The impact of multi-agent debate protocols on debate quality: a controlled case study

ArXi:2603.28813v1 Announce Type: cross In multi-agent debate (MAD) systems, performance gains are often reported; however, because the debate protocol (e.g., number of agents, rounds, and aggregation rule) is typically held fixed while model-related factors vary, it is difficult to disentangle protocol effects from model effects.