CCT adds category-theoretic components to GPT-2 Small and reports a 2.92 PPL reduction on WikiText-103, localizing 84% of the gain to GT-Full simplicial message passing via ablation.
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The Cognitive Categorical Transformer: Category-Theoretic Inductive Biases for Language Modeling
CCT adds category-theoretic components to GPT-2 Small and reports a 2.92 PPL reduction on WikiText-103, localizing 84% of the gain to GT-Full simplicial message passing via ablation.