We also compared against a word-based baseline (without transfer) and two word-based systems using transfer without vocabulary-sharing, corresponding with the method of <cite>Zoph et al. (2016)</cite> ( §2.2): one where the target word embeddings are fine-tuned, and one where they are frozen.