牛哥精选 · 半年

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📝 深度技术 arXiv NLP 2026-08-05

An Actionable Diagnosis of Multilingual, Multi-Agent Planning Failures

多语言环境下多智能体规划为何频频“翻车”？这篇论文给出可操作的失效诊断，直击任务关键信息丢失的根源。

arXiv:2608.03735v1 Announce Type: cross Abstract: Multilingual multi-agent systems exhibit substantial degradation beyond English, yet prior work rare…

多智能体多语言规划失败可操作诊断任务关键信息

🤖 AI·大模型 arXiv AI 2026-05-25

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems

LLM多智能体系统执行无误却规划失效？这篇论文提出“认知校准”新方法，破解隐藏的推理偏差。

arXiv:2605.23414v1 Announce Type: new Abstract: LLM-based multi-agent systems can fail even when planned actions are executed correctly because agents…

llm 多智能体系统规划失败认知校准智能体协作

📅 日期

2026-05-20 2026-05-19

🐂 牛哥精选

An Actionable Diagnosis of Multilingual, Multi-Agent Planning Failures

When Planning Fails Despite Correct Execution: On Epistemic Calibration for LLM-Based Multi-Agent Systems

📅 日期