@article{onetokenrolloutguidingsupervisedfinetuni, title = {One-Token Rollout: Guiding Supervised Fine-Tuning of LLMs with Policy Gradient}, author = {Rui Ming and Haoyuan Wu and Shoubo Hu and Zhuolun He and Bei Yu}, year = {2025}, eprint = {2509.26313}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.26313}, }