ARCO: Adaptive Rubrics with Co-Evolution for Multi-Step LLM-Based Agents

Zihang Tian, Jingsen Zhang, Rui Li +3

Reinforcement learning for multi-step LLM agents often relies on scalar rewards that indicate success but cannot explain why a trajectory is good or bad. Rubric-based rewards impro…