a ↷ b denotes that a tree b is attached to a tree a. rated in standard graph-based models.
• to joint transition-based/graphbased approaches (Zhang and Clark, 2008;Bohnet and Kuhn, 2012) which require a large beam size and make dynamic programming impractical, our two-stage approach can integrate both models with little loss of efficiency.