Knowledge Graph Completion on Warden Alert (Inductive)
2,532.5MRMultiTask AlertStar
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MultiTask AlertStarQualifier Density=66%2026.04 | 2,532.5 | 59.68 | 56 | 61 | 68.5 | |
| AlertStarParadigm=Embedding-Based2026.04 | 2,645.2 | 0.428 | 0.34 | 0.49 | 0.562 | |
| MultiTask AlertStarQualifier Density=33%2026.04 | 2,680.2 | 58.6 | 54 | 61 | 68.5 | |
| ShrinkEQualifier Density=33%2026.04 | 2,724 | 46.65 | 43.8 | 47.6 | 52.2 | |
| AlertStarQualifier Density=33%2026.04 | 2,765.3 | 43.71 | 35.2 | 50.4 | 58.4 | |
| ShrinkEQualifier Density=100%2026.04 | 2,784.8 | 45.67 | 43.8 | 44.6 | 52.2 | |
| StarEQualifier Density=33%2026.04 | 2,858.4 | 42.05 | 36.4 | 45.2 | 53 | |
| ShrinkEQualifier Density=66%2026.04 | 2,920 | 46.83 | 44.4 | 47.6 | 51 | |
| MultiTask AlertStarQualifier Density=100%2026.04 | 2,977.9 | 58.38 | 54 | 60.5 | 67.5 | |
| MultiTask AlertStarParadigm=Embedding-Based2026.04 | 3,016.4 | 0.5618 | 0.516 | 0.586 | 0.646 | |
| AlertStarQualifier Density=66%2026.04 | 3,111.1 | 41.53 | 34.2 | 46 | 54.2 | |
| StarEQualifier Density=66%2026.04 | 3,187.6 | 32.09 | 21 | 40.8 | 51.4 | |
| AlertStarQualifier Density=100%2026.04 | 3,289.9 | 42.54 | 32.6 | 50.6 | 58.6 | |
| StarEQualifier Density=100%2026.04 | 3,522.9 | 41.91 | 33.6 | 47.4 | 54.8 | |
| HR-NBFNetParadigm=Graph Propagation2026.04 | 4,616.2 | 0.4666 | 0.4332 | 0.4791 | 0.5283 | |
| MultiTask HR-NBFNetParadigm=Graph Propagation2026.04 | 5,229.5 | 0.4729 | 0.4373 | 0.4849 | 0.5528 |