Link Prediction on YAGO3-10 filtered (test)
57.7MRRREFE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| REFEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 57.7 | 50.3 | 62.1 | 71.2 | |
| REFHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 57.6 | 50.2 | 61.9 | 71.1 | |
| ATTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 57.5 | 50 | 62.1 | 70.9 | |
| ROTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 57.4 | 49.8 | 62.1 | 71.1 | |
| ROTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 57 | 49.5 | 61.2 | 70.6 | |
| ComplExManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 56.9 | 49.8 | 60.9 | 70.1 | |
| ATTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 56.8 | 49.3 | 61.2 | 70.2 | |
| MurEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 53.2 | 44.4 | 58.4 | 69.4 | |
| RotatEManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 49.5 | 40.2 | 55 | 67 | |
| ConvEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 44 | 35 | 49 | 62 | |
| ATTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 39.7 | 31 | 43.7 | 56.6 | |
| ROTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 39.3 | 30.7 | 43.5 | 55.9 | |
| ROTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 38.1 | 29.5 | 41.7 | 54.8 | |
| REFHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 38.1 | 30.2 | 41.5 | 53 | |
| ATTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 37.4 | 29 | 41 | 53.7 | |
| REFEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 37 | 28.9 | 40.3 | 52.7 | |
| MurPManifold=Hyperbolic ball ($B^d, I$), Embedding dimension=High-dimensional (200-500)2020.05 | 35.4 | 24.9 | 40 | 56.7 | |
| DistMultManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 34 | 24 | 38 | 54 | |
| ComplEx-N3Manifold=Complex (C^d), Embedding dimension=32, Setting=Filtered2020.05 | 33.6 | 25.9 | 36.7 | 48.4 | |
| MurEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 28.3 | 18.7 | 31.7 | 47.8 | |
| MuRPManifold=Poincaré ball (B^d,1), Embedding dimension=32, Setting=Filtered2020.05 | 23 | 15 | 24.7 | 39.2 |