2025
Advancing Collaborative Debates with Role Differentiation through Multi-Agent Reinforcement Learning
ACL 2025long
Multi-agent collaborative tasks exhibit exceptional capabilities in natural language applications and generation. By prompting agents to assign clear roles, it is possible to facilitate cooperation and achieve complementary capabilities among LLMs. A common strategy involves adopting a relatively ge…