Teaching LLMs to Understand SQL Equivalence

Teaching LLMs to Understand SQL Equivalence

Leveraging AI to solve a decades-old database challenge

This research explores whether Large Language Models can determine if two different SQL queries produce identical results - a complex problem with no complete solution despite decades of research.

  • LLMs demonstrate promising capabilities in determining SQL equivalence
  • Performance varies across different SQL complexity levels and model types
  • The study introduces novel evaluation methods for measuring LLM reasoning about SQL
  • Results show practical applications for improving text-to-SQL generation and query optimization

This breakthrough helps engineering teams validate generated SQL, optimize database performance, and improve data management systems without exhaustive testing or manual review.

LLM-SQL-Solver: Can LLMs Determine SQL Equivalence?

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