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Under review as a conference paper at ICLR 2027

Defect Identity Determines When Verifier Feedback Should Constrain Search

Abstract

Localized verifier feedback carries a control signal: it indicates how broadly a critique system should search next. We formulate post-verifier repair as defect-conditioned search control, with defect identity serving as the routing state. Defect-Preserving Repair (DPR) restricts admissible updates to evidence-grounded edits that preserve failure family, target span, and evidence type; a boundary router renews search when the diagnosis indicates a transition. Across the reported matched-budget comparisons, DPR reaches Correction Accuracy on a -instance correction study panel, points above unrestricted post-feedback rewriting. A replay-frozen comparison retains a -point advantage, while citation-grounded QA and instruction-following study panels preserve positive utility effects. The count-derived action effect changes from points on same-defect cases to on transition-or-switch cases. A five-fold cross-fitted router on replay-frozen states uses this boundary to reach Corr-ACC, points above always applying DPR. These results establish defect identity as an actionable state variable for allocating post-verifier search.

open until 14 Dec 2026

est. 32% chance this paper gets accepted at ICLR 2027.

Reject 68%Accept 32%

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