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

2021-09-28 21:03:32
Hillary Dawkins
arXiv_CL
       
Abstract

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, SoWinoBias, for the purpose of measuring such latent gender bias in coreference resolution systems. We evaluate the performance of current debiasing methods on the SoWinoBias test set, especially in reference to the method's design and altered embedding space properties. See this https URL.

Abstract (translated)

URL

https://arxiv.org/abs/2109.14047

PDF

https://arxiv.org/pdf/2109.14047.pdf

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