Entity Prediction on WikiPeople (all entities)
62MRRMSeaHKG
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MSeaHKG2023.05 | 62 | 0.479 | 0.41 | |
| KREPEPrediction Scope=All positions including qualifiers (All)2026.05 | 52.2 | 43.9 | 66.6 | |
| MAYPLPrediction Scope=All positions including qualifiers (All)2026.05 | 52.1 | 44.6 | 65.9 | |
| MAYPLPrediction Scope=Primary triplets (Pri)2026.05 | 51.9 | 44.4 | 65.7 | |
| KREPEPrediction Scope=Primary triplets (Pri)2026.05 | 51.9 | 43.7 | 66.3 | |
| HDiffPrediction Scope=Primary triplets (Pri)2026.05 | 51.2 | 44.7 | 64.2 | |
| HAHEPrediction Scope=Primary triplets (Pri)2026.05 | 50.9 | 44.7 | 63.9 | |
| GRANPrediction Scope=Primary triplets (Pri)2026.05 | 50.3 | 43.8 | 62 | |
| HDiffPrediction Scope=All positions including qualifiers (All)2026.05 | 50.2 | 43 | 63.9 | |
| Hy-TransformerPrediction Scope=Primary triplets (Pri)2026.05 | 50.1 | 42.6 | 63.4 | |
| HAHE2023.05 | 49.5 | 0.42 | 0.631 | |
| HAHEPrediction Scope=All positions including qualifiers (All)2026.05 | 49.5 | 42 | 63.1 | |
| FormerGNNPrediction Scope=Primary triplets (Pri)2026.05 | 49.4 | 39.2 | 65.3 | |
| StarEPrediction Scope=Primary triplets (Pri)2026.05 | 49.1 | 39.8 | 64.8 | |
| KREPE2026.05 | 49.1 | 40.6 | 64.2 | |
| MAYPL2026.05 | 48.8 | 40.5 | 63.5 | |
| HAHEablation=without node-bias2023.05 | 48.7 | 0.405 | 0.611 | |
| ShrinkEPrediction Scope=Primary triplets (Pri)2026.05 | 48.5 | 43.1 | 60.1 | |
| HAHEablation=without global attention2023.05 | 48.3 | 0.407 | 0.612 | |
| HAHEablation=without edge-bias2023.05 | 48.3 | 0.407 | 0.612 | |
| GRAN2023.05 | 47.9 | 0.41 | 0.631 | |
| HyperFormerPrediction Scope=Primary triplets (Pri)2026.05 | 47.3 | 36.1 | 64.6 | |
| HySAE2026.05 | 45.4 | 37.3 | 60.3 | |
| HJE2026.05 | 45 | 37.5 | 58.2 | |
| HyCubE2026.05 | 44.8 | 36.8 | 59.2 | |
| PolygonE2026.05 | 43.1 | 33.4 | 56.8 | |
| HCNet2026.05 | 42.1 | 34.4 | 56.5 | |
| GAHE2026.05 | 41.5 | 32 | 56.2 | |
| MSeaKG2026.05 | 39.2 | 29 | 55.3 | |
| RAM2026.05 | 38 | 27.9 | 53.9 | |
| StarE2023.05 | 37.8 | 0.265 | 0.542 | |
| S2S2026.05 | 37.2 | 27.7 | 53.3 | |
| HyConvE2026.05 | 36.2 | 27.5 | 50.1 | |
| HINGE2023.05 | 35 | 0.282 | 0.467 | |
| NeuInfer2026.05 | 35 | 28.2 | 46.7 | |
| tNaLP2026.05 | 35 | 28.8 | 47.1 | |
| NaLP2023.05 | 33.8 | 0.272 | 0.466 | |
| NaLP2026.05 | 33.8 | 27.2 | 46.6 | |
| NeuInfer2023.05 | 33.3 | 0.259 | 0.477 | |
| RAE2023.05 | 30.6 | 0.172 | 0.32 | |
| m-TransH2023.05 | 30.2 | — | — | |
| HypE2026.05 | 28.2 | 14.8 | 48.7 | |
| RAE2026.05 | 17.2 | 10.2 | 32 |