This leads to a bias towards bigger trees regardless of their fitness for the input MR.
we introduced a novel modification of the perceptron updates to improve scoring of incomplete sentence plans: In addition to updating the weights using the top-scoring candidate t top and the gold-standard tree t gold (see above), we also use their differing subtrees t i top , t i gold for additional updates.