parser variants are built by varying the parsing algorithm (we used three parsing models: Nivre's arceager (AE), Nivre's arc-standard (AS), and Covington's non-projective model (CN)), and the parsing direction (left to right (→) or right to left (←)), similar to<cite> (Hall et al., 2007)</cite> .