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TopicsAI Coding Benchmarks Large language models LLM-as-a-Judge

On Qwen3.5 CodeContests, upgrading the judge narrows debate’s advantage over consultancy by raising consultancy performance.

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https://arxiv.org/pdf/2605.27483 Untraced · nothing upstream recorded

A same-family judge upgrade shrinks the debate−consultancy gap from +0.140 to +0.033 (∼ 4×) because the consultancy floor rises

https://arxiv.org/pdf/2605.27483extraction 0.70

Appendix F, Qwen3.5 CodeContests pairing with a 122B judge

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