Link Prediction on WN18RR filtered (test)
54Hits@10SACN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SACN2018.11 | 54 | 48 | 43 | 47 | — | |
| Conv-TransE2018.11 | 52 | 47 | 43 | 46 | — | |
| ComplEx2018.11 | 51 | 46 | 41 | 44 | — | |
| DistMult2018.11 | 49 | 44 | 39 | 43 | — | |
| ConvE2018.11 | 48 | 43 | 39 | 46 | — | |
| C-LMKEModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base2022.06 | 0.789 | 0.671 | 0.523 | 0.619 | 79 | |
| MEM-KGCModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base, Entity Prediction (EP) task=true2022.06 | 0.704 | 0.604 | 0.475 | 0.557 | — | |
| StARModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base2022.06 | 0.647 | 0.436 | 0.222 | 0.364 | 99 | |
| MEM-KGCModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base, Entity Prediction (EP) task=false2022.06 | 0.636 | 0.57 | 0.473 | 0.533 | — | |
| ROTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.586 | 0.514 | 0.449 | 0.496 | — | |
| ROTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.585 | 0.512 | 0.446 | 0.494 | — | |
| QuaternionManifold=Quaternion ($H^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.582 | 0.508 | 0.438 | 0.488 | — | |
| HAKEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.582 | 0.516 | 0.452 | 0.497 | — | |
| ATTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.581 | 0.508 | 0.443 | 0.49 | — | |
| ComplExvariant=after variational EM2019.07 | 0.579 | — | — | 0.486 | — | |
| ATTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.573 | 0.499 | 0.443 | 0.486 | — | |
| ComplExManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.572 | 0.495 | 0.435 | 0.48 | — | |
| RotatEEvaluation Setting=Filtered2019.11 | 0.571 | 0.492 | 0.428 | 0.476 | 3,340 | |
| RotatEManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.571 | 0.492 | 0.428 | 0.476 | — | |
| RotatEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.571 | 0.492 | 0.428 | 0.476 | 3,340 | |
| ComplExvariant=Lacroix et al. [2018]2019.07 | 0.569 | — | — | 0.478 | — | |
| REFHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.568 | 0.485 | 0.404 | 0.461 | — | |
| MurPManifold=Hyperbolic ball ($B^d, I$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.566 | 0.495 | 0.44 | 0.481 | — | |
| REFEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.561 | 0.485 | 0.43 | 0.473 | — | |
| Pretrain-KGEModel Category=Description-based Knowledge Embeddings, Base Method=TransE2022.06 | 0.557 | — | — | 0.235 | 1,747 | |
| MurEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.554 | 0.487 | 0.436 | 0.475 | — | |
| ROTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.553 | 0.49 | 0.428 | 0.472 | — | |
| CoKEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.553 | 0.496 | 0.45 | 0.484 | — | |
| ATTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.551 | 0.484 | 0.419 | 0.466 | — | |
| COMPGCNEvaluation Setting=Filtered2019.11 | 0.546 | 0.494 | 0.443 | 0.479 | 3,533 | |
| DistMultvariant=after variational EM2019.07 | 0.544 | — | — | 0.455 | — | |
| MuRPManifold=Poincaré ball (B^d,1), Embedding dimension=32, Setting=Filtered2020.05 | 0.544 | 0.484 | 0.42 | 0.465 | — | |
| SACNEvaluation Setting=Filtered2019.11 | 0.54 | 0.48 | 0.43 | 0.47 | — | |
| ConvREvaluation Setting=Filtered2019.11 | 0.537 | 0.489 | 0.443 | 0.475 | — | |
| TransEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.532 | 0.441 | 0.043 | 0.243 | 2,300 | |
| ROTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.529 | 0.477 | 0.426 | 0.463 | — | |
| ATTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.526 | 0.471 | 0.419 | 0.456 | — | |
| TuckERManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.526 | 0.482 | 0.443 | 0.47 | — | |
| TuckERModel Category=Structure-based Knowledge Embeddings2022.06 | 0.526 | 0.482 | 0.443 | 0.47 | — | |
| MurEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.525 | 0.471 | 0.421 | 0.458 | — | |
| ConvKBEvaluation Setting=Filtered2019.11 | 0.524 | 0.417 | 0.057 | 0.249 | 3,324 | |
| KG-BERTModel Category=Description-based Knowledge Embeddings2022.06 | 0.524 | 0.302 | 0.041 | 0.216 | 97 | |
| HypEREvaluation Setting=Filtered2019.11 | 0.522 | 0.477 | 0.436 | 0.465 | 5,798 | |
| REFEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.521 | 0.47 | 0.419 | 0.455 | — | |
| ConvEEvaluation Setting=Filtered2019.11 | 0.52 | 0.44 | 0.4 | 0.43 | 4,187 | |
| ConvEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.52 | 0.44 | 0.4 | 0.43 | — | |
| REFHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.518 | 0.464 | 0.408 | 0.447 | — | |
| ComplExEvaluation Setting=Filtered2019.11 | 0.51 | 0.46 | 0.41 | 0.44 | 5,261 | |
| ComplExModel Category=Structure-based Knowledge Embeddings2022.06 | 0.51 | 0.46 | 0.41 | 0.44 | 5,261 | |
| TransEEvaluation Setting=Filtered2019.11 | 0.501 | — | — | 0.226 | 3,384 | |
| RotatEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.491 | 0.417 | 0.33 | 0.387 | — | |
| DistMultvariant=Dettmers et al. [2018]2019.07 | 0.49 | — | — | 0.43 | — | |
| DistMultEvaluation Setting=Filtered2019.11 | 0.49 | 0.44 | 0.39 | 0.43 | 5,110 | |
| DistMultManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.49 | 0.44 | 0.39 | 0.43 | — | |
| DistMultModel Category=Structure-based Knowledge Embeddings2022.06 | 0.49 | 0.44 | 0.39 | 0.43 | 5,110 | |
| KBGANEvaluation Setting=Filtered2019.11 | 0.472 | — | — | 0.214 | — | |
| ComplEx-N3Manifold=Complex (C^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.46 | 0.42 | 0.39 | 0.42 | — |