Furthermore, we explore the question of whether adversarial training can be used to improve the performance of the network when we have some unlabeled examples in the target language.
we adapt the Domain Adversarial Neural Network model from (Ganin et al., 2016), which was originally used for domain adaptation, to our crosslanguage setting.