Ideally, by training acoustic models on target non-native speech, one would capture its specific characteristics just as training on native speech does.
in this paradigm, adapting dialogue systems to non-native speakers does not only mean being able to recognize and understand their speech as it is, but also to help them acquire the vocabulary, grammar, and phonetic knowledge necessary to fulfill the task the system was designed for.