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In this paper, we present our submission to the sentence-level MQM benchmark at Quality Estimation Shared Task, named UniTE (Unified Translation Evaluation). Specifically, our systems employ the framework of UniTE, which combined three…

Computation and Language · Computer Science 2023-02-20 Keqin Bao , Yu Wan , Dayiheng Liu , Baosong Yang , Wenqiang Lei , Xiangnan He , Derek F. Wong , Jun Xie

Terminology correctness is important in the downstream application of machine translation, and a prevalent way to ensure this is to inject terminology constraints into a translation system. In our submission to the WMT 2023 terminology…

Computation and Language · Computer Science 2023-10-10 Nikolay Bogoychev , Pinzhen Chen

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

We present a framework for machine translation evaluation using neural networks in a pairwise setting, where the goal is to select the better translation from a pair of hypotheses, given the reference translation. In this framework,…

Computation and Language · Computer Science 2017-10-06 Francisco Guzmán , Shafiq R. Joty , Lluís Màrquez , Preslav Nakov

We present the CUNI-Bergamot submission for the WMT22 General translation task. We compete in English$\rightarrow$Czech direction. Our submission further explores block backtranslation techniques. Compared to the previous work, we measure…

Computation and Language · Computer Science 2022-11-30 Josef Jon , Martin Popel , Ondřej Bojar

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

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

In this paper, we present our submission to Shared Metrics Task: RoBLEURT (Robustly Optimizing the training of BLEURT). After investigating the recent advances of trainable metrics, we conclude several aspects of vital importance to obtain…

Computation and Language · Computer Science 2022-04-29 Yu Wan , Dayiheng Liu , Baosong Yang , Tianchi Bi , Haibo Zhang , Boxing Chen , Weihua Luo , Derek F. Wong , Lidia S. Chao

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 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

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…

We present the contribution of the Unbabel team to the WMT 2019 Shared Task on Quality Estimation. We participated on the word, sentence, and document-level tracks, encompassing 3 language pairs: English-German, English-Russian, and…

Computation and Language · Computer Science 2019-09-13 Fabio Kepler , Jonay Trénous , Marcos Treviso , Miguel Vera , António Góis , M. Amin Farajian , António V. Lopes , André F. T. Martins

This paper describes the Microsoft submission to the WMT2018 news translation shared task. We participated in one language direction -- English-German. Our system follows current best-practice and combines state-of-the-art models with new…

Computation and Language · Computer Science 2018-09-05 Marcin Junczys-Dowmunt

This paper addresses an important problem in Example-Based Machine Translation (EBMT), namely how to measure similarity between a sentence fragment and a set of stored examples. A new method is proposed that measures similarity according to…

cmp-lg · Computer Science 2008-02-03 Lambros Cranias , Harris Papageorgiou , Stelios Piperidis

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

This paper describes DiDi AI Labs' submission to the WMT2020 news translation shared task. We participate in the translation direction of Chinese->English. In this direction, we use the Transformer as our baseline model, and integrate…

Computation and Language · Computer Science 2020-10-19 Tanfang Chen , Weiwei Wang , Wenyang Wei , Xing Shi , Xiangang Li , Jieping Ye , Kevin Knight

Recent advancements in Neural Machine Translation (NMT) models have proved to produce a state of the art results on machine translation for low resource Indian languages. This paper describes the neural machine translation systems for the…

Computation and Language · Computer Science 2020-12-24 Ramchandra Joshi , Rushabh Karnavat , Kaustubh Jirapure , Raviraj Joshi

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

This paper describes the monomodal and multimodal Neural Machine Translation systems developed by LIUM and CVC for WMT17 Shared Task on Multimodal Translation. We mainly explored two multimodal architectures where either global visual…

This paper describes the machine translation systems developed by the Universidade Federal do Rio Grande do Sul (UFRGS) team for the biomedical translation shared task. Our systems are based on statistical machine translation and neural…

Computation and Language · Computer Science 2019-05-07 Felipe Soares , Karin Becker