{"title":"自然语言中的种族-性别交叉定型观念","authors":"Han-Wu-Shuang Bao, Peter Gries","doi":"10.1111/bjso.12748","DOIUrl":null,"url":null,"abstract":"<p>How are Asian and Black men and women stereotyped? Research from the gendered race and stereotype content perspectives has produced mixed empirical findings. Using BERT models pre-trained on English language books, news articles, Wikipedia, Reddit and Twitter, with a new method for measuring propositions in natural language (the Fill-Mask Association Test, FMAT), we explored the gender (masculinity–femininity), physical strength, warmth and competence contents of stereotypes about Asian and Black men and women. We find that Asian men (but not women) are stereotyped as less masculine and less moral/trustworthy than Black men. Compared to Black men and Black women, respectively, both Asian men and Asian women are stereotyped as less muscular/athletic and less assertive/dominant, but more sociable/friendly and more capable/intelligent. These findings suggest that Asian and Black stereotypes in natural language have multifaceted contents and gender nuances, requiring a balanced view integrating the gender schema theory and the stereotype content model. Exploring their semantic representations as propositions in large language models, this research reveals how intersectional race–gender stereotypes are naturally expressed in real life.</p>","PeriodicalId":48304,"journal":{"name":"British Journal of Social Psychology","volume":"63 4","pages":"1771-1786"},"PeriodicalIF":3.2000,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/bjso.12748","citationCount":"0","resultStr":"{\"title\":\"Intersectional race–gender stereotypes in natural language\",\"authors\":\"Han-Wu-Shuang Bao, Peter Gries\",\"doi\":\"10.1111/bjso.12748\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>How are Asian and Black men and women stereotyped? Research from the gendered race and stereotype content perspectives has produced mixed empirical findings. Using BERT models pre-trained on English language books, news articles, Wikipedia, Reddit and Twitter, with a new method for measuring propositions in natural language (the Fill-Mask Association Test, FMAT), we explored the gender (masculinity–femininity), physical strength, warmth and competence contents of stereotypes about Asian and Black men and women. We find that Asian men (but not women) are stereotyped as less masculine and less moral/trustworthy than Black men. Compared to Black men and Black women, respectively, both Asian men and Asian women are stereotyped as less muscular/athletic and less assertive/dominant, but more sociable/friendly and more capable/intelligent. These findings suggest that Asian and Black stereotypes in natural language have multifaceted contents and gender nuances, requiring a balanced view integrating the gender schema theory and the stereotype content model. Exploring their semantic representations as propositions in large language models, this research reveals how intersectional race–gender stereotypes are naturally expressed in real life.</p>\",\"PeriodicalId\":48304,\"journal\":{\"name\":\"British Journal of Social Psychology\",\"volume\":\"63 4\",\"pages\":\"1771-1786\"},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2024-04-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1111/bjso.12748\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"British Journal of Social Psychology\",\"FirstCategoryId\":\"102\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/bjso.12748\",\"RegionNum\":2,\"RegionCategory\":\"心理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PSYCHOLOGY, SOCIAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"British Journal of Social Psychology","FirstCategoryId":"102","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/bjso.12748","RegionNum":2,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHOLOGY, SOCIAL","Score":null,"Total":0}
Intersectional race–gender stereotypes in natural language
How are Asian and Black men and women stereotyped? Research from the gendered race and stereotype content perspectives has produced mixed empirical findings. Using BERT models pre-trained on English language books, news articles, Wikipedia, Reddit and Twitter, with a new method for measuring propositions in natural language (the Fill-Mask Association Test, FMAT), we explored the gender (masculinity–femininity), physical strength, warmth and competence contents of stereotypes about Asian and Black men and women. We find that Asian men (but not women) are stereotyped as less masculine and less moral/trustworthy than Black men. Compared to Black men and Black women, respectively, both Asian men and Asian women are stereotyped as less muscular/athletic and less assertive/dominant, but more sociable/friendly and more capable/intelligent. These findings suggest that Asian and Black stereotypes in natural language have multifaceted contents and gender nuances, requiring a balanced view integrating the gender schema theory and the stereotype content model. Exploring their semantic representations as propositions in large language models, this research reveals how intersectional race–gender stereotypes are naturally expressed in real life.
期刊介绍:
The British Journal of Social Psychology publishes work from scholars based in all parts of the world, and manuscripts that present data on a wide range of populations inside and outside the UK. It publishes original papers in all areas of social psychology including: • social cognition • attitudes • group processes • social influence • intergroup relations • self and identity • nonverbal communication • social psychological aspects of personality, affect and emotion • language and discourse Submissions addressing these topics from a variety of approaches and methods, both quantitative and qualitative are welcomed. We publish papers of the following kinds: • empirical papers that address theoretical issues; • theoretical papers, including analyses of existing social psychological theories and presentations of theoretical innovations, extensions, or integrations; • review papers that provide an evaluation of work within a given area of social psychology and that present proposals for further research in that area; • methodological papers concerning issues that are particularly relevant to a wide range of social psychologists; • an invited agenda article as the first article in the first part of every volume. The editorial team aims to handle papers as efficiently as possible. In 2016, papers were triaged within less than a week, and the average turnaround time from receipt of the manuscript to first decision sent back to the authors was 47 days.