Paper: Hierarchical Search for Parsing

ACL ID N09-1063
Title Hierarchical Search for Parsing
Venue Human Language Technologies
Session Main Conference
Year 2009
Authors

Both coarse-to-fine and A ∗ parsing use simple grammars to guide search in complex ones. We compare the two approaches in a com- mon, agenda-based framework, demonstrat- ing the tradeoffs and relative strengths of each method. Overall, coarse-to-fine is much faster for moderate levels of search errors, but be- low a certain threshold A ∗ is superior. In addi- tion, we present the first experiments on hier- archical A ∗ parsing, in which computation of heuristics is itself guided by meta-heuristics. Multi-level hierarchies are helpful in both ap- proaches, but are more effective in the coarse- to-fine case because of accumulated slack in A ∗ heuristics.