What is the state of the art in the field of NLP?
You are probably aware that deep learning is all the rage these days, and it has touched NLP too. There is a tutorial on it from a recent conference: Deep Learning for Natural Language Processing (without Magic) by Richard Socher and Christopher Manning, who are from Stanford.