Breaking the Martingale Curse: Multi-Agent Debate via Asymmetric Cognitive Potential Energy

Yuhan Liu, Juntian Zhang, Yichen Wu +4

Multi-Agent Debate (MAD) has emerged as a promising paradigm for enhancing large language model reasoning. However, recent work reveals a limitation:standard MAD cannot improve bel…