Bias mitigation reduces gender-occupation disparities in the embedding spaces of both encoder-only and decoder-only foundation models, producing more neutral internal representations.
In: Proceedings of the Seventh AAAI/ACM Confer- ence on AI, Ethics, and Society (2024)
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A Representation-Level Assessment of Bias Mitigation in Foundation Models
Bias mitigation reduces gender-occupation disparities in the embedding spaces of both encoder-only and decoder-only foundation models, producing more neutral internal representations.