Before revision:  Our final models provide a single system that obtains good results on all vision and language tasks considered, and improves the state of the art in image-grounded conversational applications.
After revision:  Our final models provide a single system that obtains good results on all vision and language tasks considered, and improves the state-of-the-art in image-grounded conversational applications.