Knowledge Graph Reasoning on Kinship
83MRRConvE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ConvE2019.10 | 83 | 73 | 92 | 98 | |
| ComplEx2019.10 | 81 | 70 | 89 | 98 | |
| NTP-λ2019.10 | 80 | 76 | 82 | 89 | |
| RNNLogic+ + RotatE (Orig + AUG)Base Model=RNNLogic+ + RotatE, Rule Source=RNNLogic rules, Augmentation=AUG2024.07 | 72.9 | 59.9 | — | 96.4 | |
| MINERVA2019.10 | 72 | 60 | 81 | 92 | |
| RNNLogic+ + RotatE (RW + AUG)Base Model=RNNLogic+ + RotatE, Rule Source=Random Walks, Augmentation=AUG2024.07 | 71.9 | 58.9 | — | 96.2 | |
| RNNLogic+ + RotatE (RW)Base Model=RNNLogic+ + RotatE, Rule Source=Random Walks, Augmentation=None2024.07 | 71.4 | 58 | — | 95.7 | |
| RNNLogic+ + RotatE (Orig)Base Model=RNNLogic+ + RotatE, Rule Source=RNNLogic rules, Augmentation=None2024.07 | 68.9 | 54.9 | — | 94.6 | |
| RNNLogic+ (Orig + AUG)Base Model=RNNLogic+, Rule Source=RNNLogic rules, Augmentation=AUG2024.07 | 68.7 | 54.8 | — | 95.7 | |
| RNNLogic+ (RW + AUG)Base Model=RNNLogic+, Rule Source=Random Walks, Augmentation=AUG2024.07 | 65.7 | 50.9 | — | 94.8 | |
| NTP 2.02019.10 | 65 | 57 | 69 | 81 | |
| RNNLogic+ (RW)Base Model=RNNLogic+, Rule Source=Random Walks, Augmentation=None2024.07 | 63.2 | 47.8 | — | 93.7 | |
| RNNLogic+ (Orig)Base Model=RNNLogic+, Rule Source=RNNLogic rules, Augmentation=None2024.07 | 61.6 | 46.3 | — | 91.8 | |
| DRUM2019.10 | 61 | 46 | 71 | 91 | |
| NTP2019.10 | 60 | 48 | 70 | 78 |