Relation Prediction on Aggregate (FB15K, FB15K-237, WN18, WN18RR, NELL995, DDB14) (test)
1Entity Distance (ED)FMS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| FMSType=GNN-based2026.06 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | |
| PathConType=GNN-based2026.06 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 | |
| ConType=GNN-based2026.06 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | 3 | |
| PathType=GNN-based2026.06 | 4 | 5 | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | |
| TransEType=Translational/Semantic-based2026.06 | 5 | 4 | 7 | 6 | 5 | 5 | 5 | 5 | 7 | 4 | |
| QuatEType=Translational/Semantic-based2026.06 | 6 | 6 | 5 | 5 | 6 | 6 | 6 | 6 | 6 | 6 | |
| RotatEType=Translational/Semantic-based2026.06 | 7 | 7 | 6 | 7 | 7 | 7 | 7 | 7 | 6 | 9 | |
| DRUMType=Rule-based2026.06 | 8 | 8 | 9 | 8 | 8 | 8 | 8 | 8 | 8 | 7 | |
| SimplEType=Translational/Semantic-based2026.06 | 9 | 9 | 10 | 10 | 10 | 10 | 11 | 10 | 9 | 10 | |
| ComplExType=Translational/Semantic-based2026.06 | 10 | 10 | 8 | 8 | 9 | 9 | 9 | 9 | 10 | 8 | |
| R-GCNType=GNN-based2026.06 | 11 | 11 | 11 | 11 | 11 | 11 | 10 | 11 | 11 | 12 | |
| DistMultType=Translational/Semantic-based2026.06 | 12 | 12 | 12 | 12 | 12 | 12 | 12 | 12 | 12 | 11 |