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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 this paper we describe the CUNI translation system used for the unsupervised news shared task of the ACL 2019 Fourth Conference on Machine Translation (WMT19). We follow the strategy of Artexte et al. (2018b), creating a seed…

Computation and Language · Computer Science 2019-07-31 Ivana Kvapilíková , Dominik Macháček , Ondřej Bojar

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

This paper describes Tilde's submission to the WMT2020 shared task on news translation for both directions of the English-Polish language pair in both the constrained and the unconstrained tracks. We follow our submissions from the previous…

Computation and Language · Computer Science 2020-10-30 Rihards Krišlauks , Mārcis Pinnis

Recent work achieved remarkable results in training neural machine translation (NMT) systems in a fully unsupervised way, with new and dedicated architectures that rely on monolingual corpora only. In this work, we propose to define…

Computation and Language · Computer Science 2018-10-31 Benjamin Marie , Atsushi Fujita

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

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 Facebook FAIR's submission to the WMT19 shared news translation task. We participate in two language pairs and four language directions, English <-> German and English <-> Russian. Following our submission from last…

Computation and Language · Computer Science 2019-07-16 Nathan Ng , Kyra Yee , Alexei Baevski , Myle Ott , Michael Auli , Sergey Edunov

This paper describes the submission of LMU Munich to the WMT 2020 unsupervised shared task, in two language directions, German<->Upper Sorbian. Our core unsupervised neural machine translation (UNMT) system follows the strategy of…

Computation and Language · Computer Science 2020-10-27 Alexandra Chronopoulou , Dario Stojanovski , Viktor Hangya , Alexander Fraser

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

We describe the Universitat d'Alacant submissions to the word- and sentence-level machine translation (MT) quality estimation (QE) shared task at WMT 2018. Our approach to word-level MT QE builds on previous work to mark the words in the…

Computation and Language · Computer Science 2018-11-07 Miquel Esplà-Gomis , Felipe Sánchez-Martínez , Mikel L. Forcada

With the advent of neural machine translation, there has been a marked shift towards leveraging and consuming the machine translation results. However, the gap between machine translation systems and human translators needs to be manually…

Computation and Language · Computer Science 2020-09-29 Jiayi Wang , Ke Wang , Niyu Ge , Yangbing Shi , Yu Zhao , Kai Fan

We reassess the claims of human parity and super-human performance made at the news shared task of WMT 2019 for three translation directions: English-to-German, English-to-Russian and German-to-English. First we identify three potential…

Computation and Language · Computer Science 2020-05-13 Antonio Toral

Automatic Post-Editing (APE) is the task of automatically identifying and correcting errors in the Machine Translation (MT) outputs. We propose a repair-filter-use methodology that uses an APE system to correct errors on the target side of…

Computation and Language · Computer Science 2023-12-19 Akshay Batheja , Sourabh Deoghare , Diptesh Kanojia , Pushpak Bhattacharyya

Unsupervised neural machine translation (NMT) is a recently proposed approach for machine translation which aims to train the model without using any labeled data. The models proposed for unsupervised NMT often use only one shared encoder…

Computation and Language · Computer Science 2018-04-25 Zhen Yang , Wei Chen , Feng Wang , Bo Xu

This paper presents the JHU-Microsoft joint submission for WMT 2021 quality estimation shared task. We only participate in Task 2 (post-editing effort estimation) of the shared task, focusing on the target-side word-level quality…

Computation and Language · Computer Science 2021-09-21 Shuoyang Ding , Marcin Junczys-Dowmunt , Matt Post , Christian Federmann , Philipp Koehn

Automatic post-editing (APE) aims to reduce manual post-editing efforts by automatically correcting errors in machine-translated output. Due to the limited amount of human-annotated training data, data scarcity is one of the main challenges…

Computation and Language · Computer Science 2022-09-19 Xu Zhang , Xiaojun Wan

This paper describes the MeMAD project entry to the IWSLT Speech Translation Shared Task, addressing the translation of English audio into German text. Between the pipeline and end-to-end model tracks, we participated only in the former,…

Computation and Language · Computer Science 2018-10-25 Umut Sulubacak , Jörg Tiedemann , Aku Rouhe , Stig-Arne Grönroos , Mikko Kurimo

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

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