Table 4.
Explanation Consistency (C) and JSD Explanation Consistency () for the baseline models and explanation ensembles across all tasks tested.
| Dataset (Task) | Base mModel | Explanation ensemble | Base model | Explanation ensemble |
|---|---|---|---|---|
| BCW | 0.12282 | 0.4450 (262%) | 0.24682 | 0.273065 (11%) |
| Diabetes (Classification) | 0.58550 | 0.93697 (60%) | 0.51667 | 0.543646 (5%) |
| Diabetes (Regression) | 0.52691 | 0.600067 (13%) | 0.35389 | 0.65568 (85%) |
| Codon Usage (DNA) | 0.34279 | 0.5564 (62%) | 0.28114 | 0.340558 (21%) |
| Codon usage (Kingdom) | 0.22220 | 0.29387 (32%) | 0.34702 | 0.39391 (14%) |
| MIMIC-IV | 0.02433 | 0.10111 (315%) | 0.15518 | 0.17912 (15%) |
The percentage increase from baseline C () to explanation ensemble C is shown in brackets.
Significant values are in [bold].