Second, we would like to be able to incorporate general supplemental information rather than being limited by the existence of relevant data.
a good transliteration model should encode a general version of the information provided by a single transliteration, so being able to apply that information would allow us to overcome our dependence on existing data as well as provide more potentially useful information even when a transliteration or transcription already exists.