Before revision:  In this paper, we investigate a novel architecture named Relation-Aware GCN (RA-GCN ), which efficiently exploits syntactic relation labels and models the relation between words specifically.
After revision:  In this paper, we investigate a novel architecture named Edge-Enhanced Graph Convolution Networks (EE-GCN ), which efficiently exploits syntactic relation labels and models the relation between words specifically.