The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output

Melania Duma; Wolfgang Menzel

doi:10.18653/v1/W18-6460

The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output

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Abstract

In this paper, a novel approach to Quality Estimation is introduced, which extends the method in (Duma and Menzel, 2017) by also considering pseudo-reference translations as data sources to the tree and sequence kernels used before. Two variants of the system were submitted to the sentence level WMT18 Quality Estimation Task for the English-German language pair. They have been ranked 4th and 6th out of 13 systems in the SMT track, while in the NMT track ranks 4 and 5 out of 11 submissions have been reached.

Anthology ID:: W18-6460
Volume:: Proceedings of the Third Conference on Machine Translation: Shared Task Papers
Month:: October
Year:: 2018
Address:: Belgium, Brussels
Editors:: Ondřej Bojar, Rajen Chatterjee, Christian Federmann, Mark Fishel, Yvette Graham, Barry Haddow, Matthias Huck, Antonio Jimeno Yepes, Philipp Koehn, Christof Monz, Matteo Negri, Aurélie Névéol, Mariana Neves, Matt Post, Lucia Specia, Marco Turchi, Karin Verspoor
Venue:: WMT
SIG:: SIGMT
Publisher:: Association for Computational Linguistics
Note:
Pages:: 776–781
Language:
URL:: https://aclanthology.org/W18-6460/
DOI:: 10.18653/v1/W18-6460
Bibkey:
Cite (ACL):: Melania Duma and Wolfgang Menzel. 2018. The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 776–781, Belgium, Brussels. Association for Computational Linguistics.
Cite (Informal):: The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output (Duma & Menzel, WMT 2018)
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PDF:: https://aclanthology.org/W18-6460.pdf

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@inproceedings{duma-menzel-2018-benefit,
    title = "The Benefit of Pseudo-Reference Translations in Quality Estimation of {MT} Output",
    author = "Duma, Melania  and
      Menzel, Wolfgang",
    editor = "Bojar, Ond{\v{r}}ej  and
      Chatterjee, Rajen  and
      Federmann, Christian  and
      Fishel, Mark  and
      Graham, Yvette  and
      Haddow, Barry  and
      Huck, Matthias  and
      Yepes, Antonio Jimeno  and
      Koehn, Philipp  and
      Monz, Christof  and
      Negri, Matteo  and
      N{\'e}v{\'e}ol, Aur{\'e}lie  and
      Neves, Mariana  and
      Post, Matt  and
      Specia, Lucia  and
      Turchi, Marco  and
      Verspoor, Karin",
    booktitle = "Proceedings of the Third Conference on Machine Translation: Shared Task Papers",
    month = oct,
    year = "2018",
    address = "Belgium, Brussels",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/W18-6460/",
    doi = "10.18653/v1/W18-6460",
    pages = "776--781",
    abstract = "In this paper, a novel approach to Quality Estimation is introduced, which extends the method in (Duma and Menzel, 2017) by also considering pseudo-reference translations as data sources to the tree and sequence kernels used before. Two variants of the system were submitted to the sentence level WMT18 Quality Estimation Task for the English-German language pair. They have been ranked 4th and 6th out of 13 systems in the SMT track, while in the NMT track ranks 4 and 5 out of 11 submissions have been reached."
}

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%0 Conference Proceedings
%T The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output
%A Duma, Melania
%A Menzel, Wolfgang
%Y Bojar, Ondřej
%Y Chatterjee, Rajen
%Y Federmann, Christian
%Y Fishel, Mark
%Y Graham, Yvette
%Y Haddow, Barry
%Y Huck, Matthias
%Y Yepes, Antonio Jimeno
%Y Koehn, Philipp
%Y Monz, Christof
%Y Negri, Matteo
%Y Névéol, Aurélie
%Y Neves, Mariana
%Y Post, Matt
%Y Specia, Lucia
%Y Turchi, Marco
%Y Verspoor, Karin
%S Proceedings of the Third Conference on Machine Translation: Shared Task Papers
%D 2018
%8 October
%I Association for Computational Linguistics
%C Belgium, Brussels
%F duma-menzel-2018-benefit
%X In this paper, a novel approach to Quality Estimation is introduced, which extends the method in (Duma and Menzel, 2017) by also considering pseudo-reference translations as data sources to the tree and sequence kernels used before. Two variants of the system were submitted to the sentence level WMT18 Quality Estimation Task for the English-German language pair. They have been ranked 4th and 6th out of 13 systems in the SMT track, while in the NMT track ranks 4 and 5 out of 11 submissions have been reached.
%R 10.18653/v1/W18-6460
%U https://aclanthology.org/W18-6460/
%U https://doi.org/10.18653/v1/W18-6460
%P 776-781

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Markdown (Informal)

[The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output](https://aclanthology.org/W18-6460/) (Duma & Menzel, WMT 2018)

The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output (Duma & Menzel, WMT 2018)

ACL

Melania Duma and Wolfgang Menzel. 2018. The Benefit of Pseudo-Reference Translations in Quality Estimation of MT Output. In Proceedings of the Third Conference on Machine Translation: Shared Task Papers, pages 776–781, Belgium, Brussels. Association for Computational Linguistics.