TRCA: Transition-wise Rubric Credit Assignment for Long-horizon LLM Agents

Huan Zhang, Mingju Chen, Dongxu Zhou +5

Long-horizon large language model (LLM) agents are typically optimized with sparse terminal outcomes, making fine-grained credit assignment across multi-step interactions difficult…