Database Querying

DaTaobao Tech

Mar 29, 2024 · Artificial Intelligence

Text-to-SQL with Large Language Models: DIN-SQL Approach

The DIN‑SQL approach enhances Text‑to‑SQL performance by using large language models in a decomposed in‑context learning framework with schema linking, query classification, SQL generation, and self‑correction modules, achieving state‑of‑the‑art 85.3% execution accuracy on the Spider benchmark by breaking complex queries into manageable sub‑tasks.