We consider mainly two types of content planning model that works on natural language actions: action decoder and classifier, denoted as Act-DEC and Act-CLS, respectively.
an action decoder generates a text span and feed it to the language generation model, while action classifier conducts classification to select one action from the action set given by the training set.