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We thank all reviewers for their useful feedback. Reviewers acknowledge that NDFs are "well founded", "simple and general, which promises wider applicability"[ There is no evidence that it should work competitively on all classes together. We find that NDF outperforms all baselines. "Is there a test/train split, and are quantitative statistics provided on the test We follow the suggestion and added training time. We also transferred key information into the main paper.