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#artificial intelligence Preprint Aug 2026

Decoupling Is Not Identification: Supervised Evidential Learning in Next-Token Prediction

A next-token probability says what a model predicts, not how much training support lies behind it. A Dirichlet head can represent this distinction by separating mean $m$ from concentration $S$, but decoupling does not identify what $S$ means. Here we propose an Evidential Next-Token Prediction (ENTOP) framework to audi...

Wang Ge · 0 citations

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