However, in practice, for dialogue policy the probabilities of top K values of each slot play a more important role.
the whole belief state of each slot is often approximated by the probabilities of sorted top K values (Gašić and Young, 2014), which can be implemented by sorted K-max pooling (Kalchbrenner et al., 2014).