In order to expose the parser to more errors, we follow an aggressive-exploration scheme: we sometimes follow incorrect transitions also if they score below correct transitions.
when the score of the correct transition is greater than that of the wrong transition but the difference is smaller than a margin constant, we chose to follow the incorrect action with probability p agg (we use p agg = 0.1 in our experiments).