entropic-bound

This paper introduces the Entropic Bound, a spectral measure of task-intrinsic capacity for transformers, proving that the intrinsic rank of the token-mixing operator provides a tight lower bound on required model capacity. It shows that while a naive transfer from linear attention fails for real attention, an attention-native intrinsic rank restores the full theoretical structure.