AIBullisharXiv – CS AI · Apr 67/10
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Council Mode: Mitigating Hallucination and Bias in LLMs via Multi-Agent Consensus
Researchers propose Council Mode, a multi-agent consensus framework that reduces AI hallucinations by 35.9% by routing queries to multiple diverse LLMs and synthesizing their outputs through a dedicated consensus model. The system operates through intelligent triage classification, parallel expert generation, and structured consensus synthesis to address factual accuracy issues in large language models.