The labels whose ratio is more than 3% are nn, amod, prep, pobj, dobj, nsubj, num, det, advmod, and poss.
the encoder then takes the word embedding v enc (w i ) and the hidden state h (2) i as the input to a uni-directional LSMt: is the hidden state corresponding to w i .