Hierarchical A* parsing with bridge outside scores

  • Authors:
  • Adam Pauls;Dan Klein

  • Affiliations:
  • University of California at Berkeley;University of California at Berkeley

  • Venue:
  • ACLShort '10 Proceedings of the ACL 2010 Conference Short Papers
  • Year:
  • 2010

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Abstract

Hierarchical A* (HA*) uses of a hierarchy of coarse grammars to speed up parsing without sacrificing optimality. HA* prioritizes search in refined grammars using Viterbi outside costs computed in coarser grammars. We present Bridge Hierarchical A* (BHA*), a modified Hierarchial A* algorithm which computes a novel outside cost called a bridge outside cost. These bridge costs mix finer outside scores with coarser inside scores, and thus constitute tighter heuristics than entirely coarse scores. We show that BHA* substantially outperforms HA* when the hierarchy contains only very coarse grammars, while achieving comparable performance on more refined hierarchies.