Suggestions on building machine transliteration models

I’m trying to build a english to assamese transliteration model. I tried character level NMT with attention, but not satisfied with the results, considering the Assamese language consists of prefix/suffixes. Currently exploring WFST. Has anybody worked on something similar?

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