Knowledge Graph Completion on FB15k-237 (test)
0.523MRRCapsE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CapsE2018.08 | 0.523 | 303 | 59.3 | 48.9 | — | |
| GRiDParadigm=Rule-based2026.05 | 0.4229 | — | 62.13 | 32.05 | — | |
| ConvKBresults_source=new results better than published2018.08 | 0.418 | 254 | 53.2 | — | — | |
| AnyBURLParadigm=Rule-based2026.05 | 0.4132 | — | 61.4 | 30.97 | — | |
| C-MPNN-basicModel class=C-MPNNs, Readout=None2023.02 | 0.4 | 121 | 58.3 | — | — | |
| A*NetParadigm=GNN-based2026.05 | 0.3988 | — | 58.13 | 30.89 | — | |
| NBFNetParadigm=GNN-based2026.05 | 0.3922 | — | 57.39 | 28.79 | — | |
| MetaSDSize=6M, Dim=0.2k2023.05 | 0.391 | — | 57.1 | 30 | 42.8 | |
| RPSize=60M, Dim=2k2023.05 | 0.388 | — | 56.8 | 29.8 | 42.5 | |
| ComplEX-DURA-RSCFBackbone=ComplEX, Regularization=DURA, Plugin=RSCF2025.05 | 0.388 | — | 57.3 | 29.5 | — | |
| ComplEX-DURA-RSCF2025.05 | 0.388 | — | 57.3 | 29.5 | — | |
| HAKE-AnKGE2025.05 | 0.385 | — | 57.2 | 28.8 | — | |
| ComplEX-DURA-SFBRBackbone=ComplEX, Regularization=DURA, Plugin=SFBR2025.05 | 0.374 | — | 56.7 | 27.7 | — | |
| ComplEX-ER2025.05 | 0.374 | — | 56.3 | 28.2 | — | |
| DMLSize=6M, Dim=0.2k2023.05 | 0.373 | — | 56.3 | 28 | 41 | |
| ComplExRegularizer=DURA2025.06 | 0.372 | — | 56.3 | 27.7 | — | |
| CompliE-DURARegularization=DURA2025.05 | 0.372 | — | 56.3 | 27.7 | — | |
| ComplEx-DURAsetting=reciprocal2020.11 | 0.371 | — | 56 | 27.6 | — | |
| DURASize=60M, Dim=2k2023.05 | 0.371 | — | 56 | 27.6 | 40.8 | |
| KDSize=6M, Dim=0.2k2023.05 | 0.371 | — | 55 | 28.2 | 40.8 | |
| RotatE-WeightEBackbone=RotatE2025.05 | 0.371 | — | 55.7 | 28.1 | — | |
| ComplEX-DURABackbone=ComplEX, Regularization=DURA2025.05 | 0.371 | — | 56 | 27.6 | — | |
| ComplEx-N3evaluation_protocol=full-softmax2019.10 | 0.37 | — | 56 | — | — | |
| ComplExRegularizer=IVR2025.06 | 0.37 | — | 56.1 | 27.5 | — | |
| MLP-ensembleModel Type=MLP-based (ensemble)2022.05 | 0.369 | — | 55.4 | 27.5 | 40.8 | |
| QuatERegularizer=IVR2025.06 | 0.369 | — | 56.1 | 27.4 | — | |
| RESCAL-DURAsetting=reciprocal2020.11 | 0.368 | — | 55 | 27.6 | — | |
| TuckERRegularizer=IVR2025.06 | 0.368 | — | 55.5 | 27.4 | — | |
| STaR-DURA2025.05 | 0.368 | — | 55.7 | 27.3 | — | |
| CP-DURAsetting=reciprocal2020.11 | 0.367 | — | 55.5 | 27.2 | — | |
| ComplExRegularizer=N32025.06 | 0.367 | — | 55.9 | 27.2 | — | |
| ANALOGYRegularizer=IVR2025.06 | 0.367 | — | 55.8 | 27.2 | — | |
| QuaternionSpace=Q2021.10 | 0.366 | — | 55.6 | 27.1 | 40.1 | |
| SE-GNNCategory=GNN-based2021.09 | 0.365 | 157 | 54.9 | 27.1 | 39.9 | |
| CPRegularizer=IVR2025.06 | 0.365 | — | 55.5 | 27 | — | |
| DualE2025.05 | 0.365 | — | 55.9 | 26.8 | — | |
| AutoBLM+Model Category=AutoBLM2021.07 | 0.364 | — | 55.3 | 27 | — | |
| CPRegularizer=DURA2025.06 | 0.364 | — | 55.4 | 26.9 | — | |
| TransE-RSCFBackbone=TransE, Plugin=RSCF2025.05 | 0.363 | — | 55.8 | 26.4 | — | |
| RotatE-VLPBackbone=RotatE2025.05 | 0.362 | — | 54.2 | 27.1 | — | |
| GIE2025.05 | 0.362 | — | 55.2 | 27.1 | — | |
| AutoBLMModel Category=AutoBLM2021.07 | 0.36 | — | 55.2 | 26.7 | — | |
| FieldE2025.05 | 0.36 | — | 55 | 27 | — | |
| TranSHER2025.05 | 0.36 | — | 55.1 | 26.4 | — | |
| TuckER2020.11 | 0.358 | — | 54.4 | 26.6 | — | |
| TuckerSpace=R2021.10 | 0.358 | — | 54.4 | 26.6 | 39.4 | |
| TuckERModel Category=BLM2021.07 | 0.358 | — | 54.4 | 26.6 | — | |
| TuckERImplementation Source=Original2022.05 | 0.358 | — | 54.4 | 26.6 | 39.4 | |
| TuckERCategory=Semantic Matching2021.09 | 0.358 | — | 54.4 | 26.6 | 39.4 | |
| ReflectE2025.05 | 0.358 | — | 54.6 | 26.3 | — | |
| TuckER2025.05 | 0.358 | — | 54.4 | 26.6 | — | |
| ComplExSpace=C2021.10 | 0.357 | — | 54.7 | 26.4 | 39.2 | |
| RESCALHyperparameter Search=KGTuner (ours)2022.05 | 0.357 | — | 53.5 | 26.8 | 39 | |
| SimplERegularizer=IVR2025.06 | 0.357 | — | 54.4 | 26.4 | — | |
| CompoundE2025.05 | 0.357 | — | 54.5 | 26.4 | — | |
| UniGE2025.05 | 0.357 | — | 55.9 | 26.4 | — | |
| RESCALImplementation Source=LibKGE (Ruffinelli et al., 2019)2022.05 | 0.356 | — | 54.1 | 26.3 | 39.3 | |
| CompGCNModel Category=NNM2021.07 | 0.355 | — | 53.5 | 26.4 | — | |
| CompGCNCategory=GNN-based2021.09 | 0.355 | 197 | 53.5 | 26.4 | 39 | |
| CompGCNModel Type=MPNN-based2022.05 | 0.355 | — | 53.6 | 26.4 | 39 | |
| MLP-bestModel Type=MLP-based (single)2022.05 | 0.355 | — | 53.7 | 26.4 | 38.9 | |
| CPRegularizer=N32025.06 | 0.355 | — | 54.2 | 26.1 | — | |
| InteractECategory=Semantic Matching2021.09 | 0.354 | 172 | 53.5 | 26.3 | — | |
| RESCALsetting=reciprocal2020.11 | 0.353 | — | 52.8 | 26.4 | — | |
| RESCALSize=125M, Dim=2k2023.05 | 0.353 | — | 52.8 | 26.4 | 38.3 | |
| DistMultModel Category=BLM2021.07 | 0.352 | — | 54.6 | 25.9 | — | |
| ComplExHyperparameter Search=KGTuner (ours)2022.05 | 0.352 | — | 53 | 26.3 | 38.7 | |
| RefESpace=R2021.10 | 0.351 | — | 54.1 | 25.6 | 39 | |
| RefEOperation=Reflections2021.10 | 0.351 | — | 54.1 | 25.6 | 39 | |
| PairEModel Category=TDM2021.07 | 0.351 | — | 54.4 | 25.6 | — | |
| PaiRECategory=Translational Distance2021.09 | 0.351 | 160 | 54.4 | 25.6 | 38.7 | |
| PairRE2025.05 | 0.351 | — | 54.4 | 25.6 | — | |
| SimplE/CPModel Category=BLM2021.07 | 0.35 | — | 54.4 | 26 | — | |
| SACNCategory=GNN-based2021.09 | 0.35 | — | 54 | 26 | 39 | |
| KBGATModel Type=MPNN-based2022.05 | 0.35 | — | 53.1 | 26 | 38.5 | |
| ComplExRegularizer=F22025.06 | 0.349 | — | 52.9 | 26 | — | |
| ANALOGYRegularizer=F22025.06 | 0.349 | — | 52.9 | 25.8 | — | |
| QuatERegularizer=None2025.06 | 0.349 | — | 53 | 25.8 | — | |
| QuatERegularizer=F22025.06 | 0.349 | — | 52.9 | 25.9 | — | |
| AnalogyModel Category=BLM2021.07 | 0.348 | — | 54.7 | 25.6 | — | |
| QuatEModel Category=BLM2021.07 | 0.348 | — | 55 | 24.8 | — | |
| ComplExImplementation Source=LibKGE (Ruffinelli et al., 2019)2022.05 | 0.348 | — | 53.6 | 25.3 | 38.4 | |
| ComplExRegularizer=None2025.06 | 0.348 | — | 53.1 | 25.6 | — | |
| ANALOGYRegularizer=None2025.06 | 0.348 | — | 53 | 25.5 | — | |
| QuatE2025.05 | 0.348 | — | 55 | 24.8 | — | |
| TuckERHyperparameter Search=KGTuner (ours)2022.05 | 0.347 | — | 53.4 | 25.5 | 38.2 | |
| HAKE2020.11 | 0.346 | — | 54.2 | 25 | — | |
| ComplExsetting=reciprocal2020.11 | 0.346 | — | 52.5 | 25.6 | — | |
| RotESpace=R2021.10 | 0.346 | — | 53.8 | 25.1 | 38.1 | |
| RefHSpace=H2021.10 | 0.346 | — | 53.6 | 25.2 | 38.3 | |
| RotEOperation=Rotations2021.10 | 0.346 | — | 53.8 | 25.1 | 38.1 | |
| RefHOperation=Reflections2021.10 | 0.346 | — | 53.6 | 25.2 | 38.3 | |
| ComplExSize=60M, Dim=2k2023.05 | 0.346 | — | 52.5 | 25.6 | 37 | |
| HAKE2025.05 | 0.346 | — | 54.2 | 25 | — | |
| SPD-Sca (Riemannian)Space=SPD, Metric Type=Riemannian2021.10 | 0.345 | — | 53.5 | 25.1 | 38 | |
| SPD Sca (R)Operation=Scaling, Metric=Riemannian2021.10 | 0.345 | — | 53.5 | 25.1 | 38 | |
| HolE/ComplExModel Category=BLM2021.07 | 0.345 | — | 54.1 | 25.3 | — | |
| DistMultHyperparameter Search=KGTuner (ours)2022.05 | 0.345 | — | 52.7 | 25.4 | 37.7 | |
| PROCRUSTESCategory=Semantic Matching2021.09 | 0.345 | — | 54.1 | 24.9 | 37.9 | |
| RotatE-GreenKGCBackbone=RotatE2025.05 | 0.345 | — | 50.7 | 26.5 | — |