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Zheye Deng

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#artificial intelligence Preprint Oct 2026

Beyond the Verdict: Agentic Code Judging with Verifiable Feedback

Test-time scaling for large language models (LLMs) can involve generating multiple candidate solutions for selection or revising an earlier attempt. To guide selection and revision, we need a verifier that can estimate candidate correctness and provide evidence of failure. In competitive programming, however, official...

Zheye Deng, Sha Li, Chang-Long Yu et al. · 0 citations

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