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Oct 12 · Monday

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  1. AttacksarXiv 2606.06244

    研究者提出 Ghostwriter 攻击:用伪造证据注入操纵 LLM 观点

    提出 Ghostwriter 攻击,用伪权威证据条件注入操纵模型观点

    Published
    Evaluated models
    GPT-4o, Claude-3.7-Sonnet, DeepSeek-V3 and others10
    Abstract作者称攻击未被消除。

    Ghostwriter 是一种针对上下文窗口的观点引导攻击:把误导陈述改写成伪权威文本,再在相关查询中让目标模型把该观点写进回答。

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  2. AttacksarXiv 2602.01757

    Zero2Text: Training-Free Cross-Domain Text Embedding Inversion Attack

    提出 Zero2Text,无需训练地跨域反演文本嵌入

    Published
    Attacker
    Black-box
    Evaluated models
    GTR-Base, Qwen3-Embedding-0.6B, Text-Embedding-3-small and others4
    Abstract零训练在线对齐可在未知域、无泄漏对时从黑盒 embedding 还原句子。

    Zero2Text 是一种不训练 decoder、也不使用泄漏文本–向量对的文本 embedding 反演,针对 RAG 向量库在严格黑盒、目标域未知时的还原。

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