@inproceedings{ming-etal-2026-one, title = "One-Token Rollout: Guiding Supervised Fine-Tuning of {LLM}s with Policy Gradient", author = "Ming, Rui and Wu, Haoyuan and Hu, Shoubo and He, Zhuolun and Yu, Bei", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {EMNLP} 2026", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.findings-emnlp.1938/", doi = "10.18653/2026.findings-emnlp.1938", pages = "41341--41353", ISBN = "979-8-89176-462-0" }