Knowledge Graph Reasoning on FB15k
82.61P ScoreQ2P
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Q2P2023.05 | 82.6 | 30.8 | 25.5 | 65.1 | 74.7 | 49.5 | 34.9 | 32.1 | 26.2 | 21.9 | 20.8 | 12.5 | 8.9 | 17.1 | 46.8 | 16.4 | |
| ROG2025.12 | 81.4 | 67.7 | 49.2 | 75.6 | 72.3 | 65.1 | 62 | 69.4 | 45.6 | — | — | — | — | — | — | — | |
| WFRE2023.05 | 81.1 | 37.7 | 30.5 | 68.5 | 78 | 56.3 | 41.8 | 48 | 33.1 | 26.1 | 26.5 | 15.6 | 13.7 | 19.4 | 52.8 | 20.2 | |
| WFRE2023.05 | 81.1 | 37.7 | 30.5 | 68.5 | 78 | 56.3 | 41.8 | 48 | 33.1 | 26.1 | 26.5 | 15.6 | 13.7 | 19.4 | 52.8 | 20.2 | |
| GammaE2023.05 | 76.5 | 36.9 | 31.4 | 65.4 | 75.1 | 53.9 | 39.7 | 57.1 | 34.5 | 20.1 | 20.5 | 13.5 | 11.8 | 17.1 | 52.3 | 16.6 | |
| GammaE2023.05 | 76.5 | 36.9 | 31.4 | 65.4 | 75.1 | 53.9 | 39.7 | 53.5 | 30.9 | 20.1 | 20.5 | 13.5 | 11.8 | 17.1 | 51.3 | 16.6 | |
| ConE2023.05 | 75.3 | 33.8 | 29.2 | 64.4 | 73.7 | 50.9 | 35.7 | 55.7 | 31.4 | 17.9 | 18.7 | 12.5 | 9.8 | 15.1 | 49.8 | 14.8 | |
| CQD2025.12 | 72.4 | 56.9 | 41.5 | 64.6 | 61.3 | 58.8 | 54.4 | 55.7 | 36.9 | — | — | — | — | — | — | — | |
| MLPMIX2023.05 | 69.7 | 27.7 | 23.9 | 58.7 | 69.9 | 46.7 | 30.8 | 38.2 | 24.8 | 17.2 | 17.8 | 13.5 | 9.1 | 15.2 | 43.4 | 14.8 | |
| BetaE2023.05 | 65.1 | 25.7 | 24.7 | 55.8 | 66.5 | 43.9 | 28.1 | 40.1 | 25.2 | 14.3 | 14.7 | 11.5 | 6.5 | 12.4 | 41.6 | 11.8 | |
| Q2B2025.12 | 58.1 | 48.7 | 43.3 | 65.1 | 56.9 | 50.2 | 47.1 | 35.2 | 29.9 | — | — | — | — | — | — | — | |
| GQE2025.12 | 57.2 | 55.9 | 29.9 | 52.4 | 47.7 | 44.5 | 41.8 | 29.8 | 31.2 | — | — | — | — | — | — | — |