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Related papers: DiDi's Machine Translation System for WMT2020

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Recent research suggests that neural machine translation achieves parity with professional human translation on the WMT Chinese--English news translation task. We empirically test this claim with alternative evaluation protocols,…

Computation and Language · Computer Science 2018-08-22 Samuel Läubli , Rico Sennrich , Martin Volk

This study explores Machine Translationese (MTese) -- the linguistic peculiarities of machine translation outputs -- focusing on the under-researched English-to-Chinese language pair in news texts. We construct a large dataset consisting of…

Computation and Language · Computer Science 2025-06-30 Delu Kong , Lieve Macken

Code-mixed machine translation has become an important task in multilingual communities and extending the task of machine translation to code mixed data has become a common task for these languages. In the shared tasks of WMT 2022, we try…

Computation and Language · Computer Science 2022-10-25 Akshat Gahoi , Jayant Duneja , Anshul Padhi , Shivam Mangale , Saransh Rajput , Tanvi Kamble , Dipti Misra Sharma , Vasudeva Varma

This paper describes our VolcTrans system on WMT20 shared news translation task. We participated in 8 translation directions. Our basic systems are based on Transformer, with several variants (wider or deeper Transformers, dynamic…

Computation and Language · Computer Science 2020-11-20 Liwei Wu , Xiao Pan , Zehui Lin , Yaoming Zhu , Mingxuan Wang , Lei Li

In the field of machine learning, the well-trained model is assumed to be able to recover the training labels, i.e. the synthetic labels predicted by the model should be as close to the ground-truth labels as possible. Inspired by this, we…

Computation and Language · Computer Science 2021-08-30 Lei Zhou , Liang Ding , Kevin Duh , Shinji Watanabe , Ryohei Sasano , Koichi Takeda

Machine translation is the process of translating text from one language to another. In this paper, Statistical Machine Translation is done on Assamese and English language by taking their respective parallel corpus. A statistical phrase…

Computation and Language · Computer Science 2014-07-09 Kalyanee Kanchan Baruah , Pranjal Das , Abdul Hannan , Shikhar Kr. Sarma

Interpreting ancient Chinese has been the key to comprehending vast Chinese literature, tradition, and civilization. In this paper, we propose Erya for ancient Chinese translation. From a dataset perspective, we collect, clean, and classify…

Computation and Language · Computer Science 2023-08-02 Geyang Guo , Jiarong Yang , Fengyuan Lu , Jiaxin Qin , Tianyi Tang , Wayne Xin Zhao

The 2019 WMT Biomedical translation task involved translating Medline abstracts. We approached this using transfer learning to obtain a series of strong neural models on distinct domains, and combining them into multi-domain ensembles. We…

Computation and Language · Computer Science 2019-06-14 Danielle Saunders , Felix Stahlberg , Bill Byrne

In this paper, we propose an effective way for biasing the attention mechanism of a sequence-to-sequence neural machine translation (NMT) model towards the well-studied statistical word alignment models. We show that our novel guided…

Computation and Language · Computer Science 2016-07-07 Wenhu Chen , Evgeny Matusov , Shahram Khadivi , Jan-Thorsten Peter

This paper investigates the development and evaluation of machine translation models from Cantonese to English, where we propose a novel approach to tackle low-resource language translations. The main objectives of the study are to develop…

Computation and Language · Computer Science 2024-05-15 Kung Yin Hong , Lifeng Han , Riza Batista-Navarro , Goran Nenadic

In Machine Translation, assessing the quality of a large amount of automatic translations can be challenging. Automatic metrics are not reliable when it comes to high performing systems. In addition, resorting to human evaluators can be…

Computation and Language · Computer Science 2021-05-31 Vânia Mendonça , Ricardo Rei , Luisa Coheur , Alberto Sardinha , Ana Lúcia Santos

We have implemented a machine translation system, the PolyMath Translator, for LaTeX documents containing mathematical text. The current implementation translates English LaTeX to French LaTeX, attaining a BLEU score of 53.5 on a held-out…

Computation and Language · Computer Science 2020-10-13 Aditya Ohri , Tanya Schmah

This paper describes our system, which placed third in the Multilingual Track (subtask 11), fourth in the Code-Mixed Track (subtask 12), and seventh in the Chinese Track (subtask 9) in the SemEval 2022 Task 11: MultiCoNER Multilingual…

Computation and Language · Computer Science 2022-04-18 Weichao Gan , Yuanping Lin , Guangbo Yu , Guimin Chen , Qian Ye

In multilingual nations like India, access to legal information is often hindered by language barriers, as much of the legal and judicial documentation remains in English. Legal Machine Translation (L-MT) offers a scalable solution to this…

Computation and Language · Computer Science 2025-12-23 Amit Barman , Atanu Mandal , Sudip Kumar Naskar

This report presents an automatic evaluation of the general machine translation task of the Seventh Conference on Machine Translation (WMT22). It evaluates a total of 185 systems for 21 translation directions including high-resource to…

Computation and Language · Computer Science 2022-11-10 Benjamin Marie

This paper describes the Microsoft Translator submissions to the WMT19 news translation shared task for English-German. Our main focus is document-level neural machine translation with deep transformer models. We start with strong…

Computation and Language · Computer Science 2019-07-16 Marcin Junczys-Dowmunt

This paper describes Oregon State University's submissions to the shared WMT'17 task "multimodal translation task I". In this task, all the sentence pairs are image captions in different languages. The key difference between this task and…

Computation and Language · Computer Science 2017-12-15 Mingbo Ma , Dapeng Li , Kai Zhao , Liang Huang

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

We introduce the first open-source model for translation between the vulnerable Chechen language and Russian, and the dataset collected to train and evaluate it. We explore fine-tuning capabilities for including a new language into a large…

Computation and Language · Computer Science 2025-07-18 Abu-Viskhan A. Umishov , Vladislav A. Grigorian

This report outlines our approach for the WMT24 Discourse-Level Literary Translation Task, focusing on the Chinese-English language pair in the Constrained Track. Translating literary texts poses significant challenges due to the nuanced…

Artificial Intelligence · Computer Science 2024-10-01 Yuanchang Luo , Jiaxin Guo , Daimeng Wei , Hengchao Shang , Zongyao Li , Zhanglin Wu , Zhiqiang Rao , Shaojun Li , Jinlong Yang , Hao Yang