Before revision:  Fundamentally, however, interpretability is about users' preferences, not the data generation mechanism : it is more natural to formulate interpretability as a utility function.
After revision:  Fundamentally, however, interpretability is about users' preferences, not the data generation mechanism ; it is more natural to formulate interpretability as a utility function.