Before revision:  We present experiments on the AVSD dataset and demonstrate state-of-the-art results. A human evaluation on the quality of our generated answers shows 12\% relative improvement against prior methods .
After revision:  We present experiments on the AVSD dataset and demonstrate state-of-the-art performances on all evaluation metrics .