When Does Embedding Magnitude Matter? A Cross-Task Functional-Symmetry Framework

Xincan Feng, Taro Watanabe

Cosine similarity normalizes both sides; dot product normalizes neither. We propose a 2x2 framework that independently controls query-side and document-side normalization, exposing…