Some improvements over the BLEU metric for measuring translation quality for Hindi

被引:0
|
作者
Chatterjee, Niladri [1 ]
Johnson, Anish [2 ]
Krishna, Madhav [2 ]
机构
[1] Indian Inst Technol, Dept Math, New Delhi 110016, India
[2] Netaji Subhas Inst Technol, Div Comp Engn, New Delhi 110075, India
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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.
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收藏
页码:485 / +
页数:2
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