Knowledge Base Completion on YAGO3-10 (test)
0.589MRRComplEX-DURA-RSCF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ComplEX-DURA-RSCFBackbone=ComplEX, Regularization=DURA, Plugin=RSCF2025.05 | 0.589 | 71.8 | 51.6 | — | |
| ComplEX-DURA-RSCF2025.05 | 0.589 | 71.8 | 51.6 | — | |
| ComplEX-ER2025.05 | 0.588 | 71.8 | 51.5 | — | |
| ComplExRegularizer=IVR2025.06 | 0.586 | 71.4 | 51.5 | — | |
| ComplExRegularizer=DURA2025.06 | 0.585 | 71.4 | 51.2 | — | |
| STaR-DURA2025.05 | 0.585 | 71.3 | 51.3 | — | |
| ComplEx-DURAsetting=reciprocal2020.11 | 0.584 | 71.3 | 51.1 | — | |
| ComplEX-DURABackbone=ComplEX, Regularization=DURA2025.05 | 0.584 | 71.3 | 51.1 | — | |
| ComplEX-DURA-SFBRBackbone=ComplEX, Regularization=DURA, Plugin=SFBR2025.05 | 0.584 | 71.2 | 51.2 | — | |
| UniGE2025.05 | 0.583 | 71.5 | 51.2 | — | |
| ANALOGYRegularizer=IVR2025.06 | 0.582 | 71.3 | 50.9 | — | |
| QuatERegularizer=IVR2025.06 | 0.582 | 71.2 | 50.9 | — | |
| TuckERRegularizer=IVR2025.06 | 0.581 | 71.2 | 50.8 | — | |
| ComplEx-N3Setting=Reciprocal, Regularizer=N32018.06 | 0.58 | 71 | — | — | |
| ComplEx-N3evaluation_protocol=full-softmax2019.10 | 0.58 | 71 | — | — | |
| RotatE-WeightEBackbone=RotatE2025.05 | 0.58 | 71.3 | 50.4 | — | |
| CP-DURAsetting=reciprocal2020.11 | 0.579 | 70.9 | 50.6 | — | |
| RESCAL-DURAsetting=reciprocal2020.11 | 0.579 | 71.2 | 50.5 | — | |
| CPRegularizer=IVR2025.06 | 0.579 | 70.8 | 50.7 | — | |
| GIE2025.05 | 0.579 | 70.9 | 50.5 | — | |
| SimplERegularizer=IVR2025.06 | 0.578 | 70.7 | 50.4 | — | |
| AutoBLM+Model Category=AutoBLM2021.07 | 0.577 | 71.5 | 50.2 | — | |
| CPRegularizer=DURA2025.06 | 0.577 | 70.4 | 50.4 | — | |
| ComplExRegularizer=N32025.06 | 0.577 | 70.7 | 50.4 | — | |
| ComplExRegularizer=F22025.06 | 0.576 | 70.9 | 50.2 | — | |
| CPRegularizer=N32025.06 | 0.575 | 70.3 | 50.4 | — | |
| ComplExRegularizer=None2025.06 | 0.574 | 70.4 | 50.1 | — | |
| ComplExsetting=reciprocal2020.11 | 0.573 | 70.3 | 50 | — | |
| ANALOGYRegularizer=None2025.06 | 0.573 | 70.3 | 50.2 | — | |
| ANALOGYRegularizer=F22025.06 | 0.573 | 70.5 | 50.1 | — | |
| AutoBLMModel Category=AutoBLM2021.07 | 0.571 | 71.5 | 50.1 | — | |
| CP-N3Setting=Reciprocal, Regularizer=N32018.06 | 0.57 | 71 | — | — | |
| ComplEx-FROSetting=Reciprocal, Regularizer=FRO2018.06 | 0.57 | 71 | — | — | |
| CPRegularizer=F22025.06 | 0.57 | 69.9 | 49.9 | — | |
| ROTH2025.05 | 0.57 | 70.6 | 49.5 | — | |
| CPsetting=reciprocal2020.11 | 0.567 | 69.8 | 49.4 | — | |
| CPRegularizer=None2025.06 | 0.567 | 69.6 | 49.5 | — | |
| RESCALsetting=reciprocal2020.11 | 0.566 | 70.1 | 49 | — | |
| SimplERegularizer=F22025.06 | 0.566 | 69.9 | 49.4 | — | |
| QuatERegularizer=None2025.06 | 0.566 | 70.2 | 48.9 | — | |
| QuatERegularizer=F22025.06 | 0.566 | 70.5 | 48.9 | — | |
| TuckERRegularizer=F22025.06 | 0.566 | 70 | 49.2 | — | |
| SimplE/CPModel Category=BLM2021.07 | 0.565 | 71 | 49.1 | — | |
| SimplERegularizer=None2025.06 | 0.565 | 69.6 | 49.1 | — | |
| HolE/ComplExModel Category=BLM2021.07 | 0.563 | 70.7 | 49 | — | |
| AnalogyModel Category=BLM2021.07 | 0.557 | 70.4 | 48.5 | — | |
| QuatEModel Category=BLM2021.07 | 0.556 | 70.4 | 47.4 | — | |
| JoBi ComplExevaluation_protocol=full-softmax2019.10 | 0.552 | 69.5 | 47.3 | 59.9 | |
| DistMultModel Category=BLM2021.07 | 0.552 | 68.9 | 47.1 | — | |
| TuckERRegularizer=None2025.06 | 0.551 | 68.9 | 47.6 | — | |
| ComplExevaluation_protocol=full-softmax2019.10 | 0.55 | 70.2 | 46.8 | 59.9 | |
| AutoETER2025.05 | 0.55 | 69.9 | 46.5 | — | |
| GRiDParadigm=Rule-based2026.05 | 0.5491 | 62.97 | 49.78 | — | |
| HAKE2020.11 | 0.546 | 69.4 | 46.2 | — | |
| HAKE2025.05 | 0.545 | 69.4 | 46.2 | — | |
| Rot-Pro2025.05 | 0.542 | 69.9 | 44.3 | — | |
| CP-FROSetting=Reciprocal, Regularizer=FRO2018.06 | 0.54 | 68 | — | — | |
| DistMultevaluation_protocol=full-softmax2019.10 | 0.534 | 68.3 | 45.1 | 58.3 | |
| ConvESetting=Past SOTA2018.06 | 0.52 | 66 | — | — | |
| Best PublishedSetting=Past SOTA2018.06 | 0.52 | 66 | — | — | |
| ConvEModel Category=NNM2021.07 | 0.52 | 66 | 45 | — | |
| InterstellarModel Category=NNM2021.07 | 0.51 | 66.4 | 42.4 | — | |
| FieldE2025.05 | 0.51 | 68 | 41 | — | |
| RotatE2020.11 | 0.495 | 67 | 40.2 | — | |
| RotatEParadigm=Embedding2026.05 | 0.4941 | 67.7 | 40.76 | — | |
| ComplEx-N3Setting=Standard, Regularizer=N32018.06 | 0.49 | 68 | — | — | |
| RotatEModel Category=TDM2021.07 | 0.488 | 66.3 | 39.6 | — | |
| AnyBURLParadigm=Rule-based2026.05 | 0.4614 | 58.52 | 39.6 | — | |
| RotatE-GreenKGCBackbone=RotatE2025.05 | 0.453 | 62.9 | 36.1 | — | |
| ChatRuleParadigm=Rule-based2026.05 | 0.4492 | 62.7 | 35.41 | — | |
| ConvEevaluation_protocol=full-softmax2019.10 | 0.44 | 62 | 35 | 49 | |
| SpeedEParadigm=Embedding2026.05 | 0.4135 | 51.35 | 33.25 | — | |
| SpeedE2025.05 | 0.413 | — | 33.2 | — | |
| NCRLParadigm=Rule-based2026.05 | 0.3833 | 53.14 | 27.87 | — | |
| CP-N3Setting=Standard, Regularizer=N32018.06 | 0.38 | 65 | — | — | |
| NBFNetParadigm=GNN-based2026.05 | 0.3683 | 55.42 | 27.91 | — | |
| TransEParadigm=Embedding2026.05 | 0.3642 | 58.01 | 25.78 | — | |
| RLogicParadigm=Rule-based2026.05 | 0.3623 | 50.25 | 25.23 | — | |
| A*NetParadigm=GNN-based2026.05 | 0.3616 | 55.93 | 27.36 | — | |
| ComplExSetting=Past SOTA2018.06 | 0.36 | 55 | — | — | |
| DistMultParadigm=Embedding2026.05 | 0.3456 | 52.93 | 24.54 | — | |
| DistMultSetting=Past SOTA2018.06 | 0.34 | 54 | — | — | |
| ComplExParadigm=Embedding2026.05 | 0.3334 | 53.86 | 24.23 | — | |
| CompGCNParadigm=GNN-based2026.05 | 0.2843 | 47.52 | 21.36 | — |