DocumentCode :
1925799
Title :
Some Improvements over the BLEU Metric for Measuring Translation Quality for Hindi
Author :
Chatterjee, Niladri ; Johnson, Anish ; Krishna, Madhav
Author_Institution :
Dept. of Math., Indian Inst. of Technol., New Delhi
fYear :
2007
fDate :
5-7 March 2007
Firstpage :
485
Lastpage :
490
Abstract :
The BLEU translation quality evaluation metric is a modified n-gram precision measure that uses a number of reference translations of a given candidate text in order to evaluate its quality of translation. In this paper, we propose some modifications to this metric so that it suits Indian languages; more specifically, Hindi. The problem of using BLEU in Hindi presents two difficulties: non-availability of multiple references and prevalence of free word order in sentence construction. It is established that the validity of BLEU scores generally increases with the number of reference translations used. Further, Hindi being a free word order language, naive n-gram matching as adopted by BLEU does not accurately predict the quality of a translated text. In our approach we have modified BLEU in order to take care of the above-mentioned shortcomings. Our proposed metric has obtained a closer correlation with human judgment while using just one reference translation
Keywords :
language translation; natural language processing; text analysis; BLEU metric; Hindi language; Indian language; n-gram precision measure; translation quality; Computer applications; Frequency; Humans; Length measurement; Mathematics; Natural languages; Solid modeling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing: Theory and Applications, 2007. ICCTA '07. International Conference on
Conference_Location :
Kolkata
Print_ISBN :
0-7695-2770-1
Type :
conf
DOI :
10.1109/ICCTA.2007.120
Filename :
4127417
Link To Document :
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