A Multilingual Neural Machine Translation Model for Biomedical Data
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Abstract (arXiv)
We release a multilingual neural machine translation model, which can be used to translate text in the biomedical domain. The model can translate from 5 languages (French, German, Italian, Korean and Spanish) into English. It is trained with large amounts of generic and biomedical data, using domain tags. Our benchmarks show that it performs near state-of-the-art both on news (generic domain) and biomedical test sets, and that it outperforms the existing publicly released models. We believe that this release will help the large-scale multilingual analysis of the digital content of the COVID-19 crisis and of its effects on society, economy, and healthcare policies. We also release a test set of biomedical text for Korean-English. It consists of 758 sentences from official guidelines and recent papers, all about COVID-19.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 6 Aug 2020.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 1.
7 papers.
- 2023Transformers in Healthcare: A Surveycited by 17
- 2021On the Evaluation of Machine Translation for Terminology Consistencycited by 15
- 2021Natural Language Processing for Smart Healthcarecited by 14
- 2021Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads?cited by 6
- 2021Family of Origin and Family of Choice: Massively Parallel Lexiconized Iterative Pretraining for Severely Low Resource Machine Translationcited by 4
- 2022Can Domains Be Transferred Across Languages in Multi-Domain Multilingual Neural Machine Translation?cited by 1
- 2022Impact of Domain-Adapted Multilingual Neural Machine Translation in the Medical Domaincited by 0
- 2023Transformers in Healthcare: A Survey30 Jun 2023
- 2022Impact of Domain-Adapted Multilingual Neural Machine Translation in the Medical Domain5 Dec 2022
- 2022Can Domains Be Transferred Across Languages in Multi-Domain Multilingual Neural Machine Translation?20 Oct 2022
- 2021Natural Language Processing for Smart Healthcare19 Oct 2021
- 2021On the Evaluation of Machine Translation for Terminology Consistency22 Jun 2021
- 2021Do Multilingual Neural Machine Translation Models Contain Language Pair Specific Attention Heads?31 May 2021
- 2021Family of Origin and Family of Choice: Massively Parallel Lexiconized Iterative Pretraining for Severely Low Resource Machine Translation12 Apr 2021