On top of the neural network, we introduce a probabilistic structured layer, defining a conditional log-linear model over nonprojective trees.
l is not negligible comparing to n. It should be noticed that in our labeled model, for different dependency label l we use the same vector representation ϕ(x i ) for each word x i .