258	5	was	be	AUX
cana-2641	258	6	rigorously	rigorously	ADV
cana-2641	258	7	quantified	quantify	VERB
cana-2641	258	8	through	through	ADP
cana-2641	258	9	various	various	ADJ
cana-2641	258	10	metrics	metric	NOUN
cana-2641	258	11	including	include	VERB
cana-2641	258	12	mean	mean	ADJ
cana-2641	258	13	average	average	ADJ
cana-2641	258	14	precision	precision	NOUN
cana-2641	258	15	(	(	PUNCT
cana-2641	258	16	map	map	NOUN
cana-2641	258	17	)	)	PUNCT
cana-2641	258	18	,	,	PUNCT
cana-2641	258	19	mean	mean	VERB
cana-2641	258	20	absolute	absolute	ADJ
cana-2641	258	21	distance	distance	NOUN
cana-2641	258	22	(	(	PUNCT
cana-2641	258	23	mad	mad	ADJ
cana-2641	258	24	)	)	PUNCT
cana-2641	258	25	,	,	PUNCT
cana-2641	258	26	and	and	CCONJ
cana-2641	258	27	mean	mean	VERB
cana-2641	258	28	squared	square	VERB
cana-2641	258	29	error	error	NOUN
cana-2641	258	30	(	(	PUNCT
cana-2641	258	31	mse	mse	NOUN
cana-2641	258	32	)	)	PUNCT
cana-2641	258	33	,	,	PUNCT
cana-2641	258	34	all	all	PRON
cana-2641	258	35	of	of	ADP
cana-2641	258	36	which	which	PRON
cana-2641	258	37	affirmed	affirm	VERB
cana-2641	258	38	its	its	PRON
cana-2641	258	39	superior	superior	ADJ
cana-2641	258	40	capabilities	capability	NOUN
cana-2641	258	41	compared	compare	VERB
cana-2641	258	42	to	to	ADP
cana-2641	258	43	existing	exist	VERB
cana-2641	258	44	methods	method	NOUN
cana-2641	258	45	like	like	ADP
cana-2641	258	46	deepcpcfg	deepcpcfg	NOUN
cana-2641	258	47	and	and	CCONJ
cana-2641	258	48	ngrs	ngrs	NOUN
cana-2641	258	49	.	.	PUNCT
cana-2641	259	1	moreover	moreover	ADV
cana-2641	259	2	,	,	PUNCT
cana-2641	259	3	the	the	DET
cana-2641	259	4	conceptual	conceptual	ADJ
cana-2641	259	5	and	and	CCONJ
cana-2641	259	6	dataflow	dataflow	ADJ
cana-2641	259	7	diagrams	diagram	NOUN
cana-2641	259	8	provided	provide	VERB
cana-2641	259	9	in	in	ADP
cana-2641	259	10	the	the	DET
cana-2641	259	11	study	study	NOUN
cana-2641	259	12	effectively	effectively	ADV
cana-2641	259	13	illustrate	illustrate	VERB
cana-2641	259	14	the	the	DET
cana-2641	259	15	systematic	systematic	ADJ
cana-2641	259	16	and	and	CCONJ
cana-2641	259	17	iterative	iterative	ADJ
cana-2641	259	18	nature	nature	NOUN
cana-2641	259	19	of	of	ADP
cana-2641	259	20	the	the	DET
cana-2641	259	21	autoetl	autoetl	ADJ
cana-2641	259	22	process	process	NOUN
cana-2641	259	23	.	.	PUNCT
cana-2641	260	1	these	these	DET
cana-2641	260	2	visual	visual	ADJ
cana-2641	260	3	tools	tool	NOUN
cana-2641	260	4	help	help	VERB
cana-2641	260	5	demystify	demystify	VERB
cana-2641	260	6	the	the	DET
cana-2641	260	7	complex	complex	ADJ
cana-2641	260	8	interactions	interaction	NOUN
cana-2641	260	9	and	and	CCONJ
cana-2641	260	10	transformations	transformation	NOUN
cana-2641	260	11	occurring	occur	VERB
cana-2641	260	12	within	within	ADP
cana-2641	260	13	the	the	DET
cana-2641	260	14	framework	framework	NOUN
cana-2641	260	15	,	,	PUNCT
cana-2641	260	16	making	make	VERB
cana-2641	260	17	the	the	DET
cana-2641	260	18	technology	technology	NOUN
cana-2641	260	19	accessible	accessible	ADJ
cana-2641	260	20	to	to	ADP
cana-2641	260	21	both	both	CCONJ
cana-2641	260	22	technical	technical	ADJ
cana-2641	260	23	and	and	CCONJ
cana-2641	260	24	non	non	ADJ
cana-2641	260	25	-	-	ADJ
cana-2641	260	26	technical	technical	ADJ
cana-2641	260	27	stakeholders	stakeholder	NOUN
cana-2641	260	28	.	.	PUNCT
cana-2641	261	1	despite	despite	SCONJ
cana-2641	261	2	its	its	PRON
cana-2641	261	3	successes	success	NOUN
cana-2641	261	4	,	,	PUNCT
cana-2641	261	5	challenges	challenge	NOUN
cana-2641	261	6	remain	remain	VERB
cana-2641	261	7	.	.	PUNCT
cana-2641	262	1	particularly	particularly	ADV
cana-2641	262	2	,	,	PUNCT
cana-2641	262	3	the	the	DET
cana-2641	262	4	framework	framework	NOUN
cana-2641	262	5	's	's	PART
cana-2641	262	6	performance	performance	NOUN
cana-2641	262	7	under	under	ADP
cana-2641	262	8	high	high	ADJ
cana-2641	262	9	iou	iou	NOUN
cana-2641	262	10	thresholds	thresholds	PROPN
cana-2641	262	11	highlights	highlight	NOUN
cana-2641	262	12	an	an	DET
cana-2641	262	13	area	area	NOUN
cana-2641	262	14	for	for	ADP
cana-2641	262	15	potential	potential	ADJ
cana-2641	262	16	improvement	improvement	NOUN
cana-2641	262	17	.	.	PUNCT
cana-2641	263	1	future	future	ADJ
cana-2641	263	2	research	research	NOUN
cana-2641	263	3	should	should	AUX
cana-2641	263	4	therefore	therefore	ADV
cana-2641	263	5	focus	focus	VERB
cana-2641	263	6	on	on	ADP
cana-2641	263	7	refining	refine	VERB
cana-2641	263	8	the	the	DET
cana-2641	263	9	model	model	NOUN
cana-2641	263	10	's	's	PART
cana-2641	263	11	accuracy	accuracy	NOUN
cana-2641	263	12	and	and	CCONJ
cana-2641	263	13	adaptability	adaptability	NOUN
cana-2641	263	14	under	under	ADP
cana-2641	263	15	these	these	DET
cana-2641	263	16	conditions	condition	NOUN
cana-2641	263	17	.	.	PUNCT
cana-2641	264	1	additionally	additionally	ADV
cana-2641	264	2	,	,	PUNCT
cana-2641	264	3	exploring	explore	VERB
cana-2641	264	4	the	the	DET
cana-2641	264	5	framework	framework	NOUN
cana-2641	264	6	's	's	PART
cana-2641	264	7	applicability	applicability	NOUN
cana-2641	264	8	across	across	ADP
cana-2641	264	9	more	more	ADV
cana-2641	264	10	diverse	diverse	ADJ
cana-2641	264	11	data	datum	NOUN
cana-2641	264	12	types	type	NOUN
cana-2641	264	13	and	and	CCONJ
cana-2641	264	14	operational	operational	ADJ
cana-2641	264	15	scenarios	scenario	NOUN
cana-2641	264	16	could	could	AUX
cana-2641	264	17	further	far	ADV
cana-2641	264	18	broaden	broaden	VERB
cana-2641	264	19	its	its	PRON
cana-2641	264	20	utility	utility	NOUN
cana-2641	264	21	and	and	CCONJ
cana-2641	264	22	impact	impact	NOUN
cana-2641	264	23	.	.	PUNCT
cana-2641	265	1	the	the	DET
cana-2641	265	2	autoetl	autoetl	NOUN
cana-2641	265	3	framework	framework	NOUN
cana-2641	265	4	represents	represent	VERB
cana-2641	265	5	a	a	DET
cana-2641	265	6	significant	significant	ADJ
cana-2641	265	7	stride	stride	NOUN
cana-2641	265	8	towards	towards	ADP
cana-2641	265	9	communications	communication	NOUN
cana-2641	265	10	on	on	ADP
cana-2641	265	11	applied	apply	VERB
cana-2641	265	12	nonlinear	nonlinear	ADJ
cana-2641	265	13	analysis	analysis	NOUN
cana-2641	265	14	issn	issn	NOUN
cana-2641	265	15	:	:	PUNCT
cana-2641	265	16	1074	1074	NUM
cana-2641	265	17	-	-	PUNCT
cana-2641	265	18	133x	133x	NUM
cana-2641	265	19	vol	vol	NOUN
cana-2641	265	20	32	32	NUM
cana-2641	265	21	no	no	NOUN
cana-2641	265	22	.	.	PUNCT
cana-2641	266	1	3s	3s	NUM
cana-2641	266	2	(	(	PUNCT
cana-2641	266	3	2025	2025	NUM
cana-2641	266	4	)	)	PUNCT
cana-2641	266	5	265	265	NUM
cana-2641	266	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2641	266	7	realizing	realize	VERB
cana-2641	266	8	fully	fully	ADV
cana-2641	266	9	automated	automate	VERB
cana-2641	266	10	,	,	PUNCT
cana-2641	266	11	highly	highly	ADV
cana-2641	266	12	efficient	efficient	ADJ
cana-2641	266	13	etl	etl	NOUN
cana-2641	266	14	processes	process	NOUN
cana-2641	266	15	.	.	PUNCT
cana-2641	267	1	it	it	PRON
cana-2641	267	2	not	not	PART
cana-2641	267	3	only	only	ADV
cana-2641	267	4	reduces	reduce	VERB
cana-2641	267	5	the	the	DET
cana-2641	267	6	reliance	reliance	NOUN
cana-2641	267	7	on	on	ADP
cana-2641	267	8	manual	manual	ADJ
cana-2641	267	9	data	datum	NOUN
cana-2641	267	10	handling	handling	NOUN
cana-2641	267	11	but	but	CCONJ
cana-2641	267	12	also	also	ADV
cana-2641	267	13	sets	set	VERB
cana-2641	267	14	a	a	DET
cana-2641	267	15	foundation	foundation	NOUN
cana-2641	267	16	for	for	ADP
cana-2641	267	17	future	future	ADJ
cana-2641	267	18	innovations	innovation	NOUN
cana-2641	267	19	in	in	ADP
cana-2641	267	20	the	the	DET
cana-2641	267	21	field	field	NOUN
cana-2641	267	22	of	of	ADP
cana-2641	267	23	data	datum	NOUN
cana-2641	267	24	processing	processing	NOUN
cana-2641	267	25	.	.	PUNCT
cana-2641	268	1	as	as	SCONJ
cana-2641	268	2	data	datum	NOUN
cana-2641	268	3	continues	continue	VERB
cana-2641	268	4	to	to	PART
cana-2641	268	5	grow	grow	VERB
cana-2641	268	6	in	in	ADP
cana-2641	268	7	volume	volume	NOUN
cana-2641	268	8	and	and	CCONJ
cana-2641	268	9	complexity	complexity	NOUN
cana-2641	268	10	,	,	PUNCT
cana-2641	268	11	tools	tool	NOUN
cana-2641	268	12	like	like	ADP
cana-2641	268	13	autoetl	autoetl	NOUN
cana-2641	268	14	will	will	AUX
cana-2641	268	15	be	be	AUX
cana-2641	268	16	pivotal	pivotal	ADJ
cana-2641	268	17	in	in	ADP
cana-2641	268	18	enabling	enable	VERB
cana-2641	268	19	organizations	organization	NOUN
cana-2641	268	20	to	to	PART
cana-2641	268	21	leverage	leverage	VERB
cana-2641	268	22	their	their	PRON
cana-2641	268	23	data	data	NOUN
cana-2641	268	24	assets	asset	NOUN
cana-2641	268	25	effectively	effectively	ADV
cana-2641	268	26	,	,	PUNCT
cana-2641	268	27	thereby	thereby	ADV
cana-2641	268	28	driving	drive	VERB
cana-2641	268	29	better	well	ADJ
cana-2641	268	30	decision	decision	NOUN
cana-2641	268	31	-	-	PUNCT
cana-2641	268	32	making	making	NOUN
cana-2641	268	33	and	and	CCONJ
cana-2641	268	34	operational	operational	ADJ
cana-2641	268	35	efficiencies	efficiency	NOUN
cana-2641	268	36	across	across	ADP
cana-2641	268	37	various	various	ADJ
cana-2641	268	38	industries	industry	NOUN
cana-2641	268	39	.	.	PUNCT
cana-2641	269	1	references	reference	NOUN
cana-2641	269	2	[	[	X
cana-2641	269	3	1	1	NUM
cana-2641	269	4	]	]	X
cana-2641	269	5	benjamin	benjamin	PROPN
cana-2641	269	6	-	-	PUNCT
cana-2641	269	7	deckert	deckert	PROPN
cana-2641	269	8	,	,	PUNCT
cana-2641	269	9	debra	debra	PROPN
cana-2641	269	10	j.	j.	PROPN
cana-2641	269	11	,	,	PUNCT
cana-2641	269	12	neal	neal	PROPN
cana-2641	269	13	e.	e.	PROPN
cana-2641	269	14	bohling	bohling	PROPN
cana-2641	269	15	,	,	PUNCT
cana-2641	269	16	elaine	elaine	PROPN
cana-2641	269	17	lai	lai	PROPN
cana-2641	269	18	,	,	PUNCT
cana-2641	269	19	lawrence	lawrence	PROPN
cana-2641	269	20	l.	l.	PROPN
cana-2641	269	21	law	law	PROPN
cana-2641	269	22	,	,	PUNCT
cana-2641	269	23	brian	brian	PROPN
cana-2641	269	24	lee	lee	PROPN
cana-2641	269	25	,	,	PUNCT
cana-2641	269	26	terri	terri	PROPN
cana-2641	269	27	a.	a.	PROPN
cana-2641	269	28	menendez	menendez	PROPN
cana-2641	269	29	,	,	PUNCT
cana-2641	269	30	gary	gary	PROPN
cana-2641	269	31	pizl	pizl	PROPN
cana-2641	269	32	,	,	PUNCT
cana-2641	269	33	roity	roity	NOUN
cana-2641	269	34	prieto	prieto	NOUN
cana-2641	269	35	perez	perez	PROPN
cana-2641	269	36	,	,	PUNCT
cana-2641	269	37	and	and	CCONJ
cana-2641	269	38	tony	tony	PROPN
cana-2641	269	39	xu	xu	PROPN
cana-2641	269	40	.	.	PUNCT
cana-2641	270	1	"	"	PUNCT
cana-2641	270	2	storing	store	VERB
cana-2641	270	3	unstructured	unstructured	ADJ
cana-2641	270	4	data	datum	NOUN
cana-2641	270	5	in	in	ADP
cana-2641	270	6	a	a	DET
cana-2641	270	7	structured	structured	ADJ
cana-2641	270	8	framework	framework	NOUN
cana-2641	270	9	.	.	PUNCT
cana-2641	270	10	"	"	PUNCT
cana-2641	271	1	u.s	u.s	PROPN
cana-2641	271	2	.	.	PROPN
cana-2641	271	3	patent	patent	NOUN
cana-2641	271	4	application	application	NOUN
cana-2641	271	5	15/839,644	15/839,644	NUM
cana-2641	271	6	,	,	PUNCT
cana-2641	271	7	filed	file	VERB
cana-2641	271	8	june	june	PROPN
cana-2641	271	9	13	13	NUM
cana-2641	271	10	,	,	PUNCT
cana-2641	271	11	2019	2019	NUM
cana-2641	271	12	.	.	PUNCT
cana-2641	272	1	[	[	X
cana-2641	272	2	2	2	NUM
cana-2641	272	3	]	]	SYM
cana-2641	272	4	bolla	bolla	NOUN
cana-2641	272	5	,	,	PUNCT
cana-2641	272	6	sreenivasulu	sreenivasulu	NOUN
cana-2641	272	7	,	,	PUNCT
cana-2641	272	8	and	and	CCONJ
cana-2641	272	9	r.	r.	PROPN
cana-2641	272	10	anandan	anandan	PROPN
cana-2641	272	11	.	.	PUNCT
cana-2641	273	1	"	"	PUNCT
cana-2641	273	2	contemporary	contemporary	ADJ
cana-2641	273	3	review	review	NOUN
cana-2641	273	4	on	on	ADP
cana-2641	273	5	technologies	technology	NOUN
cana-2641	273	6	and	and	CCONJ
cana-2641	273	7	methods	method	NOUN
cana-2641	273	8	for	for	ADP
cana-2641	273	9	converting	convert	VERB
cana-2641	273	10	unstructured	unstructured	ADJ
cana-2641	273	11	data	datum	NOUN
cana-2641	273	12	to	to	ADP
cana-2641	273	13	structured	structured	ADJ
cana-2641	273	14	data	datum	NOUN
cana-2641	273	15	.	.	PUNCT
cana-2641	273	16	"	"	PUNCT
cana-2641	274	1	international	international	ADJ
cana-2641	274	2	journal	journal	NOUN
cana-2641	274	3	of	of	ADP
cana-2641	274	4	engineering	engineering	NOUN
cana-2641	274	5	and	and	CCONJ
cana-2641	274	6	technology	technology	NOUN
cana-2641	274	7	(	(	PUNCT
cana-2641	274	8	uae	uae	PROPN
cana-2641	274	9	)	)	PUNCT
cana-2641	274	10	7	7	NUM
cana-2641	274	11	,	,	PUNCT
cana-2641	274	12	no	no	INTJ
cana-2641	274	13	.	.	NOUN
cana-2641	274	14	3	3	NUM
cana-2641	274	15	(	(	PUNCT
cana-2641	274	16	2018	2018	NUM
cana-2641	274	17	):	):	PUNCT
cana-2641	274	18	527	527	NUM
cana-2641	274	19	-	-	SYM
cana-2641	274	20	530	530	NUM
cana-2641	274	21	.	.	PUNCT
cana-2641	275	1	[	[	X
cana-2641	275	2	3	3	NUM
cana-2641	275	3	]	]	X
cana-2641	275	4	rich	rich	ADJ
cana-2641	275	5	,	,	PUNCT
cana-2641	275	6	alexander	alexander	PROPN
cana-2641	275	7	,	,	PUNCT
cana-2641	275	8	guy	guy	NOUN
cana-2641	275	9	amster	amster	NOUN
cana-2641	275	10	,	,	PUNCT
cana-2641	275	11	and	and	CCONJ
cana-2641	275	12	griffin	griffin	PROPN
cana-2641	275	13	adams	adams	PROPN
cana-2641	275	14	.	.	PUNCT
cana-2641	276	1	"	"	PUNCT
cana-2641	276	2	deep	deep	ADJ
cana-2641	276	3	learning	learn	VERB
cana-2641	276	4	architecture	architecture	NOUN
cana-2641	276	5	for	for	ADP
cana-2641	276	6	analyzing	analyze	VERB
cana-2641	276	7	unstructured	unstructured	ADJ
cana-2641	276	8	data	datum	NOUN
cana-2641	276	9	.	.	PUNCT
cana-2641	276	10	"	"	PUNCT
cana-2641	277	1	u.s	u.s	PROPN
cana-2641	277	2	.	.	PROPN
cana-2641	277	3	patent	patent	NOUN
cana-2641	277	4	11,728,014	11,728,014	NUM
cana-2641	277	5	,	,	PUNCT
cana-2641	277	6	issued	issue	VERB
cana-2641	277	7	august	august	PROPN
cana-2641	277	8	15	15	NUM
cana-2641	277	9	,	,	PUNCT
cana-2641	277	10	2023	2023	NUM
cana-2641	277	11	.	.	PUNCT
cana-2641	278	1	[	[	X
cana-2641	278	2	4	4	NUM
cana-2641	278	3	]	]	X
cana-2641	278	4	peng	peng	PROPN
cana-2641	278	5	,	,	PUNCT
cana-2641	278	6	wang	wang	PROPN
cana-2641	278	7	.	.	PUNCT
cana-2641	279	1	"	"	PUNCT
cana-2641	279	2	a	a	DET
cana-2641	279	3	survey	survey	NOUN
cana-2641	279	4	of	of	ADP
cana-2641	279	5	research	research	NOUN
cana-2641	279	6	on	on	ADP
cana-2641	279	7	deep	deep	ADJ
cana-2641	279	8	learning	learn	VERB
cana-2641	279	9	entity	entity	NOUN
cana-2641	279	10	relationship	relationship	NOUN
cana-2641	279	11	extraction	extraction	NOUN
cana-2641	279	12	.	.	PUNCT
cana-2641	279	13	"	"	PUNCT
cana-2641	279	14	natural	natural	ADJ
cana-2641	279	15	language	language	NOUN
cana-2641	279	16	processing	processing	NOUN
cana-2641	279	17	and	and	CCONJ
cana-2641	279	18	speech	speech	NOUN
cana-2641	279	19	recognition	recognition	NOUN
cana-2641	279	20	1	1	NUM
cana-2641	279	21	,	,	PUNCT
cana-2641	279	22	no	no	INTJ
cana-2641	279	23	.	.	NOUN
cana-2641	279	24	1	1	NUM
cana-2641	279	25	(	(	PUNCT
cana-2641	279	26	2019	2019	NUM
cana-2641	279	27	):	):	PUNCT
cana-2641	279	28	1	1	NUM
cana-2641	279	29	-	-	SYM
cana-2641	279	30	5	5	NUM
cana-2641	279	31	.	.	PUNCT
cana-2641	280	1	[	[	X
cana-2641	280	2	5	5	NUM
cana-2641	280	3	]	]	X
cana-2641	280	4	chaima	chaima	NOUN
cana-2641	280	5	,	,	PUNCT
cana-2641	280	6	afifi	afifi	PROPN
cana-2641	280	7	,	,	PUNCT
cana-2641	280	8	khebizi	khebizi	PROPN
cana-2641	280	9	ali	ali	PROPN
cana-2641	280	10	,	,	PUNCT
cana-2641	280	11	and	and	CCONJ
cana-2641	280	12	halimi	halimi	PROPN
cana-2641	280	13	khaled	khale	VERB
cana-2641	280	14	.	.	PUNCT
cana-2641	281	1	"	"	PUNCT
cana-2641	281	2	extracting	extract	VERB
cana-2641	281	3	and	and	CCONJ
cana-2641	281	4	exploiting	exploit	VERB
cana-2641	281	5	the	the	DET
cana-2641	281	6	behavior	behavior	NOUN
cana-2641	281	7	business	business	NOUN
cana-2641	281	8	process	process	NOUN
cana-2641	281	9	graph	graph	NOUN
cana-2641	281	10	through	through	ADP
cana-2641	281	11	transition	transition	NOUN
cana-2641	281	12	-	-	PUNCT
cana-2641	281	13	centric	centric	NOUN
cana-2641	281	14	event	event	NOUN
cana-2641	281	15	-	-	PUNCT
cana-2641	281	16	log	log	NOUN
cana-2641	281	17	data	datum	NOUN
cana-2641	281	18	.	.	PUNCT
cana-2641	281	19	"	"	PUNCT
cana-2641	282	1	in	in	ADP
cana-2641	282	2	2023	2023	NUM
cana-2641	282	3	international	international	ADJ
cana-2641	282	4	conference	conference	NOUN
cana-2641	282	5	on	on	ADP
cana-2641	282	6	artificial	artificial	ADJ
cana-2641	282	7	intelligence	intelligence	NOUN
cana-2641	282	8	and	and	CCONJ
cana-2641	282	9	applications	application	NOUN
cana-2641	282	10	(	(	PUNCT
cana-2641	282	11	icaia	icaia	ADJ
cana-2641	282	12	)	)	PUNCT
cana-2641	282	13	alliance	alliance	NOUN
cana-2641	282	14	technology	technology	NOUN
cana-2641	282	15	conference	conference	NOUN
cana-2641	282	16	(	(	PUNCT
cana-2641	282	17	atcon-1	atcon-1	PROPN
cana-2641	282	18	)	)	PUNCT
cana-2641	282	19	,	,	PUNCT
cana-2641	282	20	pp	pp	ADJ
cana-2641	282	21	.	.	PUNCT
cana-2641	282	22	1	1	NUM
cana-2641	282	23	-	-	SYM
cana-2641	282	24	6	6	NUM
cana-2641	282	25	.	.	PUNCT
cana-2641	282	26	ieee	ieee	NOUN
cana-2641	282	27	,	,	PUNCT
cana-2641	282	28	2023	2023	NUM
cana-2641	282	29	.	.	PUNCT
cana-2641	283	1	[	[	X
cana-2641	283	2	6	6	NUM
cana-2641	283	3	]	]	X
cana-2641	283	4	jou	jou	PROPN
cana-2641	283	5	,	,	PUNCT
cana-2641	283	6	chichang	chichang	PROPN
cana-2641	283	7	.	.	PUNCT
cana-2641	284	1	"	"	PUNCT
cana-2641	284	2	schema	schema	NOUN
cana-2641	284	3	extraction	extraction	NOUN
cana-2641	284	4	for	for	ADP
cana-2641	284	5	deep	deep	ADJ
cana-2641	284	6	web	web	NOUN
cana-2641	284	7	query	query	NOUN
cana-2641	284	8	interfaces	interface	NOUN
cana-2641	284	9	using	use	VERB
cana-2641	284	10	heuristics	heuristic	NOUN
cana-2641	284	11	rules	rule	NOUN
cana-2641	284	12	.	.	PUNCT
cana-2641	284	13	"	"	PUNCT
cana-2641	285	1	information	information	NOUN
cana-2641	285	2	systems	system	NOUN
cana-2641	285	3	frontiers	frontier	NOUN
cana-2641	285	4	21	21	NUM
cana-2641	285	5	,	,	PUNCT
cana-2641	285	6	no	no	INTJ
cana-2641	285	7	.	.	NOUN
cana-2641	285	8	1	1	NUM
cana-2641	285	9	(	(	PUNCT
cana-2641	285	10	2019	2019	NUM
cana-2641	285	11	):	):	PUNCT
cana-2641	285	12	163	163	NUM
cana-2641	285	13	-	-	SYM
cana-2641	285	14	174	174	NUM
cana-2641	285	15	.	.	PUNCT
cana-2641	286	1	[	[	X
cana-2641	286	2	7	7	NUM
cana-2641	286	3	]	]	X
cana-2641	286	4	gilligan	gilligan	NOUN
cana-2641	286	5	,	,	PUNCT
cana-2641	286	6	luke	luke	PROPN
cana-2641	286	7	pj	pj	PROPN
cana-2641	286	8	,	,	PUNCT
cana-2641	286	9	matteo	matteo	PROPN
cana-2641	286	10	cobelli	cobelli	PROPN
cana-2641	286	11	,	,	PUNCT
cana-2641	286	12	valentin	valentin	PROPN
cana-2641	286	13	taufour	taufour	NUM
cana-2641	286	14	,	,	PUNCT
cana-2641	286	15	and	and	CCONJ
cana-2641	286	16	stefano	stefano	PROPN
cana-2641	286	17	sanvito	sanvito	NOUN
cana-2641	286	18	.	.	PUNCT
cana-2641	287	1	"	"	PUNCT
cana-2641	287	2	a	a	DET
cana-2641	287	3	rule	rule	NOUN
cana-2641	287	4	-	-	PUNCT
cana-2641	287	5	free	free	ADJ
cana-2641	287	6	workflow	workflow	NOUN
cana-2641	287	7	for	for	ADP
cana-2641	287	8	the	the	DET
cana-2641	287	9	automated	automate	VERB
cana-2641	287	10	generation	generation	NOUN
cana-2641	287	11	of	of	ADP
cana-2641	287	12	databases	database	NOUN
cana-2641	287	13	from	from	ADP
cana-2641	287	14	scientific	scientific	ADJ
cana-2641	287	15	literature	literature	NOUN
cana-2641	287	16	.	.	PUNCT
cana-2641	287	17	"	"	PUNCT
cana-2641	288	1	npj	npj	PROPN
cana-2641	288	2	computational	computational	ADJ
cana-2641	288	3	materials	material	NOUN
cana-2641	288	4	9	9	NUM
cana-2641	288	5	,	,	PUNCT
cana-2641	288	6	no	no	INTJ
cana-2641	288	7	.	.	NOUN
cana-2641	288	8	1	1	NUM
cana-2641	288	9	(	(	PUNCT
cana-2641	288	10	2023	2023	NUM
cana-2641	288	11	):	):	PUNCT
cana-2641	288	12	222	222	NUM
cana-2641	288	13	.	.	PUNCT
cana-2641	289	1	[	[	X
cana-2641	289	2	8	8	NUM
cana-2641	289	3	]	]	PUNCT
cana-2641	289	4	neuberger	neuberger	NOUN
cana-2641	289	5	,	,	PUNCT
cana-2641	289	6	julian	julian	PROPN
cana-2641	289	7	,	,	PUNCT
cana-2641	289	8	lars	lars	PROPN
cana-2641	289	9	ackermann	ackermann	PROPN
cana-2641	289	10	,	,	PUNCT
cana-2641	289	11	and	and	CCONJ
cana-2641	289	12	stefan	stefan	PROPN
cana-2641	289	13	jablonski	jablonski	PROPN
cana-2641	289	14	.	.	PUNCT
cana-2641	290	1	"	"	PUNCT
cana-2641	290	2	beyond	beyond	ADP
cana-2641	290	3	rule	rule	NOUN
cana-2641	290	4	-	-	PUNCT
cana-2641	290	5	based	base	VERB
cana-2641	290	6	named	name	VERB
cana-2641	290	7	entity	entity	NOUN
cana-2641	290	8	recognition	recognition	NOUN
cana-2641	290	9	and	and	CCONJ
cana-2641	290	10	relation	relation	NOUN
cana-2641	290	11	extraction	extraction	NOUN
cana-2641	290	12	for	for	ADP
cana-2641	290	13	process	process	NOUN
cana-2641	290	14	model	model	NOUN
cana-2641	290	15	generation	generation	NOUN
cana-2641	290	16	from	from	ADP
cana-2641	290	17	natural	natural	ADJ
cana-2641	290	18	language	language	NOUN
cana-2641	290	19	text	text	NOUN
cana-2641	290	20	.	.	PUNCT
cana-2641	290	21	"	"	PUNCT
cana-2641	291	1	in	in	ADP
cana-2641	291	2	international	international	ADJ
cana-2641	291	3	conference	conference	NOUN
cana-2641	291	4	on	on	ADP
cana-2641	291	5	cooperative	cooperative	ADJ
cana-2641	291	6	information	information	NOUN
cana-2641	291	7	systems	system	NOUN
cana-2641	291	8	,	,	PUNCT
cana-2641	291	9	pp	pp	ADJ
cana-2641	291	10	.	.	PUNCT
cana-2641	291	11	179	179	NUM
cana-2641	291	12	-	-	SYM
cana-2641	291	13	197	197	NUM
cana-2641	291	14	.	.	PUNCT
cana-2641	291	15	cham	cham	PROPN
cana-2641	291	16	:	:	PUNCT
cana-2641	291	17	springer	springer	NOUN
cana-2641	291	18	nature	nature	PROPN
cana-2641	291	19	switzerland	switzerland	PROPN
cana-2641	291	20	,	,	PUNCT
cana-2641	291	21	2023	2023	NUM
cana-2641	291	22	.	.	PUNCT
cana-2641	292	1	[	[	X
cana-2641	292	2	9	9	NUM
cana-2641	292	3	]	]	X
cana-2641	292	4	masson	masson	PROPN
cana-2641	292	5	,	,	PUNCT
cana-2641	292	6	charles	charles	PROPN
cana-2641	292	7	-	-	PUNCT
cana-2641	292	8	philippe	philippe	PROPN
cana-2641	292	9	,	,	PUNCT
cana-2641	292	10	and	and	CCONJ
cana-2641	292	11	stephen	stephen	PROPN
cana-2641	292	12	paul	paul	PROPN
cana-2641	292	13	kappel	kappel	PROPN
cana-2641	292	14	.	.	PUNCT
cana-2641	293	1	"	"	PUNCT
cana-2641	293	2	transforming	transform	VERB
cana-2641	293	3	a	a	DET
cana-2641	293	4	data	data	NOUN
cana-2641	293	5	stream	stream	NOUN
cana-2641	293	6	into	into	ADP
cana-2641	293	7	structured	structured	ADJ
cana-2641	293	8	data	datum	NOUN
cana-2641	293	9	.	.	PUNCT
cana-2641	293	10	"	"	PUNCT
cana-2641	294	1	u.s	u.s	PROPN
cana-2641	294	2	.	.	PROPN
cana-2641	294	3	patent	patent	NOUN
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cana-2641	294	5	,	,	PUNCT
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cana-2641	294	8	23	23	NUM
cana-2641	294	9	,	,	PUNCT
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cana-2641	294	11	.	.	PUNCT
cana-2641	295	1	[	[	X
cana-2641	295	2	10	10	NUM
cana-2641	295	3	]	]	X
cana-2641	295	4	youssef	youssef	PROPN
cana-2641	295	5	,	,	PUNCT
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cana-2641	295	7	,	,	PUNCT
cana-2641	295	8	frikh	frikh	NOUN
cana-2641	295	9	bouchra	bouchra	NOUN
cana-2641	295	10	,	,	PUNCT
cana-2641	295	11	and	and	CCONJ
cana-2641	295	12	ouhbi	ouhbi	PROPN
cana-2641	295	13	brahim	brahim	PROPN
cana-2641	295	14	.	.	PUNCT
cana-2641	296	1	"	"	PUNCT
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cana-2641	296	8	e	e	NOUN
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cana-2641	296	10	commerce	commerce	NOUN
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cana-2641	296	12	detection	detection	NOUN
cana-2641	296	13	.	.	PUNCT
cana-2641	296	14	"	"	PUNCT
cana-2641	297	1	in	in	ADP
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cana-2641	297	3	6th	6th	ADJ
cana-2641	297	4	ieee	ieee	PROPN
cana-2641	297	5	congress	congress	PROPN
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cana-2641	297	7	information	information	NOUN
cana-2641	297	8	science	science	NOUN
cana-2641	297	9	and	and	CCONJ
cana-2641	297	10	technology	technology	NOUN
cana-2641	297	11	(	(	PUNCT
cana-2641	297	12	cist	cist	NOUN
cana-2641	297	13	)	)	PUNCT
cana-2641	297	14	,	,	PUNCT
cana-2641	297	15	pp	pp	PROPN
cana-2641	297	16	.	.	PUNCT
cana-2641	297	17	145	145	NUM
cana-2641	297	18	-	-	SYM
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cana-2641	297	20	.	.	PUNCT
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cana-2641	297	22	,	,	PUNCT
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cana-2641	297	24	.	.	PUNCT
cana-2641	298	1	[	[	X
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cana-2641	298	5	,	,	PUNCT
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cana-2641	298	12	,	,	PUNCT
cana-2641	298	13	tareq	tareq	PROPN
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cana-2641	298	15	mamun	mamun	PROPN
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cana-2641	298	17	md	md	PROPN
cana-2641	298	18	shah	shah	PROPN
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cana-2641	299	4	in	in	ADP
cana-2641	299	5	mining	mining	NOUN
cana-2641	299	6	business	business	NOUN
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cana-2641	299	8	.	.	PUNCT
cana-2641	299	9	"	"	PUNCT
cana-2641	300	1	in	in	ADP
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cana-2641	300	7	(	(	PUNCT
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cana-2641	300	9	)	)	PUNCT
cana-2641	300	10	,	,	PUNCT
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cana-2641	300	20	.	.	PUNCT
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cana-2641	301	2	12	12	NUM
cana-2641	301	3	]	]	X
cana-2641	301	4	shigarov	shigarov	PROPN
cana-2641	301	5	,	,	PUNCT
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cana-2641	301	7	,	,	PUNCT
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cana-2641	301	10	,	,	PUNCT
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cana-2641	301	13	,	,	PUNCT
cana-2641	301	14	and	and	CCONJ
cana-2641	301	15	viacheslav	viacheslav	PROPN
cana-2641	301	16	paramonov	paramonov	PROPN
cana-2641	301	17	.	.	PUNCT
cana-2641	302	1	"	"	PUNCT
cana-2641	302	2	tabbyxl	tabbyxl	NOUN
cana-2641	302	3	:	:	PUNCT
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cana-2641	302	5	-	-	PUNCT
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cana-2641	302	8	data	data	NOUN
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cana-2641	302	11	transformation	transformation	NOUN
cana-2641	302	12	.	.	PUNCT
cana-2641	302	13	"	"	PUNCT
cana-2641	303	1	in	in	ADP
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cana-2641	303	6	:	:	PUNCT
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cana-2641	303	10	,	,	PUNCT
cana-2641	303	11	icist	icist	VERB
cana-2641	303	12	2019	2019	NUM
cana-2641	303	13	,	,	PUNCT
cana-2641	303	14	vilnius	vilnius	PROPN
cana-2641	303	15	,	,	PUNCT
cana-2641	303	16	lithuania	lithuania	PROPN
cana-2641	303	17	,	,	PUNCT
cana-2641	303	18	october	october	PROPN
cana-2641	303	19	10–12	10–12	NUM
cana-2641	303	20	,	,	PUNCT
cana-2641	303	21	2019	2019	NUM
cana-2641	303	22	,	,	PUNCT
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cana-2641	303	24	25	25	NUM
cana-2641	303	25	,	,	PUNCT
cana-2641	303	26	pp	pp	ADJ
cana-2641	303	27	.	.	PUNCT
cana-2641	304	1	59	59	NUM
cana-2641	304	2	-	-	SYM
cana-2641	304	3	75	75	NUM
cana-2641	304	4	.	.	PUNCT
cana-2641	305	1	springer	springer	NOUN
cana-2641	305	2	international	international	ADJ
cana-2641	305	3	publishing	publishing	NOUN
cana-2641	305	4	,	,	PUNCT
cana-2641	305	5	2019	2019	NUM
cana-2641	305	6	.	.	PUNCT
cana-2641	306	1	[	[	X
cana-2641	306	2	13	13	NUM
cana-2641	306	3	]	]	SYM
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cana-2641	306	5	,	,	PUNCT
cana-2641	306	6	suyash	suyash	NOUN
cana-2641	306	7	,	,	PUNCT
cana-2641	306	8	and	and	CCONJ
cana-2641	306	9	anuranjan	anuranjan	NOUN
cana-2641	306	10	misra	misra	NOUN
cana-2641	306	11	.	.	PUNCT
cana-2641	307	1	"	"	PUNCT
cana-2641	307	2	structured	structured	ADJ
cana-2641	307	3	and	and	CCONJ
cana-2641	307	4	unstructured	unstructured	ADJ
cana-2641	307	5	big	big	ADJ
cana-2641	307	6	data	datum	NOUN
cana-2641	307	7	analytics	analytic	NOUN
cana-2641	307	8	.	.	PUNCT
cana-2641	307	9	"	"	PUNCT
cana-2641	308	1	in	in	ADP
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cana-2641	308	3	international	international	ADJ
cana-2641	308	4	conference	conference	NOUN
cana-2641	308	5	on	on	ADP
cana-2641	308	6	current	current	ADJ
cana-2641	308	7	trends	trend	NOUN
cana-2641	308	8	in	in	ADP
cana-2641	308	9	computer	computer	NOUN
cana-2641	308	10	,	,	PUNCT
cana-2641	308	11	electrical	electrical	ADJ
cana-2641	308	12	,	,	PUNCT
cana-2641	308	13	electronics	electronic	NOUN
cana-2641	308	14	and	and	CCONJ
cana-2641	308	15	communication	communication	NOUN
cana-2641	308	16	(	(	PUNCT
cana-2641	308	17	ctceec	ctceec	ADJ
cana-2641	308	18	)	)	PUNCT
cana-2641	308	19	,	,	PUNCT
cana-2641	308	20	pp	pp	ADP
cana-2641	308	21	.	.	PUNCT
cana-2641	309	1	740	740	NUM
cana-2641	309	2	-	-	SYM
cana-2641	309	3	746	746	NUM
cana-2641	309	4	.	.	PUNCT
cana-2641	310	1	ieee	ieee	NOUN
cana-2641	310	2	,	,	PUNCT
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cana-2641	310	4	.	.	PUNCT
cana-2641	311	1	[	[	X
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cana-2641	311	3	]	]	X
cana-2641	311	4	patil	patil	PROPN
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cana-2641	311	6	snehal	snehal	VERB
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cana-2641	311	8	,	,	PUNCT
cana-2641	311	9	and	and	CCONJ
cana-2641	311	10	vaishnavi	vaishnavi	PROPN
cana-2641	311	11	moorthy	moorthy	PROPN
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cana-2641	312	12	.	.	PUNCT
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cana-2641	313	1	in	in	ADP
cana-2641	313	2	2023	2023	NUM
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cana-2641	313	8	communications	communication	NOUN
cana-2641	313	9	(	(	PUNCT
cana-2641	313	10	icnwc	icnwc	NOUN
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cana-2641	313	12	,	,	PUNCT
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cana-2641	315	3	]	]	X
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cana-2641	316	1	"	"	PUNCT
cana-2641	316	2	automated	automate	VERB
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cana-2641	316	14	.	.	PUNCT
cana-2641	316	15	"	"	PUNCT
cana-2641	317	1	internet	internet	NOUN
cana-2641	317	2	of	of	ADP
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cana-2641	317	5	(	(	PUNCT
cana-2641	317	6	2021	2021	NUM
cana-2641	317	7	):	):	PUNCT
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cana-2641	317	9	.	.	PUNCT
cana-2641	318	1	[	[	X
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cana-2641	318	8	and	and	CCONJ
cana-2641	318	9	rajiv	rajiv	PROPN
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cana-2641	319	8	approach	approach	NOUN
cana-2641	319	9	for	for	ADP
cana-2641	319	10	table	table	NOUN
cana-2641	319	11	recognition	recognition	NOUN
cana-2641	319	12	from	from	ADP
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cana-2641	319	14	images	image	NOUN
cana-2641	319	15	.	.	PUNCT
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cana-2641	320	1	in	in	ADP
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cana-2641	320	5	annual	annual	ADJ
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cana-2641	320	7	,	,	PUNCT
cana-2641	320	8	software	software	NOUN
cana-2641	320	9	,	,	PUNCT
cana-2641	320	10	and	and	CCONJ
cana-2641	320	11	applications	application	NOUN
cana-2641	320	12	conference	conference	NOUN
cana-2641	320	13	(	(	PUNCT
cana-2641	320	14	compsac	compsac	NOUN
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cana-2641	320	16	,	,	PUNCT
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cana-2641	321	2	-	-	SYM
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cana-2641	321	4	.	.	PUNCT
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cana-2641	321	7	2022	2022	NUM
cana-2641	321	8	.	.	PUNCT
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cana-2641	322	6	issn	issn	NOUN
cana-2641	322	7	:	:	PUNCT
cana-2641	322	8	1074	1074	NUM
cana-2641	322	9	-	-	PUNCT
cana-2641	322	10	133x	133x	NUM
cana-2641	322	11	vol	vol	NOUN
cana-2641	322	12	32	32	NUM
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cana-2641	322	14	.	.	PUNCT
cana-2641	323	1	3s	3s	NUM
cana-2641	323	2	(	(	PUNCT
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cana-2641	323	4	)	)	PUNCT
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cana-2641	324	3	]	]	X
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cana-2641	324	16	kintz	kintz	PROPN
cana-2641	324	17	.	.	PUNCT
cana-2641	325	1	"	"	PUNCT
cana-2641	325	2	combining	combine	VERB
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cana-2641	325	14	.	.	PUNCT
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cana-2641	329	1	in	in	ADP
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cana-2641	332	13	.	.	PUNCT
cana-2641	332	14	"	"	PUNCT
cana-2641	333	1	arxiv	arxiv	PROPN
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cana-2641	334	1	[	[	X
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cana-2641	336	5	2022	2022	NUM
cana-2641	336	6	)	)	PUNCT
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cana-2641	339	1	(	(	PUNCT
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cana-2641	342	6	.	.	PUNCT
cana-2641	343	1	[	[	X
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cana-2641	343	3	]	]	X
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cana-2641	344	2	deepcpcfg	deepcpcfg	NOUN
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cana-2641	344	18	.	.	PUNCT
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cana-2641	345	1	in	in	ADP
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cana-2641	345	15	.	.	PUNCT
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cana-2641	346	3	]	]	SYM
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cana-2641	346	20	and	and	CCONJ
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cana-2641	346	23	.	.	PUNCT
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cana-2641	347	8	temporal	temporal	PROPN
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cana-2641	347	11	.	.	PUNCT
cana-2641	347	12	"	"	PUNCT
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cana-2641	349	3	]	]	PUNCT
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cana-2641	351	14	(	(	PUNCT
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cana-2641	352	4	.	.	PUNCT
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cana-2641	352	8	.	.	PUNCT
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cana-2641	353	3	]	]	PUNCT
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cana-2641	353	5	,	,	PUNCT
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cana-2641	353	8	,	,	PUNCT
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cana-2641	353	12	,	,	PUNCT
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cana-2641	354	1	"	"	PUNCT
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cana-2641	354	9	.	.	PUNCT
cana-2641	354	10	"	"	PUNCT
cana-2641	355	1	electronic	electronic	ADJ
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cana-2641	355	8	(	(	PUNCT
cana-2641	355	9	2021	2021	NUM
cana-2641	355	10	):	):	PUNCT
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cana-2641	355	12	-	-	SYM
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cana-2641	355	14	.	.	PUNCT
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cana-2641	356	12	,	,	PUNCT
cana-2641	356	13	and	and	CCONJ
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cana-2641	358	1	in	in	ADP
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cana-2641	358	6	applications	application	NOUN
cana-2641	358	7	:	:	PUNCT
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cana-2641	361	11	(	(	PUNCT
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cana-2641	361	14	,	,	PUNCT
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cana-2641	362	8	.	.	PUNCT
cana-2641	363	1	[	[	X
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cana-2641	363	12	.	.	PUNCT
cana-2641	364	1	"	"	PUNCT
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cana-2641	365	9	-	-	SYM
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cana-2641	365	11	.	.	PUNCT
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cana-2641	366	8	and	and	CCONJ
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cana-2641	367	1	"	"	PUNCT
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cana-2641	370	1	"	"	PUNCT
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cana-2641	370	3	-	-	PUNCT
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cana-2641	370	6	"	"	PUNCT
cana-2641	371	1	(	(	PUNCT
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