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

**Published:** November 5, 2026
**Author:** Riccardo Riccio, Haitz S\'aez de Oc\'ariz Borde, Pietro Li\`o
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/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…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2611.05393)

**Tags:** #OpenAI #arXiv

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