When comparing between our models, Figure 2 shows that Transfer+EM consistently improves over the Direct Transfer, while the gains are more profound in the low-supervision scenario.
we select 14 prototypes (the most frequent word from each category) for the baseline, while our method only uses ten translation pairs.