Chain-of-Thought Steps Often Do Nothing, Cutting Reasoning Length by Up to 55%
The paper shows that large reasoning models hit a ‘commitment boundary’ where the answer solidifies, after which subsequent chain-of-thought steps are epiphenomenal. Early-exit at this point trims CoT length by up to 55% with almost no loss in accuracy, challenging the assumption that every reasoning token matters.