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BLEU: a Method for Automatic Evaluation of Machine …

BLEU: a MethodforAutomaticEvaluationofMachineTra nslationKishore Papineni,SalimRoukos,ToddWard,andWei-Jin gZhuIBMT. J. monthstofinishandin-volve proposea methodofautomaticma-chinetranslationeval uationthatis quick,inexpensive,andlanguage-independen t,thatcorrelateshighlywithhumanevalu-ati on, presentthismethodasanauto-matedunderstud yto (MT)weighmany aspectsoftranslation,includingade-quacy, fidelity, andfluencyofthetranslation(Hovy,1999;Whi teandO Connell,1994).Acompre-hensive catalogofMTevaluationtechniquesandtheirr ichliteratureis givenbyReeder(2001).

Human evaluations of machine translation (MT) weigh many aspects of translation, including ade-quacy, fidelity , and fluency of the translation (Hovy, 1999; White and O’Connell, 1994). A compre-hensive catalog of MT evaluation techniques and their rich literature is given by Reeder (2001). For the most part, these various human evaluation ap-

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