Reasoning Models Can be Accurately Pruned Via Chain-of-Thought Reconstruction

Ryan Lucas, Kayhan Behdin, Zhipeng Wang +3

Reasoning language models such as DeepSeek-R1 produce long chain-of-thought traces during inference time which make them costly to deploy at scale. We show that using compression t…