Knowledge Graph Completion on FB15K (test)
93Hits@10 (Filtered)Best Published
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Best PublishedSetting=Past SOTA2018.06 | 93 | — | — | — | — | 84 | — | — | — | — | |
| CP-FROSetting=Reciprocal, Regularizer=FRO2018.06 | 91 | — | — | — | — | 86 | — | — | — | — | |
| CP-N3Setting=Reciprocal, Regularizer=N32018.06 | 91 | — | — | — | — | 86 | — | — | — | — | |
| ComplEx-FROSetting=Reciprocal, Regularizer=FRO2018.06 | 91 | — | — | — | — | 86 | — | — | — | — | |
| ComplEx-N3Setting=Reciprocal, Regularizer=N32018.06 | 91 | — | — | — | — | 86 | — | — | — | — | |
| DistMultSetting=Past SOTA2018.06 | 89 | — | — | — | — | 80 | — | — | — | — | |
| ComplEx-N3Setting=Standard, Regularizer=N32018.06 | 89 | — | — | — | — | 80 | — | — | — | — | |
| ConvESetting=Past SOTA2018.06 | 87 | — | — | — | — | 75 | — | — | — | — | |
| NLFEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=true2017.05 | 87 | — | — | — | — | — | — | — | — | — | |
| ANALOGYEvaluation Protocol=filtered, Modeling Analogies=true, External Data Usage=false2017.05 | 85.4 | — | — | — | — | — | — | — | — | — | |
| PTransE-ADDEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 84.6 | — | — | — | — | — | — | — | — | — | |
| ComplExrank (K)=200, negative samples (η)=102017.02 | 84 | 69.2 | 24.2 | 59.9 | 75.9 | — | — | — | — | — | |
| ComplExSetting=Past SOTA2018.06 | 84 | — | — | — | — | 70 | — | — | — | — | |
| ComplExEvaluation Protocol=filtered, Modeling Analogies=true, External Data Usage=false2017.05 | 84 | — | — | — | — | — | — | — | — | — | |
| DistMult2017.02 | 82.4 | 65.4 | 24.2 | 54.6 | 73.3 | — | — | — | — | — | |
| DistMultEvaluation Protocol=filtered, Modeling Analogies=true, External Data Usage=false2017.05 | 82.4 | — | — | — | — | — | — | — | — | — | |
| PTransE-RNNEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 82.2 | — | — | — | — | — | — | — | — | — | |
| STransEEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 79.7 | — | — | — | — | — | — | — | — | — | |
| TransSparseEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 78.3 | — | — | — | — | — | — | — | — | — | |
| PTransE-MULEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 77.7 | — | — | — | — | — | — | — | — | — | |
| TransDEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 77.3 | — | — | — | — | — | — | — | — | — | |
| RTransEEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 76.2 | — | — | — | — | — | — | — | — | — | |
| KG2EEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 74 | — | — | — | — | — | — | — | — | — | |
| HolEresults source=Nickel et al. (2016b)2017.02 | 73.9 | 52.4 | 23.2 | 40.2 | 61.3 | — | — | — | — | — | |
| HolEEvaluation Protocol=filtered, Modeling Analogies=true, External Data Usage=false2017.05 | 73.9 | — | — | — | — | — | — | — | — | — | |
| TKRLEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 73.4 | — | — | — | — | — | — | — | — | — | |
| RESCAL2017.02 | 72 | 46.1 | 22.6 | 32.4 | 53.6 | — | — | — | — | — | |
| CTransREvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 70.2 | — | — | — | — | — | — | — | — | — | |
| TransREvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 68.7 | — | — | — | — | — | — | — | — | — | |
| CP-N3Setting=Standard, Regularizer=N32018.06 | 65 | — | — | — | — | 46 | — | — | — | — | |
| TransHEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 64.4 | — | — | — | — | — | — | — | — | — | |
| TransE2017.02 | 64.1 | 38 | 22.1 | 23.1 | 47.2 | — | — | — | — | — | |
| CP2017.02 | 53.2 | 32.6 | 15.2 | 21.9 | 37.6 | — | — | — | — | — | |
| CPSetting=Past SOTA2018.06 | 53 | — | — | — | — | 33 | — | — | — | — | |
| TransEEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 47.1 | — | — | — | — | — | — | — | — | — | |
| RESCALEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 44.1 | — | — | — | — | — | — | — | — | — | |
| NTNEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 41.4 | — | — | — | — | — | — | — | — | — | |
| SMEEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 41.3 | — | — | — | — | — | — | — | — | — | |
| SEEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 39.8 | — | — | — | — | — | — | — | — | — | |
| LFMEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 33.1 | — | — | — | — | — | — | — | — | — | |
| UnstructuredEvaluation Protocol=filtered, Modeling Analogies=false, External Data Usage=false2017.05 | 6.3 | — | — | — | — | — | — | — | — | — | |
| AnalogyModel Category=BLM2021.07 | — | — | — | — | — | 81.6 | 7,800 | — | 89.8 | — | |
| ANALOGY2017.05 | — | 72.5 | 25.3 | 64.6 | 78.5 | — | — | — | — | — | |
| AutoBLMModel Category=AutoBLM2021.07 | — | — | — | — | — | 85.3 | 8,210 | — | 91 | — | |
| AutoBLM+Model Category=AutoBLM2021.07 | — | — | — | — | — | 86.1 | 8,320 | — | 91.3 | — | |
| ComplEx2017.05 | — | 69.2 | 24.2 | 59.9 | 75.9 | — | — | — | — | — | |
| ComplExevaluation_protocol=full-softmax2019.10 | — | — | — | — | — | 83.9 | 80.5 | 85.9 | 89.9 | — | |
| ComplEx-N3evaluation_protocol=full-softmax2019.10 | — | — | — | — | — | 86 | — | — | 91 | — | |
| ConvEevaluation_protocol=full-softmax2019.10 | — | — | — | — | — | 65.7 | 55.8 | 72.3 | 83.1 | — | |
| ConvEModel Category=NNM2021.07 | — | — | — | — | — | 74.5 | 6,700 | — | 87.3 | — | |
| DaBRScoring Function=Semantic and Geometric (SG)2024.12 | — | — | — | — | — | 81.9 | 76.9 | 85.4 | 90 | 18 | |
| DCNEScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 79.8 | 74.5 | 83.5 | 88.8 | 34 | |
| DistMult2017.05 | — | 65.4 | 24.2 | 54.6 | 73.3 | — | — | — | — | — | |
| DistMultevaluation_protocol=full-softmax2019.10 | — | — | — | — | — | 81.9 | 77.9 | 84.4 | 89 | — | |
| DistMultModel Category=BLM2021.07 | — | — | — | — | — | 77.5 | 7,140 | — | 87.2 | — | |
| DualEScoring Function=Semantic Matching (SM)2024.12 | — | — | — | — | — | 81.3 | 76.6 | 85 | 89.6 | 21 | |
| HolE2017.05 | — | 52.4 | 23.2 | 40.2 | 61.3 | — | — | — | — | — | |
| HolE/ComplExModel Category=BLM2021.07 | — | — | — | — | — | 83.1 | 7,960 | — | 90.5 | — | |
| JoBi ComplExevaluation_protocol=full-softmax2019.10 | — | — | — | — | — | 84 | 80.4 | 86.1 | 90.1 | — | |
| PairEModel Category=TDM2021.07 | — | — | — | — | — | 81.1 | 7,650 | — | 89.6 | — | |
| QuatEModel Category=BLM2021.07 | — | — | — | — | — | 78.2 | 7,110 | — | 90 | — | |
| QuatEScoring Function=Semantic Matching (SM)2024.12 | — | — | — | — | — | 78.2 | 71.1 | 83.5 | 90 | 17 | |
| QuatREScoring Function=Semantic Matching (SM)2024.12 | — | — | — | — | — | 80.8 | 75.1 | 85.1 | 89.6 | 21 | |
| RESCAL2017.05 | — | 35.4 | 18.9 | 23.5 | 40.9 | — | — | — | — | — | |
| RotatEModel Category=TDM2021.07 | — | — | — | — | — | 79.7 | 7,460 | — | 88.4 | — | |
| Rotate3DScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 78.9 | 72.8 | 83.2 | 88.7 | 39 | |
| Rotate4DScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 79 | 73.2 | 83.1 | 88.7 | 37 | |
| RotateCTScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 79.4 | 73.7 | 83.4 | 88.8 | 34 | |
| SimplE/CPModel Category=BLM2021.07 | — | — | — | — | — | 82.6 | 7,940 | — | 90.1 | — | |
| Trans4EScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 76.7 | 68.1 | 83.4 | 89.2 | 47 | |
| TransE2017.05 | — | 38 | 22.1 | 23.1 | 47.2 | — | — | — | — | — | |
| TransERRScoring Function=Geometric Distance (GD)2024.12 | — | — | — | — | — | 81.5 | 76.7 | 84.8 | 89.6 | 41 | |
| TransHModel Category=TDM2021.07 | — | — | — | — | — | 45.2 | — | — | 76.6 | — | |
| TuckERModel Category=BLM2021.07 | — | — | — | — | — | 79.5 | 7,410 | — | 89.2 | — | |
| TuckERScoring Function=Semantic Matching (SM)2024.12 | — | — | — | — | — | 79.5 | 74.1 | 83.3 | 89.2 | — |