Statistical Early Stopping for Reasoning Models

Yangxinyu Xie, Tao Wang, Soham Mallick +5

While LLMs have seen substantial improvement in reasoning capabilities, they also sometimes overthink, generating unnecessary reasoning steps, particularly under uncertainty, given…