For dependency parsing, an effective guiding feature is the dependency path between the hypothetic head and modifier, as shown in Figure 3.
our effort is not limited to this, and more special features are introduced: A classification label or dependency path is attached to each feature of the baseline classifier to generate combined guiding features.