Link Prediction on BioKG (test)
55.2MRRRotatE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RotatEPretrained=false2023.06 | 55.2 | 44.46 | 61.95 | 74.76 | |
| RotatE + BioBLP-DPretrained=true2023.06 | 49.68 | 40.62 | 55.3 | 66.26 | |
| RotatE + BioBLP-PPretrained=true2023.06 | 47.3 | 36.56 | 54.59 | 66.1 | |
| RotatE + BioBLP-PPretrained=false2023.06 | 45.29 | 35.6 | 51.33 | 62.89 | |
| ComplExPretrained=false2023.06 | 42.75 | 31.55 | 48.09 | 65.5 | |
| ComplEx + BioBLP-PPretrained=true2023.06 | 34.88 | 25.11 | 39.52 | 54.83 | |
| TransEPretrained=false2023.06 | 20.61 | 12.15 | 22.14 | 36.27 | |
| ComplEx + BioBLP-PPretrained=false2023.06 | 16.53 | 11.13 | 17.17 | 26.92 | |
| TransE + BioBLP-DPretrained=true2023.06 | 15.74 | 11.73 | 16.44 | 23.04 | |
| TransE + BioBLP-PPretrained=true2023.06 | 14.87 | 8.47 | 15.67 | 26.16 | |
| TransE + BioBLP-PPretrained=false2023.06 | 14.76 | 8.42 | 15.6 | 25.92 | |
| RotatE + BioBLP-MPretrained=true2023.06 | 14.34 | 11.14 | 14.79 | 19.78 | |
| RotatE + BioBLP-DPretrained=false2023.06 | 11.6 | 8.79 | 12.43 | 16.67 | |
| RotatE + BioBLP-MPretrained=false2023.06 | 10.4 | 7.02 | 10.4 | 16.3 | |
| TransE + BioBLP-MPretrained=true2023.06 | 8.72 | 6.22 | 9.42 | 13.1 | |
| TransE + BioBLP-DPretrained=false2023.06 | 7.42 | 4.91 | 7.39 | 11.62 | |
| TransE + BioBLP-MPretrained=false2023.06 | 6.56 | 4.46 | 6.78 | 9.9 | |
| ComplEx + BioBLP-MPretrained=true2023.06 | 1.78 | 1.37 | 1.93 | 2.54 | |
| ComplEx + BioBLP-MPretrained=false2023.06 | 1.68 | 1.24 | 1.86 | 2.49 | |
| ComplEx + BioBLP-DPretrained=true2023.06 | 0.45 | 0.36 | 0.43 | 0.55 | |
| ComplEx + BioBLP-DPretrained=false2023.06 | 0.01 | 0 | 0 | 0.02 |