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Evaluation plays a vital role in checking the quality of MT output. It is done either manually or automatically. Manual evaluation is very time consuming and subjective, hence use of automatic metrics is done most of the times. This paper…

计算与语言 · 计算机科学 2015-06-19 Aditi Kalyani , Hemant Kumud , Shashi Pal Singh , Ajai Kumar

For the past 60 years, Research in machine translation is going on. For the development in this field, a lot of new techniques are being developed each day. As a result, we have witnessed development of many automatic machine translators. A…

计算与语言 · 计算机科学 2013-07-25 Nisheeth Joshi , Hemant Darbari , Iti Mathur

Evaluation plays a crucial role in development of Machine translation systems. In order to judge the quality of an existing MT system i.e. if the translated output is of human translation quality or not, various automatic metrics exist. We…

计算与语言 · 计算机科学 2014-04-08 Aditi Kalyani , Hemant Kumud , Shashi Pal Singh , Ajai Kumar , Hemant Darbari

Idiomatic translation remains a significant challenge in machine translation, especially for low resource languages such as Urdu, and has received limited prior attention. To advance research in this area, we introduce the first evaluation…

计算与语言 · 计算机科学 2025-10-21 Muhammad Farmal Khan , Mousumi Akter

Since the 1950s, machine translation (MT) has become one of the important tasks of AI and development, and has experienced several different periods and stages of development, including rule-based methods, statistical methods, and recently…

计算与语言 · 计算机科学 2022-02-23 Lifeng Han

Machine translation has become a critical tool in bridging linguistic gaps, especially between languages as diverse as English and Hindi. This paper comprehensively evaluates various machine translation models for translating between…

计算与语言 · 计算机科学 2025-05-27 Ahan Prasannakumar Shetty

Machine translation (MT) systems are now able to provide very accurate results for high resource language pairs. However, for many low resource languages, MT is still under active research. In this paper, we develop and share a dataset to…

计算与语言 · 计算机科学 2020-04-01 Asmelash Teka Hadgu , Adam Beaudoin , Abel Aregawi

Machine Translation is the challenging problem for Indian languages. Every day we can see some machine translators being developed, but getting a high quality automatic translation is still a very distant dream . The correct translated…

计算与语言 · 计算机科学 2014-07-11 Pooja Gupta , Nisheeth Joshi , Iti Mathur

This paper considers the problem for estimating the quality of machine translation outputs which are independent of human intervention and are generally addressed using machine learning techniques.There are various measures through which a…

计算与语言 · 计算机科学 2013-09-05 Rashmi Gupta , Nisheeth Joshi , Iti Mathur

Machine Translation (MT) Evaluation is an integral part of the MT development life cycle. Without analyzing the outputs of MT engines, it is impossible to evaluate the performance of an MT system. Through experiments, it has been identified…

计算与语言 · 计算机科学 2025-10-08 Nisheeth Joshi , Pragya Katyayan , Palak Arora

The overall translation quality reached by current machine translation (MT) systems for high-resourced language pairs is remarkably good. Standard methods of evaluation are not suitable nor intended to uncover the many translation errors…

计算与语言 · 计算机科学 2024-03-11 Vilém Zouhar , Věra Kloudová , Martin Popel , Ondřej Bojar

Machine translation has gained much attention in recent years. It is a sub-field of computational linguistic which focus on translating text from one language to other language. Among different translation techniques, neural network…

计算与语言 · 计算机科学 2020-01-16 Usman Mohy ud Din

Recent research suggests that neural machine translation (MT) in the news domain has reached human-level performance, but for other professional domains, it is far below the level. In this paper, we conduct a fine-grained systematic human…

计算与语言 · 计算机科学 2021-10-29 Ming Liu , He Zhang , Guanhao Wu

Human evaluation of modern high-quality machine translation systems is a difficult problem, and there is increasing evidence that inadequate evaluation procedures can lead to erroneous conclusions. While there has been considerable research…

计算与语言 · 计算机科学 2022-04-27 Markus Freitag , George Foster , David Grangier , Viresh Ratnakar , Qijun Tan , Wolfgang Macherey

Automatic metrics are fundamental for the development and evaluation of machine translation systems. Judging whether, and to what extent, automatic metrics concur with the gold standard of human evaluation is not a straightforward problem.…

计算与语言 · 计算机科学 2020-06-15 Nitika Mathur , Timothy Baldwin , Trevor Cohn

Machine translation is the process of translating text from one language to another. In this paper, Statistical Machine Translation is done on Assamese and English language by taking their respective parallel corpus. A statistical phrase…

计算与语言 · 计算机科学 2014-07-09 Kalyanee Kanchan Baruah , Pranjal Das , Abdul Hannan , Shikhar Kr. Sarma

In this research paper, I will elaborate on a method to evaluate machine translation models based on their performance on underlying syntactical phenomena between English and Arabic languages. This method is especially important as such…

计算与语言 · 计算机科学 2021-06-04 Ofek Rafaeli , Omri Abend , Leshem Choshen , Dmitry Nikolaev

Machine translation evaluation is a very important activity in machine translation development. Automatic evaluation metrics proposed in literature are inadequate as they require one or more human reference translations to compare them with…

计算与语言 · 计算机科学 2013-11-18 Nisheeth Joshi , Iti Mathur , Hemant Darbari , Ajai Kumar

Machine translation (MT) was developed as one of the hottest research topics in the natural language processing (NLP) literature. One important issue in MT is that how to evaluate the MT system reasonably and tell us whether the translation…

计算与语言 · 计算机科学 2022-01-25 Lifeng Han

Machine Translation (MT) has developed rapidly since the release of Large Language Models and current MT evaluation is performed through comparison with reference human translations or by predicting quality scores from human-labeled data.…

计算与语言 · 计算机科学 2024-11-11 Shun Wang , Ge Zhang , Han Wu , Tyler Loakman , Wenhao Huang , Chenghua Lin
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