TRACED shows correct LLM reasoning as high-progress stable trajectories and hallucinations as low-progress unstable patterns with high curvature fluctuations.
For instance, at γ= 0.2 , the AUROC forDeepSeek-R1lags by approximately 4% compared to the full setting
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Beyond Scalars: Evaluating and Understanding LLM Reasoning via Geometric Progress and Stability
TRACED shows correct LLM reasoning as high-progress stable trajectories and hallucinations as low-progress unstable patterns with high curvature fluctuations.