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Nearly all previous work on neural machine translation (NMT) has used quite restricted vocabularies, perhaps with a subsequent method to patch in unknown words. This paper presents a novel word-character solution to achieving open…

Computation and Language · Computer Science 2016-06-24 Minh-Thang Luong , Christopher D. Manning

This paper presents the findings from the third edition of the Chat Translation Shared Task. As with previous editions, the task involved translating bilingual customer support conversations, specifically focusing on the impact of…

Computation and Language · Computer Science 2024-10-16 Wafaa Mohammed , Sweta Agrawal , M. Amin Farajian , Vera Cabarrão , Bryan Eikema , Ana C. Farinha , José G. C. de Souza

This paper describes the University of Edinburgh's submissions to the WMT17 shared news translation and biomedical translation tasks. We participated in 12 translation directions for news, translating between English and Czech, German,…

Although the problem of similar language translation has been an area of research interest for many years, yet it is still far from being solved. In this paper, we study the performance of two popular approaches: statistical and neural. We…

Computation and Language · Computer Science 2020-02-26 Magdalena Biesialska , Lluis Guardia , Marta R. Costa-jussà

In the current work, we present a description of the system submitted to WMT 2018 News Translation Shared task. The system was created to translate news text from Finnish to English. The system used a Character Based Neural Machine…

Computation and Language · Computer Science 2019-08-02 Sainik Kumar Mahata , Dipankar Das , Sivaji Bandyopadhyay

This paper describes DiDi AI Labs' submission to the WMT2020 news translation shared task. We participate in the translation direction of Chinese->English. In this direction, we use the Transformer as our baseline model, and integrate…

Computation and Language · Computer Science 2020-10-19 Tanfang Chen , Weiwei Wang , Wenyang Wei , Xing Shi , Xiangang Li , Jieping Ye , Kevin Knight

We explore the effectiveness of character-level neural machine translation using Transformer architecture for various levels of language similarity and size of the training dataset on translation between Czech and Croatian, German,…

Computation and Language · Computer Science 2023-08-09 Josef Jon , Ondřej Bojar

The University of Edinburgh participated in the WMT22 shared task on code-mixed translation. This consists of two subtasks: i) generating code-mixed Hindi/English (Hinglish) text generation from parallel Hindi and English sentences and ii)…

Computation and Language · Computer Science 2022-10-21 Faheem Kirefu , Vivek Iyer , Pinzhen Chen , Laurie Burchell

This paper describes the system developed at the Universitat Polit\`ecnica de Catalunya for the Workshop on Machine Translation 2022 Sign Language Translation Task, in particular, for the sign-to-text direction. We use a Transformer model…

Computation and Language · Computer Science 2022-12-05 Laia Tarrés , Gerard I. Gàllego , Xavier Giró-i-Nieto , Jordi Torres

This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture…

Computation and Language · Computer Science 2018-09-05 Ozan Caglayan , Adrien Bardet , Fethi Bougares , Loïc Barrault , Kai Wang , Marc Masana , Luis Herranz , Joost van de Weijer

This paper describes Tencent AI Lab - Shanghai Jiao Tong University (TAL-SJTU) Low-Resource Translation systems for the WMT22 shared task. We participate in the general translation task on English$\Leftrightarrow$Livonian. Our system is…

Computation and Language · Computer Science 2022-10-18 Zhiwei He , Xing Wang , Zhaopeng Tu , Shuming Shi , Rui Wang

Lexically constrained machine translation allows the user to manipulate the output sentence by enforcing the presence or absence of certain words and phrases. Although current approaches can enforce terms to appear in the translation, they…

Computation and Language · Computer Science 2021-09-16 Josef Jon , João Paulo Aires , Dušan Variš , Ondřej Bojar

We describe Facebook's multilingual model submission to the WMT2021 shared task on news translation. We participate in 14 language directions: English to and from Czech, German, Hausa, Icelandic, Japanese, Russian, and Chinese. To develop…

Computation and Language · Computer Science 2021-08-10 Chau Tran , Shruti Bhosale , James Cross , Philipp Koehn , Sergey Edunov , Angela Fan

This paper describes the machine translation system developed jointly by Baidu Research and Oregon State University for WMT 2019 Machine Translation Robustness Shared Task. Translation of social media is a very challenging problem, since…

Computation and Language · Computer Science 2019-06-25 Renjie Zheng , Hairong Liu , Mingbo Ma , Baigong Zheng , Liang Huang

Gender bias in machine translation can manifest when choosing gender inflections based on spurious gender correlations. For example, always translating doctors as men and nurses as women. This can be particularly harmful as models become…

Computation and Language · Computer Science 2020-10-14 Tom Kocmi , Tomasz Limisiewicz , Gabriel Stanovsky

This paper describes the AMU-UEDIN submissions to the WMT 2016 shared task on news translation. We explore methods of decode-time integration of attention-based neural translation models with phrase-based statistical machine translation.…

Computation and Language · Computer Science 2016-06-24 Marcin Junczys-Dowmunt , Tomasz Dwojak , Rico Sennrich

Despite the extensive amount of labeled datasets in the NLP text classification field, the persistent imbalance in data availability across various languages remains evident. To support further fair development of NLP models, exploring the…

Computation and Language · Computer Science 2025-02-06 Daryna Dementieva , Valeriia Khylenko , Georg Groh

This paper describes the University of Sydney's submission of the WMT 2019 shared news translation task. We participated in the Finnish$\rightarrow$English direction and got the best BLEU(33.0) score among all the participants. Our system…

Computation and Language · Computer Science 2019-07-02 Liang Ding , Dacheng Tao

Machine translation is evolving quite rapidly in terms of quality. Nowadays, we have several machine translation systems available in the web, which provide reasonable translations. However, these systems are not perfect, and their quality…

Computation and Language · Computer Science 2015-10-16 Krzysztof Wołk , Krzysztof Marasek , Wojciech Glinkowski

Translating text into a language unknown to the text's author, dubbed outbound translation, is a modern need for which the user experience has significant room for improvement, beyond the basic machine translation facility. We demonstrate…