Before revision:  We first explore the combination of best existing deep learning architectures for visual question answering and machine comprehension to solve DVLQA subsets and show that they are unable to reason well on the joint task .
After revision:  We first explore the best existing vision-language architectures to solve VLQA subsets and show that they are unable to reason well on the joint task .