From Belief Entrenchment to Robust Reasoning in LLM Agents

Jihwan Oh, Minchan Jeong, Jongwoo Ko +1

Multi-Agent Debate (MAD) has emerged as a promising inference scaling method for Large Language Model (LLM) reasoning. However, it frequently suffers from belief entrenchment, wher…