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Vivek Shukla

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Preprint Jul 2026

A Reference-Free Score for Detecting Silent Reasoning Failures in Large Language Models

The Reasoning Answer Faithfulness Score (RAFS) is introduced, a reference free, instance level diagnostic of whether an emitted mathematical trace is locally credible, supports its answer, and is stable under resampling and targeted counterfactual interventions.

Vivek Shukla, Varun Shukla, Atul et al. · 0 citations