Knowledge Graph Reasoning on NELL
68.81P ScoreNMP-QEM
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NMP-QEM2025.05 | 68.8 | 23.9 | 17.8 | 47 | 55 | 31.1 | 26 | 29.6 | 20.7 | 10 | 9.2 | 12.9 | 4.8 | 7.4 | — | — | |
| WFRE2023.05 | 58.6 | 18.6 | 16 | 41.2 | 52.7 | 28.4 | 20.7 | 16.1 | 13.2 | 6.9 | 8.8 | 12.5 | 4.1 | 4.4 | 29.5 | 7.3 | |
| GeometrE2025.05 | 58.2 | 17.6 | 15.6 | 40.8 | 51.5 | 27.7 | 19.6 | 16.1 | 12.8 | 6.2 | 8.4 | 11 | 4 | 4.3 | — | — | |
| Q2P2023.05 | 56.5 | 15.2 | 12.5 | 35.8 | 48.7 | 22.6 | 16.1 | 11.1 | 10.4 | 5.1 | 7.4 | 10.2 | 3.3 | 3.4 | 25.5 | 6 | |
| MLPMIX2023.05 | 55.4 | 16.5 | 13.9 | 39.5 | 51 | 25.7 | 18.3 | 14.7 | 11.2 | 5.1 | 8 | 10 | 3.1 | 3.5 | 27.4 | 5.9 | |
| GammaE2023.05 | 55.1 | 17.3 | 14.2 | 41.9 | 51.1 | 26.9 | 18.3 | 15.1 | 11.2 | 6.3 | 8.7 | 11.4 | 4 | 4.5 | 27.9 | 7 | |
| AConE2025.05 | 54.5 | 17.7 | 14.4 | 41.9 | 53 | 26.1 | 20.7 | 16.5 | 12.8 | 5.2 | 7.7 | 9.4 | 3.2 | 3.7 | — | — | |
| ConE2023.05 | 53.1 | 16.1 | 13.9 | 40 | 50.8 | 26.3 | 17.5 | 15.3 | 11.3 | 5.7 | 8.1 | 10.8 | 3.5 | 3.9 | 27.2 | 6.4 | |
| ConE2025.05 | 53.1 | 16.1 | 13.9 | 40 | 50.8 | 26.3 | 17.5 | 15.3 | 11.3 | 5.7 | 8.1 | 10.8 | 3.5 | 3.9 | — | — | |
| BetaE2023.05 | 53 | 13 | 11.5 | 37.6 | 47.5 | 24.1 | 14.3 | 12.2 | 8.5 | 5.1 | 7.8 | 10 | 3.1 | 3.5 | 24.6 | 5.9 | |
| BETAE2025.05 | 53 | 13 | 11.4 | 37.6 | 47.5 | 24.1 | 14.3 | 12.2 | 8.5 | 5.1 | 7.8 | 10 | 3.1 | 3.5 | — | — | |
| Q2B2025.05 | 42.7 | 14.5 | 11.7 | 34.7 | 45.8 | 23.2 | 17.4 | 12 | 10.7 | — | — | — | — | — | — | — | |
| GQE2025.05 | 33.1 | 12.1 | 9.9 | 27.3 | 35.1 | 18.5 | 14.5 | 8.5 | 9 | — | — | — | — | — | — | — | |
| WFRE2023.05 | 0.586 | 0.188 | 0.16 | 0.412 | 0.527 | 0.284 | 0.207 | 0.161 | 0.132 | 0.069 | 0.088 | 0.125 | 0.041 | 0.044 | 0.295 | 0.073 | |
| FuzzQEsource=reported2023.05 | 0.581 | 0.193 | 0.157 | 0.398 | 0.503 | 0.281 | 0.218 | 0.173 | 0.137 | 0.083 | 0.102 | 0.115 | 0.046 | 0.054 | 0.293 | 0.08 | |
| FuzzQEsource=our2023.05 | 0.555 | 0.168 | 0.144 | 0.373 | 0.469 | 0.24 | 0.191 | 0.15 | 0.117 | 0.073 | 0.091 | 0.111 | 0.041 | 0.049 | 0.267 | 0.073 | |
| GammaE2023.05 | 0.551 | 0.173 | 0.142 | 0.419 | 0.511 | 0.269 | 0.183 | 0.165 | 0.125 | 0.063 | 0.087 | 0.114 | 0.04 | 0.045 | 0.282 | 0.07 |