Before revision: Visual Question Answering (VQA ) models tend to rely on the language bias and thus fail to learn the reasoning from visual knowledge , which is however the original intention of VQA .
After revision: Visual Question Answering (VQA ) models tend to rely on the language bias and thus fail to sufficiently learn the multi-modal knowledge from both vision and language .