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Aman Madaan, Niket Tandon, Prakhar Gupta, Skyler Hallinan, Luyu Gao, Sarah Wiegreffe, Uri Alon, Nouha Dziri, Shrimai Prabhumoye, Yiming Yang, Shashank Gupta, Bodhisattwa Prasad Majumder, Katherine Hermann, Sean Welleck, Amir Yazdanbakhsh, a · 2023

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cs.CL 1

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2026 1

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Guarded Repair for Harm-Aware Post-hoc Replacement of LLM Mathematical Reasoning

cs.CL · 2026-05-23 · unverdicted · novelty 6.0

GuardedRepair uses guarded best-of-N repair with symbolic checks, semantic diagnostics, and conservative policies to selectively replace LLM reasoning traces, raising GSM8K accuracy from 95.60% to 96.89% and ASDiv from 78.40% to 87.60% without breaking correct cases.

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  • Guarded Repair for Harm-Aware Post-hoc Replacement of LLM Mathematical Reasoning cs.CL · 2026-05-23 · unverdicted · none · ref 7

    GuardedRepair uses guarded best-of-N repair with symbolic checks, semantic diagnostics, and conservative policies to selectively replace LLM reasoning traces, raising GSM8K accuracy from 95.60% to 96.89% and ASDiv from 78.40% to 87.60% without breaking correct cases.