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Mixing Times of Glauber Dynamics on Masked Language Models

arXiv cs.LG ↗ · 2026-05-19 Cached

This paper analyzes the global distributional behavior induced by iterative masked-token resampling in masked language models using Glauber dynamics. It introduces a rectangle test for incompatibility, establishes mixing time bounds, and empirically demonstrates phase transitions and metastable semantic basins.

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