@article{planulargelanguagemodelreasoningthroughp, title = {PlanU: Large Language Model Reasoning through Planning under Uncertainty}, author = {Ziwei Deng and Mian Deng and Chenjing Liang and Zeming Gao and Chennan Ma and Chenxing Lin and Haipeng Zhang and Songzhu Mei and Siqi Shen and Cheng Wang}, year = {2025}, eprint = {2510.18442}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.18442}, }