Moreover, we narrow down the action space into a small subspace instead of that used in full-domain setting, and gradually introduce more complex user goals and expand the action space as the training proceeds.
we start from a set of necessary slots and actions to accomplish most of the user goals, and then extend the action space and complexity of user goals once every 20 epoch (after epoch 50).