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Oct 12 · Monday

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  1. Paper: safety routing evaluation fails under distribution shift, and baseline selection bias is underestimated

    揭示安全路由评测在分布偏移下的虚假下限与选择偏差

    Published
    Evaluated models
    claude-3-5-sonnet, claude-3-opus, claude-sonnet-4-6 and others9

    Abstract论文揭示安全路由评估在分布偏移下的虚假下限,指出防御重心应转向外部动作级强制。

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  2. LLM Judge 验证在稀疏重叠下的问题:从推理到设计

    分析稀疏重叠下 LLM judge 与人类一致性的验证误差并规划重叠分配

    Published
    Evaluated models
    Gemini Flash, Gemini Pro, GPT-4o-mini and others10
    Abstract稀疏重叠主导 judge 验证的错误决策。

    这篇工作研究标注重叠很稀时,怎样验证 LLM judge 是否足以替代人类,并规划重叠该留多少、怎么分配。。部署前的标准做法是在校准集上比较 judge 与人类的一致性。

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  3. 研究提出医疗答案事实核查失败分类法,指出检索后验证范式的固有局限

    归纳开放式医学长答案检索核验的失败分类

    Published
    Evaluated models
    GPT-5.4, Mistral Small 3 (24B-Instruct-2501), Mistral Small 4 (119B-2603) and others8
    • ComponentRAG
    Abstract作者把开放式低召回归为证据是否在库、能否被定位,以及与声明是否对齐。

    这篇工作诊断开放式医学事实核验的 retrieve-then-verify 管线断在哪里,而不是提出新的核验器。

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