Knowledge Graph Reasoning on WN18 ptb_rate = 0.5 (test)
0.373MRRnPUGraph
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| nPUGraphptb_rate=0.52023.06 | 0.373 | 44.3 | 37.9 | 32.7 | |
| CompGCNptb_rate=0.52023.06 | 0.345 | 31.5 | 33.6 | 27.9 | |
| ComplExptb_rate=0.52023.06 | 0.314 | 37.3 | 33.5 | 28 | |
| SANSptb_rate=0.52023.06 | 0.313 | 37.9 | 33.7 | 27.5 | |
| RotatEptb_rate=0.52023.06 | 0.307 | 37.7 | 33.3 | 26.6 | |
| DistMultptb_rate=0.52023.06 | 0.279 | 37 | 31.9 | 22.4 | |
| RGCNptb_rate=0.52023.06 | 0.253 | 32.3 | 28.7 | 20.9 | |
| PUDAptb_rate=0.52023.06 | 0.231 | 32.9 | 26.4 | 17.8 | |
| TransEptb_rate=0.52023.06 | 0.158 | 33.7 | 28.5 | 1.8 | |
| TransRptb_rate=0.52023.06 | 0.15 | 32.7 | 26.7 | 2 | |
| UKGEptb_rate=0.52023.06 | 0.123 | 18.2 | 13.3 | 9.3 | |
| NSCachingptb_rate=0.52023.06 | 0.115 | 17.9 | 14.7 | 8.3 |