We would like to thank all the reviewers for your insightful and constructive reviews and your commendation for the

Neural Information Processing Systems 

Reviewer #1: (1) Concerns on the quality of generated explanations. We will merge this in the revised version. We follow the dataset split used in [7] throughout all experiments. We will add the SoTA results for reference in the revised version. RE/ASC tasks so that annotated explanations are still representative.

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