@article{smartswitchadvancingllmreasoningbyoverco, title = {SmartSwitch: Advancing LLM Reasoning by Overcoming Underthinking via Promoting Deeper Thought Exploration}, author = {Xichen Zhang and Sitong Wu and Haoru Tan and Shaozuo Yu and Yinghao Zhu and Ziyi He and Jiaya Jia}, year = {2025}, eprint = {2510.19767}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.19767}, }