In prior work of SRL, considerable attention has been paid to feature engineering that struggles to capture sufficient discriminative information, while neural network models are capable of extracting features automatically.
syntactic information, including syntactic tree feature, has been show extremely beneficial to SRL since a larger scale of empirical verification of Punyakanok et al.