@inproceedings{ning-etal-2026-thoughts, title = "Not All Thoughts are Generated Equal: Efficient {LLM} Reasoning via Synergizing-Oriented Multi-Turn Reinforcement Learning", author = "Ning, Yansong and Li, Wei and Fang, Jun and Tan, Naiqiang and Liu, Hao", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.916/", pages = "21102--21126", ISBN = "979-8-89176-459-0" }