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Language models based on the Transformer architecture achieve excellent results in many language-related tasks, such as text classification or sentiment analysis. However, despite the architecture of these models being well-defined, little…

Computation and Language · Computer Science 2025-04-14 Miguel López-Otal , Jorge Gracia , Jordi Bernad , Carlos Bobed , Lucía Pitarch-Ballesteros , Emma Anglés-Herrero

This paper provides an overview of NVIDIA NeMo's neural machine translation systems for the constrained data track of the WMT21 News and Biomedical Shared Translation Tasks. Our news task submissions for English-German (En-De) and…

Computation and Language · Computer Science 2021-11-17 Sandeep Subramanian , Oleksii Hrinchuk , Virginia Adams , Oleksii Kuchaiev

This report describes our VolcTrans system for the WMT22 shared task on large-scale multilingual machine translation. We participated in the unconstrained track which allows the use of external resources. Our system is a transformerbased…

Computation and Language · Computer Science 2022-10-24 Xian Qian , Kai Hu , Jiaqiang Wang , Yifeng Liu , Xingyuan Pan , Jun Cao , Mingxuan Wang

This paper describes the University of Maryland's submission to the Special Task on Formality Control for Spoken Language Translation at \iwslt, which evaluates translation from English into 6 languages with diverse grammatical formality…

Computation and Language · Computer Science 2022-05-16 Elijah Rippeth , Sweta Agrawal , Marine Carpuat

In this paper, we present our submissions to the unified WMT25 Translation Evaluation Shared Task. For the Quality Score Prediction subtask, we create a new generation of MetricX with improvements in the input format and the training…

Computation and Language · Computer Science 2025-10-29 Juraj Juraska , Tobias Domhan , Mara Finkelstein , Tetsuji Nakagawa , Geza Kovacs , Daniel Deutsch , Pidong Wang , Markus Freitag

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

Translate-test is a popular technique to improve the performance of multilingual language models. This approach works by translating the input into English using an external machine translation system, and running inference over the…

Computation and Language · Computer Science 2023-08-03 Julen Etxaniz , Gorka Azkune , Aitor Soroa , Oier Lopez de Lacalle , Mikel Artetxe

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

We present the Charles University system for the MRL~2023 Shared Task on Multi-lingual Multi-task Information Retrieval. The goal of the shared task was to develop systems for named entity recognition and question answering in several…

Computation and Language · Computer Science 2023-10-26 Jindřich Helcl , Jindřich Libovický

Unsupervised neural machine translation (UNMT) has recently achieved remarkable results with only large monolingual corpora in each language. However, the uncertainty of associating target with source sentences makes UNMT theoretically an…

Computer Vision and Pattern Recognition · Computer Science 2019-05-28 Yuanhang Su , Kai Fan , Nguyen Bach , C. -C. Jay Kuo , Fei Huang

This paper describes the submission of the UPC Machine Translation group to the IWSLT 2023 Offline Speech Translation task. Our Speech Translation systems utilize foundation models for speech (wav2vec 2.0) and text (mBART50). We incorporate…

Computation and Language · Computer Science 2023-06-05 Ioannis Tsiamas , Gerard I. Gállego , José A. R. Fonollosa , Marta R. Costa-jussà

Multimodal machine translation (MMT) aims to improve translation quality by incorporating information from other modalities, such as vision. Previous MMT systems mainly focus on better access and use of visual information and tend to…

Computation and Language · Computer Science 2023-09-06 Yaoming Zhu , Zewei Sun , Shanbo Cheng , Luyang Huang , Liwei Wu , Mingxuan Wang

The key challenge of multi-domain translation lies in simultaneously encoding both the general knowledge shared across domains and the particular knowledge distinctive to each domain in a unified model. Previous work shows that the standard…

Computation and Language · Computer Science 2019-11-25 Yong Wang , Longyue Wang , Shuming Shi , Victor O. K. Li , Zhaopeng Tu

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…

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

Data quality is a critical driver of large language model performance, yet existing model-based selection methods focus almost exclusively on English. We introduce MuRating, a scalable framework that transfers high-quality English…

Computation and Language · Computer Science 2026-03-06 Zhixun Chen , Ping Guo , Wenhan Han , Yifan Zhang , Binbin Liu , Haobin Lin , Fengze Liu , Yan Zhao , Bingni Zhang , Taifeng Wang , Yin Zheng , Trevor Cohn , Meng Fang

Although emotions are universal concepts, transferring the different shades of emotion from one language to another may not always be straightforward for human translators, let alone for machine translation systems. Moreover, the cognitive…

Computation and Language · Computer Science 2021-10-01 Hadeel Saadany , Constantin Orasan , Rocio Caro Quintana , Felix do Carmo , Leonardo Zilio

Quality Estimation, as a crucial step of quality control for machine translation, has been explored for years. The goal is to investigate automatic methods for estimating the quality of machine translation results without reference…

Computation and Language · Computer Science 2022-01-03 Jiayi Wang , Ke Wang , Boxing Chen , Yu Zhao , Weihua Luo , Yuqi Zhang

This paper presents a description of CUNI systems submitted to the WMT20 task on unsupervised and very low-resource supervised machine translation between German and Upper Sorbian. We experimented with training on synthetic data and…

Computation and Language · Computer Science 2020-10-23 Ivana Kvapilíková , Tom Kocmi , Ondřej Bojar

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