Jul 10, 2025 · Databases

Boost Text-to-SQL Accuracy with Dynamic Few-Shot Learning and Alignment

At SIGMOD 2025 in Berlin, Alibaba Cloud presented its paper “OpenSearch‑SQL: Enhancing Text‑to‑SQL with Dynamic Few‑shot and Consistency Alignment,” which introduces a self‑taught few‑shot mechanism and multi‑agent alignment to significantly improve NL2SQL query accuracy, alongside a keynote on AI search trends.

Few‑Shot LearningNL2SQLOpenSearch-SQL

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Boost Text-to-SQL Accuracy with Dynamic Few-Shot Learning and Alignment