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cs.AI2026

Statistical Early Stopping for Reasoning Models

Yangxinyu Xie, Tao Wang, Soham Mallick +6

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