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Pushing the right buttons: adversarial evaluation of quality estimation
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In: Proceedings of the Sixth Conference on Machine Translation ; 625 ; 638 (2022)
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Establishing Interlingua in Multilingual Language Models ...
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Abstract:
Large multilingual language models show remarkable zero-shot cross-lingual transfer performance on a range of tasks. Follow-up works hypothesized that these models internally project representations of different languages into a shared interlingual space. However, they produced contradictory results. In this paper, we correct the famous prior work claiming that "BERT is not an Interlingua" and show that with the proper choice of sentence representation different languages actually do converge to a shared space in such language models. Furthermore, we demonstrate that this convergence pattern is robust across four measures of correlation similarity and six mBERT-like models. We then extend our analysis to 28 diverse languages and find that the interlingual space exhibits a particular structure similar to the linguistic relatedness of languages. We also highlight a few outlier languages that seem to fail to converge to the shared space. The code for replicating our results is available at the following URL: ... : 7 pages, 10 figures ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences; I.2.7; I.2.6
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URL: https://arxiv.org/abs/2109.01207 https://dx.doi.org/10.48550/arxiv.2109.01207
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Translation Transformers Rediscover Inherent Data Domains ...
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Unsupervised quality estimation for neural machine translation
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In: 8 ; 539 ; 555 (2020)
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BERGAMOT-LATTE submissions for the WMT20 quality estimation shared task
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In: 1010 ; 1017 (2020)
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APE through neural and statistical MT with augmented data: ADAPT/DCU submission to the WMT 2019 APE Shared task
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In: Shterionov, Dimitar orcid:0000-0001-6300-797X , Wagner, Joachim orcid:0000-0002-8290-3849 and do Carmo, Félix orcid:0000-0003-4193-3854 (2019) APE through neural and statistical MT with augmented data: ADAPT/DCU submission to the WMT 2019 APE Shared task. In: Fourth Conference on Machine Translation (WMT19), 01-02 Aug 2019, Florence, Italy. (2019)
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Findings of the 2019 Conference on Machine Translation (WMT19)
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In: Barrault, Loïc orcid:0000-0002-0634-6147 , Bojar, Ondřej orcid:0000-0002-0606-0050 , Costa-Jussà, Marta R. orcid:0000-0002-5703-520X , Federmann, Christian, Fishel, Mark and Graham, Yvette (2019) Findings of the 2019 Conference on Machine Translation (WMT19). In: Fourth Conference on Machine Translation, 1-2 Aug 2019, Florence, Italy. (2019)
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Findings of the 2018 Conference on Machine Translation (WMT18)
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In: Bojar, Ondřej orcid:0000-0002-0606-0050 , Federmann, Christian, Fishel, Mark, Graham, Yvette and Haddow, Barry (2018) Findings of the 2018 Conference on Machine Translation (WMT18). In: Third Conference on Machine Translation, 31 Oct- 1 Nov 2018, Brussels, Belgium. (2018)
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Findings of the 2018 conference on machine translation (WMT18)
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In: Bojar, Ondřej orcid:0000-0002-0606-0050 , Federmann, Christian, Fishel, Mark, Graham, Yvette, Haddow, Barry, Huck, Matthias, Koehn, Philipp and Monz, Christof (2018) Findings of the 2018 conference on machine translation (WMT18). In: Third Conference on Machine Translation, Volume 2: Shared Task Papers, 31 Oct - 1 Nov 2018, Brussels, Belgium. (2018)
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Visualizing Neural Machine Translation Attention and Confidence
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In: Prague Bulletin of Mathematical Linguistics , Vol 109, Iss 1, Pp 39-50 (2017) (2017)
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Open-Source Neural Machine Translation API Server
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In: Prague Bulletin of Mathematical Linguistics , Vol 109, Iss 1, Pp 5-14 (2017) (2017)
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Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German ...
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Leveraging Compounds to Improve Noun Phrase Translation from Chinese and German
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In: http://infoscience.epfl.ch/record/209087 (2015)
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Enforcing Consistent Translation of German Compound Coreferences
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Enforcing Consistent Translation of German Compound Coreferences
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In: Mascarell, Laura; Fishel, Mark; Korchagina, Natalia; Volk, Martin (2014). Enforcing Consistent Translation of German Compound Coreferences. In: Konvens, Hildesheim, Germany, 8 October 2014 - 10 October 2014. (2014)
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Ranking translations using error analysis and quality estimation ...
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Fishel, Mark. - : Association for Computational Linguistics, 2013
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