... functional roles, e.g. subject), andgiven a sentence with verbs, (auxiliary, modal,finite, non-finite, ), and chunks, ( , ), labelall pairs ( ) with a grammatical role2.In this paper, we are ... as a filter operat-ing upon the output of a statistical classifier. Thetypical errors being made by classifiers with onlylocal decisions are: a constituent is assigned to agrammatical role more ... themaximization task, i.e. which constituent is at-tached to which grammatical function and with which impact. Of course, without any further re-strictions, every constituent would get assigned toevery...