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Not All Flips Are Conformity: Decomposing Stance Convergence in Multi-Agent LLM Debate

Hao, Xiqi et al.
arXiv (All) · Papers
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computation-and-language
Multi-agent debate (MAD) among large language models (LLMs) is often judged by answer changes and convergence, yet these outcomes alone cannot establish that peers improved the answer. We study this gap with matched self-reflection, stance-only, and full-reasoning conditions. With five GPT-4o agents
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