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TopoGPT2

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A 25M-parameter Transformer implementation designed to study language acquisition as a condensed matter phenomenon. Unlike traditional LLMs, TopoGPT-2 is engineered to reach a Topological Insulator state a phase where grammatical and logical invariants are protected by a spectral gap. Using the Tiny Stories corpus

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Created on

July 11, 2026

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