Reflecting the Male Gaze: Quantifying Female Objectification in 19th and 20th Century Novels

التفاصيل البيبلوغرافية
العنوان: Reflecting the Male Gaze: Quantifying Female Objectification in 19th and 20th Century Novels
المؤلفون: Luo, Kexin, Mao, Yue, Zhang, Bei, Hao, Sophie
سنة النشر: 2024
المجموعة: Computer Science
مصطلحات موضوعية: Computer Science - Computation and Language
الوصف: Inspired by the concept of the male gaze (Mulvey, 1975) in literature and media studies, this paper proposes a framework for analyzing gender bias in terms of female objectification: the extent to which a text portrays female individuals as objects of visual pleasure. Our framework measures female objectification along two axes. First, we compute an agency bias score that indicates whether male entities are more likely to appear in the text as grammatical agents than female entities. Next, by analyzing the word embedding space induced by a text (Caliskan et al., 2017), we compute an appearance bias score that indicates whether female entities are more closely associated with appearance-related words than male entities. Applying our framework to 19th and 20th century novels reveals evidence of female objectification in literature: we find that novels written from a male perspective systematically objectify female characters, while novels written from a female perspective do not exhibit statistically significant objectification of any gender.
Comment: To appear in LREC-COLING 2024
نوع الوثيقة: Working Paper
URL الوصول: http://arxiv.org/abs/2403.17158
رقم الأكسشن: edsarx.2403.17158
قاعدة البيانات: arXiv