Second Order WinoBias (SoWinoBias) Test Set for Latent Gender Bias Detection in Coreference Resolution

Hillary Dawkins · 2021

We observe an instance of gender-induced bias in a downstream application, despite the absence of explicit gender words in the test cases.We provide a test set, SoWino-Bias, for the purpose of measuring such latent gender bias in coreference resolution systems.We evaluate the performance of current debiasing methods on the SoWino-Bias test set, especially in reference to the method's design and altered embedding space properties.

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