APS
2023 APS Annual Convention · 2023
At the Crossroads of Social Groups: Intersectionality (class, race, gender) in Word Embeddings Analyses of a Large Language Corpus.
- Kshitish Ghate
Birla Institute of Technology and Science, KK Birla Goa Campus - Tessa Charlesworth
Harvard University - Aylin Caliskan
University of Washington - Mahzarin Banaji
Harvard University
Abstract
We develop and validate a method to identify intersectional social group stereotypes in large-scale language corpora using a new formula applied to static word embeddings. Results demonstrated principles of intersectional emergence: qualitatively new content was associated with intersectional groups (e.g., "women+rich") compared to individual parent groups ("women" or "rich" alone).
Implicit Bias