To Reason but Not to Stop: Understanding and Recovering Pruned Large Reasoning Models

Minh-Anh Nguyen, Nguyen T. Ha Lan, Xiyan Fu +2

Weight pruning can degrade the accuracy of large reasoning models (LRMs), yet it remains unclear whether it damages reasoning itself. We find that much of this degradation stems fr…