Link Prediction on DB100K (test)
0.465MRRTransERR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TransERR2023.06 | 0.465 | 38 | 51 | 62.2 | 571 | |
| CompoundE3D WDSevaluation_protocol=filtered rank setting, Ensemble Strategy=Weighted Degree Scores (WDS)2023.04 | 0.462 | 37.8 | 50.6 | 61.6 | — | |
| CompoundE3D RRFevaluation_protocol=filtered rank setting, Ensemble Strategy=Reciprocal Rank Fusion (RRF)2023.04 | 0.457 | 37.6 | 49.7 | 60.7 | — | |
| CompoundE3Devaluation_protocol=filtered rank setting, CompoundE3D Variant=||S · h − R · S · t||, Embedding Dim=600, Learning Rate=0.00005, Batch Size=1024, Negative Sample Size=512, Margin=9, Temperature=12023.04 | 0.45 | 37.3 | 48.8 | 59.4 | — | |
| TransSHERevaluation_protocol=filtered rank setting2023.04 | 0.431 | 34.5 | 47.6 | 58.9 | — | |
| TranSHER2023.06 | 0.431 | 34.5 | 47.6 | 58.9 | — | |
| AcrELearning structure=Parallel, Number of atrous convolutions=32020.10 | 0.413 | 31.4 | 47.2 | 58.8 | — | |
| AcrE (Parallel)evaluation_protocol=filtered rank setting2023.04 | 0.413 | 31.4 | 47.2 | 58.8 | — | |
| PairREevaluation_protocol=filtered rank setting2023.04 | 0.412 | 30.9 | 47.2 | 60 | — | |
| PairRE2023.06 | 0.412 | 30.9 | 47.2 | 60 | — | |
| CompoundEevaluation_protocol=filtered rank setting2023.04 | 0.405 | 30.6 | 46.1 | 58.8 | — | |
| AcrELearning structure=Serial, Number of atrous convolutions=32020.10 | 0.399 | 30.4 | 45.3 | 57 | — | |
| RotatE2023.06 | 0.359 | 30.6 | 47.1 | 59.9 | 867 | |
| SEEKsetting=filtered2020.05 | 0.338 | 26.8 | 37 | 46.7 | — | |
| SEEK2020.10 | 0.338 | 26.8 | 37 | 46.7 | — | |
| SEEKevaluation_protocol=filtered rank setting2023.04 | 0.338 | 26.8 | 37 | 46.7 | — | |
| ComplEx-NNE+AERsetting=filtered2020.05 | 0.306 | 24.4 | 33.4 | 41.8 | — | |
| Sym-SEEKsetting=filtered2020.05 | 0.306 | 22.5 | 34.3 | 46.2 | — | |
| ComplEx-NNE+AER2020.10 | 0.306 | 24.4 | 33.4 | 41.8 | — | |
| Sys-SEEK2020.10 | 0.306 | 22.5 | 34.3 | 46.2 | — | |
| ComplEx-NNE+AERevaluation_protocol=filtered rank setting2023.04 | 0.306 | 24.4 | 33.4 | 41.8 | — | |
| HolEsetting=filtered2020.05 | 0.26 | 18.2 | 30.9 | 41.1 | — | |
| HolE2020.10 | 0.26 | 18.2 | 30.9 | 41.1 | — | |
| HolEevaluation_protocol=filtered rank setting2023.04 | 0.26 | 18.2 | 30.9 | 41.1 | — | |
| Analogysetting=filtered2020.05 | 0.252 | 14.2 | 32.3 | 42.7 | — | |
| Analogy2020.10 | 0.252 | 14.2 | 32.3 | 42.7 | — | |
| Analogyevaluation_protocol=filtered rank setting2023.04 | 0.252 | 14.2 | 32.3 | 42.7 | — | |
| RUGEsetting=filtered2020.05 | 0.246 | 12.9 | 32.5 | 43.3 | — | |
| RUGE2020.10 | 0.246 | 12.9 | 32.5 | 43.3 | — | |
| RUGEevaluation_protocol=filtered rank setting2023.04 | 0.246 | 12.9 | 32.5 | 43.3 | — | |
| ComplExsetting=filtered2020.05 | 0.242 | 12.6 | 31.2 | 44 | — | |
| ComplEx2020.10 | 0.242 | 12.6 | 31.2 | 44 | — | |
| ComplExevaluation_protocol=filtered rank setting2023.04 | 0.242 | 12.6 | 31.2 | 44 | — | |
| ComplEx2023.06 | 0.242 | 12.6 | 31.2 | 44 | — | |
| DistMultsetting=filtered2020.05 | 0.233 | 11.5 | 30.1 | 44.8 | — | |
| DistMult2020.10 | 0.233 | 11.5 | 30.1 | 44.8 | — | |
| DistMultevaluation_protocol=filtered rank setting2023.04 | 0.233 | 11.5 | 30.1 | 44.8 | — | |
| DistMult2023.06 | 0.233 | 11.5 | 30.1 | 44.8 | — | |
| TransEsetting=filtered2020.05 | 0.111 | 1.6 | 16.4 | 27 | — | |
| TransE2020.10 | 0.111 | 1.6 | 16.4 | 27 | — | |
| TransEevaluation_protocol=filtered rank setting2023.04 | 0.111 | 1.6 | 16.4 | 27 | — | |
| TransE2023.06 | 0.111 | 1.6 | 16.4 | 27 | — |