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Oct 12 · Monday

All papers

Found 1 paper
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Model risks

Hallucination and fabrication1

Defense type

Inference-time intervention1

System component

RAG1Vision3Multimodal3
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Model risks：Hallucination and fabricationDefense type：Inference-time interventionSystem component：RAGClear all

Another 265papers do not have category tags yet and are not included in filtered results.

  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。

    Paper analysisRead analysis
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