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This paper shows that the reasoning gap between base LLMs and large reasoning models is concentrated on a small set of early planning tokens. It introduces disagreement-guided token intervention, where replacing only those critical tokens with a reasoning model's outputs allows a base model to nearly match the reasoning model's performance.