Self-learning hearing device may enhance audio input based on an adaptive model. The adaptive, or changeable, model may be updatable in response to, among other things, user settings adjustments. For example, when a user makes a settings adjustment, the context surrounding, or corresponding to, the settings adjustment may be used to update the adaptive model.