It is then natural to decompose the probability starting from the given word.
the predicted keyword k splits a reply into two (sub-)sequences: Backward sequence: Forward sequence: and the joint probability of remaining words can be written as where p(---|r k , q) refers to the probability of the backward and forward subsequences given the split word r k and an encoded query q.