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This paper describes NTT's submission to the WMT19 robustness task. This task mainly focuses on translating noisy text (e.g., posts on Twitter), which presents different difficulties from typical translation tasks such as news. Our…

计算与语言 · 计算机科学 2019-07-10 Soichiro Murakami , Makoto Morishita , Tsutomu Hirao , Masaaki Nagata

Neural sequence to sequence learning recently became a very promising paradigm in machine translation, achieving competitive results with statistical phrase-based systems. In this system description paper, we attempt to utilize several…

计算与语言 · 计算机科学 2016-06-27 Jindřich Libovický , Jindřich Helcl , Marek Tlustý , Pavel Pecina , Ondřej Bojar

In this paper, we describe our systems submitted to the Building Educational Applications (BEA) 2019 Shared Task (Bryant et al., 2019). We participated in all three tracks. Our models are NMT systems based on the Transformer model, which we…

计算与语言 · 计算机科学 2019-09-13 Jakub Náplava , Milan Straka

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…

计算与语言 · 计算机科学 2019-07-16 Marcin Junczys-Dowmunt

We explore the applicability of machine translation evaluation (MTE) methods to a very different problem: answer ranking in community Question Answering. In particular, we adopt a pairwise neural network (NN) architecture, which…

计算与语言 · 计算机科学 2019-12-09 Francisco Guzmán , Lluís Màrquez , Preslav Nakov

This paper describes SYSTRAN's systems submitted to the WMT 2017 shared news translation task for English-German, in both translation directions. Our systems are built using OpenNMT, an open-source neural machine translation system,…

While Neural Machine Translation (NMT) represents the leading approach to Machine Translation (MT), the outputs of NMT models still require translation post-editing to rectify errors and enhance quality under critical settings. In this…

计算与语言 · 计算机科学 2023-10-25 Vikas Raunak , Amr Sharaf , Yiren Wang , Hany Hassan Awadallah , Arul Menezes

The 2019 WMT Biomedical translation task involved translating Medline abstracts. We approached this using transfer learning to obtain a series of strong neural models on distinct domains, and combining them into multi-domain ensembles. We…

计算与语言 · 计算机科学 2019-06-14 Danielle Saunders , Felix Stahlberg , Bill Byrne

We present our contribution to the SIGMORPHON 2019 Shared Task: Crosslinguality and Context in Morphology, Task 2: contextual morphological analysis and lemmatization. We submitted a modification of the UDPipe 2.0, one of best-performing…

计算与语言 · 计算机科学 2019-08-20 Milan Straka , Jana Straková , Jan Hajič

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…

计算与语言 · 计算机科学 2022-09-08 Artur Nowakowski , Gabriela Pałka , Kamil Guttmann , Mikołaj Pokrywka

To participate in the Isometric Spoken Language Translation Task of the IWSLT 2022 evaluation, constrained condition, AppTek developed neural Transformer-based systems for English-to-German with various mechanisms of length control, ranging…

计算与语言 · 计算机科学 2022-05-13 Patrick Wilken , Evgeny Matusov

In this paper, we study the problem of enabling neural machine translation (NMT) to reuse previous translations from similar examples in target prediction. Distinguishing reusable translations from noisy segments and learning to reuse them…

计算与语言 · 计算机科学 2019-12-02 Qian Cao , Shaohui Kuang , Deyi Xiong

Automatic post-editing (APE) aims to correct errors in machine-translated text, enhancing translation quality, while reducing the need for human intervention. Despite advances in neural machine translation (NMT), the development of…

Users of machine translation (MT) may want to ensure the use of specific lexical terminologies. While there exist techniques for incorporating terminology constraints during inference for MT, current APE approaches cannot ensure that they…

计算与语言 · 计算机科学 2020-10-20 David Wan , Chris Kedzie , Faisal Ladhak , Marine Carpuat , Kathleen McKeown

In this work, we introduce the construction of a machine translation (MT) assisted and human-in-the-loop multilingual parallel corpus with annotations of multi-word expressions (MWEs), named AlphaMWE. The MWEs include verbal MWEs (vMWEs)…

计算与语言 · 计算机科学 2025-12-23 Lifeng Han , Najet Hadj Mohamed , Malak Rassem , Gareth Jones , Alan Smeaton , Goran Nenadic

A current goal in the graph neural network literature is to enable transformers to operate on graph-structured data, given their success on language and vision tasks. Since the transformer's original sinusoidal positional encodings (PEs)…

机器学习 · 计算机科学 2023-04-11 Patrick Soga , David Chiang

We describe the University of Maryland machine translation systems submitted to the WMT17 German-English Bandit Learning Task. The task is to adapt a translation system to a new domain, using only bandit feedback: the system receives a…

计算与语言 · 计算机科学 2017-08-09 Amr Sharaf , Shi Feng , Khanh Nguyen , Kianté Brantley , Hal Daumé

In this report, we present our submission to the WMT 2022 Metrics Shared Task. We build our system based on the core idea of UNITE (Unified Translation Evaluation), which unifies source-only, reference-only, and source-reference-combined…

计算与语言 · 计算机科学 2023-02-20 Yu Wan , Keqin Bao , Dayiheng Liu , Baosong Yang , Derek F. Wong , Lidia S. Chao , Wenqiang Lei , Jun Xie

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…

计算与语言 · 计算机科学 2018-09-05 Marcin Junczys-Dowmunt

adaptNMT is an open-source application that offers a streamlined approach to the development and deployment of Recurrent Neural Networks and Transformer models. This application is built upon the widely-adopted OpenNMT ecosystem, and is…

计算与语言 · 计算机科学 2024-03-07 Séamus Lankford , Haithem Afli , Andy Way