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1
Findings of the AmericasNLP 2021 Shared Task on Open Machine Translation for Indigenous Languages of the Americas ...
Mager, Manuel; Oncevay, Arturo; Ebrahimi, Abteen. - : Association for Computational Linguistics, 2021
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AmericasNLI: Evaluating Zero-shot Natural Language Understanding of Pretrained Multilingual Models in Truly Low-resource Languages ...
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Proceedings of the First Workshop on Natural Language Processing for Indigenous Languages of the Americas
In: Proceedings of the First Workshop on Natural Language Processing for Indigenous Languages of the Americas. Edited by: Mager, Manuel; Oncevay, Arturo; Rios, Annette; Meza Ruiz, Ivan Vladimir; Palmer, Alexis; Neubig, Graham; Kann, Katharina (2021). Online: Association for Computational Linguistics. (2021)
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The University of Edinburgh’s English-Tamil and English-Inuktitut Submissions to the WMT20 News Translation Task
In: Proceedings of the 5th Conference on Machine Translation ; 5th Conference on Machine Translation ; https://hal.archives-ouvertes.fr/hal-02981153 ; 5th Conference on Machine Translation, Nov 2020, Online, Unknown Region (2020)
Abstract: International audience ; We describe the University of Edinburgh's submissions to the WMT20 news translation shared task for the low resource language pair English-Tamil and the mid-resource language pair English-Inuktitut. We use the neural machine translation transformer architecture for all submissions and explore a variety of techniques to improve translation quality to compensate for the lack of parallel training data. For the very low-resource English-Tamil, this involves exploring pretraining, using both language model objectives and translation using an unrelated high-resource language pair (German-English), and iterative backtransla-tion. For English-Inuktitut, we explore the use of multilingual systems, which, despite not being part of the primary submission, would have achieved the best results on the test set.
Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; Inuktitut; Machine translation; Shared task; Tamil
URL: https://hal.archives-ouvertes.fr/hal-02981153/document
https://hal.archives-ouvertes.fr/hal-02981153/file/UEDIN_WMT20_System_description-7.pdf
https://hal.archives-ouvertes.fr/hal-02981153
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5
Bridging Linguistic Typology and Multilingual Machine Translation with Multi-View Language Representations ...
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Revisiting Neural Language Modelling with Syllables ...
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Towards a Multi-view Language Representation: A Shared Space of Discrete and Continuous Language Features ...
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Towards a Multi-view Language Representation: A Shared Space of Discrete and Continuous Language Features ...
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