SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning. - Zhengyang Ai; Zikang Shan; Xiaodong Ai; Jingxian Tang; Hangkai Hu; Pinyan Lu (ACL (1), 2026)