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The University of Edinburgh-Uppsala University’s Submission to the WMT 2020 Chat Translation Task
In: Proceedings of the 5th Conference on Machine Translation ; 5th Conference on Machine Translation ; https://hal.archives-ouvertes.fr/hal-02981159 ; 5th Conference on Machine Translation, Nov 2020, Online, Unknown Region (2020)
Abstract: International audience ; This paper describes the joint submission of the University of Edinburgh and Uppsala University to the WMT'20 chat translation task for both language directions (English↔German). We use existing state-of-the-art machine translation models trained on news data and fine-tune them on in-domain and pseudo-in-domain web crawled data. We also experiment with (i) adaptation using speaker and domain tags and (ii) using different types and amounts of preceding context. We observe that contrarily to expectations, exploiting context degrades the results (and on analysis the data is not highly contextual). However using domain tags does improve scores according to the automatic evaluation. Our final primary systems use domain tags and are ensembles of 4 models, with noisy channel reranking of outputs. Our en-de system was ranked second in the shared task while our de-en system outperformed all the other systems.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; Chat; Context; Dialogue; Domain adaptation; English; German; Machine translation; Shared task
URL: https://hal.archives-ouvertes.fr/hal-02981159
https://hal.archives-ouvertes.fr/hal-02981159/file/WMT_2020_Chat.pdf
https://hal.archives-ouvertes.fr/hal-02981159/document
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2
"To imagine a language means to imagine a form of life?" A discourse analysis of English and German reader responses to sex-/gender-neutral language in "The Cook and the Carpenter" [Online resource]
In: International journal of literary linguistics : IJLL 9 (2020) 1, 1-21
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3
EXMARaLDA Demo corpus 1.1 ...
Hamburger Zentrum Für Sprachkorpora. - : Universität Hamburg, 2020
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4
EXMARaLDA Demo corpus 1.1 ...
Hamburger Zentrum Für Sprachkorpora. - : Universität Hamburg, 2020
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5
Anglicisms in German radio media: A comparative study of the public service and private broadcasting sector
Schaefer, Sarah Josefine. - : NUI Galway, 2020
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6
Scientific Language – A Comparative Analysis of English, German and Russian ...
Altenbach, Holm. - : Technology and Language, 1(1), 1-5, 2020
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7
Focus Particles and Extraction – An Experimental Investigation of German and English Focus Particles in Constructions with Leftward Association ...
Jäger, Marion. - : Universität Tübingen, 2020
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8
English relative clauses in a cross-Germanic perspective
In: Nordlyd ; 44 (2020), 1. - S. 93-115. - University of Tromsø, Department of Linguistics. - ISSN 0332-7531 (2020)
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9
English as a Bridge: An L3-Approach to Contrastive Linguistics
Livio Gaeta. - : Bloomsbury Academic, 2020. : country:GBR, 2020. : place:London, Oxford, 2020
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10
Focus Particles and Extraction – An Experimental Investigation of German and English Focus Particles in Constructions with Leftward Association
Jäger, Marion. - : Universität Tübingen, 2020
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11
English relative clauses in a cross-Germanic perspective
In: Nordlyd: Tromsø University Working Papers on Language & Linguistics, Vol 44, Iss 1 (2020) (2020)
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12
German Passives and English Benefactives
In: Nordlyd: Tromsø University Working Papers on Language & Linguistics, Vol 44, Iss 1 (2020) (2020)
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13
Grammatical gender acquisition in sequential trilinguals: Influence of a gendered L1 vs. L2
In: Proceedings of the Linguistic Society of America; Vol 5, No 1 (2020): Proceedings of the Linguistic Society of America; 331–344 ; 2473-8689 (2020)
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