AAAI 2026technical0 citations

Key Decision-Makers in Multi-Agent Debates: Who Holds the Power?

Qian Zhang, Jinyi Liu, Yan Zheng, Hebin Liang, Lanjun Wang

Abstract

Recent studies on LLM agent scaling have highlighted the potential of Multi-Agent Debate (MAD) to enhance reasoning abilities. However, the critical aspect of role allocation strategies remains underexplored. In this study, we demonstrate that allocating roles with differing viewpoints to specific positions significantly impacts MAD

BibTeX
@inproceedings{aaai2026_keydecisionmaker,
  title = {Key Decision-Makers in Multi-Agent Debates: Who Holds the Power?},
  author = {Qian Zhang and Jinyi Liu and Yan Zheng and Hebin Liang and Lanjun Wang},
  booktitle = {AAAI 2026},
  year = {2026}
}