# Challenge-Aware Knowledge Recruitment with Meta-Agent Supervision for Medical Multi-Agent Reasoning

> 全文为英语

**Published:** 2026年11月5日
**Author:** Riccardo Riccio, Haitz S\'aez de Oc\'ariz Borde, Pietro Li\`o
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/zh/articles/challenge-aware-knowledge-recruitment-with-meta-agent-supervision-for-me

arXiv:2611.05393v1 Announce Type: new Abstract: Large language models perform strongly on standard medical QA but degrade on harder reasoning tasks, where multi-agent debate often fails to beat strong single-model prompting. We argue that a key limitation is that existing…

> 内容来自原始来源： **arXiv — cs.AI**
> [在 arXiv — cs.AI 阅读全文](https://arxiv.org/abs/2611.05393)

**标签：** #OpenAI #arXiv

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