Since dependency graph has 55 different edge labels, incorporating all of them overparameterizes the model significantly.
following Nguyen and Grishman, 2018;Vashishth et al., 2018a) we use only three edge labels based on the direction of the edge {forward (→), backward (←), selfloop ( )}.