Stacking or Supertagging for Dependency Parsing – What’s the Difference?
Agnieszka Faleńska, Anders J. Björkelund, Özlem Çetinoğlu, Wolfgang Seeker · 2015
Supertagging was recently proposed to provide syntactic features for statistical dependency parsing, contrary to its traditional use as a disambiguation step.We conduct a broad range of controlled experiments to compare this specific application of supertagging with another method for providing syntactic features, namely stacking.We find that in this context supertagging is a form of stacking.We furthermore show that (i) a fast parser and a sequence labeler are equally beneficial in supertagging, (ii) supertagging/stacking improve parsing also in a cross-domain setting, and (iii) there are small gains when combining supertagging and stacking, but only if both methods use different tools.The important consideration is therefore not the method but rather the diversity of the tools involved.