Link Prediction on Kinship (test)
67.18MRRGRiD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GRiDParadigm=Rule-based2026.05 | 67.18 | — | 92.46 | — | 54.36 | |
| RotatEParadigm=Embedding2026.05 | 66.21 | — | 94.13 | — | 50.24 | |
| AnyBURLParadigm=Rule-based2026.05 | 65.93 | — | 91.45 | — | 52.38 | |
| SpeedEParadigm=Embedding2026.05 | 65.32 | — | 89.55 | — | 53.35 | |
| RNNLogicParadigm=Rule-based2026.05 | 64.78 | — | 92.26 | — | 49.7 | |
| NCRLParadigm=Rule-based2026.05 | 64.32 | — | 92.56 | — | 49.39 | |
| AMIEParadigm=Rule-based2026.05 | 62.99 | — | 90.06 | — | 48.83 | |
| RLogicParadigm=Rule-based2026.05 | 57.7 | — | 87.08 | — | 43.6 | |
| NBFNetParadigm=GNN-based2026.05 | 49.54 | — | 81.07 | — | 34.43 | |
| A*NetParadigm=GNN-based2026.05 | 44.36 | — | 77.36 | — | 30.42 | |
| ComplExParadigm=Embedding2026.05 | 42.12 | — | 82.11 | — | 23.56 | |
| CompGCNParadigm=GNN-based2026.05 | 40.3 | — | 75.83 | — | 26.94 | |
| DistMultParadigm=Embedding2026.05 | 35.23 | — | 74.23 | — | 19.22 | |
| DRUMParadigm=Rule-based2026.05 | 33.02 | — | 67.76 | — | 18.11 | |
| ChatRuleParadigm=Rule-based2026.05 | 32.52 | — | 68.74 | — | 17.51 | |
| TransEParadigm=Embedding2026.05 | 31.23 | — | 83.22 | — | 0.93 | |
| Neural-LPParadigm=Rule-based2026.05 | 30.17 | — | 59.34 | — | 16.6 | |
| Link Prediction ModelEntity Prediction=false, Relation Prediction=true2021.10 | 0.92 | — | 99 | 97 | 86.7 | |
| Link Prediction ModelEntity Prediction=true, Relation Prediction=true2021.10 | 0.916 | — | 98.8 | 96.4 | 86.6 | |
| generalized graph attention model2019.06 | 0.904 | 1.94 | 98 | 94.1 | 85.9 | |
| Link Prediction ModelEntity Prediction=true, Relation Prediction=false2021.10 | 0.897 | — | 98.7 | 95.5 | 83.5 | |
| ConvE2019.06 | 0.833 | 2.03 | 98.14 | 91.7 | 73.8 | |
| ConvE2017.07 | 0.83 | 2 | 98 | 92 | 74 | |
| ComplEx2019.06 | 0.823 | 2.48 | 97.11 | 89.9 | 73.3 | |
| ConvKB2019.06 | 0.614 | 3.3 | 95.3 | 75.5 | 43.62 | |
| DistMult2019.06 | 0.516 | 5.26 | 86.7 | 58.1 | 36.7 | |
| TransE2019.06 | 0.309 | 6.8 | 84.1 | 64.3 | 0.9 | |
| R-GCN2019.06 | 0.109 | 25.92 | 23.9 | 8.8 | 3 |