@inproceedings{lee-etal-2026-reflection, title = "When Reflection Helps: Utility-Guided Advantage Rescaling for Efficient Reasoning", author = "Lee, Jungyu and Lee, Kunhui and Min, Dongwook and Kang, Jeonhwi and Na, Seung-Hoon", 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.1441/", pages = "30739--30760", ISBN = "979-8-89176-462-0" }