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Weakly supervised text-to-SQL pars- ing through question decomposition

Tomer Wolfson, Daniel Deutch, Jonathan Berant · 2022 · DOI 10.18653/v1/2022.findings-naacl.193

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cs.DB 1

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CAPER: Clause-Aligned Process Supervision for Text-to-SQL

cs.DB · 2026-06-02 · unverdicted · novelty 7.0

CAPER derives clause-aligned supervision via SQL AST counterfactuals to train a Clause-PRM that improves execution accuracy up to 15.3% relative and failure localization to 84.53% accuracy on BIRD and Spider.

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  • CAPER: Clause-Aligned Process Supervision for Text-to-SQL cs.DB · 2026-06-02 · unverdicted · none · ref 25

    CAPER derives clause-aligned supervision via SQL AST counterfactuals to train a Clause-PRM that improves execution accuracy up to 15.3% relative and failure localization to 84.53% accuracy on BIRD and Spider.