State-of-theart machine learning techniques including Support Vector Machines (Vapnik, 1995), AdaBoost (Schapire and Singer, 2000) and Maximum Entropy Models (Ratnaparkhi, 1998;Berger et al., 1996) provide high performance classifiers if one has abundant correctly labeled examples.
annotating a large set of examples generally requires a huge amount of human labor and time.