Author

N. Shukla

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Preprint Aug 2026

TraceSQL: Traceable Answerability Estimation for Reference-Free Text-to-SQL Verification

Results show that SQL verification can be performed with a lightweight learned model while retaining feature-level evidence for inspecting and diagnosing its predictions, and feature attribution shows that the model relies on both semantic grounding and deterministic SQL-structure signals.

N. Shukla, Debasmita Panda, Srutanik Bhaduri et al. · 0 citations