Men-Jie Gao

EG-GRPO: Evidence-Guided Step-level Credit Assignment for Deep Search Agents

LLM-based search agents demonstrate strong capabilities in long-horizon information seeking and reasoning, typically trained via reinforcement learning. However, existing approaches predominantly rely on trajectory-level outcome rewards, providing limited supervision for complex search and reasoning processes. Although...