Before revision:  We benchmark on VQA-v2, GQA, and on VQA-CP which contains a softer version of label shift. Our methods surpass prior supervised methods on VQA-CP and are competitive with methods without object features in fully supervised setting .
After revision:  We benchmark on VQA-v2, GQA, and on VQA-CP challenge, which tests performance under changing linguistic priors .