Link Prediction on FB15k
90Hits@10QuatE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| QuatEN3 regularization=true, reciprocal learning=true2019.04 | 90 | 83.3 | — | 85.9 | 80 | |
| QuatEtype constraints=true2019.04 | 90 | 78.2 | 17 | 83.5 | 71.1 | |
| OPTransEEvaluation Protocol=Filtered2019.09 | 89.9 | — | 33 | — | — | |
| AcrEimplementation=Parallel2020.10 | 89.8 | 81.5 | — | 85.2 | 76.4 | |
| AcrEimplementation=Serial2020.10 | 89.6 | 79.1 | — | 83.8 | 72.7 | |
| PairRE2020.11 | 89.6 | 81.1 | 37.7 | 84.5 | 76.5 | |
| PairRE2023.06 | 89.6 | 81.1 | 37 | 81.5 | 76.5 | |
| TransERR2023.06 | 89.6 | 81.5 | 41 | 84.8 | 76.7 | |
| DistMult2019.04 | 89.3 | 79.8 | 42.2 | — | — | |
| DistMult◇2020.11 | 89.3 | 79.8 | 42 | — | — | |
| DistMult2023.06 | 89.3 | 79.8 | 42 | — | — | |
| TuckER2023.06 | 89.2 | 79.5 | — | 83.3 | 74.1 | |
| CORE2026.05 | 89.1 | 79 | — | 84.1 | 75.3 | |
| Rotat3D2023.06 | 88.7 | 78.9 | 39 | 83.5 | 72.8 | |
| SeeK2020.11 | 88.6 | 82.5 | — | 84.1 | 79.2 | |
| ProjEEvaluation Protocol=Filtered2019.09 | 88.4 | — | 34 | — | — | |
| RotatEEvaluation Protocol=Filtered2019.09 | 88.4 | — | 40 | — | — | |
| a-RotatEself-adversarial negative sampling=true2019.04 | 88.4 | 79.7 | 40 | 83 | 74.6 | |
| RotatE2020.10 | 88.4 | 79.7 | — | 83 | 74.6 | |
| RotatE2020.11 | 88.4 | 79.7 | 40 | 83 | 74.6 | |
| RotatE1000x2Param. count=32.592M2020.06 | 88.4 | 79.7 | — | 83 | 74.6 | |
| RotatE2023.06 | 88.4 | 79.7 | 40 | 83 | 74.6 | |
| RotatE2026.05 | 88.4 | 79.7 | — | 83 | 74.6 | |
| DualE2026.05 | 88.1 | 79 | — | 82.9 | 73.4 | |
| PaSKOGEEvaluation Protocol=Filtered2019.09 | 88 | — | — | — | — | |
| QuatEtype constraints=false2019.04 | 87.8 | 77 | 41 | 82.1 | 70 | |
| MEIM10x10Param. count=1.640M2020.06 | 87.8 | 80 | — | 82.3 | 75.7 | |
| QuatE2023.06 | 87.8 | 77 | 41 | 82.1 | 70 | |
| D4-STE2020.10 | 87.7 | 73.3 | — | 80.3 | 64.1 | |
| TripleRE2023.06 | 87.7 | 74.7 | 35 | 81.3 | 66.2 | |
| RSNS2020.10 | 87.3 | 78 | — | — | 72.2 | |
| ConvE2026.05 | 87.3 | 74.5 | — | 80.1 | 67 | |
| RotatE2019.04 | 87.2 | 69.9 | 32 | 78.8 | 58.5 | |
| NKGE2019.04 | 87.1 | 73 | 56 | 79 | 65 | |
| MEI10x10Param. count=1.631M2020.06 | 87 | 79 | — | 81.7 | 74.6 | |
| D4-Gumbel2020.10 | 86.4 | 72.8 | — | 78.2 | 64.8 | |
| ComplEx50x2Param. count=1.630M2020.06 | 86 | 78 | — | 81 | 73 | |
| RPEEvaluation Protocol=Filtered, Encoding Type=ACOM2019.09 | 85.5 | — | 41 | — | — | |
| ANALOGYEvaluation Protocol=Filtered2019.09 | 85.4 | — | — | — | — | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=ADD, Number of Path Steps=32019.09 | 84.6 | — | 58 | — | — | |
| R-GCN+2019.04 | 84.2 | 69.6 | — | 76 | 60.1 | |
| R-GCN2020.10 | 84.2 | 69.6 | — | 76 | 60.1 | |
| ComplExEvaluation Protocol=Filtered2019.09 | 84 | — | — | — | — | |
| ComplEx2019.04 | 84 | 69.2 | — | 75.9 | 59.9 | |
| ComplEx2020.10 | 84 | 69.2 | — | 75.9 | 59.9 | |
| ComplEx2020.11 | 84 | 69.2 | — | 75.9 | 59.9 | |
| ComplEx2023.06 | 84 | 69.2 | — | 75.9 | 59.9 | |
| ComplEx2026.05 | 84 | 69.2 | — | 75.9 | 59.9 | |
| SimplE2019.04 | 83.8 | 72.7 | — | 77.3 | 66 | |
| SimplE2020.10 | 83.8 | 72.7 | — | 77.3 | 66 | |
| SimplE2020.11 | 83.8 | 72.7 | — | 77.3 | 66 | |
| SimplE2026.05 | 83.8 | 72.7 | — | 77.3 | 60 | |
| KGLG2026.05 | 83.5 | 75.1 | — | 78.2 | 70.3 | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=ADD, Number of Path Steps=22019.09 | 83.4 | — | 54 | — | — | |
| HAKE2026.05 | 83.4 | 71.4 | — | 76.8 | 63.9 | |
| TorusE2019.04 | 83.2 | 73.3 | — | 77.1 | 67.4 | |
| TorusE2026.05 | 83.2 | 73.3 | — | 77.1 | 67.4 | |
| ConvE2019.04 | 83.1 | 65.7 | 51 | 72.3 | 55.8 | |
| ConvE2020.10 | 83.1 | 65.7 | — | 72.3 | 55.8 | |
| ConvE2020.11 | 83.1 | 65.7 | 51 | 72.3 | 55.8 | |
| R-GCN2026.05 | 82.5 | 65.1 | — | 73.6 | 54.1 | |
| DistMult2026.05 | 82.4 | 65.4 | — | 73.3 | 54.6 | |
| RPEEvaluation Protocol=Filtered, Encoding Type=MCOM2019.09 | 81.7 | — | 43 | — | — | |
| ITransFEvaluation Protocol=Filtered2019.09 | 81 | — | 65 | — | — | |
| STransEEvaluation Protocol=Filtered2019.09 | 79.7 | — | 69 | — | — | |
| TranSparseEvaluation Protocol=Filtered2019.09 | 79.5 | — | 82 | — | — | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=MUL, Number of Path Steps=22019.09 | 77.7 | — | 67 | — | — | |
| RTransEEvaluation Protocol=Filtered2019.09 | 76.2 | — | 50 | — | — | |
| TransE2019.04 | 74.9 | 46.3 | — | 57.8 | 29.7 | |
| TransE2020.10 | 74.9 | 46.3 | — | 57.8 | 29.7 | |
| TransE†2020.11 | 74.9 | 46.3 | — | 57.8 | 29.7 | |
| TransE2023.06 | 74.9 | 46.3 | — | 57.8 | 29.7 | |
| HolEEvaluation Protocol=Filtered2019.09 | 73.9 | — | — | — | — | |
| HolE2019.04 | 73.9 | 52.4 | — | 75.9 | 59.9 | |
| HolE2020.10 | 73.9 | 52.4 | — | 61.3 | 40.2 | |
| HolE2020.11 | 73.9 | 52.4 | — | 75.9 | 59.9 | |
| TransE2026.05 | 68.8 | 41.4 | — | 53.4 | 24.7 | |
| TransREvaluation Protocol=Filtered2019.09 | 68.7 | — | 77 | — | — | |
| TransHEvaluation Protocol=Filtered2019.09 | 64.4 | — | 87 | — | — | |
| TransR2026.05 | 58.2 | 34.6 | — | 40.4 | 21.8 | |
| OPTransEEvaluation Protocol=Raw2019.09 | 58 | — | 136 | — | — | |
| Bilinear-diag (DISTMULT)Entity dimensionality=100, Optimization=AdaGrad2014.12 | 57.7 | 35 | — | — | — | |
| ProjEEvaluation Protocol=Raw2019.09 | 54.7 | — | 124 | — | — | |
| TransE (DISTADD)Entity dimensionality=100, Optimization=AdaGrad2014.12 | 53.9 | 32 | — | — | — | |
| TranSparseEvaluation Protocol=Raw2019.09 | 53.5 | — | 187 | — | — | |
| PaSKOGEEvaluation Protocol=Raw2019.09 | 53.1 | — | — | — | — | |
| RPEEvaluation Protocol=Raw, Encoding Type=MCOM2019.09 | 52.2 | — | 183 | — | — | |
| RPEEvaluation Protocol=Raw, Encoding Type=ACOM2019.09 | 52 | — | 171 | — | — | |
| BilinearEntity dimensionality=100, Optimization=AdaGrad2014.12 | 51.9 | 31 | — | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=ADD, Number of Path Steps=22019.09 | 51.8 | — | 200 | — | — | |
| STransEEvaluation Protocol=Raw2019.09 | 51.6 | — | 219 | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=ADD, Number of Path Steps=32019.09 | 51.4 | — | 207 | — | — | |
| Blinear+LinearEntity dimensionality=100, Optimization=AdaGrad2014.12 | 49 | 30 | — | — | — | |
| TransREvaluation Protocol=Raw2019.09 | 48.2 | — | 198 | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=MUL, Number of Path Steps=22019.09 | 47.4 | — | 216 | — | — | |
| TransEEvaluation Protocol=Filtered2019.09 | 47.1 | — | 125 | — | — | |
| TransHEvaluation Protocol=Raw2019.09 | 45.7 | — | 212 | — | — | |
| NTNEntity dimensionality=100, Optimization=AdaGrad2014.12 | 41.4 | 25 | — | — | — | |
| SMEEvaluation Protocol=Filtered2019.09 | 40.8 | — | 154 | — | — | |
| SEEvaluation Protocol=Filtered2019.09 | 39.8 | — | 162 | — | — |