@inproceedings{okimura-etal-2022-impact, title = "On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing", author = "Okimura, Itsuki and Reid, Machel and Kawano, Makoto and Matsuo, Yutaka", editor = "Tafreshi, Shabnam and Sedoc, Jo{\~a}o and Rogers, Anna and Drozd, Aleksandr and Rumshisky, Anna and Akula, Arjun", booktitle = "Proceedings of the Third Workshop on Insights from Negative Results in NLP", month = may, year = "2022", address = "Dublin, Ireland", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2022.insights-1.12/", doi = "10.18653/v1/2022.insights-1.12", pages = "88--93" }