ArenaRL: Scaling RL for Open-Ended Agents via Tournament-based Relative Ranking

Qiang Zhang, Boli Chen, Fanrui Zhang +14

Reinforcement learning has substantially improved the performance of LLM agents on tasks with verifiable outcomes, but it still struggles on open-ended agent tasks with vast soluti…