Summary of the lattice energy prediction scores for pentacene, 5A and 5B (respectively 564, 594 and 936 structures). Our best accuracies on these datasets are estimated from average scores from a 4-fold cross validation (75% of the dataset is used for training). Δ-learning refers to the learning of the difference between W99 and DFT energies.
| Dataset | MAE [kJ mol−1] | RMSE [kJ mol−1] | R 2 |
|---|---|---|---|
| Pentacene (W99) | 0.29 ± 0.03 | 0.49 ± 0.08 | 0.979 |
| Pentacene (DFT) | 0.48 ± 0.04 | 0.68 ± 0.04 | 0.984 |
| Pentacene (Δ) | 0.51 ± 0.04 | 0.70 ± 0.06 | 0.96 |
| 5A (W99) | 0.41 ± 0.02 | 0.59 ± 0.04 | 0.967 |
| 5A (DFT) | 0.64 ± 0.03 | 0.91 ± 0.07 | 0.930 |
| 5A (Δ) | 0.59 ± 0.03 | 0.85 ± 0.06 | 0.85 |
| 5B (W99) | 0.98 ± 0.03 | 1.31 ± 0.03 | 0.877 |
| 5B (DFT) | 1.09 ± 0.03 | 1.44 ± 0.04 | 0.870 |
| 5B (Δ) | 0.74 ± 0.04 | 1.00 ± 0.05 | 0.83 |