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A stylometric study and assessment of machine translators

Suresh, V and Krishnamurthy, Avanthi and Badrinath, Rama and Veni Madhavan, CE (2011) A stylometric study and assessment of machine translators. In: IDA 2011 10th International Symposium, October 29-31, 2011, Porto, Portugal.

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Official URL: http://dx.doi.org/10.1007/978-3-642-24800-9_34

Abstract

In this work we present a statistical approach inspired by stylometry -measurement of author style- to study the characteristics of machine translators. Our approach quantifies the style of a translator in terms of the properties derived from the distribution of stopwords in its output - a standard approach in modern stylometry. Our study enables us to match translated text to the source machine translator that generated them. Also, the stylometric closeness of human generated text to that generated by machine translators provides handles to assess the quality of machine translators.

Item Type: Conference Paper
Additional Information: Copyright of this article belongs to Springer-Verlag Berlin. GERMANY.
Keywords: Machine Translation;Stylometry;Stopwords;Topic Models;LDA
Department/Centre: Division of Electrical Sciences > Computer Science & Automation
Depositing User: Id for Latest eprints
Date Deposited: 19 Mar 2013 09:35
Last Modified: 19 Mar 2013 09:35
URI: http://eprints.iisc.ac.in/id/eprint/46041

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