Link Prediction on NELL995
75.4MRRM-Walk
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| M-Walk2018.02 | 75.4 | 68.4 | 81 | — | |
| PG-Walk2018.02 | 74.8 | 66.7 | 77.5 | — | |
| ConvE2018.02 | 74.7 | 67.2 | 80.8 | — | |
| Q-Walk2018.02 | 74.5 | 66.8 | 77.3 | — | |
| MINERVA2018.02 | 72.5 | 66.3 | 77.3 | — | |
| ComplEx2018.02 | 69.4 | 61.2 | 76.1 | — | |
| DistMult2018.02 | 68 | 61 | 73.3 | — | |
| RelEns-DSC2023.10 | 54.99 | 48.23 | 59.01 | 66.09 | |
| Ultra+[V3+]mode=Finetuned, setting=Transductive2026.05 | 54.7 | — | — | 67.8 | |
| SimpleEns2023.10 | 54.16 | 47.58 | 58.23 | 66.01 | |
| ConvE2023.10 | 52.94 | 45.17 | 57.82 | 65.95 | |
| RotatE2023.10 | 52.6 | 46.58 | 56.05 | 62.6 | |
| HousE2023.10 | 51.93 | 45.81 | 55.59 | 61.78 | |
| CompGCN2023.10 | 51.67 | 44.93 | 56.17 | 62.86 | |
| Motifmode=Finetuned, setting=Transductive2026.05 | 51.4 | — | — | 65.5 | |
| Ultramode=Finetuned, setting=Transductive2026.05 | 50.9 | — | — | 66 | |
| TransE2023.10 | 50.72 | 42.42 | 55.93 | 64.82 | |
| ComplEx2023.10 | 50.69 | 44.23 | 54.06 | 61.07 | |
| query2box-1ptraining_mode=only trained on simple 1p queries2020.02 | 32 | — | 41.5 | — | |
| TransE2020.02 | 32 | — | 41.3 | — | |
| query2boxtraining_mode=all five query structures2020.02 | 30.3 | — | 38.2 | — | |
| NodePiece2024.08 | — | — | — | 89 | |
| REST2024.08 | — | — | — | 88 | |
| RMPI2024.08 | — | — | — | 60.5 |