What Drives the Zero-to-One Jump? Diagnosing and Steering Hard-Prompt Learning in RLVR

Rui Zhu, Yumou Liu, Zhenzhe Zheng +1

Reinforcement Learning with Verifiable Rewards (RLVR) has substantially improved mathematical reasoning, yet progress on hard prompts often stalls: a prompt can remain unsolved for…