Intrinsic SC-EAT bias scores in CLIP and BLIP-2 embeddings correlate strongly (average Spearman rho = 0.83) with biased zero-shot retrieval outcomes, but the shared-stimulus design may inflate this correlation.
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Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes
Intrinsic SC-EAT bias scores in CLIP and BLIP-2 embeddings correlate strongly (average Spearman rho = 0.83) with biased zero-shot retrieval outcomes, but the shared-stimulus design may inflate this correlation.