It's the Problem, Not the Path: Budget and Difficulty Confounds in LLM Reasoning Trajectories
Two restart-controlled truncation probes separate when a solution fits the continuation budget from when a prefix carries value that fresh computation cannot buy, and a pre-registered, difficulty-controlled test finds no detectable outcome information in early-window internal signals beyond a problem-difficulty baselin...
Yigit Utku Bulut
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