We design several AG learning setups: 1) use the best-on-average AG setup from Eskander et al. (2016) ; 2) optimize for language using just the small training vocabulary (unsegmented) and dev vocabulary (segmented) from<cite> Kann et al. (2018)</cite> ; 3) approximate the effect of having some linguistic knowledge; 4) learn from all languages at once and 5) add additional unsupervised data for NH and WX (Section 3).