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Due to the nature of human language, historical documents are hard to comprehend by contemporary people. This limits their accessibility to scholars specialized in the time period in which the documents were written. Modernization aims at…

Computation and Language · Computer Science 2019-10-09 Miguel Domingo , Francisco Casacuberta

One of the challenges in a task oriented natural language application like the Google Assistant, Siri, or Alexa is to localize the output to many languages. This paper explores doing this by applying machine translation to the English…

Computation and Language · Computer Science 2021-07-12 Scott Roy , Cliff Brunk , Kyu-Young Kim , Justin Zhao , Markus Freitag , Mihir Kale , Gagan Bansal , Sidharth Mudgal , Chris Varano

Rapid development of Large Language Models (LLMs) and similar automated approaches for translation tasks is increasingly affecting the landscape of translation technologies. As concerns about the outsourcing of translator work to these…

Computers and Society · Computer Science 2026-04-02 Daniel Chechelnitsky , Sireesh Gururaja , Seyi Olojo , Wesley Hanwen Deng , Giuseppe Attanasio , Chrysoula Zerva , Maarten Sap

Translating in real-time, a.k.a. simultaneous translation, outputs translation words before the input sentence ends, which is a challenging problem for conventional machine translation methods. We propose a neural machine translation (NMT)…

Computation and Language · Computer Science 2017-01-12 Jiatao Gu , Graham Neubig , Kyunghyun Cho , Victor O. K. Li

Machine translation systems have been widely adopted in our daily life, making life easier and more convenient. Unfortunately, erroneous translations may result in severe consequences, such as financial losses. This requires to improve the…

Computation and Language · Computer Science 2024-01-02 Quanjun Zhang , Juan Zhai , Chunrong Fang , Jiawei Liu , Weisong Sun , Haichuan Hu , Qingyu Wang

Machine Translation Quality Estimation is a notoriously difficult task, which lessens its usefulness in real-world translation environments. Such scenarios can be improved if quality predictions are accompanied by a measure of uncertainty.…

Computation and Language · Computer Science 2016-07-01 Daniel Beck , Lucia Specia , Trevor Cohn

We introduce MT-LENS, a framework designed to evaluate Machine Translation (MT) systems across a variety of tasks, including translation quality, gender bias detection, added toxicity, and robustness to misspellings. While several toolkits…

Computation and Language · Computer Science 2024-12-17 Javier García Gilabert , Carlos Escolano , Audrey Mash , Xixian Liao , Maite Melero

Modern Machine Translation (MT) systems perform consistently well on clean, in-domain text. However most human generated text, particularly in the realm of social media, is full of typos, slang, dialect, idiolect and other noise which can…

Computation and Language · Computer Science 2019-04-12 Vaibhav Vaibhav , Sumeet Singh , Craig Stewart , Graham Neubig

Neural machine translation systems require large amounts of training data and resources. Even with this, the quality of the translations may be insufficient for some users or domains. In such cases, the output of the system must be revised…

Computation and Language · Computer Science 2019-04-09 Álvaro Peris , Francisco Casacuberta

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

Computation and Language · Computer Science 2025-07-01 Dustin Wright

Recent research suggests that neural machine translation achieves parity with professional human translation on the WMT Chinese--English news translation task. We empirically test this claim with alternative evaluation protocols,…

Computation and Language · Computer Science 2018-08-22 Samuel Läubli , Rico Sennrich , Martin Volk

The interest in statistical machine translation systems increases currently due to political and social events in the world. A proposed Statistical Machine Translation (SMT) based model that can be used to translate a sentence from the…

Computation and Language · Computer Science 2015-06-04 Ahmed G. M. ElSayed , Ahmed S. Salama , Alaa El-Din M. El-Ghazali

Entity-aware machine translation (EAMT) is a complicated task in natural language processing due to not only the shortage of translation data related to the entities needed to translate but also the complexity in the context needed to…

Computation and Language · Computer Science 2025-06-24 An Trieu , Phuong Nguyen , Minh Le Nguyen

The manuscript presents an experiment at implementation of a Machine Translation system in a MapReduce model. The empirical evaluation was done using fully implemented translation systems embedded into the MapReduce programming model. Two…

Computation and Language · Computer Science 2016-11-10 Jernej Vičič , Andrej Brodnik

In this paper, we give an overview of the semantic gap problem in multimedia and discuss how machine learning and symbolic AI can be combined to narrow this gap. We describe the gap in terms of a classical architecture for multimedia…

Artificial Intelligence · Computer Science 2019-12-03 Marcio Ferreira Moreno , Guilherme Lima , Rodrigo Costa Mesquita Santos , Roberto Azevedo , Markus Endler

Semantic communication, emerging as a promising paradigm for data transmission, offers an innovative departure from the constraints of Shannon theory, heralding significant advancements in future communication technologies. Despite the…

Information Theory · Computer Science 2024-05-28 Jinho Choi , Jihong Park , Eleonora Grassucci , Danilo Comminiello

The following is an outline of possible strategies in using semantic web techniques and math with regard to environmental issues. The article uses concrete examples and applications and provides partially a rather basic treatment of…

Digital Libraries · Computer Science 2012-09-11 Nadja Kutz

This paper illustrates our approach to the shared task on large-scale multilingual machine translation in the sixth conference on machine translation (WMT-21). This work aims to build a single multilingual translation system with a…

Computation and Language · Computer Science 2021-09-21 Baohao Liao , Shahram Khadivi , Sanjika Hewavitharana

While sign language translation systems promise to enhance deaf people's access to information and communication, they have been met with strong skepticism from deaf communities due to risks of misrepresenting and oversimplifying the…

Human-Computer Interaction · Computer Science 2026-02-12 Xinru Tang , Anne Marie Piper

Code translation aims to convert code from one programming language to another automatically. It is motivated by the need for multi-language software development and legacy system migration. In recent years, neural code translation has…

Software Engineering · Computer Science 2025-05-13 Xiang Chen , Jiacheng Xue , Xiaofei Xie , Caokai Liang , Xiaolin Ju