GEAR: Granularity-Adaptive Advantage Reweighting for LLM Agents via Self-Distillation

Sijia Li, Yuchen Huang, Zifan Liu +7

Reinforcement learning has become a widely used post-training approach for LLM agents, where training commonly relies on outcome-level rewards that provide only coarse supervision.…