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Oct 12 · Monday

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  1. Study: LLM agents retain their original premises internally even when conforming to the majority

    用 J-lens 检测辩论中屈从多数的智能体是否仍内部表征原前提

    Published
    Evaluated models
    Qwen3.5-4B, Qwen3.6-27B, Gemma-4-E4B-it and others4

    Abstract揭示 LLM 智能体屈从多数时内部仍表征原推理前提,指出辩论表态共识可能夸大真实认同。

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  2. 基于 SAE 引导的关键路径识别(KPI)解决知识冲突

    提出 KPI,用入度定位跨层关键路径并做 SAE 转向以解决知识冲突

    Published
    Evaluated models
    Llama-3-8B, Llama-3.1-8B, Gemma-2-9B
    AbstractKPI 以入度关键路径替代大批 SAE 特征转向,在冲突 RAG 上提高忠实并减轻副作用。

    KPI 针对知识冲突 RAG 中的 SAE 转向:相关性批量改特征会带入冗余,少量因果上关键的特征即可完成转向。

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  3. 通过稀疏自编码器特征追踪查询扩展效果

    用 SAE 追踪稠密检索查询扩展的潜变量并用激活转向验证

    Published
    Evaluated models
    Qwen3-Embedding-0.6B(Qwen-Embed), SimLM
    AbstractSAE 追踪稠密检索 QE 的潜变量,转向在四基准上比文本扩展更稳。

    作者用稀疏自编码器分析稠密检索里的查询扩展:现成检索器不微调时,拼接扩展文本往往增益有限甚至变差,而最终指标和嵌入整体偏移不足以说明内部发生了什么。

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