1. A method comprising: overgenerating potential pronunciations by converting portions of symbolic input into a number of possible lexical pronunciation variants based on an established set of conversion rules, wherein the symbolic input comprises labeled speech data; selecting, via a processor of a computing device, pronunciations in a speech recognition context from the potential pronunciations, to yield selected potential pronunciations; and retraining the established set of conversion rules based on the selected potential pronunciations.