New paper proposes challenge-aware knowledge recruitment for medical multi-agent reasoning
An arXiv paper introduces a meta-agent supervision framework that recruits knowledge based on task challenge, aiming to improve LLM reasoning on hard medical QA where multi-agent debate often underperforms strong single models.
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- 2026-11-05 05:00 · arXiv cs.AI
Challenge-Aware Knowledge Recruitment with Meta-Agent Supervision for Medical Multi-Agent Reasoning