Our simple yet novel way of combining the dialogue act representations of the context and response with the utterance representations of the context and response promotes cross similarities, and thereby bring in ensemble characteristics in the model.
the ensemble model outperforms all other non-ensemble models, and is robust to the errors made by any underlying components of the ensemble.