Enhancing Test-Time Scaling of Large Language Models with Hierarchical Retrieval-Augmented MCTS. - Alex ZH Dou; Zhongwei Wan; Dongfei Cui; Xin Wang 120; Jing Xiong; Haokun Lin; Chaofan Tao; Shen Yan; Mi Zhang 002 (CoRR, 2025)