While we want to use a parse tree directly as a feature for representing an instance, we do not want to use the entire parse tree as a feature.
while using the entire parse tree enables a richer representation of the syntactic context of the two concepts than using a partial parse tree, the increased complexity of the tree also makes it more difficult for the SVM learner to make generalizations.