(Quarteroni et al., 2012;Damljanovic et al., 2010;Bunescu and Huang, 2010), we opt for the latter approach where tree kernels handle automatic feature engineering.
to detect the question focus word we train a binary SVM classifier with tree kernels applied to the constituency tree representation.