From Long to Lean: Performance-aware and Adaptive Chain-of-Thought Compression via Multi-round Refinement

Jianzhi Yan, Le Liu, Youcheng Pan, Shiwei Chen, Zike Yuan, Yang Xiang 0003, Buzhou Tang. From Long to Lean: Performance-aware and Adaptive Chain-of-Thought Compression via Multi-round Refinement. In Christos Christodoulopoulos 0001, Tanmoy Chakraborty 0002, Carolyn Rose, Violet Peng, editors, Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, EMNLP 2025, Suzhou, China, November 4-9, 2025. pages 12279-12295, Association for Computational Linguistics, 2025. [doi]

Abstract

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