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He said “who’s gonna take care of your children when you are at ACL?”: Reported Sexist Acts are Not Sexist

Abstract : In a context of offensive content mediation on social media now regulated by European laws, it is important not only to be able to automatically detect sexist content but also to identify if a message with a sexist content is really sexist or is a story of sexism experienced by a woman. We propose: (1) a new characterization of sexist content inspired by speech acts theory and discourse analysis studies, (2) the first French dataset annotated for sexism detection, and (3) a set of deep learning experiments trained on top of a combination of several tweet’s vectorial representations (word embeddings, linguistic features, and various generalization strategies). Our results are encouraging and constitute a first step towards offensive content moderation.
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https://jeannicod.ccsd.cnrs.fr/ijn_03046501
Contributor : Gloria Origgi <>
Submitted on : Tuesday, December 8, 2020 - 2:15:08 PM
Last modification on : Friday, July 2, 2021 - 9:58:02 AM

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Patricia Chiril, Véronique Moriceau, Farah Benamara, Alda Mari, Gloria Origgi, et al.. He said “who’s gonna take care of your children when you are at ACL?”: Reported Sexist Acts are Not Sexist. 58th Annual Meeting of the Association for Computational Linguistics 2020, ACL: Association for Computational Linguistics, Jul 2020, Online, France. pp.4055-4066, ⟨10.18653/v1/2020.acl-main.373⟩. ⟨ijn_03046501⟩

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