For the example in Figure 4, the vocabulary distribution, P v , has the word "from" as the most probable word and the entity distribution, P e , has the entity "S. B. Moyo" as the most probable entity.
we use a LSTM decoder, which applies a temporal attention (Bahdanau et al., 2015) to the frame representations at each step.