Link Prediction on WN18
96.7Hits@10CORE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CORE2026.05 | 96.7 | — | 95.2 | 95.3 | 95 | |
| TransERR2023.06 | 96.5 | 82 | 95.3 | 95.7 | 94.5 | |
| R-GCN+2019.04 | 96.4 | — | 81.9 | 92.9 | 69.7 | |
| R-GCNSetting=Transductive2019.10 | 96.4 | — | 81.4 | 92.9 | 69.7 | |
| QuatEN3 regularization=true, reciprocal learning=true2019.04 | 96.2 | — | 95 | 95.4 | 94.4 | |
| RotatE2019.04 | 96.1 | 184 | 94.7 | 95.3 | 93.8 | |
| Rotat3D2023.06 | 96.1 | 214 | 95.1 | 95.3 | 94.5 | |
| DualE2026.05 | 96.1 | — | 95.1 | 95.6 | 94.5 | |
| QuatEtype constraints=false2019.04 | 96 | 388 | 94.9 | 95.4 | 94.1 | |
| MEIM10x10Param. count=4.108M2020.06 | 96 | — | 95.1 | 95.3 | 94.6 | |
| QuatE2023.06 | 96 | 338 | 94.9 | 95.4 | 94.1 | |
| RotatEEvaluation Protocol=Filtered2019.09 | 95.9 | 309 | — | — | — | |
| a-RotatEself-adversarial negative sampling=true2019.04 | 95.9 | 309 | 94.9 | 95.2 | 94.4 | |
| QuatEtype constraints=true2019.04 | 95.9 | 162 | 95 | 95.4 | 94.5 | |
| RotatE2020.10 | 95.9 | — | 94.9 | 95.2 | 94.4 | |
| AcrEimplementation=Serial2020.10 | 95.9 | — | 95 | 95.3 | 94.6 | |
| RotatE500x2Param. count=40.961M2020.06 | 95.9 | — | 94.9 | 95.2 | 94.4 | |
| RotatE2023.06 | 95.9 | 309 | 94.9 | 95.2 | 94.4 | |
| RotatE2026.05 | 95.9 | — | 94.9 | 95.2 | 94.4 | |
| TuckER2023.06 | 95.8 | — | 95.3 | 95.5 | 94.9 | |
| OPTransEEvaluation Protocol=Filtered2019.09 | 95.7 | 199 | — | — | — | |
| NKGE2019.04 | 95.7 | 336 | 94.7 | 94.9 | 94.2 | |
| AcrEimplementation=Parallel2020.10 | 95.7 | — | 94.8 | 95.2 | 94.3 | |
| MEI10x10Param. count=4.099M2020.06 | 95.7 | — | 95 | 95.3 | 94.5 | |
| ConvE2019.04 | 95.6 | 374 | 94.3 | 94.6 | 93.5 | |
| PairRE2023.06 | 95.6 | 401 | 94.1 | 95 | 94 | |
| ConvESetting=Transductive2019.10 | 95.6 | — | 94.3 | 94.6 | 93.5 | |
| ConvE2020.10 | 95.5 | — | 94.2 | 94.7 | 93.5 | |
| R-GCN2026.05 | 95.5 | — | 81.4 | 92.8 | 68.6 | |
| ConvE2026.05 | 95.5 | — | 94.2 | 94.7 | 93.5 | |
| TorusE2019.04 | 95.4 | — | 94.7 | 95 | 94.3 | |
| DRUMSetting=Transductive2019.10 | 95.4 | — | 94.4 | 94.3 | 93.9 | |
| TorusE2026.05 | 95.4 | — | 94.7 | 95 | 94.3 | |
| KGLG2026.05 | 95.4 | — | 94.7 | 95 | 94.3 | |
| RSNS2020.10 | 95.3 | — | 94 | — | 92.2 | |
| PaSKOGEEvaluation Protocol=Filtered2019.09 | 95 | — | — | — | — | |
| ComplEx50x2Param. count=4.098M2020.06 | 95 | — | 95 | 95 | 94 | |
| HAKE2026.05 | 95 | — | 94.5 | 92.7 | 92.6 | |
| HolEEvaluation Protocol=Filtered2019.09 | 94.9 | — | — | — | — | |
| ProjEEvaluation Protocol=Filtered2019.09 | 94.9 | 260 | — | — | — | |
| HolE2019.04 | 94.9 | — | 93.8 | 94.5 | 93 | |
| HolE2020.10 | 94.9 | — | 93.8 | 94.5 | 93 | |
| ComplExEvaluation Protocol=Filtered2019.09 | 94.7 | — | — | — | — | |
| ANALOGYEvaluation Protocol=Filtered2019.09 | 94.7 | — | — | — | — | |
| ComplEx2019.04 | 94.7 | — | 94.1 | 94.5 | 93.6 | |
| SimplE2019.04 | 94.7 | — | 94.2 | 94.4 | 93.9 | |
| ComplEx2020.10 | 94.7 | — | 94.1 | 94.5 | 93.6 | |
| SimplE2020.10 | 94.7 | — | 94.2 | 94.4 | 93.9 | |
| ComplEx2023.06 | 94.7 | — | 94.1 | 94.5 | 93.6 | |
| ComplExSetting=Transductive2019.10 | 94.7 | — | 94.1 | 93.6 | 93.6 | |
| ComplEx2026.05 | 94.7 | — | 94.1 | 94.5 | 93.6 | |
| DistMult2019.04 | 94.6 | 655 | 79.7 | — | — | |
| DistMult2023.06 | 94.6 | 665 | 79.7 | — | — | |
| Neural LPSetting=Transductive2019.10 | 94.5 | — | 94 | — | — | |
| TransE2019.04 | 94.3 | — | 49.5 | 88.8 | 11.3 | |
| TransE2020.10 | 94.3 | — | 49.5 | 88.8 | 11.3 | |
| TransE2023.06 | 94.3 | — | 49.5 | 88.8 | 11.1 | |
| TransESetting=Transductive2019.10 | 94.3 | — | 49.5 | 88.8 | 11.3 | |
| ITransFEvaluation Protocol=Filtered2019.09 | 94.2 | 205 | — | — | — | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=ADD, Number of Path Steps=32019.09 | 94.2 | 219 | — | — | — | |
| SimplE2026.05 | 94.1 | — | 93.8 | 92.5 | 90.1 | |
| TransR2026.05 | 94 | — | 60.5 | 87.6 | 33.5 | |
| DistMultSetting=Transductive2019.10 | 93.6 | — | 82.2 | 91.4 | 72.8 | |
| DistMult2026.05 | 93.6 | — | 82.2 | 91.4 | 72.8 | |
| STransEEvaluation Protocol=Filtered2019.09 | 93.4 | 206 | — | — | — | |
| TranSparseEvaluation Protocol=Filtered2019.09 | 93.2 | 211 | — | — | — | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=ADD, Number of Path Steps=22019.09 | 92.7 | 221 | — | — | — | |
| TransE2026.05 | 92.3 | — | 39.7 | 74.5 | 4 | |
| TransREvaluation Protocol=Filtered2019.09 | 92 | 225 | — | — | — | |
| PTransEEvaluation Protocol=Filtered, Path Composition Method=MUL, Number of Path Steps=22019.09 | 90.9 | 230 | — | — | — | |
| TransEEvaluation Protocol=Filtered2019.09 | 89.2 | 251 | — | — | — | |
| D4-STE2020.10 | 87.7 | — | 73.3 | 80.3 | 64.1 | |
| TransHEvaluation Protocol=Filtered2019.09 | 86.7 | 303 | — | — | — | |
| D4-Gumbel2020.10 | 86.4 | — | 72.8 | 78.2 | 64.8 | |
| R-GCN2020.10 | 84.2 | — | 69.6 | 76 | 60.1 | |
| OPTransEEvaluation Protocol=Raw2019.09 | 83.2 | 211 | — | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=ADD, Number of Path Steps=22019.09 | 81.3 | 235 | — | — | — | |
| PaSKOGEEvaluation Protocol=Raw2019.09 | 81.3 | — | — | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=ADD, Number of Path Steps=32019.09 | 81.1 | 238 | — | — | — | |
| STransEEvaluation Protocol=Raw2019.09 | 80.9 | 217 | — | — | — | |
| SEEvaluation Protocol=Filtered2019.09 | 80.5 | 985 | — | — | — | |
| TranSparseEvaluation Protocol=Raw2019.09 | 80.1 | 223 | — | — | — | |
| TransREvaluation Protocol=Raw2019.09 | 79.8 | 238 | — | — | — | |
| PTransEEvaluation Protocol=Raw, Path Composition Method=MUL, Number of Path Steps=22019.09 | 79.5 | 243 | — | — | — | |
| ProjEEvaluation Protocol=Raw2019.09 | 79.4 | 277 | — | — | — | |
| TransEEvaluation Protocol=Raw2019.09 | 75.4 | 263 | — | — | — | |
| TransHEvaluation Protocol=Raw2019.09 | 75.4 | 318 | — | — | — | |
| SMEEvaluation Protocol=Filtered2019.09 | 74.1 | 533 | — | — | — | |
| SEEvaluation Protocol=Raw2019.09 | 68.5 | 1,011 | — | — | — | |
| SMEEvaluation Protocol=Raw2019.09 | 65.1 | 545 | — | — | — | |
| GaifmanSetting=Transductive2019.10 | — | — | 93.9 | — | 76.1 |