3 The highest reported result for independent classification of core arguments is 96.0% for a log-linear model using more than 20 additional basic features (Toutanova et al., 2005).
our resulting models with 93.5% and 93.9% accuracy compare favorably to the SVM model with polynomial kernel and show the importance of structure learning.