Apparently, we need to trade off the efficiency for the accuracy.
the external bilingual data are usually not in the same domain as the utterance, and hence they are not aligned with the slot-value pair and system acts (i.e., (c e s , c e v , a e t ) or (c f s , c f v , a f t )).