Introspective Coupling

Train a model on a FIXED set of counterfactual self-explanations — even ones generated by an earlier checkpoint or a different model family — while regularizing its behavior, and its explanations end up matching its own *current* behavior better than the training targets (Self > Orig): explanation training couples the verbal channel to the behavioral one rather than teaching it to imitate the supervision