CMU System Combination in WMT 2011

This paper describes our submissions, cmu-heafield-combo, to the ten tracks of the 2011 Workshop on Machine Translation's system combination task. We show how the combination scheme operates by flexibly aligning system outputs then searching a space constructed from the alignments. Humans judged our combination the best on eight of ten tracks.

[1]  Richard M. Schwartz,et al.  BBN System Description for WMT10 System Combination Task , 2010, WMT@ACL.

[2]  Christiane Fellbaum,et al.  Book Reviews: WordNet: An Electronic Lexical Database , 1999, CL.

[3]  Stephan Vogel,et al.  CMU System Combination for WMT'09 , 2009, WMT@EACL.

[4]  Philipp Koehn,et al.  Moses: Open Source Toolkit for Statistical Machine Translation , 2007, ACL.

[5]  Martin Porter,et al.  Snowball: A language for stemming algorithms , 2001 .

[6]  Alon Lavie,et al.  CMU Multi-Engine Machine Translation for WMT 2010 , 2010, WMT@ACL.

[7]  Matthew G. Snover,et al.  A Study of Translation Edit Rate with Targeted Human Annotation , 2006, AMTA.

[8]  Maria Leonor Pacheco,et al.  of the Association for Computational Linguistics: , 2001 .

[9]  Philipp Koehn,et al.  Europarl: A Parallel Corpus for Statistical Machine Translation , 2005, MTSUMMIT.

[10]  Chris Callison-Burch,et al.  Paraphrasing with Bilingual Parallel Corpora , 2005, ACL.

[11]  Ralph Weischedel,et al.  A STUDY OF TRANSLATION ERROR RATE WITH TARGETED HUMAN ANNOTATION , 2005 .

[12]  Kenneth Heafield,et al.  KenLM: Faster and Smaller Language Model Queries , 2011, WMT@EMNLP.

[13]  Alon Lavie,et al.  METEOR-NEXT and the METEOR Paraphrase Tables: Improved Evaluation Support for Five Target Languages , 2010, WMT@ACL.

[14]  Ondrej Bojar,et al.  CzEng 0.9: Large Parallel Treebank with Rich Annotation , 2009, Prague Bull. Math. Linguistics.

[15]  Sushant Narsale JHU System Combination Scheme for WMT 2010 , 2010, WMT@ACL.

[16]  Salim Roukos,et al.  Bleu: a Method for Automatic Evaluation of Machine Translation , 2002, ACL.