Charniak and Johnson 2005

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This paper is a work in progress by Francis Keith

Citation

"Coarse-to-Fine n-Best Parsing and MaxEnt Discriminative Reranking", Eugene Charniak, Mark Johnson, ACL 2005

Online Version

An online version of this paper can be found here: [1]

Summary

The authors describe a method that uses discriminative reranking for parsing. It uses the standard Charniak parser to generate the 50 best parse trees for a given sentence. They use the 50 parse trees in a MaxEnt reranker. The results show a small improvement over the state of the art (at the time), but is a significantly more efficient.

Getting the -best parses

Reranking the parses