Introduction to the Special Issue on Deep Structured Learning for Natural Language Processing

Active learning in the college classroom has long been promoted as more effective than traditional lecture. Increased adoption of these instructional practices is recommended in several prominent national reports as well as a new National Science ...

High demand for computation resources severely hinders deployment of large-scale Deep Neural Networks (DNN) in resource constrained devices. In this work, we propose a Structured Sparsity Learning (SSL) method to regularize the structures (i.e., filters,...