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We present the results from the second shared task on multimodal machine translation and multilingual image description. Nine teams submitted 19 systems to two tasks. The multimodal translation task, in which the source sentence is…

Computation and Language · Computer Science 2017-10-20 Desmond Elliott , Stella Frank , Loïc Barrault , Fethi Bougares , Lucia Specia

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

The EdUKate project combines digital education, linguistics, translation studies, and machine translation to develop multilingual learning materials for Czech primary and secondary schools. Launched through collaboration between a major…

Computation and Language · Computer Science 2025-09-12 Lucie Poláková , Martin Popel , Věra Kloudová , Michal Novák , Mariia Anisimova , Jiří Balhar

This research explores effects of various training settings between Polish and English Statistical Machine Translation systems for spoken language. Various elements of the TED parallel text corpora for the IWSLT 2014 evaluation campaign…

Computation and Language · Computer Science 2015-09-30 Krzysztof Wołk , Krzysztof Marasek

We investigate different approaches to translate between similar languages under low resource conditions, as part of our contribution to the WMT 2020 Similar Languages Translation Shared Task. We submitted Transformer-based bilingual and…

Computation and Language · Computer Science 2020-11-11 Ife Adebara , El Moatez Billah Nagoudi , Muhammad Abdul Mageed

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

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

To date, efforts in the code-switching literature have focused for the most part on language identification, POS, NER, and syntactic parsing. In this paper, we address machine translation for code-switched social media data. We create a…

Computation and Language · Computer Science 2022-02-22 Shuguang Chen , Gustavo Aguilar , Anirudh Srinivasan , Mona Diab , Thamar Solorio

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 Stevens Institute of Technology's submission for the WMT 2022 Shared Task: Code-mixed Machine Translation (MixMT). The task consisted of two subtasks, subtask $1$ Hindi/English to Hinglish and subtask $2$ Hinglish…

Computation and Language · Computer Science 2022-11-18 Abdul Rafae Khan , Hrishikesh Kanade , Girish Amar Budhrani , Preet Jhanglani , Jia Xu

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,…

We describe the design, the evaluation setup, and the results of the 2016 WMT shared task on cross-lingual pronoun prediction. This is a classification task in which participants are asked to provide predictions on what pronoun class label…

We share the findings of the first shared task on improving robustness of Machine Translation (MT). The task provides a testbed representing challenges facing MT models deployed in the real world, and facilitates new approaches to improve…

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 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

This paper describes LIUM submissions to WMT17 News Translation Task for English-German, English-Turkish, English-Czech and English-Latvian language pairs. We train BPE-based attentive Neural Machine Translation systems with and without…

Computation and Language · Computer Science 2017-07-17 Mercedes García-Martínez , Ozan Caglayan , Walid Aransa , Adrien Bardet , Fethi Bougares , Loïc Barrault

This paper presents Adam Mickiewicz University's (AMU) submissions to the constrained track of the WMT 2022 General MT Task. We participated in the Ukrainian $\leftrightarrow$ Czech translation directions. The systems are a weighted…

Computation and Language · Computer Science 2022-09-08 Artur Nowakowski , Gabriela Pałka , Kamil Guttmann , Mikołaj Pokrywka

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

In this paper, we describe our system for the WMT 24 shared task of Low-Resource Indic Language Translation. We consider eng $\leftrightarrow$ {as, kha, lus, mni} as participating language pairs. In this shared task, we explore the…

Computation and Language · Computer Science 2025-06-11 Pramit Sahoo , Maharaj Brahma , Maunendra Sankar Desarkar

We report the findings of the second Complex Word Identification (CWI) shared task organized as part of the BEA workshop co-located with NAACL-HLT'2018. The second CWI shared task featured multilingual and multi-genre datasets divided into…

Computation and Language · Computer Science 2018-04-25 Seid Muhie Yimam , Chris Biemann , Shervin Malmasi , Gustavo H. Paetzold , Lucia Specia , Sanja Štajner , Anaïs Tack , Marcos Zampieri