Across 131 CLIP models, the choice of pretraining data predicts intrinsic bias more than architecture or scale, and bias correlates with downstream performance in many test categories.
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Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders
Across 131 CLIP models, the choice of pretraining data predicts intrinsic bias more than architecture or scale, and bias correlates with downstream performance in many test categories.