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Shrinking the geometric modality gap in VLMs can paradoxically destroy retrieval performance, exposing a critical disconnect between representation geometry and task alignment that unbalanced optimal transport tracks with near-perfect fidelity (0.973 vs. 0.392 Spearman).
