The parser has access to several labelled examples of the predicate-argument structure of rester, which in many other cases is translated with remain and has the same predicate-argument structure as rester.
the most striking result that we can read from table 1 is that the joint syntactic-semantic learning step results in large improvements, especially for argument labelling, where the F-measure increases from 54% to 65% for the unfiltered data.