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

Duofeng Xu, Bryan Hooi, Dandan Qiao

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 seque…