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.
引用
收藏
页码:485 / +
页数:2
相关论文
共 50 条
  • [21] Measuring the value of water quality improvements in Lake Tai, China
    Zhang, Wei-wen
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2011, 12 (09): : 710 - 719
  • [22] Measuring the value of water quality improvements in Lake Tai, China
    Wei-wen Zhang
    Journal of Zhejiang University-SCIENCE A, 2011, 12 : 710 - 719
  • [23] Measuring the value of water quality improvements in Lake Tai, China
    Wei-wen ZHANG (Department of Land Management
    Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2011, 12 (09) : 710 - 719
  • [24] Measuring the value of water quality improvements in Lake Tai, China
    Weiwen ZHANG Department of Land Management Zhejiang University Hangzhou China
    Journal of Zhejiang University-Science A(Applied Physics & Engineering), 2011, (09) : 710 - 719
  • [25] Measuring word alignment quality for statistical machine translation
    Fraser, Alexander
    Marcu, Daniel
    COMPUTATIONAL LINGUISTICS, 2007, 33 (03) : 293 - 303
  • [26] Measuring the Impact of Spelling Errors on the Quality of Machine Translation
    Galinskaya, Irina
    Gusev, Valentin
    Meshcheryakova, Elena
    Shmatova, Mariya
    LREC 2014 - NINTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2014, : 2683 - 2689
  • [27] Measuring the impact of spelling errors on the quality of machine translation
    20175004519357
    (1) Yandex, 16, Leo Tolstoy St., Moscow; 119021, Russia, 1600, European Media Laboratory GmbH (EML); Holmes Semantic Solutions; IMMI; KDictionaries; VoiceBox Technologies (European Language Resources Association (ELRA)):
  • [28] Method of measuring NEQ as a quality control metric for digital mammography
    Bloomquist, Aili K.
    Mainprize, James G.
    Mawdsley, Gordon E.
    Yaffe, Martin J.
    MEDICAL PHYSICS, 2014, 41 (03)
  • [29] A UNIFIED METRIC OF SOFTWARE COMPLEXITY - MEASURING PRODUCTIVITY, QUALITY, AND VALUE
    GONZALEZ, RR
    JOURNAL OF SYSTEMS AND SOFTWARE, 1995, 29 (01) : 17 - 37
  • [30] A study on the QoS metric for measuring BcN wireless service quality
    Shin, Sun-Young
    Kim, Jin-Chul
    Ha, Sang-Yong
    Lee, Yeong-Ro
    10TH INTERNATIONAL CONFERENCE ON ADVANCED COMMUNICATION TECHNOLOGY, VOLS I-III: INNOVATIONS TOWARD FUTURE NETWORKS AND SERVICES, 2008, : 774 - 776