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政大機構典藏 > 資訊學院 > 資訊科學系 > 期刊論文 > Item 140.119/69778

Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/69778

Title:	Effects of Combining Bilingual and Collocational Information on Translation of English and Chinese Verb-Noun Pairs
Authors:	劉昭麟 Chuang,Yi-Hsuan Liu,Chao-Lin Chang,Jing-Shin
Contributors:	資科系
Keywords:	Information retrieval;Learning to rank;Query-level loss function;RankCosine
Date:	2012-09
Issue Date:	2014-09-11 10:43:51 (UTC+8)
Abstract:	We studied a special case of the translation of English verbs in verb-object pairs. Researchers have studied the effects of the linguistic information of the verbs being translated, and many have reported how considering the objects of the verbs will facilitate the quality of translation. In this study, we took an extreme approach - assuming the availability of the Chinese translation of the English object. In a related exploration, we examined how the availability of the Chinese translation of the English verb influences the translation quality of the English nouns in verb phrases with analogous procedures. We explored the issue with 35 thousand VN pairs that we extracted from the training data obtained from the 2011 NTCIR PatentMT workshop and with 4.8 thousand VN pairs that we extracted from a bilingual version of Scientific American magazine. The results indicated that, when the English verbs and objects were known, the additional information about the Chinese translations of the English verbs (or nouns) could improve the translation quality of the English nouns (or verbs) but not significantly. Further experiments were conducted to compare the quality of translation achieved by our programs and by human subjects. Given the same set of information for translation decisions, human subjects did not outperform our programs, reconfirming that good translations depend heavily on contextual information of wider ranges.
Relation:	Computational Linguistics and Chinese Language Processing,17(3),1-28
Data Type:	article
Appears in Collections:	[資訊科學系] 期刊論文

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