Knowledge Graph Reasoning on FB15K-237 ptb_rate=0.7 (test)
0.243MRRnPUGraph
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| nPUGraphptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.243 | 0.39 | 0.266 | 0.155 | |
| SANSptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.201 | 0.342 | 0.216 | 0.131 | |
| RotatEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.198 | 0.337 | 0.212 | 0.129 | |
| CompGCNptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.193 | 0.325 | 0.204 | 0.129 | |
| DistMultptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.173 | 0.308 | 0.186 | 0.105 | |
| PUDAptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.165 | 0.291 | 0.176 | 0.104 | |
| ComplExptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.158 | 0.29 | 0.17 | 0.092 | |
| NSCachingptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.157 | 0.276 | 0.169 | 0.099 | |
| UKGEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.133 | 0.201 | 0.115 | 0.075 | |
| TransEptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.104 | 0.273 | 0.128 | 0.02 | |
| TransRptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.096 | 0.217 | 0.108 | 0.036 | |
| RGCNptb_rate=0.7, evaluation_protocol=average of 5 runs2023.06 | 0.086 | 0.178 | 0.086 | 0.04 |