Link Prediction on WikiPeople
75.2MRRHEHRGNN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HEHRGNN2026.02 | 75.2 | 71.2 | 81 | 90.5 | |
| HAHEEntity Prediction Scope=subject/object2024.11 | 49.8 | 41.8 | — | 61 | |
| HAHEEntity Prediction Scope=all entities2024.11 | 49.7 | 42.1 | — | 61.4 | |
| HyperSATEntity Prediction Scope=all entities2024.11 | 49.6 | 43 | — | 61.3 | |
| UniHREntity Prediction Scope=subject/object2024.11 | 49.6 | 41.9 | — | 61.9 | |
| UniHREntity Prediction Scope=all entities2024.11 | 49.6 | 42 | — | 62.1 | |
| HyperSATEntity Prediction Scope=subject/object2024.11 | 49.3 | 42.7 | — | 61 | |
| STARE2026.02 | 49.1 | 39.8 | — | 59.2 | |
| ShrinkEEntity Prediction Scope=subject/object2024.11 | 48.5 | 43.1 | — | 60.1 | |
| GRANEntity Prediction Scope=all entities2024.11 | 48 | 41.1 | — | 59.9 | |
| HyNTEntity Prediction Scope=subject/object2024.11 | 47.9 | 41.1 | — | 60.1 | |
| HyNTEntity Prediction Scope=all entities2024.11 | 47.8 | 40.9 | — | 60.1 | |
| GRANEntity Prediction Scope=subject/object2024.11 | 47.7 | 40.8 | — | 59.6 | |
| HINGE2026.02 | 47.6 | 41.5 | — | 58.5 | |
| StarEEntity Prediction Scope=subject/object2024.11 | 45.8 | 36.4 | — | 61.1 | |
| NaLP-Fix2026.02 | 42 | 34.3 | — | 55.6 | |
| NYLONEntity Prediction Scope=subject/object2024.11 | 38.5 | 29.9 | — | 52.7 | |
| NYLONEntity Prediction Scope=all entities2024.11 | 38.4 | 30 | — | 52 | |
| tNaLPEntity Prediction Scope=all entities2024.11 | 36.1 | 29 | — | 49 | |
| NaLPEntity Prediction Scope=all entities2024.11 | 36 | 27.5 | — | 50.3 | |
| tNaLPEntity Prediction Scope=subject/object2024.11 | 35.8 | 28.8 | — | 48.6 | |
| NaLPEntity Prediction Scope=subject/object2024.11 | 35.6 | 27.1 | — | 49.9 | |
| m-TransH2026.02 | 6.3 | 6.3 | — | 30 | |
| RAE2026.02 | 5.9 | 5.9 | — | 30.6 |