Before revision:  In this paper, we investigate  visual question answering (VQA) through the lens of logical transformation and posit that systems that seek to answer questions about images must be robust to these transformations of the question. If a VQA system is able to answer a question , it should also be able to answer the logical composition of questions.
After revision:  In this paper, we investigate visual question answering (VQA) systems trained to answer a question about an image, are able to answer the logical composition of questions.