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It's the Problem, Not the Path: Budget and Difficulty Confounds in LLM Reasoning Trajectories
Reasoning traces of large language models are widely read as containing "breakthrough" moments and early-legible fates. Both readings rest on measurements missing a counterfactual control at the level of the claim; we supply both controls. First, a restart-controlled truncation probe separates when
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