VLStereoSet: A study of stereotypical bias in pre-trained vision-language models

• Main Authors: ZHOU, Kankan, LAI, Yibin, JIANG, Jing
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Databases and Information Systems; Programming Languages and Compilers
• Online Access: https://ink.library.smu.edu.sg/sis_research/7617; https://ink.library.smu.edu.sg/context/sis_research/article/8620/viewcontent/2022.aacl_main.40.pdf
• Institution: Singapore Management University

In this paper we study how to measure stereotypical bias in pre-trained vision-language models. We leverage a recently released text-only dataset, StereoSet, which covers a wide range of stereotypical bias, and extend it into a vision-language probing dataset called VLStereoSet to measure stereotypi...