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S. Vallisa

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Preprint Aug 2026

The Changing Geometry of Grammar: Dimensionality and Neighborhood Reorganization across Transformer Layers

This work investigates the layer-wise evolution of ID, and shows that closed-class items expand earlier and collapse sooner than open-class ones, and recovers a token's grammatical role, and uses them to interpret how the semantic content of each PoS evolves across layers in a downstream classification task.

S. Vallisa, Federico Ravenda, C. Palominos et al. · 0 citations