Experiments on 28 target languages demonstrate that adversarial training significantly improves the overall transfer performances under several different settings.
we leverage unlabeled sentences from auxiliary languages and adversarial training to induce language-agnostic encoders to improve the performances of the cross-lingual dependency parsing.