Before revision:  We conducted a preliminary empirical study on Chinese medical multiple-choice question answering, English natural language inference  and commonsense question answering tasks.
After revision:  It leverages the knowledge entailed in explanations as an additional distillation signal for more efficient learning. We conduct a preliminary study on Chinese medical multiple-choice question answering, English natural language inference and commonsense question answering tasks.