We present an empirical study of gender bias in coreference resolution systems. We first introduce a novel, Winograd schema-style set of minimal pair sentences that differ only by pronoun gender. With these "Winogender schemas," we evaluate and confirm systematic gender bias in three publicly-available coreference resolution systems, and correlate this bias with real-world and textual gender statistics.
Gender Bias in Coreference Resolution
A study reveals and analyzes gender bias in coreference resolution systems using a novel set of gender-neutral minimal pair sentences.
- Year
- 2018
- Venue
- gender-bias-in-coreference-resolution-2
- Authors
- 4
- Hosting
- Abstract onlyARXIV-DEFAULT
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- Abstract & full text
- arxiv.org/abs/1804.09301ARXIV-DEFAULT
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- Semantic Scholar