We add two variations of our model ORACLE-DISCRIM and PRETRAIN-ENC for the transfer scenario to see the performance improvements gained from replacing different components of our model with an oracle/near oracle.
then a decision is made on whether this subtree fails to match the relevant words in the utterance and needs to be replaced.