@inproceedings{diwan-etal-2022-winoground, title = "Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality", author = "Diwan, Anuj and Berry, Layne and Choi, Eunsol and Harwath, David and Mahowald, Kyle", editor = "Goldberg, Yoav and Kozareva, Zornitsa and Zhang, Yue", booktitle = "Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing", month = dec, year = "2022", address = "Abu Dhabi, United Arab Emirates", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2022.emnlp-main.143/", doi = "10.18653/v1/2022.emnlp-main.143", pages = "2236--2250" }