@inproceedings{qiao-etal-2025-concise, title = "{C}on{CISE}: Confidence-guided Compression in Step-by-step Efficient Reasoning", author = "Qiao, Ziqing and Deng, Yongheng and Zeng, Jiali and Wang, Dong and Wei, Lai and Wang, Guanbo and Meng, Fandong and Zhou, Jie and Ren, Ju and Zhang, Yaoxue", editor = "Christodoulopoulos, Christos and Chakraborty, Tanmoy and Rose, Carolyn and Peng, Violet", booktitle = "Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing", month = nov, year = "2025", address = "Suzhou, China", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-emnlp/2025.emnlp-main.405/", pages = "8021--8040", ISBN = "979-8-89176-332-6" }