Relational Triple Classification on YAGO 39K
94.4AccuracyTransFG*
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| TransFG*2024.01 | 94.4 | 94.7 | 93.7 | 94 | |
| JECI*2024.01 | 93.9 | 95.2 | 93.1 | 94.1 | |
| TransC*2024.01 | 93.8 | 94.8 | 92.7 | 93.7 | |
| DistMult*2024.01 | 93.5 | 93.9 | 93 | 93.5 | |
| EIKE-PRE-MAT (bern)Sampling=bern, Variant=PRE, Embedding=MAT2024.01 | 93.45 | 93.86 | 92.99 | 93.42 | |
| EIKE-PRE-MAT (unif)Sampling=unif, Variant=PRE, Embedding=MAT2024.01 | 93.19 | 93.03 | 93.38 | 93.2 | |
| EIKE-UNP-MAT (unif)Sampling=unif, Variant=UNP, Embedding=MAT2024.01 | 93.14 | 93.5 | 92.74 | 93.12 | |
| EIKE-PRE-EYE (bern)Sampling=bern, Variant=PRE, Embedding=EYE2024.01 | 93.04 | 92.46 | 93.73 | 93.09 | |
| ComplEx*2024.01 | 92.8 | 92.6 | 93.1 | 92.9 | |
| EIKE-UNP-MAT (bern)Sampling=bern, Variant=UNP, Embedding=MAT2024.01 | 92.75 | 93.35 | 92.07 | 92.7 | |
| EIKE-UNP-EYE (unif)Sampling=unif, Variant=UNP, Embedding=EYE2024.01 | 92.69 | 92.54 | 92.87 | 92.7 | |
| TransEllipsoid*2024.01 | 92.64 | 92.68 | 92.6 | 92.64 | |
| EIKE-UNP-EYE (bern)Sampling=bern, Variant=UNP, Embedding=EYE2024.01 | 92.62 | 92.68 | 92.55 | 92.62 | |
| Concept2Vec2024.01 | 92.4 | 92.6 | 92.8 | 92.6 | |
| HolE*2024.01 | 92.3 | 92.6 | 91.9 | 92.3 | |
| EIKE-PRE-EYE (unif)Sampling=unif, Variant=PRE, Embedding=EYE2024.01 | 92.19 | 91.7 | 92.78 | 92.24 | |
| TransCuboid*2024.01 | 92.18 | 93.8 | 90.26 | 92.02 | |
| TransE*2024.01 | 92.1 | 92.8 | 91.2 | 92 | |
| TransR*2024.01 | 91.7 | 91.6 | 91.9 | 91.7 | |
| TransH*2024.01 | 90.8 | 91.2 | 90.3 | 90.8 | |
| TransD*2024.01 | 89.3 | 88.1 | 91 | 89.5 |