Knowledge Graph Completion on WN18RR (test)
49.6MRRRotH
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RotHOperation=Rotations2021.10 | 49.6 | — | 58.6 | 44.9 | 51.4 | |
| RotEOperation=Rotations2021.10 | 49.4 | — | 58.5 | 44.6 | 51.2 | |
| SPD Ref (F1)Operation=Reflections, Metric=Finsler2021.10 | 48.7 | — | 57.4 | 44.3 | 50.1 | |
| SPD Sca (F1)Operation=Scaling, Metric=Finsler2021.10 | 48.4 | — | 59 | 42.6 | 51 | |
| SPD Ref (R)Operation=Reflections, Metric=Riemannian2021.10 | 48.3 | — | 56.7 | 44 | 49.7 | |
| MuRPOperation=Scaling2021.10 | 48.1 | — | 56.6 | 44 | 49.5 | |
| SPD Sca (R)Operation=Scaling, Metric=Riemannian2021.10 | 48.1 | — | 57.6 | 43.1 | 50.1 | |
| RotCOperation=Rotations2021.10 | 47.6 | — | 57.1 | 42.8 | 49.2 | |
| MuREOperation=Scaling2021.10 | 47.5 | — | 55.4 | 43.6 | 48.7 | |
| RefEOperation=Reflections2021.10 | 47.3 | — | 56.1 | 43 | 48.5 | |
| SPD Rot (R)Operation=Rotations, Metric=Riemannian2021.10 | 46.2 | — | 57.8 | 39.7 | 49.6 | |
| RefHOperation=Reflections2021.10 | 46.1 | — | 56.8 | 40.4 | 48.5 | |
| SPD Rot (F1)Operation=Rotations, Metric=Finsler2021.10 | 40.9 | — | 57.3 | 30.5 | 48.2 | |
| LERPCategory=Rule Learning2023.05 | 0.622 | — | 68.2 | 59.3 | 63.4 | |
| KNN-KGECategory=No Rule Learning2023.05 | 0.579 | — | 68.3 | 52.5 | 60.4 | |
| NBFNetParadigm=GNN-based2026.05 | 0.5387 | — | 62.93 | 49.5 | — | |
| C-MPNN-basicModel class=C-MPNNs, Readout=None2023.02 | 0.534 | 687 | 64.3 | — | — | |
| RNNLogic+Category=Rule Learning2023.05 | 0.513 | — | 59.7 | 47.1 | 53.2 | |
| A*NetParadigm=GNN-based2026.05 | 0.5118 | — | 64.37 | 42.82 | — | |
| ComplEX-DURA-RSCFBackbone=ComplEX, Regularization=DURA, Plugin=RSCF2025.05 | 0.503 | — | 58.8 | 46 | — | |
| ComplEX-DURA-RSCF2025.05 | 0.503 | — | 58.8 | 46 | — | |
| MLMLMCategory=No Rule Learning2023.05 | 0.502 | — | 61.1 | 43.9 | 54.2 | |
| UniGE2025.05 | 0.502 | — | 59.2 | 45.5 | — | |
| TuckERRegularizer=IVR2025.06 | 0.501 | — | 57.9 | 46 | — | |
| RotatE-WeightEBackbone=RotatE2025.05 | 0.501 | — | 59.2 | 44.8 | — | |
| HAKE-AnKGE2025.05 | 0.5 | — | 58.7 | 45.4 | — | |
| RESCAL-DURAsetting=reciprocal2020.11 | 0.498 | — | 57.7 | 45.5 | — | |
| RotatE-VLPBackbone=RotatE2025.05 | 0.498 | — | 58.2 | 45.5 | — | |
| ComplEX-DURA-SFBRBackbone=ComplEX, Regularization=DURA, Plugin=SFBR2025.05 | 0.498 | — | 58.4 | 45.4 | — | |
| HAKE2020.11 | 0.497 | — | 58.2 | 45.2 | — | |
| HAKE2025.05 | 0.497 | — | 58.2 | 45.2 | — | |
| STaR-DURA2025.05 | 0.497 | — | 58.3 | 45.2 | — | |
| RotHSpace=H2021.10 | 0.496 | — | 58.6 | 44.9 | 51.4 | |
| ROTH2025.05 | 0.496 | — | 58.6 | 44.9 | — | |
| LinearRECategory=No Rule Learning2023.05 | 0.495 | — | 57.8 | 45.3 | 50.9 | |
| CompliE-DURARegularization=DURA2025.05 | 0.495 | — | 57.9 | 45.3 | — | |
| RotESpace=R2021.10 | 0.494 | — | 58.5 | 44.6 | 51.2 | |
| ComplExRegularizer=IVR2025.06 | 0.494 | — | 58.1 | 44.9 | — | |
| ComplEX-ER2025.05 | 0.494 | — | 57.5 | 45.3 | — | |
| SpeedEParadigm=Embedding2026.05 | 0.4931 | — | 57.63 | 44.52 | — | |
| QuatERegularizer=IVR2025.06 | 0.493 | — | 58 | 44.7 | — | |
| SpeedE2025.05 | 0.493 | — | — | 44.6 | — | |
| AutoBLM+Model Category=AutoBLM2021.07 | 0.492 | — | 56.7 | 45.2 | — | |
| DualE2025.05 | 0.492 | — | 58.4 | 44.4 | — | |
| ComplEx-DURAsetting=reciprocal2020.11 | 0.491 | — | 57.1 | 44.9 | — | |
| DURASize=156M, Dim=2k2023.05 | 0.491 | — | 57.1 | 44.9 | 50.3 | |
| MetaSDSize=15M, Dim=0.2k2023.05 | 0.491 | — | 57 | 44.7 | 50.4 | |
| ComplExRegularizer=N32025.06 | 0.491 | — | 57.8 | 44.5 | — | |
| CompoundE2025.05 | 0.491 | — | 57.6 | 45 | — | |
| ComplEX-DURABackbone=ComplEX, Regularization=DURA2025.05 | 0.491 | — | 57.1 | 44.9 | — | |
| GIE2025.05 | 0.491 | — | 57.5 | 45.2 | — | |
| AutoBLMModel Category=AutoBLM2021.07 | 0.49 | — | 56.7 | 45.1 | — | |
| CIBLE2025.05 | 0.49 | — | 57.5 | 44.6 | — | |
| QuatDECategory=No Rule Learning2023.05 | 0.489 | — | 58.6 | 43.8 | 50.9 | |
| QuaternionSpace=Q2021.10 | 0.488 | — | 58.2 | 43.8 | 50.8 | |
| QuatEModel Category=BLM2021.07 | 0.488 | — | 58.2 | 43.8 | — | |
| RPSize=156M, Dim=2k2023.05 | 0.488 | — | 56.8 | 44.3 | 50.5 | |
| ReflectE2025.05 | 0.488 | — | 55.9 | 45 | — | |
| QuatE2025.05 | 0.488 | — | 58.2 | 43.8 | — | |
| SPD-Ref (Finsler)Space=SPD, Metric Type=Finsler2021.10 | 0.487 | — | 57.4 | 44.3 | 50.1 | |
| DRUMCategory=Rule Learning2023.05 | 0.486 | — | 58.6 | 42.5 | 51.3 | |
| DRUMModel class=C-MPNNs2023.02 | 0.486 | — | 58.6 | — | — | |
| SPD-Rot (Riemannian)Space=SPD, Metric Type=Riemannian2021.10 | 0.484 | — | 59 | 42.6 | 51 | |
| ComplExHyperparameter Search=KGTuner (ours)2022.05 | 0.484 | — | 56.2 | 44 | 50.6 | |
| SE-GNNCategory=GNN-based2021.09 | 0.484 | 3,211 | 57.2 | 44.6 | 50.9 | |
| ComplExRegularizer=DURA2025.06 | 0.484 | — | 57.1 | 44 | — | |
| SPD-Rot (Finsler)Space=SPD, Metric Type=Finsler2021.10 | 0.483 | — | 56.7 | 44 | 49.7 | |
| ANALOGYRegularizer=IVR2025.06 | 0.482 | — | 56.8 | 43.9 | — | |
| MuRP2020.11 | 0.481 | — | 56.6 | 44 | — | |
| MuRPSpace=H2021.10 | 0.481 | — | 56.6 | 44 | 49.5 | |
| SPD-Sca (Riemannian)Space=SPD, Metric Type=Riemannian2021.10 | 0.481 | — | 57.6 | 43.1 | 50.1 | |
| MuRP2025.05 | 0.481 | — | 56.6 | 44 | — | |
| ComplExSpace=C2021.10 | 0.48 | — | 57.2 | 43.5 | 49.5 | |
| InterstellarModel Category=NNM2021.07 | 0.48 | — | 54.8 | 44 | — | |
| RotatEHyperparameter Search=KGTuner (ours)2022.05 | 0.48 | — | 58.2 | 42.7 | 50.1 | |
| TuckERHyperparameter Search=KGTuner (ours)2022.05 | 0.48 | — | 55.7 | 43.7 | 50 | |
| FieldE2025.05 | 0.48 | — | 57 | 44 | — | |
| CompGCNModel Category=NNM2021.07 | 0.479 | — | 54.6 | 44.3 | — | |
| RESCALHyperparameter Search=KGTuner (ours)2022.05 | 0.479 | — | 55.7 | 43.6 | 49.6 | |
| CompGCNCategory=GNN-based2021.09 | 0.479 | 3,533 | 54.6 | 44.3 | 49.4 | |
| CP-DURAsetting=reciprocal2020.11 | 0.478 | — | 55.2 | 44.1 | — | |
| RotatEsource=LibKGE2023.05 | 0.478 | — | 55.3 | 43.9 | 49.4 | |
| CPRegularizer=IVR2025.06 | 0.478 | — | 55.4 | 43.7 | — | |
| MLP-ensembleModel Type=MLP-based (ensemble)2022.05 | 0.477 | — | 55.4 | 43.9 | 48.9 | |
| RotatE2020.11 | 0.476 | — | 57.1 | 42.8 | — | |
| RotCSpace=C2021.10 | 0.476 | — | 57.1 | 42.8 | 49.2 | |
| RotatEModel Category=TDM2021.07 | 0.476 | — | 57.1 | 42.8 | — | |
| RotatEImplementation Source=Original2022.05 | 0.476 | — | 57.1 | 42.8 | 49.2 | |
| RotatECategory=Translational Distance2021.09 | 0.476 | 3,340 | 57.1 | 42.8 | 49.2 | |
| RotatEBackbone=RotatE2025.05 | 0.476 | — | 57.1 | 42.8 | — | |
| MuRESpace=R2021.10 | 0.475 | — | 55.4 | 43.6 | 48.7 | |
| ComplExImplementation Source=LibKGE (Ruffinelli et al., 2019)2022.05 | 0.475 | — | 54.7 | 43.8 | 49 | |
| PROCRUSTESCategory=Semantic Matching2021.09 | 0.474 | — | 56.9 | 42.1 | 50.2 | |
| RefESpace=R2021.10 | 0.473 | — | 56.1 | 43 | 48.5 | |
| MLP-bestModel Type=MLP-based (single)2022.05 | 0.473 | — | 54.4 | 43.7 | 48.8 | |
| DMLSize=15M, Dim=0.2k2023.05 | 0.472 | — | 53.5 | 42.9 | 48.5 | |
| CompGCNModel Type=MPNN-based2022.05 | 0.472 | — | 54 | 43.7 | 48.5 | |
| RotatEParadigm=Embedding2026.05 | 0.4717 | — | 55.74 | 42.92 | — | |
| HolE/ComplExModel Category=BLM2021.07 | 0.471 | — | 55.1 | 43 | — | |
| CPRegularizer=DURA2025.06 | 0.471 | — | 54.5 | 43.3 | — |