This chapter truly lives up to the promise of the book title and it also serves many purposes: First, it is an excellent, self-contained introduction to large-margin methods for machine learning.
genuinely "new developments" in the area of statistical parsing are presented in the invited paper by Michael Collins (chapter 2).