SQLens uses weak supervision over database and LLM error signals to detect clause-level semantic errors in text-to-SQL and fixes them iteratively, improving execution accuracy on BIRD and Spider.
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SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQL
SQLens uses weak supervision over database and LLM error signals to detect clause-level semantic errors in text-to-SQL and fixes them iteratively, improving execution accuracy on BIRD and Spider.