Multi-domain Knowledge Graph Completion on DBP-5L (unseen entity setting)
24.9EL H@1DMKGC
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DMKGCSetting=unseen entity2026.07 | 24.9 | 61.8 | 39 | 12.4 | 32.1 | 19.4 | 19 | 46.2 | 28.8 | 23.4 | 50.4 | 33.4 | 19.3 | 43.3 | 27.6 | 29.6 | |
| MMDSetting=unseen entity2026.07 | 22.1 | 55.3 | 33.9 | 9.6 | 28.1 | 16.1 | 13.8 | 39.1 | 22.5 | 20.7 | 46.1 | 30 | 17.3 | 39.3 | 25.2 | 25.5 | |
| InfoNCESetting=unseen entity2026.07 | 21.6 | 57.8 | 34 | 9.3 | 28.6 | 15.8 | 13.4 | 39.5 | 22.4 | 19.8 | 46.3 | 29.2 | 17.2 | 39.5 | 25.1 | 25.3 | |
| GLKGCSetting=unseen entity2026.07 | 15.9 | 57.6 | 31.5 | 5.3 | 29.9 | 14 | 9.7 | 42.2 | 21.3 | 13.6 | 47.3 | 26 | 10 | 40.1 | 21.2 | 22.8 | |
| DA-DIFFSetting=unseen entity2026.07 | 12.2 | 54.8 | 27.5 | 5.9 | 31.3 | 14.8 | 11 | 45.7 | 22.6 | 15.9 | 50.2 | 29.5 | 9.4 | 43 | 22 | 23.3 | |
| LSGMASetting=unseen entity2026.07 | 7.1 | 48.8 | 21.7 | 4.5 | 26 | 12 | 7.5 | 37.5 | 17.6 | 7.8 | 42.3 | 20.2 | 7 | 33.8 | 16.7 | 17.7 |