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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…

Computation and Language · Computer Science 2015-06-19 Aditi Kalyani , Hemant Kumud , Shashi Pal Singh , Ajai Kumar

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…

Computation and Language · Computer Science 2014-04-08 Aditi Kalyani , Hemant Kumud , Shashi Pal Singh , Ajai Kumar , Hemant Darbari

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…

Computation and Language · Computer Science 2013-09-05 Rashmi Gupta , Nisheeth Joshi , Iti Mathur

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…

Computation and Language · Computer Science 2013-07-25 Nisheeth Joshi , Hemant Darbari , 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…

Computation and Language · Computer Science 2025-05-27 Ahan Prasannakumar Shetty

Since long, research on machine translation has been ongoing. Still, we do not get good translations from MT engines so developed. Manual ranking of these outputs tends to be very time consuming and expensive. Identifying which one is…

Computation and Language · Computer Science 2013-11-25 Pooja Gupta , Nisheeth Joshi , Iti Mathur

In this study, we present an analysis regarding the performance of the state-of-art Phrase-based Statistical Machine Translation (SMT) on multiple Indian languages. We report baseline systems on several language pairs. The motivation of…

Computation and Language · Computer Science 2017-01-17 Nadeem Jadoon Khan , Waqas Anwar , Nadir Durrani

In this paper we explore various parameter settings of the state-of-art Statistical Machine Translation system to improve the quality of the translation for a `distant' language pair like English-Hindi. We proposed new techniques for…

Computation and Language · Computer Science 2014-01-21 Taraka Rama , Karthik Gali , Avinesh PVS

Machine Translation (MT) is one of the most prominent tasks in Natural Language Processing (NLP) which involves the automatic conversion of texts from one natural language to another while preserving its meaning and fluency. Although the…

Computation and Language · Computer Science 2023-09-26 Kavit Gangar , Hardik Ruparel , Shreyas Lele

Machine Translation is the translation of one natural language into another using automated and computerized means. For a multilingual country like India, with the huge amount of information exchanged between various regions and in…

Computation and Language · Computer Science 2013-04-30 Sugata Sanyal , Rajdeep Borgohain

Machine translation (MT) plays an important role in benefiting linguists, sociologists, computer scientists, etc. by processing natural language to translate it into some other natural language. And this demand has grown exponentially over…

Computation and Language · Computer Science 2019-01-07 Ankush Garg , Mayank Agarwal

In Machine Translation, assessing the quality of a large amount of automatic translations can be challenging. Automatic metrics are not reliable when it comes to high performing systems. In addition, resorting to human evaluators can be…

Computation and Language · Computer Science 2021-05-31 Vânia Mendonça , Ricardo Rei , Luisa Coheur , Alberto Sardinha , Ana Lúcia Santos

In this paper we present an approach for estimating the quality of machine translation system. There are various methods for estimating the quality of output sentences, but in this paper we focus on Na\"ive Bayes classifier to build model…

Computation and Language · Computer Science 2013-12-30 Rashmi Gupta , Nisheeth Joshi , Iti Mathur

Machine Translation is one of the research fields of Computational Linguistics. The objective of many MT Researchers is to develop an MT System that produce good quality and high accuracy output translations and which also covers maximum…

Computation and Language · Computer Science 2015-07-14 Shruti Tyagi , Deepti Chopra , Iti Mathur , Nisheeth Joshi

Current Machine Translation systems achieve very good results on a growing variety of language pairs and data sets. However, it is now well known that they produce fluent translation outputs that often can contain important meaning errors.…

Computation and Language · Computer Science 2023-06-28 Vibhuti Kumari , Narayana Murthy Kavi

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…

Computation and Language · Computer Science 2013-10-03 Vaishali Gupta , Nisheeth Joshi , Iti Mathur

Machine translation (MT) research in Indian languages is still in its infancy. Not much work has been done in proper transliteration of name entities in this domain. In this paper we address this issue. We have used English-Hindi language…

Computation and Language · Computer Science 2014-03-31 Shruti Mathur , Varun Prakash Saxena

Machine Translation for Indian languages is an emerging research area. Transliteration is one such module that we design while designing a translation system. Transliteration means mapping of source language text into the target language.…

Computation and Language · Computer Science 2013-07-15 Juhi Ameta , Nisheeth Joshi , Iti Mathur

Estimating the quality of machine translation systems has been an ongoing challenge for researchers in this field. Many previous attempts at using round-trip translation as a measure of quality have failed, and there is much disagreement as…

Computation and Language · Computer Science 2021-11-02 Nathan Crone , Adam Power , John Weldon

In this paper, an extended combined approach of phrase based statistical machine translation (SMT), example based MT (EBMT) and rule based MT (RBMT) is proposed to develop a novel hybrid data driven MT system capable of outperforming the…

Computation and Language · Computer Science 2017-05-09 Omkar Dhariya , Shrikant Malviya , Uma Shanker Tiwary
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