Link Prediction on YAGO39K
15.6MRR (Raw)DistMult*
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DistMult*2024.01 | 15.6 | 36.2 | 22.1 | 43.6 | 66 | |
| JECI*2024.01 | 12.2 | 44.1 | 30 | 51.1 | 70.1 | |
| EIKE-UNP-EYE (bern)Sampling=bern, Variant=UNP, Embedding=EYE2024.01 | 11.5 | 57.7 | 47.1 | 65.4 | 76.2 | |
| TransE*2024.01 | 11.4 | 24.8 | 12.3 | 28.7 | 51.1 | |
| TransFG*2024.01 | 11.4 | 47.5 | 32.5 | 52.1 | 70.1 | |
| TransD*2024.01 | 11.3 | 17.6 | 8.9 | 19 | 35.4 | |
| EIKE-PRE-EYE (bern)Sampling=bern, Variant=PRE, Embedding=EYE2024.01 | 11.3 | 53.1 | 40.9 | 61 | 74.8 | |
| EIKE-UNP-MAT (bern)Sampling=bern, Variant=UNP, Embedding=MAT2024.01 | 11.3 | 54.5 | 42.4 | 62 | 74.7 | |
| TransR*2024.01 | 11.2 | 28.9 | 15.8 | 33.8 | 56.7 | |
| TransC*2024.01 | 11.2 | 42 | 29.8 | 50.2 | 69.8 | |
| TransEllipsoid*2024.01 | 11.2 | 53.6 | 41.6 | 68.7 | 75.1 | |
| EIKE-PRE-MAT (bern)Sampling=bern, Variant=PRE, Embedding=MAT2024.01 | 10.8 | 55.8 | 45.1 | 63.5 | 73.9 | |
| TransH*2024.01 | 10.2 | 21.5 | 10.4 | 24 | 45.1 | |
| Concept2Vec2024.01 | 9.8 | 34.4 | 20.4 | 37.2 | 41.7 | |
| TransCuboid*2024.01 | 9.5 | 47.5 | 36.3 | 55.6 | 66.9 | |
| EIKE-UNP-EYE (unif)Sampling=unif, Variant=UNP, Embedding=EYE2024.01 | 9.3 | 56.3 | 45.6 | 63.8 | 74.5 | |
| EIKE-PRE-EYE (unif)Sampling=unif, Variant=PRE, Embedding=EYE2024.01 | 9.3 | 52.8 | 40.8 | 61 | 74 | |
| EIKE-PRE-MAT (unif)Sampling=unif, Variant=PRE, Embedding=MAT2024.01 | 9 | 54.2 | 43.4 | 62 | 72.9 | |
| EIKE-UNP-MAT (unif)Sampling=unif, Variant=UNP, Embedding=MAT2024.01 | 8.8 | 52.2 | 40.9 | 60.3 | 72 | |
| HolE*2024.01 | 6.3 | 19.8 | 11 | 23 | 38.4 | |
| ComplEx*2024.01 | 5.8 | 36.2 | 29.2 | 40.7 | 48.1 |