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

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...

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Bibliographic Details
Main Authors: ZHOU, Kankan, LAI, Yibin, JIANG, Jing
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2022
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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
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Institution: Singapore Management University
Language: English

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