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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…

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

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

We present the winning entry to the Multilingual Lexical Normalization (MultiLexNorm) shared task at W-NUT 2021 (van der Goot et al., 2021a), which evaluates lexical-normalization systems on 12 social media datasets in 11 languages. We base…

Computation and Language · Computer Science 2021-11-18 David Samuel , Milan Straka

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

This paper describes the multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT18 Shared Task on Multimodal Translation. This year we propose several modifications to our previous multimodal attention architecture…

Computation and Language · Computer Science 2018-09-05 Ozan Caglayan , Adrien Bardet , Fethi Bougares , Loïc Barrault , Kai Wang , Marc Masana , Luis Herranz , Joost van de Weijer

Multilingual Neural Machine Translation (MNMT) enables one system to translate sentences from multiple source languages to multiple target languages, greatly reducing deployment costs compared with conventional bilingual systems. The MNMT…

Computation and Language · Computer Science 2022-07-01 Akiko Eriguchi , Shufang Xie , Tao Qin , Hany Hassan Awadalla

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

In this paper we share findings from our effort to build practical machine translation (MT) systems capable of translating across over one thousand languages. We describe results in three research domains: (i) Building clean, web-mined…

This paper describes the MeMAD project entry to the WMT Multimodal Machine Translation Shared Task. We propose adapting the Transformer neural machine translation (NMT) architecture to a multi-modal setting. In this paper, we also describe…

This paper describes Charles University submission for Multilingual Low-Resource Translation for Indo-European Languages shared task at WMT21. We competed in translation from Catalan into Romanian, Italian and Occitan. Our systems are based…

Computation and Language · Computer Science 2021-09-21 Josef Jon , Michal Novák , João Paulo Aires , Dušan Variš , Ondřej Bojar

Large Language Models (LLMs) have demonstrated remarkable success as general-purpose task solvers across various fields. However, their capabilities remain limited when addressing domain-specific problems, particularly in downstream NLP…

Computation and Language · Computer Science 2025-02-28 Mohamed Bayan Kmainasi , Ali Ezzat Shahroor , Maram Hasanain , Sahinur Rahman Laskar , Naeemul Hassan , Firoj Alam

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 present an approach to neural machine translation (NMT) that supports multiple domains in a single model and allows switching between the domains when translating. The core idea is to treat text domains as distinct languages and use…

Computation and Language · Computer Science 2018-05-08 Sander Tars , Mark Fishel

This paper describes Charles University submission for Terminology translation Shared Task at WMT21. The objective of this task is to design a system which translates certain terms based on a provided terminology database, while preserving…

Computation and Language · Computer Science 2021-09-21 Josef Jon , Michal Novák , João Paulo Aires , Dušan Variš , Ondřej Bojar

In multilingual question answering, either the question needs to be translated into the document language, or vice versa. In addition to direction, there are multiple methods to perform the translation, four of which we explore in this…

Computation and Language · Computer Science 2016-09-28 Ferhan Ture , Elizabeth Boschee

We Microsoft Research Asia made submissions to 11 language directions in the WMT19 news translation tasks. We won the first place for 8 of the 11 directions and the second place for the other three. Our basic systems are built on…

Computation and Language · Computer Science 2019-11-15 Yingce Xia , Xu Tan , Fei Tian , Fei Gao , Weicong Chen , Yang Fan , Linyuan Gong , Yichong Leng , Renqian Luo , Yiren Wang , Lijun Wu , Jinhua Zhu , Tao Qin , Tie-Yan Liu

In multilingual colloquial settings, it is a habitual occurrence to compose expressions of text or speech containing tokens or phrases of different languages, a phenomenon popularly known as code-switching or code-mixing (CMX). We present…

Computation and Language · Computer Science 2022-11-01 Lekan Raheem , Maab Elrashid

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

Existing work in translation demonstrated the potential of massively multilingual machine translation by training a single model able to translate between any pair of languages. However, much of this work is English-Centric by training only…