Link Prediction on OpenBG500 (test)
53.1Hits@1MoCoSA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MoCoSAMethod Type=description-based2023.08 | 53.1 | 71.1 | 83 | 63.4 | |
| TuckERMethod Type=structure-based2023.08 | 42.8 | 61.5 | 73.5 | 54.1 | |
| SimKGCMethod Type=description-based2023.08 | 30.7 | 50.2 | 67.9 | 42.4 | |
| C-LMKEMethod Type=description-based2023.08 | 29.6 | 46.6 | 58.4 | 39.3 | |
| TransEApproach=Graph embedding approach2022.02 | 20.7 | 34 | 51.3 | — | |
| TransEMethod Type=structure-based2023.08 | 20.7 | 34 | 51.3 | 30.4 | |
| GenKGCApproach=Textual encoding approach2022.02 | 20.3 | 28 | 35.1 | — | |
| GenKGCMethod Type=description-based2023.08 | 20.3 | 28 | 35.1 | — | |
| TransHMethod Type=structure-based2023.08 | 14.3 | 40.2 | 56.9 | 29.6 | |
| ComplExMethod Type=structure-based2023.08 | 8.1 | 18.7 | 31.3 | 15.6 | |
| KG-BERTMethod Type=description-based2023.08 | 7.1 | 14.5 | 26.2 | 13.8 | |
| DistMultMethod Type=structure-based2023.08 | 6.8 | 13.1 | 25.5 | 12.9 | |
| ComplexApproach=Graph embedding approach2022.02 | 5.3 | 12 | 26.6 | — | |
| DistMultApproach=Graph embedding approach2022.02 | 4.9 | 8.8 | 21.6 | — | |
| KG-BERTApproach=Textual encoding approach2022.02 | 2.3 | 4.9 | 24.1 | — |