A Appendix 458 A.1 Supplemental Results

Figure 1 illustrates model predictions across every Number Game concept in [33].Figure 6: Model predictions across every Number Game concept in [33] (Figure 1). For the number game, every model has its outputs transformed by a learned Platt transform. Logical concept models do not use Platt transforms. We fit these parameters using Adam with a learning rate of 0.001. For the number game we do 10-fold cross validation to calculate holdout predictions.