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Oct 12 · Monday

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  1. OtherarXiv 2610.06563

    HERA 提出 harness 与环境协同演化

    提出 HERA,协同演化 harness 与环境以提升 Agent 拒答准确性

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-5.6-Luna, GPT-5.6-Terra, GPT-5.6-Sol and others20
    AbstractHERA 用失败协同演化 harness 与环境,并在迁移评测中提高 Abstain。

    HERA 在模型权重固定时,让 harness 与可执行环境按失败协同演化,以改进 agentic abstention。

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  2. OtherarXiv 2609.08832

    自进化智能体框架缩小 LLM 智能体的「一致性差距」

    提出离线两阶段框架,诊断易翻转步骤并生成记忆指南以稳定智能体

    Published
    Setting
    AI Agent
    Evaluated models
    GPT-4.1, GPT-OSS-120B
    Abstract用离线一致性诊断生成记忆指南,在 AppWorld 上提高重复全通过率。

    作者要缩小的是 LLM 智能体平均通过、重复不稳之间的 consistency gap,即 Mean@k 减 Passˆk。

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