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This paper describes QCRI's machine translation systems for the IWSLT 2016 evaluation campaign.
K. Papineni, S. Roukos, T. Ward, and W.-J. Zhu, “BLEU: A Method for Automatic Evaluation of Machine Translation,” in Proceedings of the 40th Annual Meeting on Association for Computational Linguistics , ser. ACL ’02, Morristown, NJ, USA, 2002, pp. 311–318
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P. Koehn, H. Hoang, A. Birch, C. Callison-Burch, M. Federico, N. Bertoldi, B. Cowan, W. Shen, C. Moran, R. Zens, C. Dyer, O. Bojar, A. Constantin, and E. Herbst, “Moses: Open source toolkit for statistical machine translation,” in Proceedings of the Association for Computational Linguistics (ACL’07) , Prague, Czech Republic, 2007
2007
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M. Galley and C. D. Manning, “A Simple and Effective Hierarchical Phrase Reordering Model,” in Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing , Honolulu, Hawaii, October 2008, pp. 848–856. [Online]. Available: http://www.aclweb.org/anthology/D08-1089
2008
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A. Axelrod, X. He, and J. Gao, “Domain adaptation via pseudo in-domain data selection,” in Proceedings of the Conference on Empirical Methods in Natural Language Processing , ser. EMNLP ’11, Edinburgh, United Kingdom, 2011
2011
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N. Durrani, H. Schmid, and A. Fraser, “A joint sequence translation model with integrated reordering,” in Proceedings of the Association for Computational Linguistics: Human Language Technologies (ACL-HLT’11) , Portland, OR, USA, 2011
2011
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K. Heafield and A. Lavie, “CMU system combination in WMT 2011,” in Proceedings of the EMNLP 2011 Sixth Workshop on Statistical Machine Translation , Edinburgh, Scotland, United Kingdom, July 2011, pp. 145–151. [Online]. Available: http://kheafield.com/professional/avenue/wmt_2011.pdf
2011
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K. Heafield, “KenLM: Faster and Smaller Language Model Queries,” in Proceedings of the Sixth Workshop on Statistical Machine Translation , Edinburgh, Scotland, United Kingdom, July 2011, pp. 187–197. [Online]. Available: http://kheafield.com/professional/avenue/kenlm.pdf
2011
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C. Cherry and G. Foster, “Batch tuning strategies for statistical machine translation,” in Proceedings of the 2012 Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies , ser. NAACL-HLT ’12, Montréal, Canada, 2012
2012
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H. Sajjad, A. Fraser, and H. Schmid, “A statistical model for unsupervised and semi-supervised transliteration mining,” in Proceedings of the Association for Computational Linguistics (ACL’12) , Jeju, Korea, 2012
2012
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H. Sajjad, F. Guzmán, P. Nakov, A. Abdelali, K. Murray, F. A. Obaidli, and S. Vogel, “QCRI at IWSLT 2013: Experiments in Arabic-English and English-Arabic spoken language translation,” in Proceedings of the 10th International Workshop on Spoken Language Technology (IWSLT-13) , December 2013
2013
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F. Guzmán, H. Sajjad, S. Vogel, and A. Abdelali, “The AMARA corpus: Building resources for translating the web’s educational content,” in Proceedings of the 10th International Workshop on Spoken Language Technology (IWSLT-13) , December 2013
2013
Cited alongside, same era.
C. Dyer, V. Chahuneau, and N. A. Smith, “A simple, fast, and effective reparameterization of ibm model 2,” in Proceedings of NAACL’13 , 2013
2013
Cited alongside, same era.
A. Abdelali, F. Guzman, H. Sajjad, and S. Vogel, “The AMARA corpus: Building parallel language resources for the educational domain,” in Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC’14) , Reykjavik, Iceland, May 2014
2014
Cited alongside, same era.
N. Durrani, P. Koehn, H. Schmid, and A. Fraser, “Investigating the usefulness of generalized word representations in smt,” in Proceedings of the 25th Annual Conference on Computational Linguistics , ser. COLING’14, Dublin, Ireland, 2014, pp. 421–432
2014
M.-T. Luong and C. D. Manning, “Stanford neural machine translation systems for spoken language domain,” in International Workshop on Spoken Language Translation , Da Nang, Vietnam, 2015
2015
Later among the works it cites.
N. Durrani, H. Schmid, A. Fraser, P. Koehn, and H. Schütze, “The Operation Sequence Model – Combining N-Gram-based and Phrase-based Statistical Machine Translation,” Computational Linguistics , vol. 41, no. 2, pp. 157–186, 2015
2015
Later among the works it cites.
S. Joty, H. Sajjad, N. Durrani, K. Al-Mannai, A. Abdelali, and S. Vogel, “How to Avoid Unwanted Pregnancies: Domain Adaptation using Neural Network Models,” in Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing , Lisbon, Portugal, September 2015
2015
Later among the works it cites.
R. Sennrich, B. Haddow, and A. Birch, “Edinburgh neural machine translation systems for wmt 16,” in Proceedings of the First Conference on Machine Translation . Berlin, Germany: Association for Computational Linguistics, August 2016, pp. 371–376. [Online]. Available: http://www.aclweb.org/anthology/W16-2323
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Cited alongside, same era.
A. Pasha, M. Al-Badrashiny, M. Diab, A. El Kholy, R. Eskander, N. Habash, M. Pooleery, O. Rambow, and R. M. Roth, “MADAMIRA: A fast, comprehensive tool for morphological analysis and disambiguation of Arabic,” in Proceedings of the Language Resources and Evaluation Conference , ser. LREC ’14, Reykjavik, Iceland, 2014, pp. 1094–1101
2014
Cited alongside, same era.
A. Birch, M. Huck, N. Durrani, N. Bogoychev, and P. Koehn, “Edinburgh SLT and MT system description for the IWSLT 2014 evaluation,” in Proceedings of the 11th International Workshop on Spoken Language Translation , ser. IWSLT ’14, Lake Tahoe, CA, USA, 2014
2014
Cited alongside, same era.
J. Devlin, R. Zbib, Z. Huang, T. Lamar, R. Schwartz, and J. Makhoul, “Fast and robust neural network joint models for statistical machine translation,” in Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , 2014
2014
Cited alongside, same era.
N. Durrani, H. Sajjad, H. Hoang, and P. Koehn, “Integrating an unsupervised transliteration model into statistical machine translation,” in Proceedings of the 15th Conference of the European Chapter of the ACL (EACL 2014) , Gothenburg, Sweden, April 2014
2014
Cited alongside, same era.
2015
Cited alongside, same era.
N. Durrani, H. Sajjad, S. Joty, A. Abdelali, and S. Vogel, “Using joint models for domain adaptation in statistical machine translation,” in Proceedings of the Fifteenth Machine Translation Summit (MT Summit XV) . Florida, USA: AMTA, November 2015
2015
Cited alongside, same era.
2016
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M. Ziemski, M. Junczys-Dowmunt, and B. Pouliquen, “The united nations parallel corpus v1.0,” in Proceedings of the Tenth International Conference on Language Resources and Evaluation LREC 2016, Portorož, Slovenia, May 23-28, 2016 , 2016
2016
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P. Lison and J. Tiedemann, “Opensubtitles2016: Extracting large parallel corpora from movie and tv subtitles,” in Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016) . European Language Resources Association (ELRA), may 2016
2016
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O. Bojar, R. Chatterjee, C. Federmann, Y. Graham, B. Haddow, M. Huck, A. Jimeno Yepes, P. Koehn, V. Logacheva, C. Monz, M. Negri, A. Neveol, M. Neves, M. Popel, M. Post, R. Rubino, C. Scarton, L. Specia, M. Turchi, K. Verspoor, and M. Zampieri, “Findings of the 2016 conference on machine translation,” in Proceedings of the First Conference on Machine Translation . Berlin, Germany: Association for Computational Linguistics, August 2016, pp. 131–198. [Online]. Available: http://www.aclweb.org/anthology/W/W16/W16-2301
2016
Later among the works it cites.
A. Abdelali, K. Darwish, N. Durrani, and H. Mubarak, “Farasa: A fast and furious segmenter for arabic,” in Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Demonstrations . San Diego, California: Association for Computational Linguistics, June 2016, pp. 11–16. [Online]. Available: http://www.aclweb.org/anthology/N16-3003
2016
Later among the works it cites.
2016
Later among the works it cites.
N. Durrani, A. Fraser, H. Schmid, H. Hoang, and P. Koehn, “Can markov models over minimal translation units help phrase-based smt?” in Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers) . Sofia, Bulgaria: Association for Computational Linguistics, August 2013, pp. 399–405. [Online]. Available: http://www.aclweb.org/anthology/P13-2071
2071
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