Knowledge Graph Reasoning on FB15K ptb_rate=0.7 (test)
36.5MRRnPUGraph
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| nPUGraphptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 36.5 | 60 | 42.7 | 27.7 | |
| CompGCNptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 35.4 | 57.8 | 40.2 | 24.3 | |
| SANSptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 29.2 | 47.8 | 33.2 | 19.6 | |
| RotatEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 27.1 | 43.9 | 30.9 | 18.5 | |
| PUDAptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 25.4 | 42.1 | 28.3 | 17 | |
| DistMultptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 25 | 42.5 | 28.2 | 16.3 | |
| ComplExptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 24.1 | 40.8 | 27.1 | 15.8 | |
| TransEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 21.9 | 45.7 | 29.4 | 8.7 | |
| TransRptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 19.5 | 39.6 | 24.8 | 8.7 | |
| UKGEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 18.6 | 35.8 | 19.9 | 7.6 | |
| NSCachingptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 17.4 | 30.9 | 19.4 | 10.5 | |
| RGCNptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 12.9 | 22.9 | 13.4 | 7.5 |