Before revision:  We analyze the performance of state-of-the-art models on the VQA task under these logical operations and show that they have difficulty in correctly answering such questions.
After revision:  We analyze the performance of, state-of-the-art models on the VQA task under these logical operations and show that they have difficulty in correctly answering such questions.