| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Bayesian network structure discovery | Insurance | SHD35.6 | 26 | |
| Regression | insurance | nRMSE0.378 | 12 | |
| Causal Discovery | Insurance | Precision99 | 9 | |
| Ranking direct causal variables | Insurance Airbag | Average Ranking3.54 | 5 | |
| Ranking direct causal variables | Insurance Antilock | Average Rank8.63 | 5 | |
| Ranking direct causal variables | Insurance Vehicleyear | Average Ranking29.14 | 5 | |
| Ranking direct causal variables | Insurance Othercar | Average Rank2.28 | 5 | |
| Causal Variable Selection | Insurance Airbag | Computation Time (s)2.77 | 5 | |
| Causal Variable Selection | Insurance Antilock | Computation Time (sec)5.72 | 5 | |
| Causal Variable Selection | Insurance Vehicleyear | Computation Time (s)5.33 | 5 | |
| Causal Variable Selection | Insurance Othercar | Computation Time (s)1.13 | 5 | |
| Document Classification | Insurance | AUC0.9195 | 5 | |
| Theme Label Quality | Insurance Out-of-domain | ROUGE-141.8 | 4 | |
| Theme Distribution | Insurance Out-of-domain | Acc54.5 | 4 | |
| Document Image Classification | Insurance | Training Time (hours)2.3 | 3 | |
| Structure Learning | Insurance 27 nodes | Metric- | 0 |