It's the Problem, Not the Path: Budget and Difficulty Confounds in LLM Reasoning Trajectories

Yigit Utku Bulut

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…