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Oct 12 · Monday

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  1. 论文提出拒答的几何解释:事后安全训练脆弱,预训练期持续安全共训更抗攻击

    解释后验安全的权重几何脆弱性,并提出预训练持续安全共训练

    Published
    Evaluated models
    Qwen-2.5-7B, Qwen-2.5-7B-Instruct, Llama-3-8B and others15

    Abstract论文将后验安全脆弱性归因于正交抑制,并提出通过预训练持续共训练实现具备微调抗性的安全防护。

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  2. aiXamine:跨维度评测 LLM 安全、安全(security)与隐私权衡

    提出 aiXamine 黑盒基准,统一评测 LLM 安全、稳健与隐私权衡

    Published
    Evaluated models
    openai/gpt-5-mini, openai/gpt-4o, anthropic/claude-haiku-4.5 and others15
    AbstractaiXamine 用九服务黑盒协议比较百余个模型,作者称单轴信任度进展可能削弱其他轴。

    aiXamine 是一套黑盒评测协议,用来在同一条件下比较 LLM 的 safety、security 与 privacy,而不是再产出一个能力分。

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