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Oct 12 · Monday

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  1. AttacksarXiv 2609.09553

    研究:任意密文攻击前沿大模型无需微调即可越狱

    提出任意字母置换密码越狱,无需微调即可诱导有害输出

    Published
    Attacker
    Black-box
    Evaluated models
    Claude Sonnet 4, Claude Sonnet 4.5, Gemini 3 Flash (preview) and others7

    Abstract前沿大模型无需微调即可通过提示词学会字母置换密码,进而绕过分类器与对齐,作者呼吁关注能力提升带来的安全风险。

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  2. AttacksarXiv 2609.08186

    论文揭示大推理模型的对齐崩溃并提出 Reasoning Trap 越狱范式

    揭示推理加深引发的对齐坍塌,用 Reasoning Trap 放大越狱

    Published
    Evaluated models
    Qwen3-8B, Qwen3-14B, Llama2-7B and others8
    Abstract更深推理提升题目准确率,同时提高扰动下的相对损失。

    作者研究扩展推理是否以对齐稳健性为代价,提出 ALR、RT 与 RRA。。

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