We will show how BP's "message-passing" discipline offers a principled way for higher-order features to incrementally adjust the numerical edge weights that are fed to a fast first-order parser.
the first-order parser is influenced by higher-order interactions among edges-but not asymptotically slowed down by considering the interactions itself.