Hyper-Relational Link Prediction on WD20K100 V1
63.65MRR (H/T)THOR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| THORInductive setting=Fully-inductive2026.02 | 63.65 | — | — | 0.6557 | |
| NS-HARTInductive setting=Semi-inductive2026.02 | 53.25 | — | — | 0.5694 | |
| KG-ICLInductive setting=Fully-inductive2026.02 | 52.84 | — | — | — | |
| RMPIInductive setting=Fully-inductive2026.02 | 45.83 | — | — | — | |
| MAYPLInductive setting=Fully-inductive2026.02 | 44.21 | — | — | 0.4761 | |
| ULTRAInductive setting=Fully-inductive2026.02 | 43.8 | — | — | — | |
| MOTIFInductive setting=Fully-inductive2026.02 | 42.64 | — | — | — | |
| MetaNIRInductive setting=Fully-inductive2026.02 | 30.52 | — | — | 0.2749 | |
| DRUMInductive setting=Rule-based2026.02 | 28.34 | — | — | — | |
| Neural LPInductive setting=Rule-based2026.02 | 24.71 | — | — | — | |
| INGRAMInductive setting=Fully-inductive2026.02 | 24.2 | — | — | — | |
| NBFNetInductive setting=Semi-inductive2026.02 | 22.8 | — | — | — | |
| TRIXInductive setting=Fully-inductive2026.02 | 20.64 | — | — | — | |
| QBLPInductive setting=Semi-inductive, Pre-training status=With pre-training2026.02 | 10.28 | — | — | — | |
| QBLP (w/o pretrain)Inductive setting=Semi-inductive, Pre-training status=Without pre-training2026.02 | 0.52 | — | — | — | |
| GRANEvaluation Protocol=transductive2026.02 | — | 39.64 | 42.57 | — | |
| HAHEEvaluation Protocol=transductive2026.02 | — | 42.38 | 45.62 | — | |
| StarEEvaluation Protocol=transductive2026.02 | — | 36.06 | — | — | |
| THOREvaluation Protocol=transductive2026.02 | — | 63.65 | 65.57 | — |