DynaDebate: Breaking Homogeneity in Multi-Agent Debate with Dynamic Path Generation

The paper introduces DynaDebate, a novel framework for Multi-Agent Debate (MAD) that addresses the issue of homogeneity in reasoning paths among agents. It incorporates three mechanisms: Dynamic Path Generation for diverse solution paths, Process-Centric Debate focusing on logical critique, and a Trigger-Based Verification Agent for resolving disagreements. DynaDebate demonstrates superior performance on multiple benchmarks, highlighting its potential to enhance collaborative decision-making in Large Language Model-based systems by improving reasoning diversity and process integrity.