SampleRank

Most learning algorithms for undirected graphical models require complete inference over at least one instance before parameter up- dates can be made. SampleRank is a rank- based learning framework that …...

AbstractMost recent improvements in NLP come from changes to the neural network architectures modeling the text input. Yet, state-of-the-art models often rely on simple approaches to model the label space, …...