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Monitoring the Internal Monologue: Probe Trajectories Reveal Reasoning Dynamics

Hugging Face Daily Papers · 2026-05-18 Cached

This paper introduces a method for monitoring the reasoning process of Large Reasoning Models by analyzing probe trajectories—the evolution of a concept's probability across generated tokens. The approach uses temporal and signal-processing features from hidden representations to better predict future model behavior, achieving up to 95% AUROC with max-pooling.

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