An Empirical Study on the Robustness of Massively Multilingual Neural Machine Translation

1 code implementation • 13 May 2024 • Supryadi, Leiyu Pan, Deyi Xiong

Massively multilingual neural machine translation (MMNMT) has been proven to enhance the translation quality of low-resource languages.

Is Robustness Transferable across Languages in Multilingual Neural Machine Translation?

no code implementations • 31 Oct 2023 • Leiyu Pan, Supryadi, Deyi Xiong

In particular, we use character-, word-, and multi-level noises to attack the specific translation direction of the multilingual neural machine translation model and evaluate the robustness of other translation directions.

Data Augmentation Machine Translation +1