%0 Journal Article %T Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality %A Thrush, Tristan %A Jiang, Ryan %A Bartolo, Max %A Singh, Amanpreet %A Williams, Adina %A Kiela, Douwe %A Ross, Candace %A , %J 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) %D 2022-06-01 %I IEEE %~ DeepDyve