%0 Conference Proceedings %T On the Impact of Data Augmentation on Downstream Performance in Natural Language Processing %A Okimura, Itsuki %A Reid, Machel %A Kawano, Makoto %A Matsuo, Yutaka %Y Tafreshi, Shabnam %Y Sedoc, João %Y Rogers, Anna %Y Drozd, Aleksandr %Y Rumshisky, Anna %Y Akula, Arjun %S Proceedings of the Third Workshop on Insights from Negative Results in NLP %D 2022 %8 May %I Association for Computational Linguistics %C Dublin, Ireland %F okimura-etal-2022-impact %R 10.18653/v1/2022.insights-1.12 %U https://aclanthology.org/2022.insights-1.12/ %U https://doi.org/10.18653/v1/2022.insights-1.12 %P 88-93