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Oct 12 · Monday

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Found 2 papers
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Inference-time intervention3Monitoring and auditing2

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Model layer2

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Monitors14Reasoning chains2Fine-tuning and open weights3Vision3Multimodal4
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Defense type：Monitoring and auditingLayer：Model layerSystem component：Reasoning chainsClear all

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  1. Evaluation and benchmarksarXiv 2610.02741

    研究系统评估循环语言模型的思维链可监控性

    系统评估循环语言模型加深 loop 后的 CoT 可监控性

    arXiv
    2610.02741
    Published
    Layer
    Model layer
    Setting
    Models and APIs
    Evaluated models
    Ouro-1.4B-Thinking, Ouro-2.6B-Thinking, Nanbeige4.2-3B and others4
    Abstract加深 loop 可在部分压力测试任务降低可监测性，循环架构本身并不必然更难监测。

    这项工作评估 LoopLM 的 CoT 可监测性：加深共享层的重复次数，以及“有循环结构”本身，会不会让决策关键因素更少出现在可监测文本里。

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  2. Analysis and theoryarXiv 2609.37312

    研究：隐蔽推理必然留下信息痕迹，但思维链未必可读

    分析隐蔽推理在思维链监控下的信息足迹下界与不可读性

    arXiv
    2609.37312
    Published
    Layer
    Model layer
    Setting
    Models and APIs
    Evaluated models
    Qwen2.5-7B-Instruct, Llama-3.1-8B-Instruct, Qwen 3.5 397B-A17B and others12

    Abstract论文从理论与实证探明了思维链监控的边界：复杂隐蔽计算必然泄露信息足迹且需承担长度税，但该足迹可被在线加密而不可读。

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