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Kasra Mazaheri

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Preprint Aug 2026

Prior Audit-Repair Context Shifts LLM Verifier Thresholds Toward Leniency

Measuring false alarms on human-verified-correct ProcessBench traces with the present task held byte-identical, it is found that a completed audit ->repair episode already in the model's context lowers false alarms in 15 of 15 model x wording combinations.

Parsa Mazaheri, Kasra Mazaheri · 0 citations