Entity Classification on 4DBInfer (test)
50Churn Rate (AB)XGBoost
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| XGBoostMethod Category=Sup. Tab.2026.05 | 50 | 50 | 50 | 49.68 | 50.84 | 50.1 | 11.5 | |
| AutoGluonMethod Category=Sup. Tab.2026.05 | 50 | 49.69 | 50.96 | 50.81 | 50 | 50.29 | 11.5 | |
| DFS+XGBoostMethod Category=Sup. Tab.2026.05 | 69.22 | 54.21 | 79.06 | 86.75 | 82.51 | 74.35 | 10 | |
| DFS+AutoGluonMethod Category=Sup. Tab.2026.05 | 72.91 | 54.94 | 80.08 | 88.49 | 83.96 | 76.08 | 8.4 | |
| KumoRFM-v1Method Category=Found.2026.05 | 75.59 | 61.11 | 84.36 | 88.92 | 87.87 | 79.17 | 5.5 | |
| GraphSAGEMethod Category=Sup. Rel.2026.05 | 75.71 | 62.39 | 84.7 | 88.61 | 85.58 | 79.4 | 5.2 | |
| GATMethod Category=Sup. Rel.2026.05 | 76.22 | 61.46 | 82.84 | 88.53 | 86.45 | 79.1 | 6.4 | |
| PNAMethod Category=Sup. Rel.2026.05 | 76.45 | 62.49 | 83.67 | 88.96 | 86.64 | 79.64 | 4.6 | |
| KumoRFM-v2Method Category=Found.2026.05 | 77.06 | 61.97 | 84.36 | 88.5 | 87.92 | 79.96 | 4.7 | |
| HGTMethod Category=Sup. Rel.2026.05 | 77.3 | 62.6 | 84.95 | 88.17 | 86.7 | 79.94 | 4.2 | |
| RDBLearnMethod Category=Found.2026.05 | 77.41 | 54.47 | 84.69 | 88.45 | 87.96 | 78.6 | 5 | |
| RELAGENTMethod Category=Found.2026.05 | 79.44 | 62.63 | 86.35 | 89.45 | 89.03 | 81.38 | 1 |