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Oct 12 · Monday

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Model risks

Deception and scheming4Reward hacking6Misalignment and value divergence5Dangerous agent actions4Dangerous capabilities0Inappropriate refusal4Hallucination and fabrication2Bias and discrimination6
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Model risks：Dangerous capabilitiesModel risks：Hallucination and fabricationClear all

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  1. Analysis and theoryarXiv 2610.04860

    Research reveals that text watermarks induce model hallucinations and proposes two mitigation interventions

    分析文本水印在 RAG 中诱发事实幻觉的机制并提出干预

    arXiv
    2610.04860
    Published
    Layer
    Model layer
    Setting
    LLM applications
    Evaluated models
    LLaMA 3.1 8B Instruct, Mistral-7B-Instruct-v0.3, Qwen2.5-14B-Instruct
    Abstract论文揭示了生产环境文本水印导致模型事实退化的失效模式，分析了解码机制并提出针对性干预。

    论文研究生产级文本水印对大语言模型事实准确性的影响，分析了水印诱发幻觉的失效模式并评估了针对性缓解方案。

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  2. Analysis and theoryarXiv 2608.27924

    智能体记忆如何可靠处理不可回答问题：一项系统研究

    分析外部记忆对智能体处理不可回答问题的影响

    arXiv
    2608.27924
    Published
    Layer
    Application layer
    Setting
    AI Agent
    Evaluated models
    DeepSeek-V3.2, Qwen3-235B-A22B-Instruct-2507, GPT-5.5
    Abstract记忆能选择性提高 UAQ 的可接受回应，但跨数据集不稳定，且更依赖可迁移的行为指导。

    这份研究在同一智能体框架里检查外部记忆会不会让不可回答问题的处理更稳，以及稳来自哪一种存储内容。

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