Although training using augmented text data is rare, generating new questions about images has been studied. The COCO-QA dataset<cite> (Ren et al., 2015)</cite> for VQA was created by parsing COCO captions with a syntactic parser, and then used this to create QA pairs for four kinds of questions using hand-crafted rules.