意大利语词嵌入中的性别偏见

Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020 Pub Date : 1900-01-01 DOI:10.4000/books.aaccademia.8280

Davide Biasion, Alessandro Fabris, Gianmaria Silvello, Gian Antonio Susto

{"title":"意大利语词嵌入中的性别偏见","authors":"Davide Biasion, Alessandro Fabris, Gianmaria Silvello, Gian Antonio Susto","doi":"10.4000/books.aaccademia.8280","DOIUrl":null,"url":null,"abstract":"In this work we study gender bias in Italian word embeddings (WEs), evaluating whether they encode gender stereotypes studied in social psychology or present in the labor market. We find strong associations with gender in job-related WEs. Weaker gender stereotypes are present in other domains where grammatical gender plays a significant role.","PeriodicalId":300279,"journal":{"name":"Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Gender Bias in Italian Word Embeddings\",\"authors\":\"Davide Biasion, Alessandro Fabris, Gianmaria Silvello, Gian Antonio Susto\",\"doi\":\"10.4000/books.aaccademia.8280\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this work we study gender bias in Italian word embeddings (WEs), evaluating whether they encode gender stereotypes studied in social psychology or present in the labor market. We find strong associations with gender in job-related WEs. Weaker gender stereotypes are present in other domains where grammatical gender plays a significant role.\",\"PeriodicalId\":300279,\"journal\":{\"name\":\"Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1900-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.4000/books.aaccademia.8280\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4000/books.aaccademia.8280","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}

引用次数: 2

摘要

在这项工作中，我们研究了意大利语词嵌入(WEs)中的性别偏见，评估它们是否编码了社会心理学研究或劳动力市场中存在的性别刻板印象。我们发现与工作相关的WEs与性别有很强的相关性。在语法性别发挥重要作用的其他领域，存在较弱的性别刻板印象。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

查看原文本刊更多论文

Gender Bias in Italian Word Embeddings

In this work we study gender bias in Italian word embeddings (WEs), evaluating whether they encode gender stereotypes studied in social psychology or present in the labor market. We find strong associations with gender in job-related WEs. Weaker gender stereotypes are present in other domains where grammatical gender plays a significant role.

求助全文

通过发布文献求助，成功后即可免费获取论文全文。去求助

来源期刊

Proceedings of the Seventh Italian Conference on Computational Linguistics CLiC-it 2020

自引率

0.00%

发文量