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This work presents our efforts to reproduce the results of the human evaluation experiment presented in the paper of Vamvas and Sennrich (2022), which evaluated an automatic system detecting over- and undertranslations (translations…

Computation and Language · Computer Science 2023-08-15 Ondřej Plátek , Mateusz Lango , Ondřej Dušek

This paper introduces the submission by Huawei Translation Center (HW-TSC) to the WMT24 Indian Languages Machine Translation (MT) Shared Task. To develop a reliable machine translation system for low-resource Indian languages, we employed…

Computation and Language · Computer Science 2024-09-25 Bin Wei , Jiawei Zhen , Zongyao Li , Zhanglin Wu , Daimeng Wei , Jiaxin Guo , Zhiqiang Rao , Shaojun Li , Yuanchang Luo , Hengchao Shang , Jinlong Yang , Yuhao Xie , Hao Yang

This paper presents the submission of the \'Arni Magnusson Institute's team to the WMT24 General translation task. We work on the English->Icelandic translation direction. Our system comprises four translation models and a grammar…

Computation and Language · Computer Science 2024-10-07 Atli Jasonarson , Hinrik Hafsteinsson , Bjarki Ármannsson , Steinþór Steingrímsson

The last decade has witnessed enormous improvements in science and technology, stimulating the growing demand for economic and cultural exchanges in various countries. Building a neural machine translation (NMT) system has become an urgent…

Computation and Language · Computer Science 2025-03-26 Bin Li , Yixuan Weng , Fei Xia , Hanjun Deng

Rapid development of Large Language Models (LLMs) and similar automated approaches for translation tasks is increasingly affecting the landscape of translation technologies. As concerns about the outsourcing of translator work to these…

Computers and Society · Computer Science 2026-04-02 Daniel Chechelnitsky , Sireesh Gururaja , Seyi Olojo , Wesley Hanwen Deng , Giuseppe Attanasio , Chrysoula Zerva , Maarten Sap

Translating literary works has perennially stood as an elusive dream in machine translation (MT), a journey steeped in intricate challenges. To foster progress in this domain, we hold a new shared task at WMT 2023, the first edition of the…

Machine translation (MT) plays an important role in benefiting linguists, sociologists, computer scientists, etc. by processing natural language to translate it into some other natural language. And this demand has grown exponentially over…

Computation and Language · Computer Science 2019-01-07 Ankush Garg , Mayank Agarwal

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 CAiRE's submission to the unsupervised machine translation track of the WMT'19 news shared task from German to Czech. We leverage a phrase-based statistical machine translation (PBSMT) model and a pre-trained language…

Computation and Language · Computer Science 2019-11-19 Zihan Liu , Yan Xu , Genta Indra Winata , Pascale Fung

Interpreters facilitate multi-lingual meetings but the affordable set of languages is often smaller than what is needed. Automatic simultaneous speech translation can extend the set of provided languages. We investigate if such an automatic…

Computation and Language · Computer Science 2021-06-18 Dominik Macháček , Matúš Žilinec , Ondřej Bojar

Back-translation (BT) has become one of the de facto components in unsupervised neural machine translation (UNMT), and it explicitly makes UNMT have translation ability. However, all the pseudo bi-texts generated by BT are treated equally…

Computation and Language · Computer Science 2021-09-24 Jinliang Lu , Jiajun Zhang

Recent advances in neural machine translation (NMT) have pushed the quality of machine translation systems to the point where they are becoming widely adopted to build competitive systems. However, there is still a large number of languages…

Machine-translated text plays a crucial role in the communication of people using different languages. However, adversaries can use such text for malicious purposes such as plagiarism and fake review. The existing methods detected a…

Computation and Language · Computer Science 2019-10-16 Hoang-Quoc Nguyen-Son , Tran Phuong Thao , Seira Hidano , Shinsaku Kiyomoto

This work takes a critical look at the evaluation of user-generated content automatic translation, the well-known specificities of which raise many challenges for MT. Our analyses show that measuring the average-case performance using a…

Computation and Language · Computer Science 2021-10-26 José Carlos Rosales Núñez , Djamé Seddah , Guillaume Wisniewski

While the evaluation of multimodal English-centric models is an active area of research with numerous benchmarks, there is a profound lack of benchmarks or evaluation suites for low- and mid-resource languages. We introduce ZNO-Vision, a…

Computation and Language · Computer Science 2024-11-25 Yurii Paniv , Artur Kiulian , Dmytro Chaplynskyi , Mykola Khandoga , Anton Polishko , Tetiana Bas , Guillermo Gabrielli

Machine translation (MT) systems, especially when designed for an industrial setting, are trained with general parallel data derived from the Web. Thus, their style is typically driven by word/structure distribution coming from the average…

Computation and Language · Computer Science 2021-02-23 Thuy Vu , Alessandro Moschitti

We describe a multi-task learning approach to train a Neural Machine Translation (NMT) model with a Relevance-based Auxiliary Task (RAT) for search query translation. The translation process for Cross-lingual Information Retrieval (CLIR)…

Information Retrieval · Computer Science 2019-06-18 Sheikh Muhammad Sarwar , Hamed Bonab , James Allan

Most of the speech translation models heavily rely on parallel data, which is hard to collect especially for low-resource languages. To tackle this issue, we propose to build a cascaded speech translation system without leveraging any kind…

Computation and Language · Computer Science 2023-05-15 Yu-Kuan Fu , Liang-Hsuan Tseng , Jiatong Shi , Chen-An Li , Tsu-Yuan Hsu , Shinji Watanabe , Hung-yi Lee

Recent work in simultaneous machine translation is often trained with conventional full sentence translation corpora, leading to either excessive latency or necessity to anticipate as-yet-unarrived words, when dealing with a language pair…

Computation and Language · Computer Science 2021-10-20 HyoJung Han , Seokchan Ahn , Yoonjung Choi , Insoo Chung , Sangha Kim , Kyunghyun Cho

This article reports on the third iteration of a survey of computerized tools and technologies taught as part of postgraduate translation training programmes. While the survey was carried out under the aegis of the EMT Network, more than…

Computers and Society · Computer Science 2025-04-01 Andrew Rothwell , Joss Moorkens , Tomas Svoboda