Link Prediction on FB15k-237 transductive (test)
55Hits@10kNN-KGE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| kNN-KGEknowledge_store=true, masked_entity_modeling=true2022.01 | 55 | 28 | 40.4 | 185 | 37 | |
| ATTHapproach=Graph embedding approach2022.01 | 54.9 | 25.2 | 38.4 | — | 34.8 | |
| kNN-KGE (w/o KS)knowledge_store=false, masked_entity_modeling=true2022.01 | 54.7 | 26.9 | 39.6 | 283 | 36 | |
| TuckERapproach=Graph embedding approach2022.01 | 54.4 | 22.6 | 39.4 | — | 35.8 | |
| RotatEapproach=Graph embedding approach2022.01 | 53.3 | 24.1 | 37.5 | 177 | 33.8 | |
| StARapproach=Textual encoding approach2022.01 | 48.2 | 20.5 | 32.2 | 117 | 29.6 | |
| MTL-KGCapproach=Textual encoding approach2022.01 | 45.8 | 17.2 | 29.8 | — | 26.7 | |
| ComplExapproach=Graph embedding approach2022.01 | 45 | 19.4 | 29.7 | 546 | 27.8 | |
| DistMultapproach=Graph embedding approach2022.01 | 44.6 | 19.9 | 30.1 | 512 | 28.1 | |
| TransEapproach=Graph embedding approach2022.01 | 44.1 | 19.8 | 37.6 | 323 | 27.9 | |
| KG-BERTapproach=Textual encoding approach2022.01 | 42 | — | — | 153 | — | |
| KGT5approach=Textual encoding approach2022.01 | 41.4 | 21 | — | — | 27.6 | |
| ULTRATraining Regime=Fine-tuned2023.10 | 41.1 | — | — | — | 25.4 | |
| ULTRATraining Regime=Zero-shot2023.10 | 39.8 | — | — | — | 24.8 | |
| Supervised SOTATraining Regime=Supervised2023.10 | 33.7 | — | — | — | 21.9 | |
| R-GCNapproach=Graph embedding approach2022.01 | 30 | 10 | 18.1 | 600 | 16.4 |