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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

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

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

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

Machine translation is research based area where evaluation is very important phenomenon for checking the quality of MT output. The work is based on the evaluation of English to Urdu Machine translation. In this research work we have…

计算与语言 · 计算机科学 2013-10-03 Vaishali Gupta , Nisheeth Joshi , Iti Mathur

While automatic metrics drive progress in Machine Translation (MT) and Text Summarization (TS), existing metrics have been developed and validated almost exclusively for English and other high-resource languages. This narrow focus leaves…

计算与语言 · 计算机科学 2025-10-09 Amir Hossein Yari , Kalmit Kulkarni , Ahmad Raza Khan , Fajri Koto

Automated metrics for Machine Translation have made significant progress, with the goal of replacing expensive and time-consuming human evaluations. These metrics are typically assessed by their correlation with human judgments, which…

计算与语言 · 计算机科学 2024-12-31 Pius von Däniken , Jan Deriu , Mark Cieliebak

The rapid growth of machine translation (MT) systems has necessitated comprehensive studies to meta-evaluate evaluation metrics being used, which enables a better selection of metrics that best reflect MT quality. Unfortunately, most of the…

计算与语言 · 计算机科学 2023-07-04 Ananya B. Sai , Vignesh Nagarajan , Tanay Dixit , Raj Dabre , Anoop Kunchukuttan , Pratyush Kumar , Mitesh M. Khapra

Machine Translation (MT) evaluation metrics assess translation quality automatically. Recently, researchers have employed MT metrics for various new use cases, such as data filtering and translation re-ranking. However, most MT metrics…

计算与语言 · 计算机科学 2024-10-08 Stefano Perrella , Lorenzo Proietti , Pere-Lluís Huguet Cabot , Edoardo Barba , Roberto Navigli

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

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

Automatic metrics for evaluating translation quality are typically validated by measuring how well they correlate with human assessments. However, correlation methods tend to capture only the ability of metrics to differentiate between good…

计算与语言 · 计算机科学 2024-10-11 Sweta Agrawal , António Farinhas , Ricardo Rei , André F. T. Martins

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

Automatic machine translation metrics typically rely on human translations to determine the quality of system translations. Common wisdom in the field dictates that the human references should be of very high quality. However, there are no…

计算与语言 · 计算机科学 2024-04-11 Vilém Zouhar , Ondřej Bojar

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

With the growth of interpreting technologies, from remote interpreting and Computer-Aided Interpreting to automated speech translation and interpreting avatars, there is now a high demand for ways to quickly and efficiently measure the…

计算与语言 · 计算机科学 2026-01-12 Jonathan Downie , Joss Moorkens

Automatic machine translation (MT) metrics are widely used to distinguish the translation qualities of machine translation systems across relatively large test sets (system-level evaluation). However, it is unclear if automatic metrics are…

计算与语言 · 计算机科学 2023-06-21 Nikita Moghe , Tom Sherborne , Mark Steedman , Alexandra Birch

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 (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

Reordering is a preprocessing stage for Statistical Machine Translation (SMT) system where the words of the source sentence are reordered as per the syntax of the target language. We are proposing a rich set of rules for better reordering.…

计算与语言 · 计算机科学 2016-10-25 Raj Nath Patel , Rohit Gupta , Prakash B. Pimpale , Sasikumar M
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