Unilateral normalization variants outperform cosine and dot product on retrieval and other tasks when chosen according to whether the task treats query and candidate as functionally symmetric.
Limitations: This method predicts optimization ease, not final performance directly
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When Does Embedding Magnitude Matter? A Cross-Task Functional-Symmetry Framework
Unilateral normalization variants outperform cosine and dot product on retrieval and other tasks when chosen according to whether the task treats query and candidate as functionally symmetric.