For Malt, we obtain an absolute LAS increase of 8.8% on the discussion forum data and an improvement of 5.6% on the Twitter data.
some progress has also been achieved in adapting parsers to new domains using semi-supervised and unsupervised approaches involving some labelled source domain training data, little, if any, labelled target domain data and large quantities of unlabelled target domain data.