Knowledge Graph Reasoning on WN18 (test)
0.63MRRnPUGraph
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| nPUGraphptb_rate=0.1, Category=Positive-Unlabeled learning method2023.06 | 0.63 | 0.754 | 0.671 | 0.599 | |
| SANSptb_rate=0.1, Category=Negative sampling method2023.06 | 0.619 | 0.702 | 0.644 | 0.574 | |
| RotatEptb_rate=0.1, Category=Knowledge graph embedding methods2023.06 | 0.613 | 0.691 | 0.642 | 0.567 | |
| ComplExptb_rate=0.1, Category=Knowledge graph embedding methods2023.06 | 0.612 | 0.702 | 0.643 | 0.56 | |
| CompGCNptb_rate=0.1, Category=Graph neural network methods on KG2023.06 | 0.608 | 0.686 | 0.636 | 0.564 | |
| DistMultptb_rate=0.1, Category=Knowledge graph embedding methods2023.06 | 0.524 | 0.686 | 0.61 | 0.418 | |
| PUDAptb_rate=0.1, Category=Positive-Unlabeled learning method2023.06 | 0.52 | 0.667 | 0.608 | 0.419 | |
| RGCNptb_rate=0.1, Category=Graph neural network methods on KG2023.06 | 0.483 | 0.625 | 0.554 | 0.396 | |
| NSCachingptb_rate=0.1, Category=Negative sampling method2023.06 | 0.434 | 0.542 | 0.47 | 0.374 | |
| UKGEptb_rate=0.1, Category=Uncertain knowledge graph embedding method2023.06 | 0.381 | 0.541 | 0.407 | 0.331 | |
| TransRptb_rate=0.1, Category=Knowledge graph embedding methods2023.06 | 0.319 | 0.646 | 0.575 | 0.051 | |
| TransEptb_rate=0.1, Category=Knowledge graph embedding methods2023.06 | 0.318 | 0.646 | 0.579 | 0.044 |