Challenge-Aware Knowledge Recruitment with Meta-Agent Supervision for Medical Multi-Agent Reasoning
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…
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ImpactMinor
Published6 h ago (Thu, 05 Nov 2026 05:00:00 GMT)
AuthorRiccardo Riccio, Haitz S\'aez de Oc\'ariz Borde, Pietro Li\`o
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Impact score2/100
RatingProbability of 95%.
RegionsGlobal
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ClassifiedThu, 05 Nov 2026 07:08:35 GMT by classifier