Before revision:  We incorporate this knowledge into a state-of-the-art multi-task model that reproduces human assistant policies , improving over content selection baselines by 13  points.
After revision:  We incorporate this knowledge into a state-of-the-art multi-task model that reproduces human assistant policies and improves over a BERT content model by 13 points.