The title is fraud. It fraudulently report 85% accuracy gain.But the inside it is something else. "FixMatch is a recent semi-supervised approach by Sohn et al. from Google Brain that improved the state of the art in semi-supervised learning(SSL). It is a simpler combination of previous methods such as UDA and ReMixMatch. In this post, we will understand the concept of FixMatch and also see it got 78% median accuracy and 84% maximum accuracy on CIFAR-10 with just 10 labeled images."