Long-run semantic dynamics of large language models beyond the context horizon: semantic half-life, diffusion scaling, metastable states and probability currents under an imposed finite sliding context window.
nlp reproducible-research dynamical-systems complex-systems large-language-models context-window semantic-drift markov-state-models
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Updated
Sep 8, 2026 - Python