Each point represents maximization over a small hyperparameter grid with early stopping based on WSJ tune set UAS score.
this increases POS  Bohnet and Kuhn (2012) 93.27 91.19 40 Chen and Manning (2014) 91.80 89.60 1 S-LStM (Dyer et al., 2015) table 1: Final WSJ test set results.