sentence1: luong and manning , 2016 ) proposes a hybrid architecture for nmt that translates mostly at the word level and consults the character components for rare words when necessary .
sentence2: luong and manning , 2016 ) presented a neural machine translation system using character rnns only for oov words , dropping the rnn output into a conventional word-based nmt system .