The Power of Constraints in Natural Language to SQL Translation

Summary: REDSQL: plug-and-play refiner that uses constraint-driven extraction of relation summaries and data profiles over the entire DB to detect and fix semantic SQL errors beyond LLM context limits. Yields large NL2SQL gains (e.g., +8.8% CODES, +11.1% PURPLE on BIRD). (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13862
Venue: VLDB
Year: 2025
Pagerank: 4.3849295e-05
Overall Rank: 9,151 | 36.34%
DOI: 10.14778/3734839.3734847

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
10,268	OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision	2026	VLDB	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 18 of 18 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
206	Constructing an Interactive Natural Language Interface for Relational Databases	2015	VLDB	0.00034667032
369	Text-to-SQL Empowered by Large Language Models: A Benchmark Evaluation	2024	VLDB	0.0002547515
535	ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores	2016	VLDB	0.00020727678
567	NaLIR: An Interactive Natural Language Interface for Querying Relational Databases	2014	SIGMOD	0.00019966681
984	Natural language to SQL: Where are we today?	2020	VLDB	0.00014857465
998	CodeS: Towards Building Open-source Language Models for Text-to-SQL	2024	SIGMOD	0.00014729379
1,732	CatSQL: Towards Real World Natural Language to SQL Applications	2023	VLDB	0.00010732004
2,099	Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries	2018	VLDB	9.5479391e-05
2,433	ScienceBenchmark: A Complex Real-World Benchmark for Evaluating Natural Language to SQL Systems	2024	VLDB	8.8285962e-05
2,945	Few-shot Text-to-SQL Translation using Structure and Content Prompt Learning	2023	SIGMOD	7.8377395e-05
3,467	Data Profiling – A Tutorial	2017	SIGMOD	7.069081e-05
4,735	A SQL Debugger Built from Spare Parts: Turning a SQL:1999 Database System into Its Own Debugger	2015	SIGMOD	5.9612875e-05
5,033	FinSQL: Model-Agnostic LLMs-based Text-to-SQL Framework for Financial Analysis	2024	SIGMOD	5.7486224e-05
5,353	An In-Depth Benchmarking of Text-to-SQL Systems	2021	SIGMOD	5.5521332e-05
5,452	QueryVis: Logic-based Diagrams help Users Understand Complicated SQL Queries Faster	2020	SIGMOD	5.4999397e-05
5,733	Explaining Wrong Queries Using Small Examples	2019	SIGMOD	5.3483446e-05
8,954	Understanding Queries by Conditional Instances	2022	SIGMOD	4.4221863e-05
9,623	Qr-Hint: Actionable Hints Towards Correcting Wrong SQL Queries	2024	SIGMOD	4.3161663e-05

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