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Pietro Liò

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SEP 8, 2026 · PREPRINT

Answer-Distribution Trajectories: A Stochastic-Dynamics View of LLM Reasoning

arXiv

This is a methodological paper introducing a novel analytical framework for LLM reasoning dynamics without empirical validation against clinical or standardized outcomes, suitable for hypothesis generation rather than evidence for practice.

Hypothesis-GeneratingHaitz Sáez de Ocáriz Borde Mar Gonzàlez I Català Davide Murari

Reported

Number of open-weight language mo…16

Number of reasoning benchmarks4

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