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Oct 12 · Monday

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Model risks

Misalignment and value divergence1Dangerous capabilities0Inappropriate refusal5Hallucination and fabrication10

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Model layer1

System component

Multimodal1
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Model risks：Misalignment and value divergenceModel risks：Dangerous capabilitiesLayer：Model layerSystem component：MultimodalClear all

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  1. Risky behaviorarXiv 2609.35291

    窄域多模态微调可诱发涌现性失配，覆盖 15 个视觉语言模型

    证明无显式危害的图文窄微调可诱发跨任务涌现未对齐

    arXiv
    2609.35291
    Published
    Layer
    Model layer
    Setting
    Browser and computer use
    Evaluated models
    GPT-4o, GPT-4.1, Gemini 2.5 and others15
    Abstract证实窄多模态微调可引发全面的多渠道未对齐行为转变，揭示了后训练阶段对齐被隐蔽重塑的安全隐患。

    论文系统探究了视觉-语言模型中由窄任务微调诱发的跨模态涌现未对齐（Emergent Misalignment, EM）现象。

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