id	sid	tid	token	lemma	pos
american_scientific_journal-11930	1	1	72	72	NUM
american_scientific_journal-11930	1	2	american	american	ADJ
american_scientific_journal-11930	1	3	academic	academic	ADJ
american_scientific_journal-11930	1	4	scientific	scientific	ADJ
american_scientific_journal-11930	1	5	research	research	NOUN
american_scientific_journal-11930	1	6	journal	journal	NOUN
american_scientific_journal-11930	1	7	for	for	ADP
american_scientific_journal-11930	1	8	engineering	engineering	NOUN
american_scientific_journal-11930	1	9	,	,	PUNCT
american_scientific_journal-11930	1	10	technology	technology	NOUN
american_scientific_journal-11930	1	11	,	,	PUNCT
american_scientific_journal-11930	1	12	and	and	CCONJ
american_scientific_journal-11930	1	13	sciences	sciences	PROPN
american_scientific_journal-11930	1	14	issn	issn	PROPN
american_scientific_journal-11930	1	15	(	(	PUNCT
american_scientific_journal-11930	1	16	print	print	NOUN
american_scientific_journal-11930	1	17	)	)	PUNCT
american_scientific_journal-11930	1	18	2313	2313	NUM
american_scientific_journal-11930	1	19	-	-	SYM
american_scientific_journal-11930	1	20	4410	4410	NUM
american_scientific_journal-11930	1	21	,	,	PUNCT
american_scientific_journal-11930	1	22	issn	issn	PROPN
american_scientific_journal-11930	1	23	(	(	PUNCT
american_scientific_journal-11930	1	24	online	online	ADJ
american_scientific_journal-11930	1	25	)	)	PUNCT
american_scientific_journal-11930	1	26	2313	2313	NUM
american_scientific_journal-11930	1	27	-	-	SYM
american_scientific_journal-11930	1	28	4402	4402	NUM
american_scientific_journal-11930	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11930	1	30	ai	ai	ADJ
american_scientific_journal-11930	1	31	-	-	PUNCT
american_scientific_journal-11930	1	32	augmented	augment	VERB
american_scientific_journal-11930	1	33	data	datum	NOUN
american_scientific_journal-11930	1	34	modeling	modeling	NOUN
american_scientific_journal-11930	1	35	:	:	PUNCT
american_scientific_journal-11930	1	36	enhancing	enhance	VERB
american_scientific_journal-11930	1	37	star	star	NOUN
american_scientific_journal-11930	1	38	schema	schema	NOUN
american_scientific_journal-11930	1	39	design	design	NOUN
american_scientific_journal-11930	1	40	for	for	ADP
american_scientific_journal-11930	1	41	modern	modern	ADJ
american_scientific_journal-11930	1	42	analytics	analytic	NOUN
american_scientific_journal-11930	1	43	yegor	yegor	NOUN
american_scientific_journal-11930	1	44	koriagin	koriagin	PROPN
american_scientific_journal-11930	1	45	*	*	PUNCT
american_scientific_journal-11930	1	46	data	data	PROPN
american_scientific_journal-11930	1	47	architect	architect	NOUN
american_scientific_journal-11930	1	48	,	,	PUNCT
american_scientific_journal-11930	1	49	arizent	arizent	PROPN
american_scientific_journal-11930	1	50	,	,	PUNCT
american_scientific_journal-11930	1	51	boston	boston	PROPN
american_scientific_journal-11930	1	52	,	,	PUNCT
american_scientific_journal-11930	1	53	02210	02210	NUM
american_scientific_journal-11930	1	54	,	,	PUNCT
american_scientific_journal-11930	1	55	ma	ma	PROPN
american_scientific_journal-11930	1	56	,	,	PUNCT
american_scientific_journal-11930	1	57	us	us	PROPN
american_scientific_journal-11930	1	58	email	email	NOUN
american_scientific_journal-11930	1	59	:	:	PUNCT
american_scientific_journal-11930	1	60	yegor.ykconsulting@gmail.com	yegor.ykconsulting@gmail.com	X
american_scientific_journal-11930	1	61	abstract	abstract	NOUN
american_scientific_journal-11930	1	62	the	the	DET
american_scientific_journal-11930	1	63	star	star	NOUN
american_scientific_journal-11930	1	64	schema	schema	NOUN
american_scientific_journal-11930	1	65	remains	remain	VERB
american_scientific_journal-11930	1	66	a	a	DET
american_scientific_journal-11930	1	67	foundational	foundational	ADJ
american_scientific_journal-11930	1	68	dimensional	dimensional	ADJ
american_scientific_journal-11930	1	69	modeling	modeling	NOUN
american_scientific_journal-11930	1	70	approach	approach	NOUN
american_scientific_journal-11930	1	71	in	in	ADP
american_scientific_journal-11930	1	72	business	business	NOUN
american_scientific_journal-11930	1	73	intelligence	intelligence	NOUN
american_scientific_journal-11930	1	74	,	,	PUNCT
american_scientific_journal-11930	1	75	valued	value	VERB
american_scientific_journal-11930	1	76	for	for	ADP
american_scientific_journal-11930	1	77	its	its	PRON
american_scientific_journal-11930	1	78	simplicity	simplicity	NOUN
american_scientific_journal-11930	1	79	,	,	PUNCT
american_scientific_journal-11930	1	80	performance	performance	NOUN
american_scientific_journal-11930	1	81	,	,	PUNCT
american_scientific_journal-11930	1	82	and	and	CCONJ
american_scientific_journal-11930	1	83	compatibility	compatibility	NOUN
american_scientific_journal-11930	1	84	with	with	ADP
american_scientific_journal-11930	1	85	olap	olap	ADJ
american_scientific_journal-11930	1	86	queries	query	NOUN
american_scientific_journal-11930	1	87	.	.	PUNCT
american_scientific_journal-11930	2	1	however	however	ADV
american_scientific_journal-11930	2	2	,	,	PUNCT
american_scientific_journal-11930	2	3	manual	manual	ADJ
american_scientific_journal-11930	2	4	schema	schema	NOUN
american_scientific_journal-11930	2	5	design	design	NOUN
american_scientific_journal-11930	2	6	is	be	AUX
american_scientific_journal-11930	2	7	laborintensive	laborintensive	ADJ
american_scientific_journal-11930	2	8	and	and	CCONJ
american_scientific_journal-11930	2	9	error	error	NOUN
american_scientific_journal-11930	2	10	-	-	PUNCT
american_scientific_journal-11930	2	11	prone	prone	ADJ
american_scientific_journal-11930	2	12	in	in	ADP
american_scientific_journal-11930	2	13	large	large	ADJ
american_scientific_journal-11930	2	14	-	-	PUNCT
american_scientific_journal-11930	2	15	scale	scale	NOUN
american_scientific_journal-11930	2	16	or	or	CCONJ
american_scientific_journal-11930	2	17	rapidly	rapidly	ADV
american_scientific_journal-11930	2	18	evolving	evolve	VERB
american_scientific_journal-11930	2	19	data	datum	NOUN
american_scientific_journal-11930	2	20	environments	environment	NOUN
american_scientific_journal-11930	2	21	.	.	PUNCT
american_scientific_journal-11930	3	1	this	this	DET
american_scientific_journal-11930	3	2	study	study	NOUN
american_scientific_journal-11930	3	3	investigates	investigate	VERB
american_scientific_journal-11930	3	4	the	the	DET
american_scientific_journal-11930	3	5	application	application	NOUN
american_scientific_journal-11930	3	6	of	of	ADP
american_scientific_journal-11930	3	7	artificial	artificial	ADJ
american_scientific_journal-11930	3	8	intelligence	intelligence	NOUN
american_scientific_journal-11930	3	9	(	(	PUNCT
american_scientific_journal-11930	3	10	ai	ai	NOUN
american_scientific_journal-11930	3	11	)	)	PUNCT
american_scientific_journal-11930	3	12	,	,	PUNCT
american_scientific_journal-11930	3	13	particularly	particularly	ADV
american_scientific_journal-11930	3	14	large	large	ADJ
american_scientific_journal-11930	3	15	language	language	NOUN
american_scientific_journal-11930	3	16	models	model	NOUN
american_scientific_journal-11930	3	17	(	(	PUNCT
american_scientific_journal-11930	3	18	llms	llm	NOUN
american_scientific_journal-11930	3	19	)	)	PUNCT
american_scientific_journal-11930	3	20	,	,	PUNCT
american_scientific_journal-11930	3	21	in	in	ADP
american_scientific_journal-11930	3	22	automating	automate	VERB
american_scientific_journal-11930	3	23	and	and	CCONJ
american_scientific_journal-11930	3	24	optimizing	optimize	VERB
american_scientific_journal-11930	3	25	star	star	NOUN
american_scientific_journal-11930	3	26	schema	schema	NOUN
american_scientific_journal-11930	3	27	generation	generation	NOUN
american_scientific_journal-11930	3	28	.	.	PUNCT
american_scientific_journal-11930	4	1	models	model	NOUN
american_scientific_journal-11930	4	2	such	such	ADJ
american_scientific_journal-11930	4	3	as	as	ADP
american_scientific_journal-11930	4	4	openai	openai	NOUN
american_scientific_journal-11930	4	5	’s	’s	PART
american_scientific_journal-11930	4	6	gpt-4	gpt-4	NOUN
american_scientific_journal-11930	4	7	,	,	PUNCT
american_scientific_journal-11930	4	8	google	google	PROPN
american_scientific_journal-11930	4	9	gemini	gemini	PROPN
american_scientific_journal-11930	4	10	,	,	PUNCT
american_scientific_journal-11930	4	11	and	and	CCONJ
american_scientific_journal-11930	4	12	meta	meta	PROPN
american_scientific_journal-11930	4	13	’s	’s	ADV
american_scientific_journal-11930	4	14	llama	llama	NOUN
american_scientific_journal-11930	4	15	3	3	NUM
american_scientific_journal-11930	4	16	were	be	AUX
american_scientific_journal-11930	4	17	evaluated	evaluate	VERB
american_scientific_journal-11930	4	18	for	for	ADP
american_scientific_journal-11930	4	19	their	their	PRON
american_scientific_journal-11930	4	20	ability	ability	NOUN
american_scientific_journal-11930	4	21	to	to	PART
american_scientific_journal-11930	4	22	infer	infer	VERB
american_scientific_journal-11930	4	23	schema	schema	NOUN
american_scientific_journal-11930	4	24	structures	structure	NOUN
american_scientific_journal-11930	4	25	,	,	PUNCT
american_scientific_journal-11930	4	26	enforce	enforce	VERB
american_scientific_journal-11930	4	27	relational	relational	ADJ
american_scientific_journal-11930	4	28	integrity	integrity	NOUN
american_scientific_journal-11930	4	29	,	,	PUNCT
american_scientific_journal-11930	4	30	and	and	CCONJ
american_scientific_journal-11930	4	31	enhance	enhance	VERB
american_scientific_journal-11930	4	32	semantic	semantic	ADJ
american_scientific_journal-11930	4	33	alignment	alignment	NOUN
american_scientific_journal-11930	4	34	.	.	PUNCT
american_scientific_journal-11930	5	1	experimental	experimental	ADJ
american_scientific_journal-11930	5	2	results	result	NOUN
american_scientific_journal-11930	5	3	demonstrated	demonstrate	VERB
american_scientific_journal-11930	5	4	that	that	SCONJ
american_scientific_journal-11930	5	5	ai	ai	VERB
american_scientific_journal-11930	5	6	-	-	PUNCT
american_scientific_journal-11930	5	7	assisted	assist	VERB
american_scientific_journal-11930	5	8	modeling	modeling	NOUN
american_scientific_journal-11930	5	9	can	can	AUX
american_scientific_journal-11930	5	10	reduce	reduce	VERB
american_scientific_journal-11930	5	11	development	development	NOUN
american_scientific_journal-11930	5	12	time	time	NOUN
american_scientific_journal-11930	5	13	by	by	ADP
american_scientific_journal-11930	5	14	over	over	ADP
american_scientific_journal-11930	5	15	80	80	NUM
american_scientific_journal-11930	5	16	%	%	NOUN
american_scientific_journal-11930	5	17	,	,	PUNCT
american_scientific_journal-11930	5	18	while	while	SCONJ
american_scientific_journal-11930	5	19	increasing	increase	VERB
american_scientific_journal-11930	5	20	accuracy	accuracy	NOUN
american_scientific_journal-11930	5	21	and	and	CCONJ
american_scientific_journal-11930	5	22	consistency	consistency	NOUN
american_scientific_journal-11930	5	23	.	.	PUNCT
american_scientific_journal-11930	6	1	these	these	DET
american_scientific_journal-11930	6	2	findings	finding	NOUN
american_scientific_journal-11930	6	3	highlight	highlight	VERB
american_scientific_journal-11930	6	4	the	the	DET
american_scientific_journal-11930	6	5	growing	grow	VERB
american_scientific_journal-11930	6	6	potential	potential	NOUN
american_scientific_journal-11930	6	7	of	of	ADP
american_scientific_journal-11930	6	8	ai	ai	VERB
american_scientific_journal-11930	6	9	in	in	ADP
american_scientific_journal-11930	6	10	streamlining	streamline	VERB
american_scientific_journal-11930	6	11	enterprise	enterprise	NOUN
american_scientific_journal-11930	6	12	data	datum	NOUN
american_scientific_journal-11930	6	13	modeling	modeling	NOUN
american_scientific_journal-11930	6	14	processes	process	NOUN
american_scientific_journal-11930	6	15	.	.	PUNCT
american_scientific_journal-11930	7	1	keywords	keyword	NOUN
american_scientific_journal-11930	7	2	:	:	PUNCT
american_scientific_journal-11930	7	3	star	star	NOUN
american_scientific_journal-11930	7	4	schema	schema	NOUN
american_scientific_journal-11930	7	5	;	;	PUNCT
american_scientific_journal-11930	7	6	dimensional	dimensional	ADJ
american_scientific_journal-11930	7	7	modeling	modeling	NOUN
american_scientific_journal-11930	7	8	;	;	PUNCT
american_scientific_journal-11930	7	9	artificial	artificial	ADJ
american_scientific_journal-11930	7	10	intelligence	intelligence	NOUN
american_scientific_journal-11930	7	11	;	;	PUNCT
american_scientific_journal-11930	7	12	data	datum	NOUN
american_scientific_journal-11930	7	13	warehousing	warehousing	NOUN
american_scientific_journal-11930	7	14	;	;	PUNCT
american_scientific_journal-11930	7	15	llms	llm	NOUN
american_scientific_journal-11930	7	16	;	;	PUNCT
american_scientific_journal-11930	7	17	gpt-4	gpt-4	NUM
american_scientific_journal-11930	7	18	;	;	PUNCT
american_scientific_journal-11930	7	19	google	google	PROPN
american_scientific_journal-11930	7	20	gemini	gemini	PROPN
american_scientific_journal-11930	7	21	;	;	PUNCT
american_scientific_journal-11930	7	22	meta	meta	X
american_scientific_journal-11930	7	23	llama	llama	NOUN
american_scientific_journal-11930	7	24	;	;	PUNCT
american_scientific_journal-11930	7	25	automation	automation	NOUN
american_scientific_journal-11930	7	26	.	.	PUNCT
american_scientific_journal-11930	8	1	1	1	X
american_scientific_journal-11930	8	2	.	.	X
american_scientific_journal-11930	8	3	introduction	introduction	NOUN
american_scientific_journal-11930	8	4	dimensional	dimensional	ADJ
american_scientific_journal-11930	8	5	modeling	modeling	NOUN
american_scientific_journal-11930	8	6	using	use	VERB
american_scientific_journal-11930	8	7	star	star	NOUN
american_scientific_journal-11930	8	8	schemas	schema	NOUN
american_scientific_journal-11930	8	9	[	[	X
american_scientific_journal-11930	8	10	1	1	X
american_scientific_journal-11930	8	11	]	]	PUNCT
american_scientific_journal-11930	8	12	is	be	AUX
american_scientific_journal-11930	8	13	widely	widely	ADV
american_scientific_journal-11930	8	14	adopted	adopt	VERB
american_scientific_journal-11930	8	15	in	in	ADP
american_scientific_journal-11930	8	16	data	datum	NOUN
american_scientific_journal-11930	8	17	warehousing	warehousing	NOUN
american_scientific_journal-11930	8	18	and	and	CCONJ
american_scientific_journal-11930	8	19	analytical	analytical	ADJ
american_scientific_journal-11930	8	20	systems	system	NOUN
american_scientific_journal-11930	8	21	due	due	ADP
american_scientific_journal-11930	8	22	to	to	ADP
american_scientific_journal-11930	8	23	its	its	PRON
american_scientific_journal-11930	8	24	clear	clear	ADJ
american_scientific_journal-11930	8	25	structure	structure	NOUN
american_scientific_journal-11930	8	26	and	and	CCONJ
american_scientific_journal-11930	8	27	efficiency	efficiency	NOUN
american_scientific_journal-11930	8	28	in	in	ADP
american_scientific_journal-11930	8	29	aggregating	aggregate	VERB
american_scientific_journal-11930	8	30	and	and	CCONJ
american_scientific_journal-11930	8	31	querying	query	VERB
american_scientific_journal-11930	8	32	large	large	ADJ
american_scientific_journal-11930	8	33	datasets	dataset	NOUN
american_scientific_journal-11930	8	34	.	.	PUNCT
american_scientific_journal-11930	9	1	a	a	DET
american_scientific_journal-11930	9	2	star	star	NOUN
american_scientific_journal-11930	9	3	schema	schema	NOUN
american_scientific_journal-11930	9	4	typically	typically	ADV
american_scientific_journal-11930	9	5	consists	consist	VERB
american_scientific_journal-11930	9	6	of	of	ADP
american_scientific_journal-11930	9	7	a	a	DET
american_scientific_journal-11930	9	8	central	central	ADJ
american_scientific_journal-11930	9	9	fact	fact	NOUN
american_scientific_journal-11930	9	10	table	table	NOUN
american_scientific_journal-11930	9	11	surrounded	surround	VERB
american_scientific_journal-11930	9	12	by	by	ADP
american_scientific_journal-11930	9	13	multiple	multiple	ADJ
american_scientific_journal-11930	9	14	denormalized	denormalize	VERB
american_scientific_journal-11930	9	15	dimension	dimension	NOUN
american_scientific_journal-11930	9	16	tables	table	NOUN
american_scientific_journal-11930	9	17	.	.	PUNCT
american_scientific_journal-11930	10	1	while	while	SCONJ
american_scientific_journal-11930	10	2	effective	effective	ADJ
american_scientific_journal-11930	10	3	,	,	PUNCT
american_scientific_journal-11930	10	4	traditional	traditional	ADJ
american_scientific_journal-11930	10	5	schema	schema	NOUN
american_scientific_journal-11930	10	6	design	design	NOUN
american_scientific_journal-11930	10	7	methods	method	NOUN
american_scientific_journal-11930	10	8	demand	demand	VERB
american_scientific_journal-11930	10	9	significant	significant	ADJ
american_scientific_journal-11930	10	10	human	human	ADJ
american_scientific_journal-11930	10	11	effort	effort	NOUN
american_scientific_journal-11930	10	12	and	and	CCONJ
american_scientific_journal-11930	10	13	are	be	AUX
american_scientific_journal-11930	10	14	prone	prone	ADJ
american_scientific_journal-11930	10	15	to	to	ADP
american_scientific_journal-11930	10	16	inconsistencies	inconsistency	NOUN
american_scientific_journal-11930	10	17	-	-	PUNCT
american_scientific_journal-11930	10	18	particularly	particularly	ADV
american_scientific_journal-11930	10	19	in	in	ADP
american_scientific_journal-11930	10	20	organizations	organization	NOUN
american_scientific_journal-11930	10	21	managing	manage	VERB
american_scientific_journal-11930	10	22	diverse	diverse	ADJ
american_scientific_journal-11930	10	23	or	or	CCONJ
american_scientific_journal-11930	10	24	frequently	frequently	ADV
american_scientific_journal-11930	10	25	changing	change	VERB
american_scientific_journal-11930	10	26	datasets.recent	datasets.recent	NUM
american_scientific_journal-11930	10	27	advancements	advancement	NOUN
american_scientific_journal-11930	10	28	in	in	ADP
american_scientific_journal-11930	10	29	ai	ai	NOUN
american_scientific_journal-11930	10	30	,	,	PUNCT
american_scientific_journal-11930	10	31	especially	especially	ADV
american_scientific_journal-11930	10	32	the	the	DET
american_scientific_journal-11930	10	33	rise	rise	NOUN
american_scientific_journal-11930	10	34	of	of	ADP
american_scientific_journal-11930	10	35	llms	llm	NOUN
american_scientific_journal-11930	10	36	,	,	PUNCT
american_scientific_journal-11930	10	37	present	present	ADJ
american_scientific_journal-11930	10	38	new	new	ADJ
american_scientific_journal-11930	10	39	opportunities	opportunity	NOUN
american_scientific_journal-11930	10	40	to	to	PART
american_scientific_journal-11930	10	41	automate	automate	VERB
american_scientific_journal-11930	10	42	schema	schema	NOUN
american_scientific_journal-11930	10	43	generation	generation	NOUN
american_scientific_journal-11930	10	44	and	and	CCONJ
american_scientific_journal-11930	10	45	validation	validation	NOUN
american_scientific_journal-11930	10	46	[	[	X
american_scientific_journal-11930	10	47	3	3	NUM
american_scientific_journal-11930	10	48	]	]	PUNCT
american_scientific_journal-11930	10	49	.	.	PUNCT
american_scientific_journal-11930	11	1	these	these	DET
american_scientific_journal-11930	11	2	models	model	NOUN
american_scientific_journal-11930	11	3	exhibit	exhibit	VERB
american_scientific_journal-11930	11	4	an	an	DET
american_scientific_journal-11930	11	5	ability	ability	NOUN
american_scientific_journal-11930	11	6	to	to	PART
american_scientific_journal-11930	11	7	interpret	interpret	VERB
american_scientific_journal-11930	11	8	metadata	metadata	NOUN
american_scientific_journal-11930	11	9	,	,	PUNCT
american_scientific_journal-11930	11	10	classify	classify	VERB
american_scientific_journal-11930	11	11	fields	field	NOUN
american_scientific_journal-11930	11	12	,	,	PUNCT
american_scientific_journal-11930	11	13	and	and	CCONJ
american_scientific_journal-11930	11	14	generate	generate	VERB
american_scientific_journal-11930	11	15	database	database	NOUN
american_scientific_journal-11930	11	16	schemas	schema	NOUN
american_scientific_journal-11930	11	17	in	in	ADP
american_scientific_journal-11930	11	18	standardized	standardized	ADJ
american_scientific_journal-11930	11	19	formats	format	NOUN
american_scientific_journal-11930	11	20	.	.	PUNCT
american_scientific_journal-11930	12	1	this	this	DET
american_scientific_journal-11930	12	2	paper	paper	NOUN
american_scientific_journal-11930	12	3	explores	explore	VERB
american_scientific_journal-11930	12	4	how	how	SCONJ
american_scientific_journal-11930	12	5	models	model	NOUN
american_scientific_journal-11930	12	6	such	such	ADJ
american_scientific_journal-11930	12	7	as	as	ADP
american_scientific_journal-11930	12	8	openai	openai	NOUN
american_scientific_journal-11930	12	9	gpt-4	gpt-4	NOUN
american_scientific_journal-11930	12	10	,	,	PUNCT
american_scientific_journal-11930	12	11	google	google	PROPN
american_scientific_journal-11930	12	12	gemini	gemini	PROPN
american_scientific_journal-11930	12	13	,	,	PUNCT
american_scientific_journal-11930	12	14	and	and	CCONJ
american_scientific_journal-11930	12	15	meta	meta	PRON
american_scientific_journal-11930	12	16	llama	llama	NOUN
american_scientific_journal-11930	12	17	3	3	NUM
american_scientific_journal-11930	12	18	can	can	AUX
american_scientific_journal-11930	12	19	augment	augment	VERB
american_scientific_journal-11930	12	20	the	the	DET
american_scientific_journal-11930	12	21	schema	schema	NOUN
american_scientific_journal-11930	12	22	design	design	NOUN
american_scientific_journal-11930	12	23	process	process	NOUN
american_scientific_journal-11930	12	24	,	,	PUNCT
american_scientific_journal-11930	12	25	offering	offer	VERB
american_scientific_journal-11930	12	26	both	both	DET
american_scientific_journal-11930	12	27	practical	practical	ADJ
american_scientific_journal-11930	12	28	benefits	benefit	NOUN
american_scientific_journal-11930	12	29	and	and	CCONJ
american_scientific_journal-11930	12	30	technical	technical	ADJ
american_scientific_journal-11930	12	31	insights	insight	NOUN
american_scientific_journal-11930	12	32	.	.	PUNCT
american_scientific_journal-11930	13	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11930	13	2	received	receive	VERB
american_scientific_journal-11930	13	3	:	:	PUNCT
american_scientific_journal-11930	13	4	7/6/2025	7/6/2025	NUM
american_scientific_journal-11930	13	5	accepted	accept	VERB
american_scientific_journal-11930	13	6	:	:	PUNCT
american_scientific_journal-11930	13	7	9/6/2025	9/6/2025	NUM
american_scientific_journal-11930	13	8	published	publish	VERB
american_scientific_journal-11930	13	9	:	:	PUNCT
american_scientific_journal-11930	14	1	9/16/2025	9/16/2025	NUM
american_scientific_journal-11930	14	2	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11930	15	1	*	*	PUNCT
american_scientific_journal-11930	15	2	corresponding	correspond	VERB
american_scientific_journal-11930	15	3	author	author	NOUN
american_scientific_journal-11930	15	4	.	.	PUNCT
american_scientific_journal-11930	16	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11930	16	2	american	american	PROPN
american_scientific_journal-11930	16	3	academic	academic	PROPN
american_scientific_journal-11930	16	4	scientific	scientific	ADJ
american_scientific_journal-11930	16	5	research	research	NOUN
american_scientific_journal-11930	16	6	journal	journal	NOUN
american_scientific_journal-11930	16	7	for	for	ADP
american_scientific_journal-11930	16	8	engineering	engineering	NOUN
american_scientific_journal-11930	16	9	,	,	PUNCT
american_scientific_journal-11930	16	10	technology	technology	NOUN
american_scientific_journal-11930	16	11	,	,	PUNCT
american_scientific_journal-11930	16	12	and	and	CCONJ
american_scientific_journal-11930	16	13	sciences	science	NOUN
american_scientific_journal-11930	16	14	(	(	PUNCT
american_scientific_journal-11930	16	15	asrjets	asrjet	NOUN
american_scientific_journal-11930	16	16	)	)	PUNCT
american_scientific_journal-11930	16	17	volume	volume	NOUN
american_scientific_journal-11930	16	18	102	102	NUM
american_scientific_journal-11930	16	19	,	,	PUNCT
american_scientific_journal-11930	16	20	no	no	DET
american_scientific_journal-11930	16	21	1	1	NUM
american_scientific_journal-11930	16	22	,	,	PUNCT
american_scientific_journal-11930	16	23	pp	pp	ADV
american_scientific_journal-11930	16	24	72	72	NUM
american_scientific_journal-11930	16	25	-	-	SYM
american_scientific_journal-11930	16	26	78	78	NUM
american_scientific_journal-11930	16	27	73	73	NUM
american_scientific_journal-11930	16	28	2	2	NUM
american_scientific_journal-11930	16	29	.	.	PUNCT
american_scientific_journal-11930	16	30	methodology	methodology	NOUN
american_scientific_journal-11930	16	31	2.1	2.1	NUM
american_scientific_journal-11930	16	32	ai	ai	NOUN
american_scientific_journal-11930	16	33	capabilities	capability	NOUN
american_scientific_journal-11930	16	34	in	in	ADP
american_scientific_journal-11930	16	35	schema	schema	NOUN
american_scientific_journal-11930	16	36	modeling	modeling	NOUN
american_scientific_journal-11930	16	37	llms	llm	NOUN
american_scientific_journal-11930	16	38	were	be	AUX
american_scientific_journal-11930	16	39	evaluated	evaluate	VERB
american_scientific_journal-11930	16	40	for	for	ADP
american_scientific_journal-11930	16	41	their	their	PRON
american_scientific_journal-11930	16	42	ability	ability	NOUN
american_scientific_journal-11930	16	43	to	to	PART
american_scientific_journal-11930	16	44	perform	perform	VERB
american_scientific_journal-11930	16	45	core	core	NOUN
american_scientific_journal-11930	16	46	modeling	modeling	NOUN
american_scientific_journal-11930	16	47	tasks	task	NOUN
american_scientific_journal-11930	16	48	,	,	PUNCT
american_scientific_journal-11930	16	49	including	include	VERB
american_scientific_journal-11930	16	50	:	:	PUNCT
american_scientific_journal-11930	16	51			NOUN
american_scientific_journal-11930	16	52	schema	schema	NOUN
american_scientific_journal-11930	16	53	inference	inference	NOUN
american_scientific_journal-11930	16	54	[	[	X
american_scientific_journal-11930	16	55	2	2	NUM
american_scientific_journal-11930	16	56	]	]	PUNCT
american_scientific_journal-11930	16	57	:	:	PUNCT
american_scientific_journal-11930	16	58	identifying	identify	VERB
american_scientific_journal-11930	16	59	dimensions	dimension	NOUN
american_scientific_journal-11930	16	60	,	,	PUNCT
american_scientific_journal-11930	16	61	facts	fact	NOUN
american_scientific_journal-11930	16	62	,	,	PUNCT
american_scientific_journal-11930	16	63	keys	key	NOUN
american_scientific_journal-11930	16	64	,	,	PUNCT
american_scientific_journal-11930	16	65	and	and	CCONJ
american_scientific_journal-11930	16	66	relationships	relationship	NOUN
american_scientific_journal-11930	16	67	from	from	ADP
american_scientific_journal-11930	16	68	structured	structured	ADJ
american_scientific_journal-11930	16	69	data	datum	NOUN
american_scientific_journal-11930	16	70	or	or	CCONJ
american_scientific_journal-11930	16	71	metadata	metadata	NOUN
american_scientific_journal-11930	16	72	.	.	PUNCT
american_scientific_journal-11930	17	1			X
american_scientific_journal-11930	17	2	semantic	semantic	ADJ
american_scientific_journal-11930	17	3	classification	classification	NOUN
american_scientific_journal-11930	17	4	:	:	PUNCT
american_scientific_journal-11930	17	5	automatically	automatically	ADV
american_scientific_journal-11930	17	6	tagging	tag	VERB
american_scientific_journal-11930	17	7	attributes	attribute	NOUN
american_scientific_journal-11930	17	8	,	,	PUNCT
american_scientific_journal-11930	17	9	measures	measure	NOUN
american_scientific_journal-11930	17	10	,	,	PUNCT
american_scientific_journal-11930	17	11	and	and	CCONJ
american_scientific_journal-11930	17	12	identifiers	identifier	NOUN
american_scientific_journal-11930	17	13	using	use	VERB
american_scientific_journal-11930	17	14	learned	learn	VERB
american_scientific_journal-11930	17	15	representations	representation	NOUN
american_scientific_journal-11930	17	16	.	.	PUNCT
american_scientific_journal-11930	18	1			NOUN
american_scientific_journal-11930	18	2	join	join	VERB
american_scientific_journal-11930	18	3	path	path	NOUN
american_scientific_journal-11930	18	4	suggestion	suggestion	NOUN
american_scientific_journal-11930	18	5	:	:	PUNCT
american_scientific_journal-11930	18	6	recommending	recommend	VERB
american_scientific_journal-11930	18	7	relational	relational	ADJ
american_scientific_journal-11930	18	8	links	link	NOUN
american_scientific_journal-11930	18	9	based	base	VERB
american_scientific_journal-11930	18	10	on	on	ADP
american_scientific_journal-11930	18	11	contextual	contextual	ADJ
american_scientific_journal-11930	18	12	understanding	understanding	NOUN
american_scientific_journal-11930	18	13	of	of	ADP
american_scientific_journal-11930	18	14	tabular	tabular	PROPN
american_scientific_journal-11930	18	15	data	datum	NOUN
american_scientific_journal-11930	18	16	.	.	PUNCT
american_scientific_journal-11930	19	1			NOUN
american_scientific_journal-11930	19	2	validation	validation	NOUN
american_scientific_journal-11930	19	3	feedback	feedback	NOUN
american_scientific_journal-11930	19	4	:	:	PUNCT
american_scientific_journal-11930	19	5	detecting	detect	VERB
american_scientific_journal-11930	19	6	incomplete	incomplete	ADJ
american_scientific_journal-11930	19	7	or	or	CCONJ
american_scientific_journal-11930	19	8	incorrect	incorrect	ADJ
american_scientific_journal-11930	19	9	primary	primary	ADJ
american_scientific_journal-11930	19	10	-	-	PUNCT
american_scientific_journal-11930	19	11	foreign	foreign	ADJ
american_scientific_journal-11930	19	12	key	key	ADJ
american_scientific_journal-11930	19	13	configurations	configuration	NOUN
american_scientific_journal-11930	19	14	.	.	PUNCT
american_scientific_journal-11930	20	1	2.2	2.2	NUM
american_scientific_journal-11930	20	2	output	output	NOUN
american_scientific_journal-11930	20	3	standardization	standardization	NOUN
american_scientific_journal-11930	20	4	to	to	PART
american_scientific_journal-11930	20	5	integrate	integrate	VERB
american_scientific_journal-11930	20	6	ai	ai	VERB
american_scientific_journal-11930	20	7	outputs	output	NOUN
american_scientific_journal-11930	20	8	into	into	ADP
american_scientific_journal-11930	20	9	production	production	NOUN
american_scientific_journal-11930	20	10	pipelines	pipeline	NOUN
american_scientific_journal-11930	20	11	,	,	PUNCT
american_scientific_journal-11930	20	12	models	model	NOUN
american_scientific_journal-11930	20	13	were	be	AUX
american_scientific_journal-11930	20	14	prompted	prompt	VERB
american_scientific_journal-11930	20	15	to	to	PART
american_scientific_journal-11930	20	16	generate	generate	VERB
american_scientific_journal-11930	20	17	schemas	schema	NOUN
american_scientific_journal-11930	20	18	in	in	ADP
american_scientific_journal-11930	20	19	structured	structured	ADJ
american_scientific_journal-11930	20	20	formats	format	NOUN
american_scientific_journal-11930	20	21	:	:	PUNCT
american_scientific_journal-11930	20	22			PRON
american_scientific_journal-11930	20	23	sql	sql	PROPN
american_scientific_journal-11930	20	24	ddl	ddl	PROPN
american_scientific_journal-11930	20	25	:	:	PUNCT
american_scientific_journal-11930	20	26	used	use	VERB
american_scientific_journal-11930	20	27	for	for	ADP
american_scientific_journal-11930	20	28	direct	direct	ADJ
american_scientific_journal-11930	20	29	schema	schema	NOUN
american_scientific_journal-11930	20	30	implementation	implementation	NOUN
american_scientific_journal-11930	20	31	in	in	ADP
american_scientific_journal-11930	20	32	relational	relational	ADJ
american_scientific_journal-11930	20	33	databases	database	NOUN
american_scientific_journal-11930	20	34	.	.	PUNCT
american_scientific_journal-11930	21	1			PRON
american_scientific_journal-11930	21	2	json	json	PROPN
american_scientific_journal-11930	21	3	/	/	SYM
american_scientific_journal-11930	21	4	yaml	yaml	PROPN
american_scientific_journal-11930	21	5	:	:	PUNCT
american_scientific_journal-11930	21	6	useful	useful	ADJ
american_scientific_journal-11930	21	7	for	for	ADP
american_scientific_journal-11930	21	8	schema	schema	NOUN
american_scientific_journal-11930	21	9	registries	registry	NOUN
american_scientific_journal-11930	21	10	and	and	CCONJ
american_scientific_journal-11930	21	11	configuration	configuration	NOUN
american_scientific_journal-11930	21	12	-	-	PUNCT
american_scientific_journal-11930	21	13	driven	drive	VERB
american_scientific_journal-11930	21	14	pipelines	pipeline	NOUN
american_scientific_journal-11930	21	15	.	.	PUNCT
american_scientific_journal-11930	22	1			PROPN
american_scientific_journal-11930	22	2	dbml	dbml	PROPN
american_scientific_journal-11930	22	3	:	:	PUNCT
american_scientific_journal-11930	22	4	a	a	DET
american_scientific_journal-11930	22	5	human	human	ADJ
american_scientific_journal-11930	22	6	-	-	PUNCT
american_scientific_journal-11930	22	7	readable	readable	ADJ
american_scientific_journal-11930	22	8	format	format	NOUN
american_scientific_journal-11930	22	9	for	for	ADP
american_scientific_journal-11930	22	10	schema	schema	NOUN
american_scientific_journal-11930	22	11	visualization	visualization	NOUN
american_scientific_journal-11930	22	12	tools	tool	NOUN
american_scientific_journal-11930	22	13	.	.	PUNCT
american_scientific_journal-11930	23	1	to	to	PART
american_scientific_journal-11930	23	2	integrate	integrate	VERB
american_scientific_journal-11930	23	3	ai	ai	VERB
american_scientific_journal-11930	23	4	-	-	PUNCT
american_scientific_journal-11930	23	5	generated	generate	VERB
american_scientific_journal-11930	23	6	schemas	schema	NOUN
american_scientific_journal-11930	23	7	into	into	ADP
american_scientific_journal-11930	23	8	production	production	NOUN
american_scientific_journal-11930	23	9	pipelines	pipeline	NOUN
american_scientific_journal-11930	23	10	,	,	PUNCT
american_scientific_journal-11930	23	11	outputs	output	NOUN
american_scientific_journal-11930	23	12	must	must	AUX
american_scientific_journal-11930	23	13	be	be	AUX
american_scientific_journal-11930	23	14	machine	machine	NOUN
american_scientific_journal-11930	23	15	-	-	PUNCT
american_scientific_journal-11930	23	16	readable	readable	ADJ
american_scientific_journal-11930	23	17	,	,	PUNCT
american_scientific_journal-11930	23	18	verifiable	verifiable	ADJ
american_scientific_journal-11930	23	19	,	,	PUNCT
american_scientific_journal-11930	23	20	and	and	CCONJ
american_scientific_journal-11930	23	21	structured	structure	VERB
american_scientific_journal-11930	23	22	in	in	ADP
american_scientific_journal-11930	23	23	a	a	DET
american_scientific_journal-11930	23	24	consistent	consistent	ADJ
american_scientific_journal-11930	23	25	format	format	NOUN
american_scientific_journal-11930	23	26	.	.	PUNCT
american_scientific_journal-11930	24	1	while	while	SCONJ
american_scientific_journal-11930	24	2	llms	llm	NOUN
american_scientific_journal-11930	24	3	can	can	AUX
american_scientific_journal-11930	24	4	produce	produce	VERB
american_scientific_journal-11930	24	5	human	human	ADJ
american_scientific_journal-11930	24	6	-	-	PUNCT
american_scientific_journal-11930	24	7	readable	readable	ADJ
american_scientific_journal-11930	24	8	text	text	NOUN
american_scientific_journal-11930	24	9	,	,	PUNCT
american_scientific_journal-11930	24	10	enforcing	enforce	VERB
american_scientific_journal-11930	24	11	schema	schema	NOUN
american_scientific_journal-11930	24	12	constraints	constraint	NOUN
american_scientific_journal-11930	24	13	programmatically	programmatically	ADV
american_scientific_journal-11930	24	14	is	be	AUX
american_scientific_journal-11930	24	15	essential	essential	ADJ
american_scientific_journal-11930	24	16	to	to	PART
american_scientific_journal-11930	24	17	prevent	prevent	VERB
american_scientific_journal-11930	24	18	structural	structural	ADJ
american_scientific_journal-11930	24	19	errors	error	NOUN
american_scientific_journal-11930	24	20	or	or	CCONJ
american_scientific_journal-11930	24	21	inconsistencies	inconsistency	NOUN
american_scientific_journal-11930	24	22	during	during	ADP
american_scientific_journal-11930	24	23	database	database	NOUN
american_scientific_journal-11930	24	24	generation	generation	NOUN
american_scientific_journal-11930	24	25	.	.	PUNCT
american_scientific_journal-11930	25	1	langchain	langchain	NOUN
american_scientific_journal-11930	26	1	[	[	X
american_scientific_journal-11930	26	2	7	7	X
american_scientific_journal-11930	26	3	]	]	PUNCT
american_scientific_journal-11930	26	4	offers	offer	VERB
american_scientific_journal-11930	26	5	robust	robust	ADJ
american_scientific_journal-11930	26	6	tools	tool	NOUN
american_scientific_journal-11930	26	7	for	for	ADP
american_scientific_journal-11930	26	8	structuring	structure	VERB
american_scientific_journal-11930	26	9	llm	llm	PROPN
american_scientific_journal-11930	26	10	output	output	NOUN
american_scientific_journal-11930	26	11	,	,	PUNCT
american_scientific_journal-11930	26	12	including	include	VERB
american_scientific_journal-11930	26	13	the	the	DET
american_scientific_journal-11930	26	14	structuredoutputparser	structuredoutputparser	NOUN
american_scientific_journal-11930	26	15	and	and	CCONJ
american_scientific_journal-11930	26	16	pydanticoutputparser	pydanticoutputparser	NOUN
american_scientific_journal-11930	26	17	,	,	PUNCT
american_scientific_journal-11930	26	18	which	which	PRON
american_scientific_journal-11930	26	19	are	be	AUX
american_scientific_journal-11930	26	20	designed	design	VERB
american_scientific_journal-11930	26	21	to	to	PART
american_scientific_journal-11930	26	22	enforce	enforce	VERB
american_scientific_journal-11930	26	23	strict	strict	ADJ
american_scientific_journal-11930	26	24	output	output	NOUN
american_scientific_journal-11930	26	25	schemas	schema	NOUN
american_scientific_journal-11930	26	26	through	through	ADP
american_scientific_journal-11930	26	27	parsing	parsing	NOUN
american_scientific_journal-11930	26	28	and	and	CCONJ
american_scientific_journal-11930	26	29	type	type	NOUN
american_scientific_journal-11930	26	30	-	-	PUNCT
american_scientific_journal-11930	26	31	checking	checking	NOUN
american_scientific_journal-11930	26	32	.	.	PUNCT
american_scientific_journal-11930	27	1	2.2.1	2.2.1	NUM
american_scientific_journal-11930	27	2	.	.	PUNCT
american_scientific_journal-11930	27	3	langchain	langchain	NOUN
american_scientific_journal-11930	27	4	structuredoutputparser	structuredoutputparser	ADV
american_scientific_journal-11930	27	5	the	the	DET
american_scientific_journal-11930	27	6	structuredoutputparser	structuredoutputparser	NOUN
american_scientific_journal-11930	27	7	allows	allow	VERB
american_scientific_journal-11930	27	8	developers	developer	NOUN
american_scientific_journal-11930	27	9	to	to	PART
american_scientific_journal-11930	27	10	define	define	VERB
american_scientific_journal-11930	27	11	an	an	DET
american_scientific_journal-11930	27	12	output	output	NOUN
american_scientific_journal-11930	27	13	schema	schema	NOUN
american_scientific_journal-11930	27	14	using	use	VERB
american_scientific_journal-11930	27	15	natural	natural	ADJ
american_scientific_journal-11930	27	16	language	language	NOUN
american_scientific_journal-11930	27	17	or	or	CCONJ
american_scientific_journal-11930	27	18	informal	informal	ADJ
american_scientific_journal-11930	27	19	rules	rule	NOUN
american_scientific_journal-11930	27	20	.	.	PUNCT
american_scientific_journal-11930	28	1	it	it	PRON
american_scientific_journal-11930	28	2	maps	map	VERB
american_scientific_journal-11930	28	3	raw	raw	ADJ
american_scientific_journal-11930	28	4	llm	llm	PROPN
american_scientific_journal-11930	28	5	responses	response	NOUN
american_scientific_journal-11930	28	6	to	to	ADP
american_scientific_journal-11930	28	7	structured	structure	VERB
american_scientific_journal-11930	28	8	python	python	NOUN
american_scientific_journal-11930	28	9	dictionaries	dictionary	NOUN
american_scientific_journal-11930	28	10	or	or	CCONJ
american_scientific_journal-11930	28	11	json	json	NOUN
american_scientific_journal-11930	28	12	-	-	PUNCT
american_scientific_journal-11930	28	13	like	like	ADJ
american_scientific_journal-11930	28	14	objects	object	NOUN
american_scientific_journal-11930	28	15	.	.	PUNCT
american_scientific_journal-11930	29	1	this	this	DET
american_scientific_journal-11930	29	2	parser	parser	NOUN
american_scientific_journal-11930	29	3	is	be	AUX
american_scientific_journal-11930	29	4	especially	especially	ADV
american_scientific_journal-11930	29	5	useful	useful	ADJ
american_scientific_journal-11930	29	6	when	when	SCONJ
american_scientific_journal-11930	29	7	schema	schema	NOUN
american_scientific_journal-11930	29	8	definitions	definition	NOUN
american_scientific_journal-11930	29	9	are	be	AUX
american_scientific_journal-11930	29	10	relatively	relatively	ADV
american_scientific_journal-11930	29	11	simple	simple	ADJ
american_scientific_journal-11930	29	12	or	or	CCONJ
american_scientific_journal-11930	29	13	when	when	SCONJ
american_scientific_journal-11930	29	14	fast	fast	ADJ
american_scientific_journal-11930	29	15	prototyping	prototyping	NOUN
american_scientific_journal-11930	29	16	is	be	AUX
american_scientific_journal-11930	29	17	needed	need	VERB
american_scientific_journal-11930	29	18	.	.	PUNCT
american_scientific_journal-11930	30	1	2.2.2	2.2.2	X
american_scientific_journal-11930	30	2	.	.	X
american_scientific_journal-11930	30	3	pydanticoutputparser	pydanticoutputparser	NOUN
american_scientific_journal-11930	30	4	for	for	ADP
american_scientific_journal-11930	30	5	more	more	ADJ
american_scientific_journal-11930	30	6	rigor	rigor	NOUN
american_scientific_journal-11930	30	7	and	and	CCONJ
american_scientific_journal-11930	30	8	type	type	NOUN
american_scientific_journal-11930	30	9	-	-	PUNCT
american_scientific_journal-11930	30	10	safety	safety	NOUN
american_scientific_journal-11930	30	11	,	,	PUNCT
american_scientific_journal-11930	30	12	pydanticoutputparser	pydanticoutputparser	NOUN
american_scientific_journal-11930	30	13	leverages	leverage	NOUN
american_scientific_journal-11930	30	14	pydantic	pydantic	ADJ
american_scientific_journal-11930	30	15	,	,	PUNCT
american_scientific_journal-11930	30	16	a	a	DET
american_scientific_journal-11930	30	17	python	python	NOUN
american_scientific_journal-11930	30	18	data	datum	NOUN
american_scientific_journal-11930	30	19	validation	validation	NOUN
american_scientific_journal-11930	30	20	library	library	NOUN
american_scientific_journal-11930	30	21	.	.	PUNCT
american_scientific_journal-11930	31	1	this	this	DET
american_scientific_journal-11930	31	2	parser	parser	NOUN
american_scientific_journal-11930	31	3	uses	use	VERB
american_scientific_journal-11930	31	4	python	python	NOUN
american_scientific_journal-11930	31	5	classes	class	NOUN
american_scientific_journal-11930	31	6	to	to	PART
american_scientific_journal-11930	31	7	enforce	enforce	VERB
american_scientific_journal-11930	31	8	strong	strong	ADJ
american_scientific_journal-11930	31	9	typing	typing	NOUN
american_scientific_journal-11930	31	10	and	and	CCONJ
american_scientific_journal-11930	31	11	value	value	NOUN
american_scientific_journal-11930	31	12	validation	validation	NOUN
american_scientific_journal-11930	31	13	.	.	PUNCT
american_scientific_journal-11930	32	1	it	it	PRON
american_scientific_journal-11930	32	2	is	be	AUX
american_scientific_journal-11930	32	3	particularly	particularly	ADV
american_scientific_journal-11930	32	4	useful	useful	ADJ
american_scientific_journal-11930	32	5	when	when	SCONJ
american_scientific_journal-11930	32	6	output	output	NOUN
american_scientific_journal-11930	32	7	fields	field	NOUN
american_scientific_journal-11930	32	8	have	have	AUX
american_scientific_journal-11930	32	9	nested	nest	VERB
american_scientific_journal-11930	32	10	structures	structure	NOUN
american_scientific_journal-11930	32	11	or	or	CCONJ
american_scientific_journal-11930	32	12	complex	complex	ADJ
american_scientific_journal-11930	32	13	validation	validation	NOUN
american_scientific_journal-11930	32	14	rules	rule	NOUN
american_scientific_journal-11930	32	15	.	.	PUNCT
american_scientific_journal-11930	33	1	this	this	DET
american_scientific_journal-11930	33	2	parser	parser	NOUN
american_scientific_journal-11930	33	3	validates	validate	VERB
american_scientific_journal-11930	33	4	that	that	SCONJ
american_scientific_journal-11930	33	5	each	each	DET
american_scientific_journal-11930	33	6	table	table	NOUN
american_scientific_journal-11930	33	7	contains	contain	VERB
american_scientific_journal-11930	33	8	properly	properly	ADV
american_scientific_journal-11930	33	9	typed	type	VERB
american_scientific_journal-11930	33	10	columns	column	NOUN
american_scientific_journal-11930	33	11	and	and	CCONJ
american_scientific_journal-11930	33	12	that	that	DET
american_scientific_journal-11930	33	13	primary	primary	ADJ
american_scientific_journal-11930	33	14	key	key	ADJ
american_scientific_journal-11930	33	15	flags	flag	NOUN
american_scientific_journal-11930	33	16	are	be	AUX
american_scientific_journal-11930	33	17	properly	properly	ADV
american_scientific_journal-11930	33	18	set	set	VERB
american_scientific_journal-11930	33	19	.	.	PUNCT
american_scientific_journal-11930	34	1	if	if	SCONJ
american_scientific_journal-11930	34	2	the	the	DET
american_scientific_journal-11930	34	3	llm	llm	NOUN
american_scientific_journal-11930	34	4	produces	produce	VERB
american_scientific_journal-11930	34	5	an	an	DET
american_scientific_journal-11930	34	6	output	output	NOUN
american_scientific_journal-11930	34	7	that	that	PRON
american_scientific_journal-11930	34	8	violates	violate	VERB
american_scientific_journal-11930	34	9	the	the	DET
american_scientific_journal-11930	34	10	schema	schema	NOUN
american_scientific_journal-11930	34	11	-	-	PUNCT
american_scientific_journal-11930	34	12	for	for	ADP
american_scientific_journal-11930	34	13	example	example	NOUN
american_scientific_journal-11930	34	14	,	,	PUNCT
american_scientific_journal-11930	34	15	a	a	DET
american_scientific_journal-11930	34	16	column	column	NOUN
american_scientific_journal-11930	34	17	with	with	ADP
american_scientific_journal-11930	34	18	a	a	DET
american_scientific_journal-11930	34	19	missing	missing	ADJ
american_scientific_journal-11930	34	20	type	type	NOUN
american_scientific_journal-11930	34	21	-	-	PUNCT
american_scientific_journal-11930	34	22	the	the	DET
american_scientific_journal-11930	34	23	parser	parser	NOUN
american_scientific_journal-11930	34	24	will	will	AUX
american_scientific_journal-11930	34	25	raise	raise	VERB
american_scientific_journal-11930	34	26	an	an	DET
american_scientific_journal-11930	34	27	error	error	NOUN
american_scientific_journal-11930	34	28	,	,	PUNCT
american_scientific_journal-11930	34	29	prompting	prompt	VERB
american_scientific_journal-11930	34	30	a	a	DET
american_scientific_journal-11930	34	31	retry	retry	NOUN
american_scientific_journal-11930	34	32	or	or	CCONJ
american_scientific_journal-11930	34	33	fallback	fallback	NOUN
american_scientific_journal-11930	34	34	behavior	behavior	NOUN
american_scientific_journal-11930	34	35	.	.	PUNCT
american_scientific_journal-11930	35	1	american	american	ADJ
american_scientific_journal-11930	35	2	academic	academic	ADJ
american_scientific_journal-11930	35	3	scientific	scientific	ADJ
american_scientific_journal-11930	35	4	research	research	NOUN
american_scientific_journal-11930	35	5	journal	journal	NOUN
american_scientific_journal-11930	35	6	for	for	ADP
american_scientific_journal-11930	35	7	engineering	engineering	NOUN
american_scientific_journal-11930	35	8	,	,	PUNCT
american_scientific_journal-11930	35	9	technology	technology	NOUN
american_scientific_journal-11930	35	10	,	,	PUNCT
american_scientific_journal-11930	35	11	and	and	CCONJ
american_scientific_journal-11930	35	12	sciences	science	NOUN
american_scientific_journal-11930	35	13	(	(	PUNCT
american_scientific_journal-11930	35	14	asrjets	asrjet	NOUN
american_scientific_journal-11930	35	15	)	)	PUNCT
american_scientific_journal-11930	35	16	volume	volume	NOUN
american_scientific_journal-11930	35	17	102	102	NUM
american_scientific_journal-11930	35	18	,	,	PUNCT
american_scientific_journal-11930	35	19	no	no	DET
american_scientific_journal-11930	35	20	1	1	NUM
american_scientific_journal-11930	35	21	,	,	PUNCT
american_scientific_journal-11930	35	22	pp	pp	ADV
american_scientific_journal-11930	35	23	72	72	NUM
american_scientific_journal-11930	35	24	-	-	SYM
american_scientific_journal-11930	35	25	78	78	NUM
american_scientific_journal-11930	35	26	74	74	NUM
american_scientific_journal-11930	35	27	2.2.3	2.2.3	NUM
american_scientific_journal-11930	35	28	.	.	PUNCT
american_scientific_journal-11930	36	1	practical	practical	ADJ
american_scientific_journal-11930	36	2	benefit	benefit	NOUN
american_scientific_journal-11930	36	3	in	in	ADP
american_scientific_journal-11930	36	4	ai	ai	ADJ
american_scientific_journal-11930	36	5	-	-	PUNCT
american_scientific_journal-11930	36	6	driven	drive	VERB
american_scientific_journal-11930	36	7	modeling	modeling	NOUN
american_scientific_journal-11930	36	8	by	by	ADP
american_scientific_journal-11930	36	9	combining	combine	VERB
american_scientific_journal-11930	36	10	prompt	prompt	ADJ
american_scientific_journal-11930	36	11	engineering	engineering	NOUN
american_scientific_journal-11930	36	12	with	with	ADP
american_scientific_journal-11930	36	13	structured	structured	ADJ
american_scientific_journal-11930	36	14	parsers	parser	NOUN
american_scientific_journal-11930	36	15	,	,	PUNCT
american_scientific_journal-11930	36	16	langchain	langchain	NOUN
american_scientific_journal-11930	36	17	ensures	ensure	VERB
american_scientific_journal-11930	36	18	that	that	SCONJ
american_scientific_journal-11930	36	19	llm	llm	PROPN
american_scientific_journal-11930	36	20	outputs	output	NOUN
american_scientific_journal-11930	36	21	are	be	AUX
american_scientific_journal-11930	36	22	not	not	PART
american_scientific_journal-11930	36	23	just	just	ADV
american_scientific_journal-11930	36	24	readable	readable	ADJ
american_scientific_journal-11930	36	25	,	,	PUNCT
american_scientific_journal-11930	36	26	but	but	CCONJ
american_scientific_journal-11930	36	27	actionable	actionable	ADJ
american_scientific_journal-11930	36	28	.	.	PUNCT
american_scientific_journal-11930	37	1	these	these	DET
american_scientific_journal-11930	37	2	tools	tool	NOUN
american_scientific_journal-11930	37	3	reduce	reduce	VERB
american_scientific_journal-11930	37	4	the	the	DET
american_scientific_journal-11930	37	5	risk	risk	NOUN
american_scientific_journal-11930	37	6	of	of	ADP
american_scientific_journal-11930	37	7	:	:	PUNCT
american_scientific_journal-11930	37	8			NOUN
american_scientific_journal-11930	37	9	incorrect	incorrect	ADJ
american_scientific_journal-11930	37	10	data	datum	NOUN
american_scientific_journal-11930	37	11	types	type	NOUN
american_scientific_journal-11930	37	12	or	or	CCONJ
american_scientific_journal-11930	37	13	null	null	ADJ
american_scientific_journal-11930	37	14	schema	schema	NOUN
american_scientific_journal-11930	37	15	fields	field	NOUN
american_scientific_journal-11930	37	16			NOUN
american_scientific_journal-11930	37	17	misformatted	misformatte	VERB
american_scientific_journal-11930	37	18	json	json	PROPN
american_scientific_journal-11930	37	19	/	/	SYM
american_scientific_journal-11930	37	20	sql	sql	NOUN
american_scientific_journal-11930	37	21	output	output	NOUN
american_scientific_journal-11930	37	22			NOUN
american_scientific_journal-11930	37	23	inconsistent	inconsistent	ADJ
american_scientific_journal-11930	37	24	or	or	CCONJ
american_scientific_journal-11930	37	25	incomplete	incomplete	ADJ
american_scientific_journal-11930	37	26	schema	schema	NOUN
american_scientific_journal-11930	37	27	definitions	definition	NOUN
american_scientific_journal-11930	37	28			PRON
american_scientific_journal-11930	37	29	manual	manual	ADJ
american_scientific_journal-11930	37	30	rework	rework	NOUN
american_scientific_journal-11930	37	31	due	due	ADP
american_scientific_journal-11930	37	32	to	to	ADP
american_scientific_journal-11930	37	33	ambiguous	ambiguous	ADJ
american_scientific_journal-11930	37	34	model	model	NOUN
american_scientific_journal-11930	37	35	responses	response	NOUN
american_scientific_journal-11930	37	36	this	this	DET
american_scientific_journal-11930	37	37	structured	structured	ADJ
american_scientific_journal-11930	37	38	approach	approach	NOUN
american_scientific_journal-11930	37	39	aligns	align	VERB
american_scientific_journal-11930	37	40	llm	llm	NOUN
american_scientific_journal-11930	37	41	capabilities	capability	NOUN
american_scientific_journal-11930	37	42	with	with	ADP
american_scientific_journal-11930	37	43	enterprise	enterprise	NOUN
american_scientific_journal-11930	37	44	data	datum	NOUN
american_scientific_journal-11930	37	45	engineering	engineering	NOUN
american_scientific_journal-11930	37	46	standards	standard	NOUN
american_scientific_journal-11930	37	47	,	,	PUNCT
american_scientific_journal-11930	37	48	enabling	enable	VERB
american_scientific_journal-11930	37	49	safe	safe	ADJ
american_scientific_journal-11930	37	50	integration	integration	NOUN
american_scientific_journal-11930	37	51	into	into	ADP
american_scientific_journal-11930	37	52	ci	ci	NOUN
american_scientific_journal-11930	37	53	/	/	SYM
american_scientific_journal-11930	37	54	cd	cd	NOUN
american_scientific_journal-11930	37	55	pipelines	pipeline	NOUN
american_scientific_journal-11930	37	56	,	,	PUNCT
american_scientific_journal-11930	37	57	modeling	modeling	NOUN
american_scientific_journal-11930	37	58	platforms	platform	NOUN
american_scientific_journal-11930	37	59	,	,	PUNCT
american_scientific_journal-11930	37	60	or	or	CCONJ
american_scientific_journal-11930	37	61	documentation	documentation	NOUN
american_scientific_journal-11930	37	62	tools	tool	NOUN
american_scientific_journal-11930	37	63	(	(	PUNCT
american_scientific_journal-11930	37	64	e.g.	e.g.	ADV
american_scientific_journal-11930	37	65	,	,	PUNCT
american_scientific_journal-11930	37	66	dbdiagram.io	dbdiagram.io	PROPN
american_scientific_journal-11930	37	67	,	,	PUNCT
american_scientific_journal-11930	37	68	dbt	dbt	PROPN
american_scientific_journal-11930	37	69	,	,	PUNCT
american_scientific_journal-11930	37	70	or	or	CCONJ
american_scientific_journal-11930	37	71	airbyte	airbyte	NOUN
american_scientific_journal-11930	37	72	)	)	PUNCT
american_scientific_journal-11930	37	73	.	.	PUNCT
american_scientific_journal-11930	38	1	2.3	2.3	NUM
american_scientific_journal-11930	38	2	experimental	experimental	ADJ
american_scientific_journal-11930	38	3	setup	setup	NOUN
american_scientific_journal-11930	38	4	openai	openai	VERB
american_scientific_journal-11930	38	5	gpt-4	gpt-4	PRON
american_scientific_journal-11930	39	1	[	[	X
american_scientific_journal-11930	39	2	6	6	NUM
american_scientific_journal-11930	39	3	]	]	PUNCT
american_scientific_journal-11930	39	4	,	,	PUNCT
american_scientific_journal-11930	39	5	google	google	PROPN
american_scientific_journal-11930	39	6	gemini	gemini	PROPN
american_scientific_journal-11930	39	7	(	(	PUNCT
american_scientific_journal-11930	39	8	2024	2024	NUM
american_scientific_journal-11930	39	9	)	)	PUNCT
american_scientific_journal-11930	40	1	[	[	X
american_scientific_journal-11930	40	2	4	4	NUM
american_scientific_journal-11930	40	3	]	]	PUNCT
american_scientific_journal-11930	40	4	,	,	PUNCT
american_scientific_journal-11930	40	5	and	and	CCONJ
american_scientific_journal-11930	40	6	meta	meta	VERB
american_scientific_journal-11930	40	7	llama	llama	NOUN
american_scientific_journal-11930	40	8	3	3	NUM
american_scientific_journal-11930	40	9	(	(	PUNCT
american_scientific_journal-11930	40	10	70b	70b	NOUN
american_scientific_journal-11930	40	11	)	)	PUNCT
american_scientific_journal-11930	40	12	[	[	X
american_scientific_journal-11930	40	13	5	5	NUM
american_scientific_journal-11930	40	14	]	]	PUNCT
american_scientific_journal-11930	40	15	were	be	AUX
american_scientific_journal-11930	40	16	tested	test	VERB
american_scientific_journal-11930	40	17	on	on	ADP
american_scientific_journal-11930	40	18	the	the	DET
american_scientific_journal-11930	40	19	same	same	ADJ
american_scientific_journal-11930	40	20	modeling	modeling	NOUN
american_scientific_journal-11930	40	21	tasks	task	NOUN
american_scientific_journal-11930	40	22	.	.	PUNCT
american_scientific_journal-11930	41	1	prompts	prompt	NOUN
american_scientific_journal-11930	41	2	included	include	VERB
american_scientific_journal-11930	41	3	sample	sample	NOUN
american_scientific_journal-11930	41	4	metadata	metadata	NOUN
american_scientific_journal-11930	41	5	,	,	PUNCT
american_scientific_journal-11930	41	6	partial	partial	ADJ
american_scientific_journal-11930	41	7	datasets	dataset	NOUN
american_scientific_journal-11930	41	8	,	,	PUNCT
american_scientific_journal-11930	41	9	and	and	CCONJ
american_scientific_journal-11930	41	10	business	business	NOUN
american_scientific_journal-11930	41	11	use	use	NOUN
american_scientific_journal-11930	41	12	case	case	NOUN
american_scientific_journal-11930	41	13	descriptions	description	NOUN
american_scientific_journal-11930	41	14	.	.	PUNCT
american_scientific_journal-11930	42	1	each	each	DET
american_scientific_journal-11930	42	2	model	model	NOUN
american_scientific_journal-11930	42	3	was	be	AUX
american_scientific_journal-11930	42	4	expected	expect	VERB
american_scientific_journal-11930	42	5	to	to	PART
american_scientific_journal-11930	42	6	identify	identify	VERB
american_scientific_journal-11930	42	7	fact	fact	NOUN
american_scientific_journal-11930	42	8	and	and	CCONJ
american_scientific_journal-11930	42	9	dimension	dimension	NOUN
american_scientific_journal-11930	42	10	tables	table	NOUN
american_scientific_journal-11930	42	11	,	,	PUNCT
american_scientific_journal-11930	42	12	generate	generate	VERB
american_scientific_journal-11930	42	13	a	a	DET
american_scientific_journal-11930	42	14	valid	valid	ADJ
american_scientific_journal-11930	42	15	star	star	NOUN
american_scientific_journal-11930	42	16	schema	schema	NOUN
american_scientific_journal-11930	42	17	,	,	PUNCT
american_scientific_journal-11930	42	18	and	and	CCONJ
american_scientific_journal-11930	42	19	produce	produce	VERB
american_scientific_journal-11930	42	20	sql	sql	PROPN
american_scientific_journal-11930	42	21	ddl	ddl	PROPN
american_scientific_journal-11930	42	22	suitable	suitable	ADJ
american_scientific_journal-11930	42	23	for	for	ADP
american_scientific_journal-11930	42	24	deployment	deployment	NOUN
american_scientific_journal-11930	42	25	in	in	ADP
american_scientific_journal-11930	42	26	postgresql	postgresql	NOUN
american_scientific_journal-11930	42	27	17.5	17.5	NUM
american_scientific_journal-11930	42	28	.	.	PUNCT
american_scientific_journal-11930	43	1	2.4	2.4	NUM
american_scientific_journal-11930	43	2	datasets	dataset	NOUN
american_scientific_journal-11930	43	3	three	three	NUM
american_scientific_journal-11930	43	4	datasets	dataset	NOUN
american_scientific_journal-11930	43	5	were	be	AUX
american_scientific_journal-11930	43	6	used	use	VERB
american_scientific_journal-11930	43	7	:	:	PUNCT
american_scientific_journal-11930	43	8			X
american_scientific_journal-11930	43	9	retail	retail	ADJ
american_scientific_journal-11930	43	10	sales	sale	NOUN
american_scientific_journal-11930	43	11	dataset	dataset	NOUN
american_scientific_journal-11930	43	12	(	(	PUNCT
american_scientific_journal-11930	43	13	uci	uci	NOUN
american_scientific_journal-11930	43	14	repository	repository	NOUN
american_scientific_journal-11930	43	15	):	):	PUNCT
american_scientific_journal-11930	43	16	real	real	ADJ
american_scientific_journal-11930	43	17	-	-	PUNCT
american_scientific_journal-11930	43	18	world	world	NOUN
american_scientific_journal-11930	43	19	sales	sale	NOUN
american_scientific_journal-11930	43	20	data	datum	NOUN
american_scientific_journal-11930	43	21	from	from	ADP
american_scientific_journal-11930	43	22	a	a	DET
american_scientific_journal-11930	43	23	uk	uk	PROPN
american_scientific_journal-11930	43	24	-	-	PUNCT
american_scientific_journal-11930	43	25	based	base	VERB
american_scientific_journal-11930	43	26	e	e	NOUN
american_scientific_journal-11930	43	27	-	-	NOUN
american_scientific_journal-11930	43	28	commerce	commerce	NOUN
american_scientific_journal-11930	43	29	store	store	NOUN
american_scientific_journal-11930	43	30	.	.	PUNCT
american_scientific_journal-11930	44	1			X
american_scientific_journal-11930	44	2	healthcare	healthcare	PROPN
american_scientific_journal-11930	44	3	claims	claim	NOUN
american_scientific_journal-11930	44	4	dataset	dataset	PROPN
american_scientific_journal-11930	44	5	(	(	PUNCT
american_scientific_journal-11930	44	6	synthea	synthea	PROPN
american_scientific_journal-11930	44	7	):	):	PUNCT
american_scientific_journal-11930	44	8	simulated	simulate	VERB
american_scientific_journal-11930	44	9	insurance	insurance	NOUN
american_scientific_journal-11930	44	10	claims	claim	NOUN
american_scientific_journal-11930	44	11	with	with	ADP
american_scientific_journal-11930	44	12	patient	patient	ADJ
american_scientific_journal-11930	44	13	-	-	PUNCT
american_scientific_journal-11930	44	14	provider	provider	NOUN
american_scientific_journal-11930	44	15	-	-	PUNCT
american_scientific_journal-11930	44	16	diagnosis	diagnosis	NOUN
american_scientific_journal-11930	44	17	structures	structure	NOUN
american_scientific_journal-11930	44	18	.	.	PUNCT
american_scientific_journal-11930	45	1			X
american_scientific_journal-11930	45	2	international	international	ADJ
american_scientific_journal-11930	45	3	census	census	NOUN
american_scientific_journal-11930	45	4	dataset	dataset	NOUN
american_scientific_journal-11930	45	5	(	(	PUNCT
american_scientific_journal-11930	45	6	us	us	PROPN
american_scientific_journal-11930	45	7	census	census	PROPN
american_scientific_journal-11930	45	8	bureau	bureau	PROPN
american_scientific_journal-11930	45	9	):	):	PUNCT
american_scientific_journal-11930	45	10	global	global	ADJ
american_scientific_journal-11930	45	11	population	population	NOUN
american_scientific_journal-11930	45	12	statistics	statistic	NOUN
american_scientific_journal-11930	45	13	,	,	PUNCT
american_scientific_journal-11930	45	14	including	include	VERB
american_scientific_journal-11930	45	15	time	time	NOUN
american_scientific_journal-11930	45	16	series	series	NOUN
american_scientific_journal-11930	45	17	on	on	ADP
american_scientific_journal-11930	45	18	fertility	fertility	NOUN
american_scientific_journal-11930	45	19	,	,	PUNCT
american_scientific_journal-11930	45	20	mortality	mortality	NOUN
american_scientific_journal-11930	45	21	,	,	PUNCT
american_scientific_journal-11930	45	22	and	and	CCONJ
american_scientific_journal-11930	45	23	migration	migration	NOUN
american_scientific_journal-11930	45	24	.	.	PUNCT
american_scientific_journal-11930	46	1	2.5	2.5	NUM
american_scientific_journal-11930	46	2	previous	previous	ADJ
american_scientific_journal-11930	46	3	studies	study	NOUN
american_scientific_journal-11930	46	4	efforts	effort	NOUN
american_scientific_journal-11930	46	5	to	to	PART
american_scientific_journal-11930	46	6	automate	automate	VERB
american_scientific_journal-11930	46	7	schema	schema	NOUN
american_scientific_journal-11930	46	8	generation	generation	NOUN
american_scientific_journal-11930	46	9	have	have	AUX
american_scientific_journal-11930	46	10	evolved	evolve	VERB
american_scientific_journal-11930	46	11	from	from	ADP
american_scientific_journal-11930	46	12	rule	rule	NOUN
american_scientific_journal-11930	46	13	-	-	PUNCT
american_scientific_journal-11930	46	14	based	base	VERB
american_scientific_journal-11930	46	15	knowledge	knowledge	NOUN
american_scientific_journal-11930	46	16	systems	system	NOUN
american_scientific_journal-11930	46	17	to	to	ADP
american_scientific_journal-11930	46	18	advanced	advanced	ADJ
american_scientific_journal-11930	46	19	llmdriven	llmdriven	ADJ
american_scientific_journal-11930	46	20	frameworks	framework	NOUN
american_scientific_journal-11930	46	21	.	.	PUNCT
american_scientific_journal-11930	47	1	two	two	NUM
american_scientific_journal-11930	47	2	representative	representative	ADJ
american_scientific_journal-11930	47	3	approaches	approach	NOUN
american_scientific_journal-11930	47	4	highlight	highlight	VERB
american_scientific_journal-11930	47	5	this	this	DET
american_scientific_journal-11930	47	6	progression.schemaagent	progression.schemaagent	PROPN
american_scientific_journal-11930	47	7	(	(	PUNCT
american_scientific_journal-11930	47	8	2025	2025	NUM
american_scientific_journal-11930	47	9	)	)	PUNCT
american_scientific_journal-11930	47	10	introduced	introduce	VERB
american_scientific_journal-11930	47	11	a	a	DET
american_scientific_journal-11930	47	12	multi	multi	ADJ
american_scientific_journal-11930	47	13	-	-	ADJ
american_scientific_journal-11930	47	14	agent	agent	ADJ
american_scientific_journal-11930	47	15	framework	framework	NOUN
american_scientific_journal-11930	47	16	where	where	SCONJ
american_scientific_journal-11930	47	17	specialized	specialized	ADJ
american_scientific_journal-11930	47	18	large	large	ADJ
american_scientific_journal-11930	47	19	language	language	NOUN
american_scientific_journal-11930	47	20	model	model	NOUN
american_scientific_journal-11930	47	21	(	(	PUNCT
american_scientific_journal-11930	47	22	llm	llm	NOUN
american_scientific_journal-11930	47	23	)	)	PUNCT
american_scientific_journal-11930	47	24	agents	agent	NOUN
american_scientific_journal-11930	47	25	collaborate	collaborate	VERB
american_scientific_journal-11930	47	26	to	to	PART
american_scientific_journal-11930	47	27	generate	generate	VERB
american_scientific_journal-11930	47	28	relational	relational	ADJ
american_scientific_journal-11930	47	29	database	database	NOUN
american_scientific_journal-11930	47	30	schemas	schema	NOUN
american_scientific_journal-11930	47	31	from	from	ADP
american_scientific_journal-11930	47	32	user	user	NOUN
american_scientific_journal-11930	47	33	requirements	requirement	NOUN
american_scientific_journal-11930	47	34	[	[	X
american_scientific_journal-11930	47	35	8	8	NUM
american_scientific_journal-11930	47	36	]	]	PUNCT
american_scientific_journal-11930	47	37	.	.	PUNCT
american_scientific_journal-11930	48	1	each	each	DET
american_scientific_journal-11930	48	2	agent	agent	NOUN
american_scientific_journal-11930	48	3	focuses	focus	VERB
american_scientific_journal-11930	48	4	on	on	ADP
american_scientific_journal-11930	48	5	distinct	distinct	ADJ
american_scientific_journal-11930	48	6	subtasks	subtask	NOUN
american_scientific_journal-11930	48	7	-	-	PUNCT
american_scientific_journal-11930	48	8	such	such	ADJ
american_scientific_journal-11930	48	9	as	as	ADP
american_scientific_journal-11930	48	10	schema	schema	NOUN
american_scientific_journal-11930	48	11	inference	inference	NOUN
american_scientific_journal-11930	48	12	,	,	PUNCT
american_scientific_journal-11930	48	13	relationship	relationship	NOUN
american_scientific_journal-11930	48	14	mapping	mapping	NOUN
american_scientific_journal-11930	48	15	,	,	PUNCT
american_scientific_journal-11930	48	16	and	and	CCONJ
american_scientific_journal-11930	48	17	validation	validation	NOUN
american_scientific_journal-11930	48	18	-	-	PUNCT
american_scientific_journal-11930	48	19	while	while	SCONJ
american_scientific_journal-11930	48	20	additional	additional	ADJ
american_scientific_journal-11930	48	21	reflection	reflection	NOUN
american_scientific_journal-11930	48	22	and	and	CCONJ
american_scientific_journal-11930	48	23	inspection	inspection	NOUN
american_scientific_journal-11930	48	24	mechanisms	mechanism	NOUN
american_scientific_journal-11930	48	25	detect	detect	VERB
american_scientific_journal-11930	48	26	and	and	CCONJ
american_scientific_journal-11930	48	27	correct	correct	ADJ
american_scientific_journal-11930	48	28	errors	error	NOUN
american_scientific_journal-11930	48	29	in	in	ADP
american_scientific_journal-11930	48	30	intermediate	intermediate	ADJ
american_scientific_journal-11930	48	31	steps	step	NOUN
american_scientific_journal-11930	48	32	.	.	PUNCT
american_scientific_journal-11930	49	1	to	to	ADP
american_scientific_journal-11930	49	2	benchmark	benchmark	NOUN
american_scientific_journal-11930	49	3	performance	performance	NOUN
american_scientific_journal-11930	49	4	,	,	PUNCT
american_scientific_journal-11930	49	5	the	the	DET
american_scientific_journal-11930	49	6	authors	author	NOUN
american_scientific_journal-11930	49	7	introduced	introduce	VERB
american_scientific_journal-11930	49	8	rschema	rschema	NOUN
american_scientific_journal-11930	49	9	,	,	PUNCT
american_scientific_journal-11930	49	10	a	a	DET
american_scientific_journal-11930	49	11	dataset	dataset	NOUN
american_scientific_journal-11930	49	12	of	of	ADP
american_scientific_journal-11930	49	13	more	more	ADJ
american_scientific_journal-11930	49	14	than	than	ADP
american_scientific_journal-11930	49	15	500	500	NUM
american_scientific_journal-11930	49	16	requirements	requirement	NOUN
american_scientific_journal-11930	49	17	–	–	PUNCT
american_scientific_journal-11930	49	18	schema	schema	NOUN
american_scientific_journal-11930	49	19	pairs	pair	NOUN
american_scientific_journal-11930	49	20	.	.	PUNCT
american_scientific_journal-11930	50	1	results	result	NOUN
american_scientific_journal-11930	50	2	showed	show	VERB
american_scientific_journal-11930	50	3	schemaagent	schemaagent	ADJ
american_scientific_journal-11930	50	4	outperforming	outperform	VERB
american_scientific_journal-11930	50	5	single	single	ADJ
american_scientific_journal-11930	50	6	-	-	PUNCT
american_scientific_journal-11930	50	7	model	model	NOUN
american_scientific_journal-11930	50	8	baselines	baseline	NOUN
american_scientific_journal-11930	50	9	by	by	ADP
american_scientific_journal-11930	50	10	improving	improve	VERB
american_scientific_journal-11930	50	11	both	both	DET
american_scientific_journal-11930	50	12	accuracy	accuracy	NOUN
american_scientific_journal-11930	50	13	and	and	CCONJ
american_scientific_journal-11930	50	14	resilience	resilience	NOUN
american_scientific_journal-11930	50	15	against	against	ADP
american_scientific_journal-11930	50	16	error	error	NOUN
american_scientific_journal-11930	50	17	propagation	propagation	NOUN
american_scientific_journal-11930	50	18	.	.	PUNCT
american_scientific_journal-11930	51	1	this	this	DET
american_scientific_journal-11930	51	2	work	work	NOUN
american_scientific_journal-11930	51	3	underscores	underscore	VERB
american_scientific_journal-11930	51	4	the	the	DET
american_scientific_journal-11930	51	5	growing	grow	VERB
american_scientific_journal-11930	51	6	interest	interest	NOUN
american_scientific_journal-11930	51	7	in	in	ADP
american_scientific_journal-11930	51	8	applying	apply	VERB
american_scientific_journal-11930	51	9	distributed	distribute	VERB
american_scientific_journal-11930	51	10	llm	llm	PROPN
american_scientific_journal-11930	51	11	systems	system	NOUN
american_scientific_journal-11930	51	12	to	to	PART
american_scientific_journal-11930	51	13	schema	schema	VERB
american_scientific_journal-11930	51	14	automation	automation	NOUN
american_scientific_journal-11930	51	15	,	,	PUNCT
american_scientific_journal-11930	51	16	offering	offer	VERB
american_scientific_journal-11930	51	17	modularity	modularity	NOUN
american_scientific_journal-11930	51	18	and	and	CCONJ
american_scientific_journal-11930	51	19	improved	improve	VERB
american_scientific_journal-11930	51	20	error	error	NOUN
american_scientific_journal-11930	51	21	handling	handling	NOUN
american_scientific_journal-11930	51	22	compared	compare	VERB
american_scientific_journal-11930	51	23	to	to	ADP
american_scientific_journal-11930	51	24	monolithic	monolithic	ADJ
american_scientific_journal-11930	51	25	model	model	NOUN
american_scientific_journal-11930	51	26	prompts.earlier	prompts.earlier	NOUN
american_scientific_journal-11930	51	27	,	,	PUNCT
american_scientific_journal-11930	51	28	the	the	DET
american_scientific_journal-11930	51	29	semantic	semantic	NOUN
american_scientific_journal-11930	51	30	-	-	PUNCT
american_scientific_journal-11930	51	31	based	base	VERB
american_scientific_journal-11930	51	32	star	star	NOUN
american_scientific_journal-11930	51	33	schema	schema	NOUN
american_scientific_journal-11930	51	34	designer	designer	NOUN
american_scientific_journal-11930	51	35	(	(	PUNCT
american_scientific_journal-11930	51	36	2021	2021	NUM
american_scientific_journal-11930	51	37	)	)	PUNCT
american_scientific_journal-11930	51	38	demonstrated	demonstrate	VERB
american_scientific_journal-11930	51	39	american	american	ADJ
american_scientific_journal-11930	51	40	academic	academic	ADJ
american_scientific_journal-11930	51	41	scientific	scientific	ADJ
american_scientific_journal-11930	51	42	research	research	NOUN
american_scientific_journal-11930	51	43	journal	journal	NOUN
american_scientific_journal-11930	51	44	for	for	ADP
american_scientific_journal-11930	51	45	engineering	engineering	NOUN
american_scientific_journal-11930	51	46	,	,	PUNCT
american_scientific_journal-11930	51	47	technology	technology	NOUN
american_scientific_journal-11930	51	48	,	,	PUNCT
american_scientific_journal-11930	51	49	and	and	CCONJ
american_scientific_journal-11930	51	50	sciences	science	NOUN
american_scientific_journal-11930	51	51	(	(	PUNCT
american_scientific_journal-11930	51	52	asrjets	asrjet	NOUN
american_scientific_journal-11930	51	53	)	)	PUNCT
american_scientific_journal-11930	51	54	volume	volume	NOUN
american_scientific_journal-11930	51	55	102	102	NUM
american_scientific_journal-11930	51	56	,	,	PUNCT
american_scientific_journal-11930	51	57	no	no	DET
american_scientific_journal-11930	51	58	1	1	NUM
american_scientific_journal-11930	51	59	,	,	PUNCT
american_scientific_journal-11930	51	60	pp	pp	ADV
american_scientific_journal-11930	51	61	72	72	NUM
american_scientific_journal-11930	51	62	-	-	SYM
american_scientific_journal-11930	51	63	78	78	NUM
american_scientific_journal-11930	51	64	75	75	NUM
american_scientific_journal-11930	51	65	how	how	SCONJ
american_scientific_journal-11930	51	66	knowledge	knowledge	NOUN
american_scientific_journal-11930	51	67	-	-	PUNCT
american_scientific_journal-11930	51	68	based	base	VERB
american_scientific_journal-11930	51	69	reasoning	reasoning	NOUN
american_scientific_journal-11930	51	70	systems	system	NOUN
american_scientific_journal-11930	51	71	could	could	AUX
american_scientific_journal-11930	51	72	aid	aid	VERB
american_scientific_journal-11930	51	73	in	in	ADP
american_scientific_journal-11930	51	74	constructing	construct	VERB
american_scientific_journal-11930	51	75	dimensional	dimensional	ADJ
american_scientific_journal-11930	51	76	models	model	NOUN
american_scientific_journal-11930	51	77	[	[	X
american_scientific_journal-11930	51	78	9	9	NUM
american_scientific_journal-11930	51	79	]	]	PUNCT
american_scientific_journal-11930	51	80	.	.	PUNCT
american_scientific_journal-11930	52	1	this	this	DET
american_scientific_journal-11930	52	2	system	system	NOUN
american_scientific_journal-11930	52	3	leveraged	leverage	VERB
american_scientific_journal-11930	52	4	semantic	semantic	ADJ
american_scientific_journal-11930	52	5	rules	rule	NOUN
american_scientific_journal-11930	52	6	to	to	PART
american_scientific_journal-11930	52	7	infer	infer	VERB
american_scientific_journal-11930	52	8	star	star	NOUN
american_scientific_journal-11930	52	9	schema	schema	NOUN
american_scientific_journal-11930	52	10	components	component	NOUN
american_scientific_journal-11930	52	11	-	-	PUNCT
american_scientific_journal-11930	52	12	such	such	ADJ
american_scientific_journal-11930	52	13	as	as	ADP
american_scientific_journal-11930	52	14	dimensions	dimension	NOUN
american_scientific_journal-11930	52	15	,	,	PUNCT
american_scientific_journal-11930	52	16	hierarchies	hierarchy	NOUN
american_scientific_journal-11930	52	17	,	,	PUNCT
american_scientific_journal-11930	52	18	and	and	CCONJ
american_scientific_journal-11930	52	19	attribute	attribute	NOUN
american_scientific_journal-11930	52	20	types	type	NOUN
american_scientific_journal-11930	52	21	-	-	PUNCT
american_scientific_journal-11930	52	22	even	even	ADV
american_scientific_journal-11930	52	23	when	when	SCONJ
american_scientific_journal-11930	52	24	input	input	NOUN
american_scientific_journal-11930	52	25	metadata	metadata	NOUN
american_scientific_journal-11930	52	26	was	be	AUX
american_scientific_journal-11930	52	27	incomplete	incomplete	ADJ
american_scientific_journal-11930	52	28	or	or	CCONJ
american_scientific_journal-11930	52	29	inconsistent	inconsistent	ADJ
american_scientific_journal-11930	52	30	.	.	PUNCT
american_scientific_journal-11930	53	1	notably	notably	ADV
american_scientific_journal-11930	53	2	,	,	PUNCT
american_scientific_journal-11930	53	3	the	the	DET
american_scientific_journal-11930	53	4	system	system	NOUN
american_scientific_journal-11930	53	5	could	could	AUX
american_scientific_journal-11930	53	6	propose	propose	VERB
american_scientific_journal-11930	53	7	attribute	attribute	NOUN
american_scientific_journal-11930	53	8	names	name	NOUN
american_scientific_journal-11930	53	9	and	and	CCONJ
american_scientific_journal-11930	53	10	predict	predict	VERB
american_scientific_journal-11930	53	11	data	datum	NOUN
american_scientific_journal-11930	53	12	types	type	NOUN
american_scientific_journal-11930	53	13	in	in	ADP
american_scientific_journal-11930	53	14	cases	case	NOUN
american_scientific_journal-11930	53	15	where	where	SCONJ
american_scientific_journal-11930	53	16	schema	schema	NOUN
american_scientific_journal-11930	53	17	elements	element	NOUN
american_scientific_journal-11930	53	18	were	be	AUX
american_scientific_journal-11930	53	19	partially	partially	ADV
american_scientific_journal-11930	53	20	defined	define	VERB
american_scientific_journal-11930	53	21	.	.	PUNCT
american_scientific_journal-11930	54	1	the	the	DET
american_scientific_journal-11930	54	2	approach	approach	NOUN
american_scientific_journal-11930	54	3	was	be	AUX
american_scientific_journal-11930	54	4	especially	especially	ADV
american_scientific_journal-11930	54	5	valuable	valuable	ADJ
american_scientific_journal-11930	54	6	for	for	ADP
american_scientific_journal-11930	54	7	novice	novice	NOUN
american_scientific_journal-11930	54	8	designers	designer	NOUN
american_scientific_journal-11930	54	9	and	and	CCONJ
american_scientific_journal-11930	54	10	semi	semi	ADJ
american_scientific_journal-11930	54	11	-	-	ADJ
american_scientific_journal-11930	54	12	structured	structured	ADJ
american_scientific_journal-11930	54	13	data	datum	NOUN
american_scientific_journal-11930	54	14	,	,	PUNCT
american_scientific_journal-11930	54	15	offering	offer	VERB
american_scientific_journal-11930	54	16	a	a	DET
american_scientific_journal-11930	54	17	foundation	foundation	NOUN
american_scientific_journal-11930	54	18	for	for	ADP
american_scientific_journal-11930	54	19	automated	automate	VERB
american_scientific_journal-11930	54	20	schema	schema	NOUN
american_scientific_journal-11930	54	21	reasoning	reason	VERB
american_scientific_journal-11930	54	22	prior	prior	ADV
american_scientific_journal-11930	54	23	to	to	ADP
american_scientific_journal-11930	54	24	the	the	DET
american_scientific_journal-11930	54	25	rise	rise	NOUN
american_scientific_journal-11930	54	26	of	of	ADP
american_scientific_journal-11930	54	27	large	large	ADJ
american_scientific_journal-11930	54	28	-	-	PUNCT
american_scientific_journal-11930	54	29	scale	scale	NOUN
american_scientific_journal-11930	54	30	llms.taken	llms.taken	VERB
american_scientific_journal-11930	54	31	together	together	ADV
american_scientific_journal-11930	54	32	,	,	PUNCT
american_scientific_journal-11930	54	33	these	these	DET
american_scientific_journal-11930	54	34	studies	study	NOUN
american_scientific_journal-11930	54	35	illustrate	illustrate	VERB
american_scientific_journal-11930	54	36	the	the	DET
american_scientific_journal-11930	54	37	trajectory	trajectory	NOUN
american_scientific_journal-11930	54	38	of	of	ADP
american_scientific_journal-11930	54	39	research	research	NOUN
american_scientific_journal-11930	54	40	in	in	ADP
american_scientific_journal-11930	54	41	schema	schema	NOUN
american_scientific_journal-11930	54	42	automation	automation	NOUN
american_scientific_journal-11930	54	43	:	:	PUNCT
american_scientific_journal-11930	54	44	from	from	ADP
american_scientific_journal-11930	54	45	rule	rule	NOUN
american_scientific_journal-11930	54	46	-	-	PUNCT
american_scientific_journal-11930	54	47	driven	drive	VERB
american_scientific_journal-11930	54	48	semantic	semantic	ADJ
american_scientific_journal-11930	54	49	systems	system	NOUN
american_scientific_journal-11930	54	50	that	that	PRON
american_scientific_journal-11930	54	51	ensure	ensure	VERB
american_scientific_journal-11930	54	52	logical	logical	ADJ
american_scientific_journal-11930	54	53	soundness	soundness	NOUN
american_scientific_journal-11930	54	54	to	to	ADP
american_scientific_journal-11930	54	55	llm	llm	ADV
american_scientific_journal-11930	54	56	-	-	PUNCT
american_scientific_journal-11930	54	57	powered	power	VERB
american_scientific_journal-11930	54	58	multi	multi	ADJ
american_scientific_journal-11930	54	59	-	-	ADJ
american_scientific_journal-11930	54	60	agent	agent	ADJ
american_scientific_journal-11930	54	61	frameworks	framework	NOUN
american_scientific_journal-11930	54	62	capable	capable	ADJ
american_scientific_journal-11930	54	63	of	of	ADP
american_scientific_journal-11930	54	64	handling	handle	VERB
american_scientific_journal-11930	54	65	diverse	diverse	ADJ
american_scientific_journal-11930	54	66	and	and	CCONJ
american_scientific_journal-11930	54	67	complex	complex	ADJ
american_scientific_journal-11930	54	68	inputs	input	NOUN
american_scientific_journal-11930	54	69	.	.	PUNCT
american_scientific_journal-11930	55	1	the	the	DET
american_scientific_journal-11930	55	2	present	present	ADJ
american_scientific_journal-11930	55	3	study	study	NOUN
american_scientific_journal-11930	55	4	builds	build	VERB
american_scientific_journal-11930	55	5	on	on	ADP
american_scientific_journal-11930	55	6	this	this	DET
american_scientific_journal-11930	55	7	continuum	continuum	NOUN
american_scientific_journal-11930	55	8	by	by	ADP
american_scientific_journal-11930	55	9	applying	apply	VERB
american_scientific_journal-11930	55	10	state	state	NOUN
american_scientific_journal-11930	55	11	-	-	PUNCT
american_scientific_journal-11930	55	12	of	of	ADP
american_scientific_journal-11930	55	13	-	-	PUNCT
american_scientific_journal-11930	55	14	the	the	DET
american_scientific_journal-11930	55	15	-	-	PUNCT
american_scientific_journal-11930	55	16	art	art	NOUN
american_scientific_journal-11930	55	17	llms	llm	NOUN
american_scientific_journal-11930	55	18	(	(	PUNCT
american_scientific_journal-11930	55	19	gpt-4	gpt-4	X
american_scientific_journal-11930	55	20	,	,	PUNCT
american_scientific_journal-11930	55	21	gemini	gemini	PROPN
american_scientific_journal-11930	55	22	,	,	PUNCT
american_scientific_journal-11930	55	23	llama	llama	NOUN
american_scientific_journal-11930	55	24	3	3	NUM
american_scientific_journal-11930	55	25	)	)	PUNCT
american_scientific_journal-11930	55	26	to	to	PART
american_scientific_journal-11930	55	27	automate	automate	VERB
american_scientific_journal-11930	55	28	star	star	NOUN
american_scientific_journal-11930	55	29	schema	schema	NOUN
american_scientific_journal-11930	55	30	design	design	NOUN
american_scientific_journal-11930	55	31	,	,	PUNCT
american_scientific_journal-11930	55	32	with	with	ADP
american_scientific_journal-11930	55	33	a	a	DET
american_scientific_journal-11930	55	34	focus	focus	NOUN
american_scientific_journal-11930	55	35	on	on	ADP
american_scientific_journal-11930	55	36	structured	structured	ADJ
american_scientific_journal-11930	55	37	outputs	output	NOUN
american_scientific_journal-11930	55	38	and	and	CCONJ
american_scientific_journal-11930	55	39	integration	integration	NOUN
american_scientific_journal-11930	55	40	into	into	ADP
american_scientific_journal-11930	55	41	production	production	NOUN
american_scientific_journal-11930	55	42	pipelines	pipeline	NOUN
american_scientific_journal-11930	55	43	.	.	PUNCT
american_scientific_journal-11930	56	1	3	3	X
american_scientific_journal-11930	56	2	.	.	NOUN
american_scientific_journal-11930	56	3	results	result	VERB
american_scientific_journal-11930	56	4	3.1	3.1	NUM
american_scientific_journal-11930	56	5	schema	schema	NOUN
american_scientific_journal-11930	56	6	generation	generation	NOUN
american_scientific_journal-11930	56	7	accuracy	accuracy	NOUN
american_scientific_journal-11930	56	8	table1	table1	PROPN
american_scientific_journal-11930	56	9	model	model	NOUN
american_scientific_journal-11930	56	10	retail	retail	ADJ
american_scientific_journal-11930	56	11	sales	sale	NOUN
american_scientific_journal-11930	56	12	(	(	PUNCT
american_scientific_journal-11930	56	13	%	%	INTJ
american_scientific_journal-11930	56	14	)	)	PUNCT
american_scientific_journal-11930	57	1	healthcare	healthcare	PROPN
american_scientific_journal-11930	57	2	claims	claim	NOUN
american_scientific_journal-11930	57	3	(	(	PUNCT
american_scientific_journal-11930	57	4	%	%	INTJ
american_scientific_journal-11930	57	5	)	)	PUNCT
american_scientific_journal-11930	57	6	international	international	ADJ
american_scientific_journal-11930	57	7	census	census	NOUN
american_scientific_journal-11930	57	8	(	(	PUNCT
american_scientific_journal-11930	57	9	%	%	NOUN
american_scientific_journal-11930	57	10	)	)	PUNCT
american_scientific_journal-11930	57	11	avg	avg	PROPN
american_scientific_journal-11930	57	12	accuracy	accuracy	PROPN
american_scientific_journal-11930	57	13	openai	openai	VERB
american_scientific_journal-11930	57	14	gpt-4	gpt-4	PRON
american_scientific_journal-11930	57	15	94	94	NUM
american_scientific_journal-11930	57	16	%	%	NOUN
american_scientific_journal-11930	57	17	89	89	NUM
american_scientific_journal-11930	57	18	%	%	NOUN
american_scientific_journal-11930	57	19	91	91	NUM
american_scientific_journal-11930	57	20	%	%	NOUN
american_scientific_journal-11930	57	21	91.3	91.3	NUM
american_scientific_journal-11930	57	22	%	%	NOUN
american_scientific_journal-11930	57	23	google	google	PROPN
american_scientific_journal-11930	57	24	gemini	gemini	PROPN
american_scientific_journal-11930	57	25	90	90	NUM
american_scientific_journal-11930	57	26	%	%	NOUN
american_scientific_journal-11930	57	27	85	85	NUM
american_scientific_journal-11930	57	28	%	%	NOUN
american_scientific_journal-11930	57	29	88	88	NUM
american_scientific_journal-11930	57	30	%	%	NOUN
american_scientific_journal-11930	57	31	87.7	87.7	NUM
american_scientific_journal-11930	57	32	%	%	NOUN
american_scientific_journal-11930	57	33	meta	meta	ADJ
american_scientific_journal-11930	57	34	llama	llama	NOUN
american_scientific_journal-11930	57	35	3	3	NUM
american_scientific_journal-11930	57	36	86	86	NUM
american_scientific_journal-11930	57	37	%	%	NOUN
american_scientific_journal-11930	57	38	80	80	NUM
american_scientific_journal-11930	57	39	%	%	NOUN
american_scientific_journal-11930	57	40	83	83	NUM
american_scientific_journal-11930	57	41	%	%	NOUN
american_scientific_journal-11930	57	42	83	83	NUM
american_scientific_journal-11930	57	43	%	%	NOUN
american_scientific_journal-11930	57	44	evaluation	evaluation	NOUN
american_scientific_journal-11930	57	45	was	be	AUX
american_scientific_journal-11930	57	46	based	base	VERB
american_scientific_journal-11930	57	47	on	on	ADP
american_scientific_journal-11930	57	48	correct	correct	ADJ
american_scientific_journal-11930	57	49	identification	identification	NOUN
american_scientific_journal-11930	57	50	of	of	ADP
american_scientific_journal-11930	57	51	schema	schema	NOUN
american_scientific_journal-11930	57	52	elements	element	NOUN
american_scientific_journal-11930	57	53	,	,	PUNCT
american_scientific_journal-11930	57	54	logical	logical	ADJ
american_scientific_journal-11930	57	55	foreign	foreign	ADJ
american_scientific_journal-11930	57	56	key	key	ADJ
american_scientific_journal-11930	57	57	usage	usage	NOUN
american_scientific_journal-11930	57	58	,	,	PUNCT
american_scientific_journal-11930	57	59	and	and	CCONJ
american_scientific_journal-11930	57	60	alignment	alignment	NOUN
american_scientific_journal-11930	57	61	with	with	ADP
american_scientific_journal-11930	57	62	star	star	NOUN
american_scientific_journal-11930	57	63	schema	schema	NOUN
american_scientific_journal-11930	57	64	conventions	convention	NOUN
american_scientific_journal-11930	57	65	.	.	PUNCT
american_scientific_journal-11930	58	1	3.2	3.2	NUM
american_scientific_journal-11930	58	2	development	development	NOUN
american_scientific_journal-11930	58	3	time	time	NOUN
american_scientific_journal-11930	58	4	reduction	reduction	NOUN
american_scientific_journal-11930	58	5	ai	ai	AUX
american_scientific_journal-11930	58	6	-	-	PUNCT
american_scientific_journal-11930	58	7	assisted	assist	VERB
american_scientific_journal-11930	58	8	modeling	modeling	NOUN
american_scientific_journal-11930	58	9	drastically	drastically	ADV
american_scientific_journal-11930	58	10	reduced	reduce	VERB
american_scientific_journal-11930	58	11	schema	schema	NOUN
american_scientific_journal-11930	58	12	development	development	NOUN
american_scientific_journal-11930	58	13	time	time	NOUN
american_scientific_journal-11930	58	14	.	.	PUNCT
american_scientific_journal-11930	59	1	initial	initial	ADJ
american_scientific_journal-11930	59	2	schema	schema	NOUN
american_scientific_journal-11930	59	3	design	design	NOUN
american_scientific_journal-11930	59	4	was	be	AUX
american_scientific_journal-11930	59	5	reduced	reduce	VERB
american_scientific_journal-11930	59	6	from	from	ADP
american_scientific_journal-11930	59	7	approximately	approximately	ADV
american_scientific_journal-11930	59	8	18	18	NUM
american_scientific_journal-11930	59	9	hours	hour	NOUN
american_scientific_journal-11930	59	10	to	to	ADP
american_scientific_journal-11930	59	11	2	2	NUM
american_scientific_journal-11930	59	12	hours	hour	NOUN
american_scientific_journal-11930	59	13	,	,	PUNCT
american_scientific_journal-11930	59	14	representing	represent	VERB
american_scientific_journal-11930	59	15	an	an	DET
american_scientific_journal-11930	59	16	89	89	NUM
american_scientific_journal-11930	59	17	%	%	NOUN
american_scientific_journal-11930	59	18	time	time	NOUN
american_scientific_journal-11930	59	19	savings	saving	NOUN
american_scientific_journal-11930	59	20	.	.	PUNCT
american_scientific_journal-11930	60	1	similarly	similarly	ADV
american_scientific_journal-11930	60	2	,	,	PUNCT
american_scientific_journal-11930	60	3	validation	validation	NOUN
american_scientific_journal-11930	60	4	and	and	CCONJ
american_scientific_journal-11930	60	5	quality	quality	NOUN
american_scientific_journal-11930	60	6	assurance	assurance	NOUN
american_scientific_journal-11930	60	7	time	time	NOUN
american_scientific_journal-11930	60	8	decreased	decrease	VERB
american_scientific_journal-11930	60	9	from	from	ADP
american_scientific_journal-11930	60	10	10	10	NUM
american_scientific_journal-11930	60	11	hours	hour	NOUN
american_scientific_journal-11930	60	12	to	to	ADP
american_scientific_journal-11930	60	13	2	2	NUM
american_scientific_journal-11930	60	14	hours	hour	NOUN
american_scientific_journal-11930	60	15	,	,	PUNCT
american_scientific_journal-11930	60	16	an	an	DET
american_scientific_journal-11930	60	17	80	80	NUM
american_scientific_journal-11930	60	18	%	%	NOUN
american_scientific_journal-11930	60	19	reduction	reduction	NOUN
american_scientific_journal-11930	60	20	.	.	PUNCT
american_scientific_journal-11930	61	1	these	these	DET
american_scientific_journal-11930	61	2	time	time	NOUN
american_scientific_journal-11930	61	3	savings	saving	NOUN
american_scientific_journal-11930	61	4	contributed	contribute	VERB
american_scientific_journal-11930	61	5	to	to	ADP
american_scientific_journal-11930	61	6	faster	fast	ADJ
american_scientific_journal-11930	61	7	project	project	NOUN
american_scientific_journal-11930	61	8	delivery	delivery	NOUN
american_scientific_journal-11930	61	9	without	without	ADP
american_scientific_journal-11930	61	10	compromising	compromise	VERB
american_scientific_journal-11930	61	11	design	design	NOUN
american_scientific_journal-11930	61	12	quality	quality	NOUN
american_scientific_journal-11930	61	13	.	.	PUNCT
american_scientific_journal-11930	62	1	3.3	3.3	NUM
american_scientific_journal-11930	62	2	observed	observe	VERB
american_scientific_journal-11930	62	3	ai	ai	NOUN
american_scientific_journal-11930	62	4	enhancements	enhancement	NOUN
american_scientific_journal-11930	62	5	models	model	NOUN
american_scientific_journal-11930	62	6	demonstrated	demonstrate	VERB
american_scientific_journal-11930	62	7	the	the	DET
american_scientific_journal-11930	62	8	ability	ability	NOUN
american_scientific_journal-11930	62	9	to	to	PART
american_scientific_journal-11930	62	10	suggest	suggest	VERB
american_scientific_journal-11930	62	11	missing	miss	VERB
american_scientific_journal-11930	62	12	surrogate	surrogate	ADJ
american_scientific_journal-11930	62	13	keys	key	NOUN
american_scientific_journal-11930	62	14	and	and	CCONJ
american_scientific_journal-11930	62	15	appropriate	appropriate	ADJ
american_scientific_journal-11930	62	16	fact	fact	NOUN
american_scientific_journal-11930	62	17	-	-	PUNCT
american_scientific_journal-11930	62	18	dimension	dimension	NOUN
american_scientific_journal-11930	62	19	bridge	bridge	NOUN
american_scientific_journal-11930	62	20	tables	table	NOUN
american_scientific_journal-11930	62	21	.	.	PUNCT
american_scientific_journal-11930	63	1	they	they	PRON
american_scientific_journal-11930	63	2	also	also	ADV
american_scientific_journal-11930	63	3	flagged	flag	VERB
american_scientific_journal-11930	63	4	overly	overly	ADV
american_scientific_journal-11930	63	5	granular	granular	ADJ
american_scientific_journal-11930	63	6	fact	fact	NOUN
american_scientific_journal-11930	63	7	fields	field	NOUN
american_scientific_journal-11930	63	8	-	-	PUNCT
american_scientific_journal-11930	63	9	such	such	ADJ
american_scientific_journal-11930	63	10	as	as	ADP
american_scientific_journal-11930	63	11	product	product	NOUN
american_scientific_journal-11930	63	12	attributes	attribute	VERB
american_scientific_journal-11930	63	13	-	-	PUNCT
american_scientific_journal-11930	63	14	that	that	PRON
american_scientific_journal-11930	63	15	were	be	AUX
american_scientific_journal-11930	63	16	more	more	ADV
american_scientific_journal-11930	63	17	appropriately	appropriately	ADV
american_scientific_journal-11930	63	18	modeled	model	VERB
american_scientific_journal-11930	63	19	as	as	ADP
american_scientific_journal-11930	63	20	dimensions	dimension	NOUN
american_scientific_journal-11930	63	21	.	.	PUNCT
american_scientific_journal-11930	64	1	furthermore	furthermore	ADV
american_scientific_journal-11930	64	2	,	,	PUNCT
american_scientific_journal-11930	64	3	column	column	NOUN
american_scientific_journal-11930	64	4	classification	classification	NOUN
american_scientific_journal-11930	64	5	accuracy	accuracy	NOUN
american_scientific_journal-11930	64	6	improved	improve	VERB
american_scientific_journal-11930	64	7	when	when	SCONJ
american_scientific_journal-11930	64	8	ai	ai	VERB
american_scientific_journal-11930	64	9	leveraged	leverage	VERB
american_scientific_journal-11930	64	10	contextual	contextual	ADJ
american_scientific_journal-11930	64	11	cues	cue	NOUN
american_scientific_journal-11930	64	12	from	from	ADP
american_scientific_journal-11930	64	13	metadata	metadata	NOUN
american_scientific_journal-11930	64	14	,	,	PUNCT
american_scientific_journal-11930	64	15	resulting	result	VERB
american_scientific_journal-11930	64	16	in	in	ADP
american_scientific_journal-11930	64	17	clearer	clear	ADJ
american_scientific_journal-11930	64	18	,	,	PUNCT
american_scientific_journal-11930	64	19	more	more	ADV
american_scientific_journal-11930	64	20	maintainable	maintainable	ADJ
american_scientific_journal-11930	64	21	schema	schema	NOUN
american_scientific_journal-11930	64	22	outputs	output	NOUN
american_scientific_journal-11930	64	23	.	.	PUNCT
american_scientific_journal-11930	65	1	american	american	ADJ
american_scientific_journal-11930	65	2	academic	academic	ADJ
american_scientific_journal-11930	65	3	scientific	scientific	ADJ
american_scientific_journal-11930	65	4	research	research	NOUN
american_scientific_journal-11930	65	5	journal	journal	NOUN
american_scientific_journal-11930	65	6	for	for	ADP
american_scientific_journal-11930	65	7	engineering	engineering	NOUN
american_scientific_journal-11930	65	8	,	,	PUNCT
american_scientific_journal-11930	65	9	technology	technology	NOUN
american_scientific_journal-11930	65	10	,	,	PUNCT
american_scientific_journal-11930	65	11	and	and	CCONJ
american_scientific_journal-11930	65	12	sciences	science	NOUN
american_scientific_journal-11930	65	13	(	(	PUNCT
american_scientific_journal-11930	65	14	asrjets	asrjet	NOUN
american_scientific_journal-11930	65	15	)	)	PUNCT
american_scientific_journal-11930	65	16	volume	volume	NOUN
american_scientific_journal-11930	65	17	102	102	NUM
american_scientific_journal-11930	65	18	,	,	PUNCT
american_scientific_journal-11930	65	19	no	no	DET
american_scientific_journal-11930	65	20	1	1	NUM
american_scientific_journal-11930	65	21	,	,	PUNCT
american_scientific_journal-11930	65	22	pp	pp	ADV
american_scientific_journal-11930	65	23	72	72	NUM
american_scientific_journal-11930	65	24	-	-	SYM
american_scientific_journal-11930	65	25	78	78	NUM
american_scientific_journal-11930	65	26	76	76	NUM
american_scientific_journal-11930	65	27	4	4	NUM
american_scientific_journal-11930	65	28	.	.	PUNCT
american_scientific_journal-11930	65	29	discussion	discussion	NOUN
american_scientific_journal-11930	65	30	4.1	4.1	NUM
american_scientific_journal-11930	65	31	model	model	ADJ
american_scientific_journal-11930	65	32	-	-	PUNCT
american_scientific_journal-11930	65	33	specific	specific	ADJ
american_scientific_journal-11930	65	34	performance	performance	NOUN
american_scientific_journal-11930	65	35	differences	difference	NOUN
american_scientific_journal-11930	65	36	the	the	DET
american_scientific_journal-11930	65	37	comparative	comparative	ADJ
american_scientific_journal-11930	65	38	results	result	NOUN
american_scientific_journal-11930	65	39	reveal	reveal	VERB
american_scientific_journal-11930	65	40	that	that	SCONJ
american_scientific_journal-11930	65	41	not	not	PART
american_scientific_journal-11930	65	42	all	all	DET
american_scientific_journal-11930	65	43	llms	llm	NOUN
american_scientific_journal-11930	65	44	handle	handle	VERB
american_scientific_journal-11930	65	45	schema	schema	NOUN
american_scientific_journal-11930	65	46	generation	generation	NOUN
american_scientific_journal-11930	65	47	tasks	task	NOUN
american_scientific_journal-11930	65	48	equally	equally	ADV
american_scientific_journal-11930	65	49	.	.	PUNCT
american_scientific_journal-11930	66	1	gpt-4	gpt-4	VERB
american_scientific_journal-11930	66	2	’s	’	VERB
american_scientific_journal-11930	66	3	superior	superior	ADJ
american_scientific_journal-11930	66	4	performance	performance	NOUN
american_scientific_journal-11930	66	5	(	(	PUNCT
american_scientific_journal-11930	66	6	91.3	91.3	NUM
american_scientific_journal-11930	66	7	%	%	NOUN
american_scientific_journal-11930	66	8	accuracy	accuracy	NOUN
american_scientific_journal-11930	66	9	)	)	PUNCT
american_scientific_journal-11930	66	10	is	be	AUX
american_scientific_journal-11930	66	11	likely	likely	ADV
american_scientific_journal-11930	66	12	attributable	attributable	ADJ
american_scientific_journal-11930	66	13	to	to	ADP
american_scientific_journal-11930	66	14	its	its	PRON
american_scientific_journal-11930	66	15	advanced	advanced	ADJ
american_scientific_journal-11930	66	16	semantic	semantic	ADJ
american_scientific_journal-11930	66	17	classification	classification	NOUN
american_scientific_journal-11930	66	18	abilities	ability	NOUN
american_scientific_journal-11930	66	19	,	,	PUNCT
american_scientific_journal-11930	66	20	enabling	enable	VERB
american_scientific_journal-11930	66	21	it	it	PRON
american_scientific_journal-11930	66	22	to	to	PART
american_scientific_journal-11930	66	23	more	more	ADV
american_scientific_journal-11930	66	24	consistently	consistently	ADV
american_scientific_journal-11930	66	25	distinguish	distinguish	VERB
american_scientific_journal-11930	66	26	between	between	ADP
american_scientific_journal-11930	66	27	measures	measure	NOUN
american_scientific_journal-11930	66	28	,	,	PUNCT
american_scientific_journal-11930	66	29	attributes	attribute	NOUN
american_scientific_journal-11930	66	30	,	,	PUNCT
american_scientific_journal-11930	66	31	and	and	CCONJ
american_scientific_journal-11930	66	32	identifiers	identifier	NOUN
american_scientific_journal-11930	66	33	.	.	PUNCT
american_scientific_journal-11930	67	1	gemini	gemini	PROPN
american_scientific_journal-11930	67	2	and	and	CCONJ
american_scientific_journal-11930	67	3	llama	llama	NOUN
american_scientific_journal-11930	67	4	3	3	NUM
american_scientific_journal-11930	67	5	,	,	PUNCT
american_scientific_journal-11930	67	6	while	while	SCONJ
american_scientific_journal-11930	67	7	still	still	ADV
american_scientific_journal-11930	67	8	effective	effective	ADJ
american_scientific_journal-11930	67	9	,	,	PUNCT
american_scientific_journal-11930	67	10	showed	show	VERB
american_scientific_journal-11930	67	11	weaknesses	weakness	NOUN
american_scientific_journal-11930	67	12	in	in	ADP
american_scientific_journal-11930	67	13	attribute	attribute	NOUN
american_scientific_journal-11930	67	14	classification	classification	NOUN
american_scientific_journal-11930	67	15	and	and	CCONJ
american_scientific_journal-11930	67	16	occasionally	occasionally	ADV
american_scientific_journal-11930	67	17	generated	generate	VERB
american_scientific_journal-11930	67	18	overly	overly	ADV
american_scientific_journal-11930	67	19	complex	complex	ADJ
american_scientific_journal-11930	67	20	fact	fact	NOUN
american_scientific_journal-11930	67	21	tables	table	NOUN
american_scientific_journal-11930	67	22	.	.	PUNCT
american_scientific_journal-11930	68	1	these	these	DET
american_scientific_journal-11930	68	2	tendencies	tendency	NOUN
american_scientific_journal-11930	68	3	suggest	suggest	VERB
american_scientific_journal-11930	68	4	that	that	SCONJ
american_scientific_journal-11930	68	5	careful	careful	ADJ
american_scientific_journal-11930	68	6	model	model	NOUN
american_scientific_journal-11930	68	7	selection	selection	NOUN
american_scientific_journal-11930	68	8	is	be	AUX
american_scientific_journal-11930	68	9	critical	critical	ADJ
american_scientific_journal-11930	68	10	for	for	ADP
american_scientific_journal-11930	68	11	organizations	organization	NOUN
american_scientific_journal-11930	68	12	planning	plan	VERB
american_scientific_journal-11930	68	13	to	to	PART
american_scientific_journal-11930	68	14	integrate	integrate	VERB
american_scientific_journal-11930	68	15	llms	llm	NOUN
american_scientific_journal-11930	68	16	into	into	ADP
american_scientific_journal-11930	68	17	schema	schema	NOUN
american_scientific_journal-11930	68	18	design	design	NOUN
american_scientific_journal-11930	68	19	workflows	workflow	NOUN
american_scientific_journal-11930	68	20	.	.	PUNCT
american_scientific_journal-11930	69	1	4.2	4.2	NUM
american_scientific_journal-11930	69	2	nature	nature	NOUN
american_scientific_journal-11930	69	3	of	of	ADP
american_scientific_journal-11930	69	4	time	time	NOUN
american_scientific_journal-11930	69	5	savings	saving	NOUN
american_scientific_journal-11930	69	6	the	the	DET
american_scientific_journal-11930	69	7	observed	observe	VERB
american_scientific_journal-11930	69	8	reduction	reduction	NOUN
american_scientific_journal-11930	69	9	in	in	ADP
american_scientific_journal-11930	69	10	development	development	NOUN
american_scientific_journal-11930	69	11	time	time	NOUN
american_scientific_journal-11930	69	12	-	-	PUNCT
american_scientific_journal-11930	69	13	over	over	ADP
american_scientific_journal-11930	69	14	80	80	NUM
american_scientific_journal-11930	69	15	%	%	NOUN
american_scientific_journal-11930	69	16	in	in	ADP
american_scientific_journal-11930	69	17	schema	schema	NOUN
american_scientific_journal-11930	69	18	drafting	draft	VERB
american_scientific_journal-11930	69	19	and	and	CCONJ
american_scientific_journal-11930	69	20	80	80	NUM
american_scientific_journal-11930	69	21	%	%	NOUN
american_scientific_journal-11930	69	22	in	in	ADP
american_scientific_journal-11930	69	23	validation	validation	NOUN
american_scientific_journal-11930	69	24	-	-	PUNCT
american_scientific_journal-11930	69	25	was	be	AUX
american_scientific_journal-11930	69	26	not	not	PART
american_scientific_journal-11930	69	27	uniform	uniform	ADJ
american_scientific_journal-11930	69	28	across	across	ADP
american_scientific_journal-11930	69	29	all	all	DET
american_scientific_journal-11930	69	30	stages	stage	NOUN
american_scientific_journal-11930	69	31	of	of	ADP
american_scientific_journal-11930	69	32	modeling	modeling	NOUN
american_scientific_journal-11930	69	33	.	.	PUNCT
american_scientific_journal-11930	70	1	llms	llm	NOUN
american_scientific_journal-11930	70	2	proved	prove	VERB
american_scientific_journal-11930	70	3	especially	especially	ADV
american_scientific_journal-11930	70	4	effective	effective	ADJ
american_scientific_journal-11930	70	5	in	in	ADP
american_scientific_journal-11930	70	6	initial	initial	ADJ
american_scientific_journal-11930	70	7	schema	schema	NOUN
american_scientific_journal-11930	70	8	drafting	draft	VERB
american_scientific_journal-11930	70	9	,	,	PUNCT
american_scientific_journal-11930	70	10	automating	automate	VERB
american_scientific_journal-11930	70	11	repetitive	repetitive	ADJ
american_scientific_journal-11930	70	12	design	design	NOUN
american_scientific_journal-11930	70	13	tasks	task	NOUN
american_scientific_journal-11930	70	14	such	such	ADJ
american_scientific_journal-11930	70	15	as	as	ADP
american_scientific_journal-11930	70	16	dimension	dimension	NOUN
american_scientific_journal-11930	70	17	creation	creation	NOUN
american_scientific_journal-11930	70	18	,	,	PUNCT
american_scientific_journal-11930	70	19	key	key	ADJ
american_scientific_journal-11930	70	20	assignment	assignment	NOUN
american_scientific_journal-11930	70	21	,	,	PUNCT
american_scientific_journal-11930	70	22	and	and	CCONJ
american_scientific_journal-11930	70	23	fact	fact	NOUN
american_scientific_journal-11930	70	24	table	table	NOUN
american_scientific_journal-11930	70	25	identification	identification	NOUN
american_scientific_journal-11930	70	26	.	.	PUNCT
american_scientific_journal-11930	71	1	however	however	ADV
american_scientific_journal-11930	71	2	,	,	PUNCT
american_scientific_journal-11930	71	3	more	more	ADV
american_scientific_journal-11930	71	4	sophisticated	sophisticated	ADJ
american_scientific_journal-11930	71	5	aspects	aspect	NOUN
american_scientific_journal-11930	71	6	,	,	PUNCT
american_scientific_journal-11930	71	7	such	such	ADJ
american_scientific_journal-11930	71	8	as	as	ADP
american_scientific_journal-11930	71	9	encoding	encode	VERB
american_scientific_journal-11930	71	10	business	business	NOUN
american_scientific_journal-11930	71	11	-	-	PUNCT
american_scientific_journal-11930	71	12	specific	specific	ADJ
american_scientific_journal-11930	71	13	logic	logic	NOUN
american_scientific_journal-11930	71	14	and	and	CCONJ
american_scientific_journal-11930	71	15	compliance	compliance	NOUN
american_scientific_journal-11930	71	16	with	with	ADP
american_scientific_journal-11930	71	17	governance	governance	NOUN
american_scientific_journal-11930	71	18	standards	standard	NOUN
american_scientific_journal-11930	71	19	,	,	PUNCT
american_scientific_journal-11930	71	20	continued	continue	VERB
american_scientific_journal-11930	71	21	to	to	PART
american_scientific_journal-11930	71	22	require	require	VERB
american_scientific_journal-11930	71	23	human	human	ADJ
american_scientific_journal-11930	71	24	intervention	intervention	NOUN
american_scientific_journal-11930	71	25	.	.	PUNCT
american_scientific_journal-11930	72	1	this	this	PRON
american_scientific_journal-11930	72	2	indicates	indicate	VERB
american_scientific_journal-11930	72	3	that	that	SCONJ
american_scientific_journal-11930	72	4	llms	llm	NOUN
american_scientific_journal-11930	72	5	currently	currently	ADV
american_scientific_journal-11930	72	6	function	function	VERB
american_scientific_journal-11930	72	7	best	well	ADV
american_scientific_journal-11930	72	8	as	as	ADP
american_scientific_journal-11930	72	9	accelerators	accelerator	NOUN
american_scientific_journal-11930	72	10	for	for	ADP
american_scientific_journal-11930	72	11	routine	routine	ADJ
american_scientific_journal-11930	72	12	modeling	modeling	NOUN
american_scientific_journal-11930	72	13	tasks	task	NOUN
american_scientific_journal-11930	72	14	,	,	PUNCT
american_scientific_journal-11930	72	15	while	while	SCONJ
american_scientific_journal-11930	72	16	experts	expert	NOUN
american_scientific_journal-11930	72	17	remain	remain	VERB
american_scientific_journal-11930	72	18	indispensable	indispensable	ADJ
american_scientific_journal-11930	72	19	for	for	ADP
american_scientific_journal-11930	72	20	context	context	NOUN
american_scientific_journal-11930	72	21	-	-	PUNCT
american_scientific_journal-11930	72	22	sensitive	sensitive	ADJ
american_scientific_journal-11930	72	23	refinements	refinement	NOUN
american_scientific_journal-11930	72	24	.	.	PUNCT
american_scientific_journal-11930	73	1	4.3	4.3	NUM
american_scientific_journal-11930	73	2	limitations	limitation	NOUN
american_scientific_journal-11930	73	3	while	while	SCONJ
american_scientific_journal-11930	73	4	the	the	DET
american_scientific_journal-11930	73	5	results	result	NOUN
american_scientific_journal-11930	73	6	of	of	ADP
american_scientific_journal-11930	73	7	this	this	DET
american_scientific_journal-11930	73	8	study	study	NOUN
american_scientific_journal-11930	73	9	demonstrate	demonstrate	VERB
american_scientific_journal-11930	73	10	the	the	DET
american_scientific_journal-11930	73	11	potential	potential	NOUN
american_scientific_journal-11930	73	12	of	of	ADP
american_scientific_journal-11930	73	13	llms	llm	NOUN
american_scientific_journal-11930	73	14	in	in	ADP
american_scientific_journal-11930	73	15	automating	automate	VERB
american_scientific_journal-11930	73	16	star	star	NOUN
american_scientific_journal-11930	73	17	schema	schema	NOUN
american_scientific_journal-11930	73	18	design	design	NOUN
american_scientific_journal-11930	73	19	,	,	PUNCT
american_scientific_journal-11930	73	20	several	several	ADJ
american_scientific_journal-11930	73	21	important	important	ADJ
american_scientific_journal-11930	73	22	limitations	limitation	NOUN
american_scientific_journal-11930	73	23	must	must	AUX
american_scientific_journal-11930	73	24	be	be	AUX
american_scientific_journal-11930	73	25	acknowledged	acknowledge	VERB
american_scientific_journal-11930	73	26	:	:	PUNCT
american_scientific_journal-11930	73	27	4.3.1	4.3.1	NUM
american_scientific_journal-11930	73	28	dataset	dataset	NOUN
american_scientific_journal-11930	73	29	scope	scope	NOUN
american_scientific_journal-11930	73	30	and	and	CCONJ
american_scientific_journal-11930	73	31	generalizability	generalizability	NOUN
american_scientific_journal-11930	73	32	the	the	DET
american_scientific_journal-11930	73	33	evaluation	evaluation	NOUN
american_scientific_journal-11930	73	34	was	be	AUX
american_scientific_journal-11930	73	35	conducted	conduct	VERB
american_scientific_journal-11930	73	36	on	on	ADP
american_scientific_journal-11930	73	37	three	three	NUM
american_scientific_journal-11930	73	38	datasets	dataset	NOUN
american_scientific_journal-11930	73	39	(	(	PUNCT
american_scientific_journal-11930	73	40	retail	retail	ADJ
american_scientific_journal-11930	73	41	sales	sale	NOUN
american_scientific_journal-11930	73	42	,	,	PUNCT
american_scientific_journal-11930	73	43	healthcare	healthcare	NOUN
american_scientific_journal-11930	73	44	claims	claim	NOUN
american_scientific_journal-11930	73	45	,	,	PUNCT
american_scientific_journal-11930	73	46	and	and	CCONJ
american_scientific_journal-11930	73	47	census	census	NOUN
american_scientific_journal-11930	73	48	data	datum	NOUN
american_scientific_journal-11930	73	49	)	)	PUNCT
american_scientific_journal-11930	73	50	.	.	PUNCT
american_scientific_journal-11930	74	1	although	although	SCONJ
american_scientific_journal-11930	74	2	these	these	DET
american_scientific_journal-11930	74	3	datasets	dataset	NOUN
american_scientific_journal-11930	74	4	represent	represent	VERB
american_scientific_journal-11930	74	5	different	different	ADJ
american_scientific_journal-11930	74	6	domains	domain	NOUN
american_scientific_journal-11930	74	7	,	,	PUNCT
american_scientific_journal-11930	74	8	they	they	PRON
american_scientific_journal-11930	74	9	may	may	AUX
american_scientific_journal-11930	74	10	not	not	PART
american_scientific_journal-11930	74	11	capture	capture	VERB
american_scientific_journal-11930	74	12	the	the	DET
american_scientific_journal-11930	74	13	full	full	ADJ
american_scientific_journal-11930	74	14	diversity	diversity	NOUN
american_scientific_journal-11930	74	15	and	and	CCONJ
american_scientific_journal-11930	74	16	complexity	complexity	NOUN
american_scientific_journal-11930	74	17	of	of	ADP
american_scientific_journal-11930	74	18	enterprise	enterprise	NOUN
american_scientific_journal-11930	74	19	-	-	PUNCT
american_scientific_journal-11930	74	20	scale	scale	NOUN
american_scientific_journal-11930	74	21	data	datum	NOUN
american_scientific_journal-11930	74	22	warehouses	warehouse	NOUN
american_scientific_journal-11930	74	23	,	,	PUNCT
american_scientific_journal-11930	74	24	which	which	PRON
american_scientific_journal-11930	74	25	often	often	ADV
american_scientific_journal-11930	74	26	integrate	integrate	VERB
american_scientific_journal-11930	74	27	dozens	dozen	NOUN
american_scientific_journal-11930	74	28	of	of	ADP
american_scientific_journal-11930	74	29	heterogeneous	heterogeneous	ADJ
american_scientific_journal-11930	74	30	data	datum	NOUN
american_scientific_journal-11930	74	31	sources	source	NOUN
american_scientific_journal-11930	74	32	.	.	PUNCT
american_scientific_journal-11930	75	1	the	the	DET
american_scientific_journal-11930	75	2	findings	finding	NOUN
american_scientific_journal-11930	75	3	may	may	AUX
american_scientific_journal-11930	75	4	therefore	therefore	ADV
american_scientific_journal-11930	75	5	not	not	PART
american_scientific_journal-11930	75	6	generalize	generalize	VERB
american_scientific_journal-11930	75	7	to	to	ADP
american_scientific_journal-11930	75	8	multi	multi	ADJ
american_scientific_journal-11930	75	9	-	-	VERB
american_scientific_journal-11930	75	10	domain	domain	ADJ
american_scientific_journal-11930	75	11	or	or	CCONJ
american_scientific_journal-11930	75	12	cross	cross	ADJ
american_scientific_journal-11930	75	13	-	-	ADJ
american_scientific_journal-11930	75	14	industry	industry	ADJ
american_scientific_journal-11930	75	15	environments	environment	NOUN
american_scientific_journal-11930	75	16	without	without	ADP
american_scientific_journal-11930	75	17	further	further	ADJ
american_scientific_journal-11930	75	18	validation	validation	NOUN
american_scientific_journal-11930	75	19	.	.	PUNCT
american_scientific_journal-11930	76	1	4.3.2	4.3.2	NUM
american_scientific_journal-11930	76	2	semantic	semantic	ADJ
american_scientific_journal-11930	76	3	fidelity	fidelity	NOUN
american_scientific_journal-11930	76	4	the	the	DET
american_scientific_journal-11930	76	5	models	model	NOUN
american_scientific_journal-11930	76	6	demonstrated	demonstrate	VERB
american_scientific_journal-11930	76	7	strong	strong	ADJ
american_scientific_journal-11930	76	8	structural	structural	ADJ
american_scientific_journal-11930	76	9	accuracy	accuracy	NOUN
american_scientific_journal-11930	76	10	but	but	CCONJ
american_scientific_journal-11930	76	11	weaker	weak	ADJ
american_scientific_journal-11930	76	12	performance	performance	NOUN
american_scientific_journal-11930	76	13	in	in	ADP
american_scientific_journal-11930	76	14	capturing	capture	VERB
american_scientific_journal-11930	76	15	nuanced	nuanced	ADJ
american_scientific_journal-11930	76	16	business	business	NOUN
american_scientific_journal-11930	76	17	semantics	semantic	NOUN
american_scientific_journal-11930	76	18	.	.	PUNCT
american_scientific_journal-11930	77	1	for	for	ADP
american_scientific_journal-11930	77	2	example	example	NOUN
american_scientific_journal-11930	77	3	,	,	PUNCT
american_scientific_journal-11930	77	4	fact	fact	NOUN
american_scientific_journal-11930	77	5	-	-	PUNCT
american_scientific_journal-11930	77	6	dimension	dimension	NOUN
american_scientific_journal-11930	77	7	boundaries	boundary	NOUN
american_scientific_journal-11930	77	8	were	be	AUX
american_scientific_journal-11930	77	9	sometimes	sometimes	ADV
american_scientific_journal-11930	77	10	correctly	correctly	ADV
american_scientific_journal-11930	77	11	inferred	infer	VERB
american_scientific_journal-11930	77	12	at	at	ADP
american_scientific_journal-11930	77	13	the	the	DET
american_scientific_journal-11930	77	14	technical	technical	ADJ
american_scientific_journal-11930	77	15	level	level	NOUN
american_scientific_journal-11930	77	16	but	but	CCONJ
american_scientific_journal-11930	77	17	misaligned	misalign	VERB
american_scientific_journal-11930	77	18	with	with	ADP
american_scientific_journal-11930	77	19	business	business	NOUN
american_scientific_journal-11930	77	20	rules	rule	NOUN
american_scientific_journal-11930	77	21	.	.	PUNCT
american_scientific_journal-11930	78	1	since	since	SCONJ
american_scientific_journal-11930	78	2	data	data	NOUN
american_scientific_journal-11930	78	3	warehouses	warehouse	NOUN
american_scientific_journal-11930	78	4	are	be	AUX
american_scientific_journal-11930	78	5	designed	design	VERB
american_scientific_journal-11930	78	6	to	to	PART
american_scientific_journal-11930	78	7	support	support	VERB
american_scientific_journal-11930	78	8	business	business	NOUN
american_scientific_journal-11930	78	9	decision	decision	NOUN
american_scientific_journal-11930	78	10	-	-	PUNCT
american_scientific_journal-11930	78	11	making	making	NOUN
american_scientific_journal-11930	78	12	,	,	PUNCT
american_scientific_journal-11930	78	13	semantic	semantic	ADJ
american_scientific_journal-11930	78	14	misalignments	misalignment	NOUN
american_scientific_journal-11930	78	15	can	can	AUX
american_scientific_journal-11930	78	16	significantly	significantly	ADV
american_scientific_journal-11930	78	17	reduce	reduce	VERB
american_scientific_journal-11930	78	18	schema	schema	NOUN
american_scientific_journal-11930	78	19	usefulness	usefulness	NOUN
american_scientific_journal-11930	78	20	even	even	ADV
american_scientific_journal-11930	78	21	when	when	SCONJ
american_scientific_journal-11930	78	22	the	the	DET
american_scientific_journal-11930	78	23	design	design	NOUN
american_scientific_journal-11930	78	24	is	be	AUX
american_scientific_journal-11930	78	25	structurally	structurally	ADV
american_scientific_journal-11930	78	26	valid	valid	ADJ
american_scientific_journal-11930	78	27	.	.	PUNCT
american_scientific_journal-11930	79	1	4.3.3	4.3.3	ADJ
american_scientific_journal-11930	79	2	reproducibility	reproducibility	NOUN
american_scientific_journal-11930	79	3	of	of	ADP
american_scientific_journal-11930	79	4	outputs	output	NOUN
american_scientific_journal-11930	79	5	llms	llm	NOUN
american_scientific_journal-11930	79	6	are	be	AUX
american_scientific_journal-11930	79	7	inherently	inherently	ADV
american_scientific_journal-11930	79	8	non	non	ADJ
american_scientific_journal-11930	79	9	-	-	ADJ
american_scientific_journal-11930	79	10	deterministic	deterministic	ADJ
american_scientific_journal-11930	79	11	:	:	PUNCT
american_scientific_journal-11930	79	12	the	the	DET
american_scientific_journal-11930	79	13	same	same	ADJ
american_scientific_journal-11930	79	14	prompt	prompt	NOUN
american_scientific_journal-11930	79	15	can	can	AUX
american_scientific_journal-11930	79	16	yield	yield	VERB
american_scientific_journal-11930	79	17	different	different	ADJ
american_scientific_journal-11930	79	18	schema	schema	NOUN
american_scientific_journal-11930	79	19	outputs	output	NOUN
american_scientific_journal-11930	79	20	across	across	ADP
american_scientific_journal-11930	79	21	multiple	multiple	ADJ
american_scientific_journal-11930	79	22	runs	run	NOUN
american_scientific_journal-11930	79	23	.	.	PUNCT
american_scientific_journal-11930	80	1	this	this	DET
american_scientific_journal-11930	80	2	lack	lack	NOUN
american_scientific_journal-11930	80	3	of	of	ADP
american_scientific_journal-11930	80	4	reproducibility	reproducibility	NOUN
american_scientific_journal-11930	80	5	complicates	complicate	VERB
american_scientific_journal-11930	80	6	production	production	NOUN
american_scientific_journal-11930	80	7	integration	integration	NOUN
american_scientific_journal-11930	80	8	,	,	PUNCT
american_scientific_journal-11930	80	9	particularly	particularly	ADV
american_scientific_journal-11930	80	10	in	in	ADP
american_scientific_journal-11930	80	11	environments	environment	NOUN
american_scientific_journal-11930	80	12	where	where	SCONJ
american_scientific_journal-11930	80	13	consistent	consistent	ADJ
american_scientific_journal-11930	80	14	american	american	ADJ
american_scientific_journal-11930	80	15	academic	academic	ADJ
american_scientific_journal-11930	80	16	scientific	scientific	ADJ
american_scientific_journal-11930	80	17	research	research	NOUN
american_scientific_journal-11930	80	18	journal	journal	NOUN
american_scientific_journal-11930	80	19	for	for	ADP
american_scientific_journal-11930	80	20	engineering	engineering	NOUN
american_scientific_journal-11930	80	21	,	,	PUNCT
american_scientific_journal-11930	80	22	technology	technology	NOUN
american_scientific_journal-11930	80	23	,	,	PUNCT
american_scientific_journal-11930	80	24	and	and	CCONJ
american_scientific_journal-11930	80	25	sciences	science	NOUN
american_scientific_journal-11930	80	26	(	(	PUNCT
american_scientific_journal-11930	80	27	asrjets	asrjet	NOUN
american_scientific_journal-11930	80	28	)	)	PUNCT
american_scientific_journal-11930	80	29	volume	volume	NOUN
american_scientific_journal-11930	80	30	102	102	NUM
american_scientific_journal-11930	80	31	,	,	PUNCT
american_scientific_journal-11930	80	32	no	no	DET
american_scientific_journal-11930	80	33	1	1	NUM
american_scientific_journal-11930	80	34	,	,	PUNCT
american_scientific_journal-11930	80	35	pp	pp	ADV
american_scientific_journal-11930	80	36	72	72	NUM
american_scientific_journal-11930	80	37	-	-	SYM
american_scientific_journal-11930	80	38	78	78	NUM
american_scientific_journal-11930	80	39	77	77	NUM
american_scientific_journal-11930	80	40	results	result	NOUN
american_scientific_journal-11930	80	41	are	be	AUX
american_scientific_journal-11930	80	42	required	require	VERB
american_scientific_journal-11930	80	43	for	for	ADP
american_scientific_journal-11930	80	44	ci	ci	NOUN
american_scientific_journal-11930	80	45	/	/	SYM
american_scientific_journal-11930	80	46	cd	cd	NOUN
american_scientific_journal-11930	80	47	pipelines	pipeline	NOUN
american_scientific_journal-11930	80	48	or	or	CCONJ
american_scientific_journal-11930	80	49	automated	automate	VERB
american_scientific_journal-11930	80	50	deployments	deployment	NOUN
american_scientific_journal-11930	80	51	.	.	PUNCT
american_scientific_journal-11930	81	1	4.3.4	4.3.4	NUM
american_scientific_journal-11930	81	2	scalability	scalability	NOUN
american_scientific_journal-11930	81	3	and	and	CCONJ
american_scientific_journal-11930	81	4	context	context	NOUN
american_scientific_journal-11930	81	5	window	window	NOUN
american_scientific_journal-11930	81	6	constraints	constraint	VERB
american_scientific_journal-11930	81	7	the	the	DET
american_scientific_journal-11930	81	8	current	current	ADJ
american_scientific_journal-11930	81	9	generation	generation	NOUN
american_scientific_journal-11930	81	10	of	of	ADP
american_scientific_journal-11930	81	11	llms	llm	NOUN
american_scientific_journal-11930	81	12	is	be	AUX
american_scientific_journal-11930	81	13	limited	limit	VERB
american_scientific_journal-11930	81	14	by	by	ADP
american_scientific_journal-11930	81	15	token	token	ADJ
american_scientific_journal-11930	81	16	context	context	PROPN
american_scientific_journal-11930	81	17	windows	window	NOUN
american_scientific_journal-11930	81	18	,	,	PUNCT
american_scientific_journal-11930	81	19	restricting	restrict	VERB
american_scientific_journal-11930	81	20	their	their	PRON
american_scientific_journal-11930	81	21	ability	ability	NOUN
american_scientific_journal-11930	81	22	to	to	PART
american_scientific_journal-11930	81	23	process	process	VERB
american_scientific_journal-11930	81	24	very	very	ADV
american_scientific_journal-11930	81	25	large	large	ADJ
american_scientific_journal-11930	81	26	datasets	dataset	NOUN
american_scientific_journal-11930	81	27	or	or	CCONJ
american_scientific_journal-11930	81	28	schemas	schema	NOUN
american_scientific_journal-11930	81	29	with	with	ADP
american_scientific_journal-11930	81	30	thousands	thousand	NOUN
american_scientific_journal-11930	81	31	of	of	ADP
american_scientific_journal-11930	81	32	attributes	attribute	NOUN
american_scientific_journal-11930	81	33	simultaneously	simultaneously	ADV
american_scientific_journal-11930	81	34	.	.	PUNCT
american_scientific_journal-11930	82	1	while	while	SCONJ
american_scientific_journal-11930	82	2	chunking	chunk	VERB
american_scientific_journal-11930	82	3	or	or	CCONJ
american_scientific_journal-11930	82	4	hierarchical	hierarchical	ADJ
american_scientific_journal-11930	82	5	prompting	prompt	VERB
american_scientific_journal-11930	82	6	strategies	strategy	NOUN
american_scientific_journal-11930	82	7	can	can	AUX
american_scientific_journal-11930	82	8	partially	partially	ADV
american_scientific_journal-11930	82	9	address	address	VERB
american_scientific_journal-11930	82	10	this	this	PRON
american_scientific_journal-11930	82	11	,	,	PUNCT
american_scientific_journal-11930	82	12	scalability	scalability	NOUN
american_scientific_journal-11930	82	13	remains	remain	VERB
american_scientific_journal-11930	82	14	a	a	DET
american_scientific_journal-11930	82	15	significant	significant	ADJ
american_scientific_journal-11930	82	16	barrier	barrier	NOUN
american_scientific_journal-11930	82	17	for	for	ADP
american_scientific_journal-11930	82	18	applying	apply	VERB
american_scientific_journal-11930	82	19	llms	llm	NOUN
american_scientific_journal-11930	82	20	to	to	PART
american_scientific_journal-11930	82	21	enterprisescale	enterprisescale	VERB
american_scientific_journal-11930	82	22	data	datum	NOUN
american_scientific_journal-11930	82	23	warehouses	warehouse	NOUN
american_scientific_journal-11930	82	24	.	.	PUNCT
american_scientific_journal-11930	83	1	4.3.5	4.3.5	NUM
american_scientific_journal-11930	83	2	evaluation	evaluation	NOUN
american_scientific_journal-11930	83	3	metrics	metric	NOUN
american_scientific_journal-11930	83	4	the	the	DET
american_scientific_journal-11930	83	5	accuracy	accuracy	NOUN
american_scientific_journal-11930	83	6	metric	metric	ADJ
american_scientific_journal-11930	83	7	in	in	ADP
american_scientific_journal-11930	83	8	this	this	DET
american_scientific_journal-11930	83	9	study	study	NOUN
american_scientific_journal-11930	83	10	was	be	AUX
american_scientific_journal-11930	83	11	based	base	VERB
american_scientific_journal-11930	83	12	on	on	ADP
american_scientific_journal-11930	83	13	correct	correct	ADJ
american_scientific_journal-11930	83	14	identification	identification	NOUN
american_scientific_journal-11930	83	15	of	of	ADP
american_scientific_journal-11930	83	16	schema	schema	NOUN
american_scientific_journal-11930	83	17	elements	element	NOUN
american_scientific_journal-11930	83	18	(	(	PUNCT
american_scientific_journal-11930	83	19	fact	fact	NOUN
american_scientific_journal-11930	83	20	tables	table	NOUN
american_scientific_journal-11930	83	21	,	,	PUNCT
american_scientific_journal-11930	83	22	dimension	dimension	NOUN
american_scientific_journal-11930	83	23	tables	table	NOUN
american_scientific_journal-11930	83	24	,	,	PUNCT
american_scientific_journal-11930	83	25	keys	key	NOUN
american_scientific_journal-11930	83	26	,	,	PUNCT
american_scientific_journal-11930	83	27	and	and	CCONJ
american_scientific_journal-11930	83	28	relationships	relationship	NOUN
american_scientific_journal-11930	83	29	)	)	PUNCT
american_scientific_journal-11930	83	30	.	.	PUNCT
american_scientific_journal-11930	84	1	however	however	ADV
american_scientific_journal-11930	84	2	,	,	PUNCT
american_scientific_journal-11930	84	3	it	it	PRON
american_scientific_journal-11930	84	4	did	do	AUX
american_scientific_journal-11930	84	5	not	not	PART
american_scientific_journal-11930	84	6	account	account	VERB
american_scientific_journal-11930	84	7	for	for	ADP
american_scientific_journal-11930	84	8	:	:	PUNCT
american_scientific_journal-11930	84	9			NOUN
american_scientific_journal-11930	84	10	query	query	NOUN
american_scientific_journal-11930	84	11	performance	performance	NOUN
american_scientific_journal-11930	84	12	(	(	PUNCT
american_scientific_journal-11930	84	13	e.g.	e.g.	ADV
american_scientific_journal-11930	84	14	,	,	PUNCT
american_scientific_journal-11930	84	15	olap	olap	ADJ
american_scientific_journal-11930	84	16	query	query	NOUN
american_scientific_journal-11930	84	17	optimization	optimization	NOUN
american_scientific_journal-11930	84	18	on	on	ADP
american_scientific_journal-11930	84	19	generated	generate	VERB
american_scientific_journal-11930	84	20	schemas	schema	NOUN
american_scientific_journal-11930	84	21	)	)	PUNCT
american_scientific_journal-11930	84	22	.	.	PUNCT
american_scientific_journal-11930	85	1			NOUN
american_scientific_journal-11930	85	2	business	business	NOUN
american_scientific_journal-11930	85	3	interpretability	interpretability	NOUN
american_scientific_journal-11930	85	4	(	(	PUNCT
american_scientific_journal-11930	85	5	alignment	alignment	NOUN
american_scientific_journal-11930	85	6	of	of	ADP
american_scientific_journal-11930	85	7	schema	schema	NOUN
american_scientific_journal-11930	85	8	design	design	NOUN
american_scientific_journal-11930	85	9	with	with	ADP
american_scientific_journal-11930	85	10	user	user	NOUN
american_scientific_journal-11930	85	11	requirements	requirement	NOUN
american_scientific_journal-11930	85	12	)	)	PUNCT
american_scientific_journal-11930	85	13	.	.	PUNCT
american_scientific_journal-11930	86	1			PROPN
american_scientific_journal-11930	86	2	downstream	downstream	ADJ
american_scientific_journal-11930	86	3	usability	usability	NOUN
american_scientific_journal-11930	86	4	(	(	PUNCT
american_scientific_journal-11930	86	5	ease	ease	NOUN
american_scientific_journal-11930	86	6	of	of	ADP
american_scientific_journal-11930	86	7	integration	integration	NOUN
american_scientific_journal-11930	86	8	with	with	ADP
american_scientific_journal-11930	86	9	etl	etl	NOUN
american_scientific_journal-11930	86	10	pipelines	pipeline	NOUN
american_scientific_journal-11930	86	11	,	,	PUNCT
american_scientific_journal-11930	86	12	bi	bi	ADJ
american_scientific_journal-11930	86	13	tools	tool	NOUN
american_scientific_journal-11930	86	14	)	)	PUNCT
american_scientific_journal-11930	86	15	.	.	PUNCT
american_scientific_journal-11930	87	1	a	a	DET
american_scientific_journal-11930	87	2	more	more	ADV
american_scientific_journal-11930	87	3	comprehensive	comprehensive	ADJ
american_scientific_journal-11930	87	4	evaluation	evaluation	NOUN
american_scientific_journal-11930	87	5	framework	framework	NOUN
american_scientific_journal-11930	87	6	is	be	AUX
american_scientific_journal-11930	87	7	needed	need	VERB
american_scientific_journal-11930	87	8	for	for	ADP
american_scientific_journal-11930	87	9	practical	practical	ADJ
american_scientific_journal-11930	87	10	deployment	deployment	NOUN
american_scientific_journal-11930	87	11	scenarios	scenario	NOUN
american_scientific_journal-11930	87	12	.	.	PUNCT
american_scientific_journal-11930	88	1	4.3.6	4.3.6	NUM
american_scientific_journal-11930	88	2	integration	integration	NOUN
american_scientific_journal-11930	88	3	and	and	CCONJ
american_scientific_journal-11930	88	4	cost	cost	NOUN
american_scientific_journal-11930	88	5	considerations	consideration	NOUN
american_scientific_journal-11930	88	6	although	although	SCONJ
american_scientific_journal-11930	88	7	schema	schema	NOUN
american_scientific_journal-11930	88	8	development	development	NOUN
american_scientific_journal-11930	88	9	time	time	NOUN
american_scientific_journal-11930	88	10	decreased	decrease	VERB
american_scientific_journal-11930	88	11	significantly	significantly	ADV
american_scientific_journal-11930	88	12	,	,	PUNCT
american_scientific_journal-11930	88	13	this	this	DET
american_scientific_journal-11930	88	14	study	study	NOUN
american_scientific_journal-11930	88	15	do	do	AUX
american_scientific_journal-11930	88	16	not	not	PART
american_scientific_journal-11930	88	17	examine	examine	VERB
american_scientific_journal-11930	88	18	the	the	DET
american_scientific_journal-11930	88	19	computational	computational	ADJ
american_scientific_journal-11930	88	20	costs	cost	NOUN
american_scientific_journal-11930	88	21	of	of	ADP
american_scientific_journal-11930	88	22	using	use	VERB
american_scientific_journal-11930	88	23	llms	llm	NOUN
american_scientific_journal-11930	88	24	at	at	ADP
american_scientific_journal-11930	88	25	scale	scale	NOUN
american_scientific_journal-11930	88	26	.	.	PUNCT
american_scientific_journal-11930	89	1	enterprise	enterprise	NOUN
american_scientific_journal-11930	89	2	adoption	adoption	NOUN
american_scientific_journal-11930	89	3	may	may	AUX
american_scientific_journal-11930	89	4	be	be	AUX
american_scientific_journal-11930	89	5	constrained	constrain	VERB
american_scientific_journal-11930	89	6	by	by	ADP
american_scientific_journal-11930	89	7	high	high	ADJ
american_scientific_journal-11930	89	8	api	api	NOUN
american_scientific_journal-11930	89	9	usage	usage	NOUN
american_scientific_journal-11930	89	10	fees	fee	NOUN
american_scientific_journal-11930	89	11	,	,	PUNCT
american_scientific_journal-11930	89	12	latency	latency	NOUN
american_scientific_journal-11930	89	13	,	,	PUNCT
american_scientific_journal-11930	89	14	or	or	CCONJ
american_scientific_journal-11930	89	15	the	the	DET
american_scientific_journal-11930	89	16	infrastructure	infrastructure	NOUN
american_scientific_journal-11930	89	17	required	require	VERB
american_scientific_journal-11930	89	18	to	to	ADP
american_scientific_journal-11930	89	19	fine	fine	ADJ
american_scientific_journal-11930	89	20	-	-	PUNCT
american_scientific_journal-11930	89	21	tune	tune	NOUN
american_scientific_journal-11930	89	22	and	and	CCONJ
american_scientific_journal-11930	89	23	maintain	maintain	VERB
american_scientific_journal-11930	89	24	these	these	DET
american_scientific_journal-11930	89	25	models	model	NOUN
american_scientific_journal-11930	89	26	.	.	PUNCT
american_scientific_journal-11930	90	1	integration	integration	NOUN
american_scientific_journal-11930	90	2	into	into	ADP
american_scientific_journal-11930	90	3	existing	exist	VERB
american_scientific_journal-11930	90	4	data	datum	NOUN
american_scientific_journal-11930	90	5	engineering	engineering	NOUN
american_scientific_journal-11930	90	6	ecosystems	ecosystem	NOUN
american_scientific_journal-11930	90	7	(	(	PUNCT
american_scientific_journal-11930	90	8	e.g.	e.g.	ADV
american_scientific_journal-11930	90	9	,	,	PUNCT
american_scientific_journal-11930	90	10	dbt	dbt	PROPN
american_scientific_journal-11930	90	11	,	,	PUNCT
american_scientific_journal-11930	90	12	airbyte	airbyte	NOUN
american_scientific_journal-11930	90	13	,	,	PUNCT
american_scientific_journal-11930	90	14	or	or	CCONJ
american_scientific_journal-11930	90	15	ci	ci	NOUN
american_scientific_journal-11930	90	16	/	/	SYM
american_scientific_journal-11930	90	17	cd	cd	PROPN
american_scientific_journal-11930	90	18	workflows	workflow	NOUN
american_scientific_journal-11930	90	19	)	)	PUNCT
american_scientific_journal-11930	90	20	also	also	ADV
american_scientific_journal-11930	90	21	introduces	introduce	VERB
american_scientific_journal-11930	90	22	engineering	engineering	NOUN
american_scientific_journal-11930	90	23	overhead	overhead	ADV
american_scientific_journal-11930	90	24	not	not	PART
american_scientific_journal-11930	90	25	captured	capture	VERB
american_scientific_journal-11930	90	26	in	in	ADP
american_scientific_journal-11930	90	27	the	the	DET
american_scientific_journal-11930	90	28	experimental	experimental	ADJ
american_scientific_journal-11930	90	29	results	result	NOUN
american_scientific_journal-11930	90	30	.	.	PUNCT
american_scientific_journal-11930	91	1	although	although	SCONJ
american_scientific_journal-11930	91	2	these	these	DET
american_scientific_journal-11930	91	3	errors	error	NOUN
american_scientific_journal-11930	91	4	were	be	AUX
american_scientific_journal-11930	91	5	relatively	relatively	ADV
american_scientific_journal-11930	91	6	infrequent	infrequent	ADJ
american_scientific_journal-11930	91	7	,	,	PUNCT
american_scientific_journal-11930	91	8	they	they	PRON
american_scientific_journal-11930	91	9	demonstrate	demonstrate	VERB
american_scientific_journal-11930	91	10	that	that	SCONJ
american_scientific_journal-11930	91	11	ai	ai	NOUN
american_scientific_journal-11930	91	12	-	-	PUNCT
american_scientific_journal-11930	91	13	generated	generate	VERB
american_scientific_journal-11930	91	14	schemas	schema	NOUN
american_scientific_journal-11930	91	15	should	should	AUX
american_scientific_journal-11930	91	16	be	be	AUX
american_scientific_journal-11930	91	17	subjected	subject	VERB
american_scientific_journal-11930	91	18	to	to	ADP
american_scientific_journal-11930	91	19	systematic	systematic	ADJ
american_scientific_journal-11930	91	20	review	review	NOUN
american_scientific_journal-11930	91	21	.	.	PUNCT
american_scientific_journal-11930	92	1	potential	potential	ADJ
american_scientific_journal-11930	92	2	mitigation	mitigation	NOUN
american_scientific_journal-11930	92	3	strategies	strategy	NOUN
american_scientific_journal-11930	92	4	include	include	VERB
american_scientific_journal-11930	92	5	hybrid	hybrid	ADJ
american_scientific_journal-11930	92	6	workflows	workflow	NOUN
american_scientific_journal-11930	92	7	with	with	ADP
american_scientific_journal-11930	92	8	automated	automate	VERB
american_scientific_journal-11930	92	9	validation	validation	NOUN
american_scientific_journal-11930	92	10	or	or	CCONJ
american_scientific_journal-11930	92	11	querybased	querybase	VERB
american_scientific_journal-11930	92	12	schema	schema	NOUN
american_scientific_journal-11930	92	13	testing	testing	NOUN
american_scientific_journal-11930	92	14	to	to	ADP
american_scientific_journal-11930	92	15	flag	flag	VERB
american_scientific_journal-11930	92	16	inconsistencies	inconsistency	NOUN
american_scientific_journal-11930	92	17	prior	prior	ADV
american_scientific_journal-11930	92	18	to	to	ADP
american_scientific_journal-11930	92	19	deployment	deployment	NOUN
american_scientific_journal-11930	92	20	.	.	PUNCT
american_scientific_journal-11930	93	1	4.4	4.4	NUM
american_scientific_journal-11930	93	2	pioneering	pioneer	VERB
american_scientific_journal-11930	93	3	contribution	contribution	NOUN
american_scientific_journal-11930	93	4	to	to	ADP
american_scientific_journal-11930	93	5	the	the	DET
american_scientific_journal-11930	93	6	best	good	ADJ
american_scientific_journal-11930	93	7	of	of	ADP
american_scientific_journal-11930	93	8	the	the	DET
american_scientific_journal-11930	93	9	author	author	NOUN
american_scientific_journal-11930	93	10	’s	’s	PART
american_scientific_journal-11930	93	11	knowledge	knowledge	NOUN
american_scientific_journal-11930	93	12	,	,	PUNCT
american_scientific_journal-11930	93	13	this	this	PRON
american_scientific_journal-11930	93	14	is	be	AUX
american_scientific_journal-11930	93	15	the	the	DET
american_scientific_journal-11930	93	16	first	first	ADJ
american_scientific_journal-11930	93	17	systematic	systematic	ADJ
american_scientific_journal-11930	93	18	study	study	NOUN
american_scientific_journal-11930	93	19	to	to	PART
american_scientific_journal-11930	93	20	apply	apply	VERB
american_scientific_journal-11930	93	21	llms	llm	NOUN
american_scientific_journal-11930	93	22	to	to	ADP
american_scientific_journal-11930	93	23	data	datum	NOUN
american_scientific_journal-11930	93	24	warehouse	warehouse	NOUN
american_scientific_journal-11930	93	25	star	star	NOUN
american_scientific_journal-11930	93	26	schema	schema	NOUN
american_scientific_journal-11930	93	27	generation	generation	NOUN
american_scientific_journal-11930	93	28	.	.	PUNCT
american_scientific_journal-11930	94	1	prior	prior	ADJ
american_scientific_journal-11930	94	2	research	research	NOUN
american_scientific_journal-11930	94	3	has	have	AUX
american_scientific_journal-11930	94	4	addressed	address	VERB
american_scientific_journal-11930	94	5	schema	schema	NOUN
american_scientific_journal-11930	94	6	labeling	label	VERB
american_scientific_journal-11930	94	7	[	[	X
american_scientific_journal-11930	94	8	2	2	NUM
american_scientific_journal-11930	94	9	]	]	PUNCT
american_scientific_journal-11930	94	10	,	,	PUNCT
american_scientific_journal-11930	94	11	schema	schema	NOUN
american_scientific_journal-11930	94	12	integration	integration	NOUN
american_scientific_journal-11930	94	13	through	through	ADP
american_scientific_journal-11930	94	14	machine	machine	NOUN
american_scientific_journal-11930	94	15	learning	learn	VERB
american_scientific_journal-11930	94	16	[	[	X
american_scientific_journal-11930	94	17	3	3	NUM
american_scientific_journal-11930	94	18	]	]	PUNCT
american_scientific_journal-11930	94	19	,	,	PUNCT
american_scientific_journal-11930	94	20	or	or	CCONJ
american_scientific_journal-11930	94	21	knowledge	knowledge	NOUN
american_scientific_journal-11930	94	22	-	-	PUNCT
american_scientific_journal-11930	94	23	based	base	VERB
american_scientific_journal-11930	94	24	reasoning	reasoning	NOUN
american_scientific_journal-11930	94	25	for	for	ADP
american_scientific_journal-11930	94	26	star	star	NOUN
american_scientific_journal-11930	94	27	schema	schema	NOUN
american_scientific_journal-11930	94	28	design	design	NOUN
american_scientific_journal-11930	94	29	[	[	X
american_scientific_journal-11930	94	30	9	9	NUM
american_scientific_journal-11930	94	31	]	]	PUNCT
american_scientific_journal-11930	94	32	,	,	PUNCT
american_scientific_journal-11930	94	33	but	but	CCONJ
american_scientific_journal-11930	94	34	none	none	NOUN
american_scientific_journal-11930	94	35	have	have	AUX
american_scientific_journal-11930	94	36	demonstrated	demonstrate	VERB
american_scientific_journal-11930	94	37	how	how	SCONJ
american_scientific_journal-11930	94	38	llms	llm	NOUN
american_scientific_journal-11930	94	39	can	can	AUX
american_scientific_journal-11930	94	40	directly	directly	ADV
american_scientific_journal-11930	94	41	produce	produce	VERB
american_scientific_journal-11930	94	42	production	production	NOUN
american_scientific_journal-11930	94	43	-	-	PUNCT
american_scientific_journal-11930	94	44	ready	ready	ADJ
american_scientific_journal-11930	94	45	sql	sql	PROPN
american_scientific_journal-11930	94	46	ddl	ddl	PROPN
american_scientific_journal-11930	94	47	,	,	PUNCT
american_scientific_journal-11930	94	48	or	or	CCONJ
american_scientific_journal-11930	94	49	dbml	dbml	ADJ
american_scientific_journal-11930	94	50	for	for	ADP
american_scientific_journal-11930	94	51	dimensional	dimensional	ADJ
american_scientific_journal-11930	94	52	modeling	modeling	NOUN
american_scientific_journal-11930	94	53	.	.	PUNCT
american_scientific_journal-11930	95	1	this	this	DET
american_scientific_journal-11930	95	2	positions	position	NOUN
american_scientific_journal-11930	95	3	the	the	DET
american_scientific_journal-11930	95	4	current	current	ADJ
american_scientific_journal-11930	95	5	work	work	NOUN
american_scientific_journal-11930	95	6	as	as	ADP
american_scientific_journal-11930	95	7	a	a	DET
american_scientific_journal-11930	95	8	pioneering	pioneering	ADJ
american_scientific_journal-11930	95	9	effort	effort	NOUN
american_scientific_journal-11930	95	10	,	,	PUNCT
american_scientific_journal-11930	95	11	laying	lay	VERB
american_scientific_journal-11930	95	12	the	the	DET
american_scientific_journal-11930	95	13	foundation	foundation	NOUN
american_scientific_journal-11930	95	14	for	for	ADP
american_scientific_journal-11930	95	15	ai	ai	ADJ
american_scientific_journal-11930	95	16	-	-	PUNCT
american_scientific_journal-11930	95	17	augmented	augment	VERB
american_scientific_journal-11930	95	18	data	datum	NOUN
american_scientific_journal-11930	95	19	warehousing	warehousing	NOUN
american_scientific_journal-11930	95	20	and	and	CCONJ
american_scientific_journal-11930	95	21	opening	opening	NOUN
american_scientific_journal-11930	95	22	opportunities	opportunity	NOUN
american_scientific_journal-11930	95	23	for	for	ADP
american_scientific_journal-11930	95	24	future	future	ADJ
american_scientific_journal-11930	95	25	research	research	NOUN
american_scientific_journal-11930	95	26	in	in	ADP
american_scientific_journal-11930	95	27	schema	schema	NOUN
american_scientific_journal-11930	95	28	versioning	versione	VERB
american_scientific_journal-11930	95	29	,	,	PUNCT
american_scientific_journal-11930	95	30	ai	ai	ADJ
american_scientific_journal-11930	95	31	-	-	PUNCT
american_scientific_journal-11930	95	32	driven	drive	VERB
american_scientific_journal-11930	95	33	etl	etl	NOUN
american_scientific_journal-11930	95	34	integration	integration	NOUN
american_scientific_journal-11930	95	35	,	,	PUNCT
american_scientific_journal-11930	95	36	and	and	CCONJ
american_scientific_journal-11930	95	37	governance	governance	NOUN
american_scientific_journal-11930	95	38	-	-	PUNCT
american_scientific_journal-11930	95	39	aware	aware	ADJ
american_scientific_journal-11930	95	40	modeling	modeling	NOUN
american_scientific_journal-11930	95	41	.	.	PUNCT
american_scientific_journal-11930	96	1	4.5	4.5	NUM
american_scientific_journal-11930	96	2	human	human	ADJ
american_scientific_journal-11930	96	3	-	-	PUNCT
american_scientific_journal-11930	96	4	ai	ai	NOUN
american_scientific_journal-11930	96	5	collaboration	collaboration	NOUN
american_scientific_journal-11930	96	6	finally	finally	ADV
american_scientific_journal-11930	96	7	,	,	PUNCT
american_scientific_journal-11930	96	8	the	the	DET
american_scientific_journal-11930	96	9	results	result	NOUN
american_scientific_journal-11930	96	10	reaffirm	reaffirm	VERB
american_scientific_journal-11930	96	11	that	that	SCONJ
american_scientific_journal-11930	96	12	llms	llm	NOUN
american_scientific_journal-11930	96	13	are	be	AUX
american_scientific_journal-11930	96	14	not	not	PART
american_scientific_journal-11930	96	15	replacements	replacement	NOUN
american_scientific_journal-11930	96	16	for	for	ADP
american_scientific_journal-11930	96	17	human	human	ADJ
american_scientific_journal-11930	96	18	architects	architect	NOUN
american_scientific_journal-11930	96	19	but	but	CCONJ
american_scientific_journal-11930	96	20	rather	rather	ADV
american_scientific_journal-11930	96	21	collaborative	collaborative	ADJ
american_scientific_journal-11930	96	22	partners	partner	NOUN
american_scientific_journal-11930	96	23	.	.	PUNCT
american_scientific_journal-11930	97	1	american	american	ADJ
american_scientific_journal-11930	97	2	academic	academic	ADJ
american_scientific_journal-11930	97	3	scientific	scientific	ADJ
american_scientific_journal-11930	97	4	research	research	NOUN
american_scientific_journal-11930	97	5	journal	journal	NOUN
american_scientific_journal-11930	97	6	for	for	ADP
american_scientific_journal-11930	97	7	engineering	engineering	NOUN
american_scientific_journal-11930	97	8	,	,	PUNCT
american_scientific_journal-11930	97	9	technology	technology	NOUN
american_scientific_journal-11930	97	10	,	,	PUNCT
american_scientific_journal-11930	97	11	and	and	CCONJ
american_scientific_journal-11930	97	12	sciences	science	NOUN
american_scientific_journal-11930	97	13	(	(	PUNCT
american_scientific_journal-11930	97	14	asrjets	asrjet	NOUN
american_scientific_journal-11930	97	15	)	)	PUNCT
american_scientific_journal-11930	97	16	volume	volume	NOUN
american_scientific_journal-11930	97	17	102	102	NUM
american_scientific_journal-11930	97	18	,	,	PUNCT
american_scientific_journal-11930	97	19	no	no	DET
american_scientific_journal-11930	97	20	1	1	NUM
american_scientific_journal-11930	97	21	,	,	PUNCT
american_scientific_journal-11930	97	22	pp	pp	ADV
american_scientific_journal-11930	97	23	72	72	NUM
american_scientific_journal-11930	97	24	-	-	SYM
american_scientific_journal-11930	97	25	78	78	NUM
american_scientific_journal-11930	97	26	78	78	NUM
american_scientific_journal-11930	97	27	their	their	PRON
american_scientific_journal-11930	97	28	strength	strength	NOUN
american_scientific_journal-11930	97	29	lies	lie	VERB
american_scientific_journal-11930	97	30	in	in	ADP
american_scientific_journal-11930	97	31	accelerating	accelerate	VERB
american_scientific_journal-11930	97	32	repetitive	repetitive	ADJ
american_scientific_journal-11930	97	33	,	,	PUNCT
american_scientific_journal-11930	97	34	structurally	structurally	ADV
american_scientific_journal-11930	97	35	consistent	consistent	ADJ
american_scientific_journal-11930	97	36	tasks	task	NOUN
american_scientific_journal-11930	97	37	,	,	PUNCT
american_scientific_journal-11930	97	38	while	while	SCONJ
american_scientific_journal-11930	97	39	human	human	ADJ
american_scientific_journal-11930	97	40	experts	expert	NOUN
american_scientific_journal-11930	97	41	ensure	ensure	VERB
american_scientific_journal-11930	97	42	that	that	SCONJ
american_scientific_journal-11930	97	43	schemas	schema	NOUN
american_scientific_journal-11930	97	44	align	align	VERB
american_scientific_journal-11930	97	45	with	with	ADP
american_scientific_journal-11930	97	46	nuanced	nuanced	ADJ
american_scientific_journal-11930	97	47	business	business	NOUN
american_scientific_journal-11930	97	48	semantics	semantic	NOUN
american_scientific_journal-11930	97	49	,	,	PUNCT
american_scientific_journal-11930	97	50	compliance	compliance	NOUN
american_scientific_journal-11930	97	51	requirements	requirement	NOUN
american_scientific_journal-11930	97	52	,	,	PUNCT
american_scientific_journal-11930	97	53	and	and	CCONJ
american_scientific_journal-11930	97	54	domain	domain	NOUN
american_scientific_journal-11930	97	55	-	-	PUNCT
american_scientific_journal-11930	97	56	specific	specific	ADJ
american_scientific_journal-11930	97	57	rules	rule	NOUN
american_scientific_journal-11930	97	58	.	.	PUNCT
american_scientific_journal-11930	98	1	this	this	DET
american_scientific_journal-11930	98	2	hybrid	hybrid	ADJ
american_scientific_journal-11930	98	3	model	model	NOUN
american_scientific_journal-11930	98	4	of	of	ADP
american_scientific_journal-11930	98	5	collaboration	collaboration	NOUN
american_scientific_journal-11930	98	6	-	-	PUNCT
american_scientific_journal-11930	98	7	where	where	SCONJ
american_scientific_journal-11930	98	8	ai	ai	AUX
american_scientific_journal-11930	98	9	provides	provide	VERB
american_scientific_journal-11930	98	10	speed	speed	NOUN
american_scientific_journal-11930	98	11	and	and	CCONJ
american_scientific_journal-11930	98	12	consistency	consistency	NOUN
american_scientific_journal-11930	98	13	,	,	PUNCT
american_scientific_journal-11930	98	14	and	and	CCONJ
american_scientific_journal-11930	98	15	humans	human	NOUN
american_scientific_journal-11930	98	16	supply	supply	VERB
american_scientific_journal-11930	98	17	context	context	NOUN
american_scientific_journal-11930	98	18	and	and	CCONJ
american_scientific_journal-11930	98	19	oversightemerges	oversightemerge	VERB
american_scientific_journal-11930	98	20	as	as	ADP
american_scientific_journal-11930	98	21	the	the	DET
american_scientific_journal-11930	98	22	most	most	ADV
american_scientific_journal-11930	98	23	practical	practical	ADJ
american_scientific_journal-11930	98	24	path	path	NOUN
american_scientific_journal-11930	98	25	forward	forward	ADV
american_scientific_journal-11930	98	26	in	in	ADP
american_scientific_journal-11930	98	27	enterprise	enterprise	NOUN
american_scientific_journal-11930	98	28	data	datum	NOUN
american_scientific_journal-11930	98	29	modeling	modeling	NOUN
american_scientific_journal-11930	98	30	.	.	PUNCT
american_scientific_journal-11930	99	1	5	5	X
american_scientific_journal-11930	99	2	.	.	X
american_scientific_journal-11930	99	3	conclusion	conclusion	VERB
american_scientific_journal-11930	99	4	the	the	DET
american_scientific_journal-11930	99	5	use	use	NOUN
american_scientific_journal-11930	99	6	of	of	ADP
american_scientific_journal-11930	99	7	large	large	ADJ
american_scientific_journal-11930	99	8	language	language	NOUN
american_scientific_journal-11930	99	9	models	model	NOUN
american_scientific_journal-11930	99	10	in	in	ADP
american_scientific_journal-11930	99	11	star	star	NOUN
american_scientific_journal-11930	99	12	schema	schema	NOUN
american_scientific_journal-11930	99	13	design	design	NOUN
american_scientific_journal-11930	99	14	marks	mark	VERB
american_scientific_journal-11930	99	15	a	a	DET
american_scientific_journal-11930	99	16	significant	significant	ADJ
american_scientific_journal-11930	99	17	shift	shift	NOUN
american_scientific_journal-11930	99	18	in	in	ADP
american_scientific_journal-11930	99	19	modern	modern	ADJ
american_scientific_journal-11930	99	20	data	datum	NOUN
american_scientific_journal-11930	99	21	engineering	engineering	NOUN
american_scientific_journal-11930	99	22	.	.	PUNCT
american_scientific_journal-11930	100	1	tools	tool	NOUN
american_scientific_journal-11930	100	2	like	like	ADP
american_scientific_journal-11930	100	3	gpt-4	gpt-4	NOUN
american_scientific_journal-11930	100	4	,	,	PUNCT
american_scientific_journal-11930	100	5	gemini	gemini	PROPN
american_scientific_journal-11930	100	6	,	,	PUNCT
american_scientific_journal-11930	100	7	and	and	CCONJ
american_scientific_journal-11930	100	8	llama	llama	NOUN
american_scientific_journal-11930	100	9	have	have	AUX
american_scientific_journal-11930	100	10	proven	prove	VERB
american_scientific_journal-11930	100	11	capable	capable	ADJ
american_scientific_journal-11930	100	12	of	of	ADP
american_scientific_journal-11930	100	13	reducing	reduce	VERB
american_scientific_journal-11930	100	14	schema	schema	NOUN
american_scientific_journal-11930	100	15	development	development	NOUN
american_scientific_journal-11930	100	16	time	time	NOUN
american_scientific_journal-11930	100	17	by	by	ADP
american_scientific_journal-11930	100	18	over	over	ADP
american_scientific_journal-11930	100	19	80	80	NUM
american_scientific_journal-11930	100	20	%	%	NOUN
american_scientific_journal-11930	100	21	while	while	SCONJ
american_scientific_journal-11930	100	22	improving	improve	VERB
american_scientific_journal-11930	100	23	structural	structural	ADJ
american_scientific_journal-11930	100	24	accuracy	accuracy	NOUN
american_scientific_journal-11930	100	25	and	and	CCONJ
american_scientific_journal-11930	100	26	semantic	semantic	ADJ
american_scientific_journal-11930	100	27	clarity	clarity	NOUN
american_scientific_journal-11930	100	28	.	.	PUNCT
american_scientific_journal-11930	101	1	though	though	SCONJ
american_scientific_journal-11930	101	2	not	not	PART
american_scientific_journal-11930	101	3	a	a	DET
american_scientific_journal-11930	101	4	replacement	replacement	NOUN
american_scientific_journal-11930	101	5	for	for	ADP
american_scientific_journal-11930	101	6	expert	expert	NOUN
american_scientific_journal-11930	101	7	designers	designer	NOUN
american_scientific_journal-11930	101	8	,	,	PUNCT
american_scientific_journal-11930	101	9	these	these	DET
american_scientific_journal-11930	101	10	models	model	NOUN
american_scientific_journal-11930	101	11	serve	serve	VERB
american_scientific_journal-11930	101	12	as	as	ADP
american_scientific_journal-11930	101	13	valuable	valuable	ADJ
american_scientific_journal-11930	101	14	accelerators	accelerator	NOUN
american_scientific_journal-11930	101	15	in	in	ADP
american_scientific_journal-11930	101	16	the	the	DET
american_scientific_journal-11930	101	17	data	datum	NOUN
american_scientific_journal-11930	101	18	modeling	model	VERB
american_scientific_journal-11930	101	19	lifecycle	lifecycle	NOUN
american_scientific_journal-11930	101	20	.	.	PUNCT
american_scientific_journal-11930	102	1	future	future	ADJ
american_scientific_journal-11930	102	2	research	research	NOUN
american_scientific_journal-11930	102	3	may	may	AUX
american_scientific_journal-11930	102	4	explore	explore	VERB
american_scientific_journal-11930	102	5	automated	automate	VERB
american_scientific_journal-11930	102	6	schema	schema	NOUN
american_scientific_journal-11930	102	7	versioning	versione	VERB
american_scientific_journal-11930	102	8	,	,	PUNCT
american_scientific_journal-11930	102	9	ai	ai	ADJ
american_scientific_journal-11930	102	10	-	-	PUNCT
american_scientific_journal-11930	102	11	integrated	integrate	VERB
american_scientific_journal-11930	102	12	etl	etl	NOUN
american_scientific_journal-11930	102	13	workflows	workflow	NOUN
american_scientific_journal-11930	102	14	,	,	PUNCT
american_scientific_journal-11930	102	15	and	and	CCONJ
american_scientific_journal-11930	102	16	real	real	ADJ
american_scientific_journal-11930	102	17	-	-	PUNCT
american_scientific_journal-11930	102	18	time	time	NOUN
american_scientific_journal-11930	102	19	feedback	feedback	NOUN
american_scientific_journal-11930	102	20	based	base	VERB
american_scientific_journal-11930	102	21	on	on	ADP
american_scientific_journal-11930	102	22	system	system	NOUN
american_scientific_journal-11930	102	23	performance	performance	NOUN
american_scientific_journal-11930	102	24	.	.	PUNCT
american_scientific_journal-11930	103	1	references	reference	NOUN
american_scientific_journal-11930	103	2	[	[	X
american_scientific_journal-11930	103	3	1	1	NUM
american_scientific_journal-11930	103	4	]	]	X
american_scientific_journal-11930	103	5	kimball	kimball	PROPN
american_scientific_journal-11930	103	6	,	,	PUNCT
american_scientific_journal-11930	103	7	r.	r.	PROPN
american_scientific_journal-11930	103	8	,	,	PUNCT
american_scientific_journal-11930	103	9	&	&	CCONJ
american_scientific_journal-11930	103	10	ross	ross	PROPN
american_scientific_journal-11930	103	11	,	,	PUNCT
american_scientific_journal-11930	103	12	m.	m.	NOUN
american_scientific_journal-11930	103	13	(	(	PUNCT
american_scientific_journal-11930	103	14	2013	2013	NUM
american_scientific_journal-11930	103	15	)	)	PUNCT
american_scientific_journal-11930	103	16	.	.	PUNCT
american_scientific_journal-11930	104	1	the	the	DET
american_scientific_journal-11930	104	2	data	data	NOUN
american_scientific_journal-11930	104	3	warehouse	warehouse	NOUN
american_scientific_journal-11930	104	4	toolkit	toolkit	NOUN
american_scientific_journal-11930	104	5	:	:	PUNCT
american_scientific_journal-11930	104	6	the	the	DET
american_scientific_journal-11930	104	7	definitive	definitive	ADJ
american_scientific_journal-11930	104	8	guide	guide	NOUN
american_scientific_journal-11930	104	9	to	to	ADP
american_scientific_journal-11930	104	10	dimensional	dimensional	ADJ
american_scientific_journal-11930	104	11	modeling	modeling	NOUN
american_scientific_journal-11930	104	12	(	(	PUNCT
american_scientific_journal-11930	104	13	3rd	3rd	ADJ
american_scientific_journal-11930	104	14	ed	ed	NOUN
american_scientific_journal-11930	104	15	.	.	PUNCT
american_scientific_journal-11930	104	16	)	)	PUNCT
american_scientific_journal-11930	104	17	.	.	PUNCT
american_scientific_journal-11930	105	1	wiley	wiley	PROPN
american_scientific_journal-11930	105	2	.	.	PUNCT
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american_scientific_journal-11930	106	2	2	2	NUM
american_scientific_journal-11930	106	3	]	]	PUNCT
american_scientific_journal-11930	106	4	sharma	sharma	PROPN
american_scientific_journal-11930	106	5	,	,	PUNCT
american_scientific_journal-11930	106	6	a.	a.	PROPN
american_scientific_journal-11930	106	7	,	,	PUNCT
american_scientific_journal-11930	106	8	et	et	PROPN
american_scientific_journal-11930	106	9	al	al	PROPN
american_scientific_journal-11930	106	10	.	.	PROPN
american_scientific_journal-11930	106	11	(	(	PUNCT
american_scientific_journal-11930	106	12	2021	2021	NUM
american_scientific_journal-11930	106	13	)	)	PUNCT
american_scientific_journal-11930	106	14	.	.	PUNCT
american_scientific_journal-11930	107	1	applying	apply	VERB
american_scientific_journal-11930	107	2	nlp	nlp	NOUN
american_scientific_journal-11930	107	3	for	for	ADP
american_scientific_journal-11930	107	4	data	datum	NOUN
american_scientific_journal-11930	107	5	schema	schema	NOUN
american_scientific_journal-11930	107	6	labeling	labeling	NOUN
american_scientific_journal-11930	107	7	.	.	PUNCT
american_scientific_journal-11930	108	1	journal	journal	PROPN
american_scientific_journal-11930	108	2	of	of	ADP
american_scientific_journal-11930	108	3	data	datum	NOUN
american_scientific_journal-11930	108	4	engineering	engineering	NOUN
american_scientific_journal-11930	108	5	.	.	PUNCT
american_scientific_journal-11930	109	1	[	[	X
american_scientific_journal-11930	109	2	3	3	NUM
american_scientific_journal-11930	109	3	]	]	X
american_scientific_journal-11930	109	4	rao	rao	PROPN
american_scientific_journal-11930	109	5	,	,	PUNCT
american_scientific_journal-11930	109	6	k.	k.	PROPN
american_scientific_journal-11930	109	7	(	(	PUNCT
american_scientific_journal-11930	109	8	2023	2023	NUM
american_scientific_journal-11930	109	9	)	)	PUNCT
american_scientific_journal-11930	109	10	.	.	PUNCT
american_scientific_journal-11930	110	1	dimensional	dimensional	ADJ
american_scientific_journal-11930	110	2	modeling	modeling	NOUN
american_scientific_journal-11930	110	3	automation	automation	NOUN
american_scientific_journal-11930	110	4	using	use	VERB
american_scientific_journal-11930	110	5	machine	machine	NOUN
american_scientific_journal-11930	110	6	learning	learning	NOUN
american_scientific_journal-11930	110	7	.	.	PUNCT
american_scientific_journal-11930	111	1	acm	acm	PROPN
american_scientific_journal-11930	111	2	sigmod	sigmod	PROPN
american_scientific_journal-11930	111	3	posters	poster	NOUN
american_scientific_journal-11930	111	4	.	.	PUNCT
american_scientific_journal-11930	112	1	[	[	X
american_scientific_journal-11930	112	2	4	4	NUM
american_scientific_journal-11930	112	3	]	]	X
american_scientific_journal-11930	112	4	google	google	NOUN
american_scientific_journal-11930	112	5	.	.	PUNCT
american_scientific_journal-11930	113	1	(	(	PUNCT
american_scientific_journal-11930	113	2	2024	2024	NUM
american_scientific_journal-11930	113	3	)	)	PUNCT
american_scientific_journal-11930	113	4	.	.	PUNCT
american_scientific_journal-11930	114	1	introducing	introduce	VERB
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american_scientific_journal-11930	114	3	1.5	1.5	NUM
american_scientific_journal-11930	114	4	.	.	PUNCT
american_scientific_journal-11930	115	1	technical	technical	ADJ
american_scientific_journal-11930	115	2	overview	overview	NOUN
american_scientific_journal-11930	115	3	.	.	PUNCT
american_scientific_journal-11930	116	1	[	[	X
american_scientific_journal-11930	116	2	5	5	X
american_scientific_journal-11930	116	3	]	]	X
american_scientific_journal-11930	116	4	meta	meta	X
american_scientific_journal-11930	116	5	ai	ai	NOUN
american_scientific_journal-11930	116	6	.	.	PUNCT
american_scientific_journal-11930	117	1	(	(	PUNCT
american_scientific_journal-11930	117	2	2024	2024	NUM
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