@article{enhancingtesttimescalingoflargelanguagem, title = {Enhancing Test-Time Scaling of Large Language Models with Hierarchical Retrieval-Augmented MCTS}, author = {Alex ZH Dou and Zhongwei Wan and Dongfei Cui and Xin Wang and Jing Xiong and Haokun Lin and Chaofan Tao and Shen Yan and Mi Zhang}, year = {2025}, eprint = {2507.05557}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.05557}, }