Link Prediction on FB15k-237 filtered (test)
0.56Hits@10ComplEx
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ComplExvariant=after variational EM2019.07 | 0.56 | — | — | 0.365 | — | |
| ComplExvariant=Lacroix et al. [2018]2019.07 | 0.555 | — | — | 0.364 | — | |
| QuaternionManifold=Quaternion ($H^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.55 | 0.382 | 0.248 | 0.348 | — | |
| CoKEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.549 | 0.4 | 0.272 | 0.364 | — | |
| DistMultvariant=after variational EM2019.07 | 0.548 | — | — | 0.357 | — | |
| ComplExManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.547 | 0.392 | 0.264 | 0.357 | — | |
| TuckERManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.544 | 0.394 | 0.266 | 0.358 | — | |
| TuckERModel Category=Structure-based Knowledge Embeddings2022.06 | 0.544 | 0.394 | 0.266 | 0.358 | — | |
| ATTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.543 | 0.386 | 0.255 | 0.351 | — | |
| HAKEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.542 | 0.381 | 0.25 | 0.346 | — | |
| REFEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.541 | 0.39 | 0.256 | 0.351 | — | |
| SACN2018.11 | 0.54 | 0.39 | 0.26 | 0.35 | — | |
| SACNEvaluation Setting=Filtered2019.11 | 0.54 | 0.39 | 0.26 | 0.35 | — | |
| ATTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.54 | 0.384 | 0.252 | 0.348 | — | |
| ROTEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.538 | 0.381 | 0.251 | 0.346 | — | |
| REFHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.536 | 0.383 | 0.252 | 0.346 | — | |
| COMPGCNEvaluation Setting=Filtered2019.11 | 0.535 | 0.39 | 0.264 | 0.355 | 197 | |
| ROTHManifold=Hyperbolic ball ($B^d, c$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.535 | 0.38 | 0.246 | 0.344 | — | |
| RotatEEvaluation Setting=Filtered2019.11 | 0.533 | 0.375 | 0.241 | 0.338 | 177 | |
| RotatEManifold=Complex ($C^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.533 | 0.375 | 0.241 | 0.338 | — | |
| RotatEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.533 | 0.375 | 0.241 | 0.338 | 177 | |
| MEM-KGCModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base, Entity Prediction (EP) task=true2022.06 | 0.531 | 0.381 | 0.253 | 0.346 | — | |
| Pretrain-KGEModel Category=Description-based Knowledge Embeddings, Base Method=TransE2022.06 | 0.529 | — | — | 0.332 | 162 | |
| ConvREvaluation Setting=Filtered2019.11 | 0.528 | 0.385 | 0.261 | 0.35 | — | |
| MEM-KGCModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base, Entity Prediction (EP) task=false2022.06 | 0.522 | 0.372 | 0.249 | 0.339 | — | |
| MurEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.521 | 0.37 | 0.245 | 0.336 | — | |
| HypEREvaluation Setting=Filtered2019.11 | 0.52 | 0.376 | 0.252 | 0.341 | 250 | |
| MurPManifold=Hyperbolic ball ($B^d, I$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.518 | 0.367 | 0.243 | 0.335 | — | |
| Conv-TransE2018.11 | 0.51 | 0.37 | 0.24 | 0.33 | — | |
| ConvEEvaluation Setting=Filtered2019.11 | 0.501 | 0.356 | 0.237 | 0.325 | 244 | |
| MuRPManifold=Poincaré ball (B^d,1), Embedding dimension=32, Setting=Filtered2020.05 | 0.501 | 0.353 | 0.235 | 0.323 | — | |
| ATTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.501 | 0.354 | 0.236 | 0.324 | — | |
| ConvEManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.501 | 0.356 | 0.237 | 0.325 | — | |
| ROTHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.497 | 0.346 | 0.223 | 0.314 | — | |
| ConvE2018.11 | 0.49 | 0.35 | 0.24 | 0.32 | — | |
| MurEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.489 | 0.34 | 0.226 | 0.313 | — | |
| REFHManifold=Hyperbolic (B^d,c), Embedding dimension=32, Setting=Filtered2020.05 | 0.489 | 0.342 | 0.224 | 0.312 | — | |
| ATTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.488 | 0.339 | 0.223 | 0.311 | — | |
| C-LMKEModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base2022.06 | 0.484 | 0.331 | 0.218 | 0.306 | 141 | |
| ROTEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.482 | 0.337 | 0.22 | 0.307 | — | |
| REFEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.474 | 0.33 | 0.216 | 0.302 | — | |
| TransEEvaluation Setting=Filtered2019.11 | 0.465 | — | — | 0.294 | 357 | |
| ComplEx-N3Manifold=Complex (C^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.463 | 0.322 | 0.211 | 0.294 | — | |
| KBGANEvaluation Setting=Filtered2019.11 | 0.458 | — | — | 0.278 | — | |
| RotatEManifold=Euclidean (R^d), Embedding dimension=32, Setting=Filtered2020.05 | 0.458 | 0.316 | 0.208 | 0.29 | — | |
| StARModel Category=Description-based Knowledge Embeddings, Backbone=BERT-base2022.06 | 0.452 | 0.287 | 0.171 | 0.263 | 136 | |
| TransEModel Category=Structure-based Knowledge Embeddings2022.06 | 0.441 | 0.376 | 0.198 | 0.279 | 323 | |
| VR-GCNEvaluation Setting=Filtered2019.11 | 0.432 | 0.272 | 0.159 | 0.248 | — | |
| ComplEx2018.11 | 0.43 | 0.28 | 0.16 | 0.25 | — | |
| ComplExEvaluation Setting=Filtered2019.11 | 0.428 | 0.275 | 0.158 | 0.247 | 339 | |
| ComplExModel Category=Structure-based Knowledge Embeddings2022.06 | 0.428 | 0.275 | 0.158 | 0.247 | 339 | |
| ConvKBEvaluation Setting=Filtered2019.11 | 0.421 | 0.371 | 0.155 | 0.243 | 311 | |
| DistMult2018.11 | 0.42 | 0.26 | 0.16 | 0.24 | — | |
| R-GCN2018.11 | 0.42 | 0.26 | 0.15 | 0.25 | — | |
| KG-BERTModel Category=Description-based Knowledge Embeddings2022.06 | 0.42 | — | — | — | 153 | |
| DistMultvariant=Dettmers et al. [2018]2019.07 | 0.419 | — | — | 0.241 | — | |
| DistMultEvaluation Setting=Filtered2019.11 | 0.419 | 0.263 | 0.155 | 0.241 | 254 | |
| DistMultManifold=Euclidean ($R^d$), Embedding dimension=High-dimensional (200-500)2020.05 | 0.419 | 0.263 | 0.155 | 0.241 | — | |
| DistMultModel Category=Structure-based Knowledge Embeddings2022.06 | 0.419 | 0.263 | 0.155 | 0.241 | 254 | |
| R-GCNEvaluation Setting=Filtered2019.11 | 0.417 | — | 0.151 | 0.248 | — |