class distribution is shared across datasets. (b) Compared to supervised learning (SL), CLIP's performance (measured by accuracy) is less biased by data frequency, and the classifier is notably

Feb-11-2026, 19:58:50 GMT–Neural Information Processing Systems 

Severe data imbalance naturally exists among web-scale vision-language datasets.