Before revision:   In this paper, we investigate how to capture and mitigate language bias in VQA.
After revision:  Recent debiasing methods proposed to exclude the language prior during inference. However, they fail to disentangle the "good" language context and "bad" language bias from the whole. In this paper, we investigate how to capture and mitigate language bias in VQA.