Before revision:  By doing so, GCN-L2V is able to capture relationships among locations and provide a better notion of semantic similarity in a spatial environment.
After revision:  By doing so, GCN-L2V is able to capture relationships among locations and provide a better notion of similarity in a spatial environment.