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Christos Thrampoulidis

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Jun 2026

Structure Before Collapse: Transient semantic geometry in next-token prediction

This work finds that semantic geometry emerges early in training, and that representations cluster by shared attributes despite receiving no explicit supervision to do so, and proposes a preliminary modification to the commonly used unconstrained features model to capture the emergent semantic geometry.

Yize Zhao, Isabel Papadimitriou, Christos Thrampoulidis · 1 citation