Our model configuration is basically the same as the one originally proposed by Chen and Manning (2014) and then refined by .
we use the arc-standard transition system and extract the same set of features as prior work: words, part of speech tags, and dependency arcs and labels in the surrounding context of the state, as well as k-best tags as proposed by .