The Illusion of Replacement: Rethinking Specialized Machine Learning Models in the Foundation Model Era.

arXiv:2608.28980v3 Announce Type: replace-cross Abstract: Specialized machine learning architectures encode structural assumptions (equivariance, permutation invariance, relational structure) that language-based foundation models lack by design. This review as