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Oct 12 · Monday

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  1. SafeEvo:从拒答回路视角解释大模型安全对齐机制与演化

    用 SafeEvo 提取拒绝电路,并提出 SCA 仅微调该电路

    Published
    Evaluated models
    Llama-3-8B, Qwen-2.5-7B, Mistral-7B-v0.1 and others4

    AbstractSafeEvo 识别出基座模型中存在的弱安全电路及其演化动态,据此提出的 SCA 算法实现了安全对齐、能力保留与低过度拒绝的平衡。

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  2. TRACE:仅凭 checkpoint 更新审计大语言模型有害目标

    提出 TRACE,仅凭检查点更新审计有害合规微调目标

    Published
    Evaluated models
    Llama-3.1-8B-Instruct, Mistral-7B-Instruct-v0.3, Qwen3-8B and others6
    Abstract作者称有害合规 SFT 在检查点更新中留下可排序坐标,并据此做只读权重审计。

    作者在检查点更新里寻找有害合规 SFT 的目标组成,并把读数做成不查询模型、不看未知训练数据的审计分 TRACE。

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