Knowledge Graph Completion on Warden Alert Transductive
589.8MRMultiTask HR-NBFNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MultiTask HR-NBFNetParadigm=Graph Propagation2026.04 | 589.8 | 0.4134 | 0.3782 | 0.4171 | 0.4926 | |
| ShrinkEQualifier Density=66%2026.04 | 2,692.4 | 0.5026 | 0.486 | 0.504 | 0.536 | |
| ShrinkEQualifier Density=100%2026.04 | 2,701.1 | 0.5104 | 0.49 | 0.518 | 0.554 | |
| AlertStarQualifier Density=33%2026.04 | 3,031.6 | 0.4627 | 0.384 | 0.528 | 0.592 | |
| AlertStarParadigm=Embedding-Based2026.04 | 3,083.1 | 0.462 | 0.398 | 0.504 | 0.564 | |
| ShrinkEQualifier Density=33%2026.04 | 3,087.2 | 0.5012 | 0.482 | 0.506 | 0.54 | |
| AlertStarQualifier Density=66%2026.04 | 3,088.3 | 0.4666 | 0.392 | 0.526 | 0.59 | |
| StarEQualifier Density=66%2026.04 | 3,098.7 | 0.3799 | 0.272 | 0.454 | 0.534 | |
| MultiTask AlertStarQualifier Density=33%2026.04 | 3,174.2 | 0.5582 | 0.52 | 0.575 | 0.635 | |
| AlertStarQualifier Density=100%2026.04 | 3,180.5 | 0.4797 | 0.416 | 0.522 | 0.586 | |
| StarEQualifier Density=33%2026.04 | 3,262.7 | 0.4451 | 0.394 | 0.468 | 0.494 | |
| MultiTask AlertStarQualifier Density=100%2026.04 | 3,307 | 0.5477 | 0.515 | 0.565 | 0.61 | |
| MultiTask AlertStarQualifier Density=66%2026.04 | 3,329 | 0.5328 | 0.5 | 0.555 | 0.58 | |
| MultiTask AlertStarParadigm=Embedding-Based2026.04 | 3,341.5 | 0.5384 | 0.504 | 0.548 | 0.614 | |
| StarEQualifier Density=100%2026.04 | 3,744.6 | 0.4227 | 0.342 | 0.484 | 0.556 | |
| HR-NBFNetParadigm=Graph Propagation2026.04 | 4,182.4 | 0.4785 | 0.4408 | 0.4956 | 0.5465 |