@inproceedings{chakravarthy-etal-2022-systematicity, title = "Systematicity Emerges in Transformers when Abstract Grammatical Roles Guide Attention", author = "Chakravarthy, Ayush K and Russin, Jacob Labe and O{'}Reilly, Randall", editor = "Ippolito, Daphne and Li, Liunian Harold and Pacheco, Maria Leonor and Chen, Danqi and Xue, Nianwen", booktitle = "Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies: Student Research Workshop", month = jul, year = "2022", address = "Hybrid: Seattle, Washington + Online", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2022.naacl-srw.1/", doi = "10.18653/v1/2022.naacl-srw.1", pages = "1--8" }