Transliteration Generation and Mining with Limited Training Resources

Sittichai Jiampojamarn, Kenneth Dwyer, Shane Bergsma, Aditya Bhargava, Qing Dou, Mi-Young Kim, Grzegorz Kondrak · 2010

We present DIRECTL+: an online discriminative sequence prediction model based on many-to-many alignments, which is further augmented by the incorporation of joint n-gram features. Experimental results show improvement over the results achieved by DIRECTL in 2009. We also explore a number of diverse resource-free and language-independent approaches to transliteration mining, which range from simple to sophisticated. 1

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