(Using the gold root as the starting point in MST may artificially improve our results slightly, but this bias is applied evenly across all the models we compare.) The resulting tree is a valid directed dependency tree, though we follow <cite>Hewitt and Manning (2019)</cite> in evaluating it as undirected, for easier comparison with our MAX method.