Unsupervised Machine Translation Studies on unsupervised methods have been conducted for both NMT (Lample et al., 2018; Marie and Fujita, 2018) and SMT <cite>(Artetxe et al., 2018b</cite> Table 4 : Error types for which our best system corrected errors well or mostly did not correct on the dev data.