On dual decomposition and linear programming relaxations for natural language processing

This paper introduces dual decomposition as a framework for deriving inference algorithms for NLP problems. The approach relies on standard dynamic-programming algorithms as oracle solvers for sub-problems, together with a simple method for forcing agreement between the different oracles. The...

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Bibliographic Details
Main Authors: Rush, Alexander Matthew, Sontag, David Alexander, Collins, Michael, Jaakkola, Tommi S.
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:en_US
Published: Association for Computational Linguistics 2011
Online Access:http://hdl.handle.net/1721.1/62836
https://orcid.org/0000-0002-2199-0379

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