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News/When Order Matters: First-Speaker Bias and Mitigation through Personality in Sequential Multi-Agent Debate
arxiv
PublishedOctober 1, 2026 at 4:00 AM

When Order Matters: First-Speaker Bias and Mitigation through Personality in Sequential Multi-Agent Debate

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arXiv:2609.38964v1 Announce Type: new Abstract: Multi-agent debate (MAD) is often used to improve large language model (LLM) reasoning, but sequential debate is rarely a neutral aggregator of agents' opinions. We show that sequential MAD suffers from a pronounced first-speaker bias: agents dispropor

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