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Information temperature and macroscopic descriptors of additive Nth-order Markov chains

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Large-scale language models (LLMs) operate in extremely high-dimensional state spaces, where both token embeddings and their hidden representations create complex dependences that are not easily reduced to classical Markov structures. In this paper we explore ... ...