The superiority of weakly supervised methods (e.g., FULL+SL+SYM) over unsupervised methods is especially pronounced for distant and typologi-cally heterogeneous language pairs.
our study also indicates that even carefully engineered projection-based methods with some seed supervision yield lower absolute performance for such pairs.