Review for NeurIPS paper: Fast, Accurate, and Simple Models for Tabular Data via Augmented Distillation

I am not sure what the Green cross, diamond etc indicate, are those distilled models, and from which automl system were they obtained? Moreover, I am rather skeptical seeing only the mean. I would have loved to understand where your methods is significantly better and when does it fail, like a best-case, worst-case, average-case analysis. Reporting the mean alone can be misleading. In Section 3.1 (Maximum Pseudo-likelihood Estimation) Tabular data typically contains numerical, categorical, and text-based data.