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Transformers play a central role in the inner workings of large language models.We develop a mathematical framework for analyzing transformers based on their interpretation as interacting particle systems, with a particular emphasis on long-time clustering behavior.Our study explores the underlying theory and offers new perspectives for mathematicians as well as computer scientists.
Geshkovski et al. (Tue,) studied this question.