In the monolingual experiments, we observe that both dependency tree morphing (MORPH) and nonce sentence generation (NONCE) improve performance, indicating the strong benefits of data augmentation when there are no other resources available except the target treebank itself.
when the number of training data is the lowest (T 10 ), data augmentations improves performance up to 9.3% LAS.