As a definition for rare words, in this experiment, we call a word to be rare if it appears less that 20 times in the corpus.
bilingual word embedding models like (Zou et al., 2013;Søgaard et al., 2015) train vectors for words in both languages in the same vector space, Hence a translation model can be made by these embeddings and it can be really useful for the task of word alignment.