Temporal Knowledge Graph Reasoning on WIKI (meta-test)
33.5MRRMetaDyGNN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MetaDyGNNShot count=32022.10 | 33.5 | 24.9 | 30.9 | 46.9 | |
| MetaTKGRShot count=32022.10 | 33.5 | 27 | 37.9 | 51.1 | |
| MetaTKGRshot=3-shot2022.10 | 32.9 | 25.3 | 33.5 | 48.9 | |
| MetaDyGNNshot=3-shot2022.10 | 30.9 | 23.8 | 30.9 | 45.9 | |
| RE-GCNshot=3-shot2022.10 | 27.7 | 22.3 | 26.2 | 34.4 | |
| RE-NETshot=3-shot2022.10 | 26.1 | 21 | 25.1 | 33.1 | |
| T-GENshot=3-shot2022.10 | 23.4 | 18.5 | 22.2 | 27.1 | |
| RotatEshot=3-shot2022.10 | 23.2 | 17.1 | 22.3 | 28.4 | |
| RotatEShot count=32022.10 | 23.2 | 17.1 | 22.3 | 28.4 | |
| RE-NETShot count=32022.10 | 23.2 | 13.9 | 24.1 | 36.9 | |
| I-GENShot count=32022.10 | 22.2 | 17.9 | 22.9 | 26.4 | |
| I-GENshot=3-shot2022.10 | 22.1 | 17.9 | 22.9 | 30.9 | |
| T-GENShot count=32022.10 | 21 | 12.2 | 22.1 | 30.9 | |
| LANShot count=32022.10 | 20.7 | 13.3 | 20.1 | 28.7 | |
| LANshot=3-shot2022.10 | 18.5 | 13.3 | 20.1 | 28.7 | |
| TransRshot=3-shot2022.10 | 18.3 | 13.8 | 18.8 | 24.5 | |
| TransRShot count=32022.10 | 18.3 | 13.8 | 18.8 | 24.5 | |
| TransEshot=3-shot2022.10 | 16.1 | 11.1 | 17.1 | 23.6 | |
| TransEShot count=32022.10 | 16.1 | 11.1 | 17.1 | 23.6 |