Improving sentence compression by learning to predict gaze
  We show how eye-tracking corpora can be used to improve sentence compression models, presenting a novel multi-task learning algorithm based on multi-layer LSTMs. We obtain performance competitive with or better than state-of-the-art approaches. 
Sigrid Klerke, Yoav Goldberg and Anders S{\o}gaard
cs.CL