Finally, with the input of the question vector q, the slot-value vector d and the embedding vector v of dialogue act type, the decoder generates the answer sequence Y .
the slot-value vector d 1 is a one-hot representation of the slot-value pairs which can regularize the generation process and ensure the information adequacy of answers as suggested by (Wen et al., 2015).