Social Sciences · 2023 · 154 citations · 21 references
Social SciencesGender StudiesArtificial IntelligenceGenderStereotypingGender BiasGender DiscriminationGender EqualityGender NormsGender PrejudiceGender StereotypesBiasesGender Bias MitigationGender DiscourseGender Stereotype RepresentationGendered Performativity In LanguageLarge Language ModelsUndo
Large language models such as ChatGPT are increasingly influential, yet they embed gender biases that reinforce societal inequalities and perpetuate stereotypes. The paper argues that large language models performatively reinforce gender biases while also having the potential to counteract them. The authors illustrate gender biases by analyzing specific ChatGPT examples.
Large language models and generative AI, such as ChatGPT, have gained influence over people’s personal lives and work since their launch, and are expected to scale even further. While the promises of generative artificial intelligence are compelling, this technology harbors significant biases, including those related to gender. Gender biases create patterns of behavior and stereotypes that put women, men and gender-diverse people at a disadvantage. Gender inequalities and injustices affect society as a whole. As a social practice, gendering is achieved through the repeated citation of rituals, expectations and norms. Shared understandings are often captured in scripts, including those emerging in and from generative AI, which means that gendered views and gender biases get grafted back into social, political and economic life. This paper’s central argument is that large language models work performatively, which means that they perpetuate and perhaps even amplify old and non-inclusive understandings of gender. Examples from ChatGPT are used here to illustrate some gender biases in AI. However, this paper also puts forward that AI can work to mitigate biases and act to ‘undo gender’.
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On the Dangers of Stochastic Parrots
Emily M. Bender, Timnit Gebru, Angelina McMillan-Major et al. · 2021 · 5.6K citations · Full text
Computing, Computer Science, English +12