Miao Peng

Reinforcement Learning with Verifiable Rewards (RLVR) has proven effective in enhancing LLMs’ short-context reasoning but falters in long-context scenarios requiring precise grounding and multi-hop reasoning. We identify the “almost-there” phenomenon—trajectories that are largely correct but fail...