Title :
A Comparative Study on Applying Hierarchical Phrase-Based and Phrase-Based on Thai-Chinese Translation
Author :
Luekhong, P. ; Sukhauta, R. ; Porkaew, P. ; Ruangrajitpakorn, Taneth ; Supnithi, Thepchai
Author_Institution :
Coll. of Integrated Sci. & Technol., Rajamangala Univ. of Technol. Lanna, Chiang Mai, Thailand
Abstract :
To set an appropriate goal of SMT research for Thai-based translation, the comparative study of potential and suitability between phrase-based translation (PBT) and hierarchical phrase-based translation (HPBT) becomes an initial question. Thai-Chinese language-pair is chosen as experimental subject since they share most of common syntactic pattern and Chinese resource is numerous. Based on standard setting, we gain a result that 3-gram HPBT gains significantly better BLEU point over 3-gram PBT while 3-gram HPBT is approximately equal to 5-gram PBT. Moreover, from the results, a Chinese-to-Thai translation obtains better accuracies than a Thai-to-Chinese translation from every approach.
Keywords :
language translation; natural language processing; 3-gram HPBT; 3-gram PBT; 5-gram PBT; BLEU; Chinese resource; Chinese-to-Thai translation; SMT research; Thai-Chinese language-pair; Thai-to-Chinese translation; common syntactic pattern; hierarchical phrase-based translation; phrase-based translation; Decoding; Feature extraction; Hidden Markov models; Pragmatics; Syntactics; Training; Training data; SMT; Thai-Chinese translation; hierarchical phrase-based translation;
Conference_Titel :
Knowledge, Information and Creativity Support Systems (KICSS), 2012 Seventh International Conference on
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4673-4564-4
DOI :
10.1109/KICSS.2012.23