@article{emergenthierarchicalreasoninginllmsthrou, title = {Emergent Hierarchical Reasoning in LLMs through Reinforcement Learning}, author = {Haozhe Wang and Qixin Xu and Che Liu and Junhong Wu and Fangzhen Lin and Wenhu Chen}, year = {2025}, eprint = {2509.03646}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.03646}, }