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Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders

Kshitish Ghate, Isaac Slaughter, Kyra Wilson, Mona T. Diab, Aylin Caliskan. Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders. In Luis Chiruzzo, Alan Ritter, Lu Wang, editors, Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2025 - Volume 1: Long Papers, Albuquerque, New Mexico, USA, April 29 - May 4, 2025. pages 2899-2915, Association for Computational Linguistics, 2025. [doi]

Authors

Kshitish Ghate

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Isaac Slaughter

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Kyra Wilson

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Mona T. Diab

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Aylin Caliskan

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