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This paper introduces WeChat AI's participation in WMT 2021 shared news translation task on English->Chinese, English->Japanese, Japanese->English and English->German. Our systems are based on the Transformer (Vaswani et al., 2017) with…

Computation and Language · Computer Science 2021-09-14 Xianfeng Zeng , Yijin Liu , Ernan Li , Qiu Ran , Fandong Meng , Peng Li , Jinan Xu , Jie Zhou

This paper introduces WeChat's participation in WMT 2022 shared biomedical translation task on Chinese to English. Our systems are based on the Transformer, and use several different Transformer structures to improve the quality of…

Computation and Language · Computer Science 2022-11-29 Ernan Li , Fandong Meng , Jie Zhou

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

This paper introduces the joint submission of the Beijing Jiaotong University and WeChat AI to the WMT'22 chat translation task for English-German. Based on the Transformer, we apply several effective variants. In our experiments, we…

Computation and Language · Computer Science 2022-11-29 Yunlong Liang , Fandong Meng , Jinan Xu , Yufeng Chen , Jie Zhou

The University of Cambridge submission to the WMT18 news translation task focuses on the combination of diverse models of translation. We compare recurrent, convolutional, and self-attention-based neural models on German-English,…

Computation and Language · Computer Science 2018-08-30 Felix Stahlberg , Adria de Gispert , Bill Byrne

This research presents a fine-grained human evaluation to compare the Transformer and recurrent approaches to neural machine translation (MT), on the translation direction English-to-Chinese. To this end, we develop an error taxonomy…

Computation and Language · Computer Science 2020-06-16 Yuying Ye , Antonio Toral

We present our systems participated in the VLSP 2022 machine translation shared task. In the shared task this year, we participated in both translation tasks, i.e., Chinese-Vietnamese and Vietnamese-Chinese translations. We build our…

Computation and Language · Computer Science 2023-08-16 Hai Long Trieu , Song Kiet Bui , Tan Minh Tran , Van Khanh Tran , Hai An Nguyen

This paper describes NiuTrans neural machine translation systems of the WMT 2021 news translation tasks. We made submissions to 9 language directions, including English$\leftrightarrow$$\{$Chinese, Japanese, Russian, Icelandic$\}$ and…

Neural machine translation (NMT) is one of the best methods for understanding the differences in semantic rules between two languages. Especially for Indo-European languages, subword-level models have achieved impressive results. However,…

Computation and Language · Computer Science 2019-11-11 Wei Zhang , Feifei Lin , Xiaodong Wang , Zhenshuang Liang , Zhen Huang

Neural machine translation (NMT) becomes a new approach to machine translation and generates much more fluent results compared to statistical machine translation (SMT). However, SMT is usually better than NMT in translation adequacy. It is…

Computation and Language · Computer Science 2017-04-24 Long Zhou , Wenpeng Hu , Jiajun Zhang , Chengqing Zong

In the current work, we present a description of the system submitted to WMT 2019 News Translation Shared task. The system was created to translate news text from Lithuanian to English. To accomplish the given task, our system used a Word…

Computation and Language · Computer Science 2019-08-06 Sainik Kumar Mahata , Avishek Garain , Adityar Rayala , Dipankar Das , Sivaji Bandyopadhyay

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

We participated in the WMT 2016 shared news translation task by building neural translation systems for four language pairs, each trained in both directions: English<->Czech, English<->German, English<->Romanian and English<->Russian. Our…

Computation and Language · Computer Science 2016-06-29 Rico Sennrich , Barry Haddow , Alexandra Birch

There are many machine translation (MT) papers that propose novel approaches and show improvements over their self-defined baselines. The experimental setting in each paper often differs from one another. As such, it is hard to determine if…

Computation and Language · Computer Science 2018-05-07 Christian Hadiwinoto , Hwee Tou Ng

The quality of machine translation systems has dramatically improved over the last decade, and as a result, evaluation has become an increasingly challenging problem. This paper describes our contribution to the WMT 2020 Metrics Shared…

Computation and Language · Computer Science 2020-10-21 Thibault Sellam , Amy Pu , Hyung Won Chung , Sebastian Gehrmann , Qijun Tan , Markus Freitag , Dipanjan Das , Ankur P. Parikh

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

Recent studies have demonstrated a perceivable improvement on the performance of neural machine translation by applying cross-lingual language model pretraining (Lample and Conneau, 2019), especially the Translation Language Modeling (TLM).…

Computation and Language · Computer Science 2021-03-15 Yusen Lin , Jiayong Lin , Shuaicheng Zhang , Haoying Dai

In this paper, we introduced our joint team SJTU-NICT 's participation in the WMT 2020 machine translation shared task. In this shared task, we participated in four translation directions of three language pairs: English-Chinese,…

Computation and Language · Computer Science 2020-10-13 Zuchao Li , Hai Zhao , Rui Wang , Kehai Chen , Masao Utiyama , Eiichiro Sumita

Following last year, we have continued to host the WMT translation shared task this year, the second edition of the Discourse-Level Literary Translation. We focus on three language directions: Chinese-English, Chinese-German, and…

Computation and Language · Computer Science 2024-12-17 Longyue Wang , Siyou Liu , Chenyang Lyu , Wenxiang Jiao , Xing Wang , Jiahao Xu , Zhaopeng Tu , Yan Gu , Weiyu Chen , Minghao Wu , Liting Zhou , Philipp Koehn , Andy Way , Yulin Yuan

This paper describes the submissions of Huawei Translation Services Center(HW-TSC) to WMT24 chat translation shared task on English$\leftrightarrow$Germany (en-de) bidirection. The experiments involved fine-tuning models using chat data and…

Computation and Language · Computer Science 2024-09-26 Jinlong Yang , Hengchao Shang , Daimeng Wei , Jiaxin Guo , Zongyao Li , Zhanglin Wu , Zhiqiang Rao , Shaojun Li , Yuhao Xie , Yuanchang Luo , Jiawei Zheng , Bin Wei , Hao Yang
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