Link Prediction on UMLS (test)
99.8Hits@10Link Prediction Model
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Link Prediction ModelEntity Prediction=true, Relation Prediction=false2021.10 | 99.8 | — | 0.96 | 99.1 | 93 | |
| Link Prediction ModelEntity Prediction=true, Relation Prediction=true2021.10 | 99.7 | — | 0.971 | 98.6 | 95.4 | |
| TransHImplementation=OpenKE toolkit2019.09 | 99.5 | 1.8 | — | — | — | |
| TransRImplementation=OpenKE toolkit2019.09 | 99.4 | 1.81 | — | — | — | |
| TransDImplementation=OpenKE toolkit2019.09 | 99.3 | 1.71 | — | — | — | |
| StARgenre=Textual encoding approach2020.04 | 99.1 | 1.49 | — | — | — | |
| ConvE2017.07 | 99 | 1 | 0.94 | 96 | 92 | |
| KG-BERT(a)Model Type=Link prediction variant (a)2019.09 | 99 | 1.47 | — | — | — | |
| ConvEgenre=Graph embedding approach2020.04 | 99 | 1.51 | — | — | — | |
| KG-BERTgenre=Textual encoding approach2020.04 | 99 | 1.47 | — | — | — | |
| TransEImplementation=OpenKE toolkit2019.09 | 98.9 | 1.84 | — | — | — | |
| TransEgenre=Graph embedding approach2020.04 | 98.9 | 1.84 | — | — | — | |
| Link Prediction ModelEntity Prediction=false, Relation Prediction=true2021.10 | 97.9 | — | 0.863 | 91.4 | 79.5 | |
| ComplExImplementation=OpenKE toolkit2019.09 | 96.7 | 2.59 | — | — | — | |
| ComplExgenre=Graph embedding approach2020.04 | 96.7 | 2.59 | — | — | — | |
| DistMultImplementation=OpenKE toolkit2019.09 | 84.6 | 5.52 | — | — | — | |
| DistMultgenre=Graph embedding approach2020.04 | 84.6 | 5.52 | — | — | — |