There are also work on adaptation via retrieving sentences or n-grams in the training data similar to the test set (Farajian et al., 2017;Bapna and Firat, 2019).
as shown in Figure 2, DaFE significantly outperforms back-translation in data-scarce scenarios, as low quality back-translated data can actually be harmful to downstream performance.