UMLS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Link Prediction | UMLS | Hits@10100 | 56 | |
| Knowledge Graph Completion | UMLS | Hits@100.995 | 22 | |
| Triple Classification | UMLS | Accuracy94.55 | 18 | |
| Knowledge Graph Completion | UMLS (test) | MRR83.48 | 17 | |
| Knowledge Graph Reasoning | UMLS (test) | MRR0.867 | 17 | |
| Link Prediction | UMLS (test) | Hits@1099.8 | 17 | |
| UMLS classification | UMLS (test) | Accuracy96.92 | 9 | |
| Knowledge Graph Reasoning | UMLS | MRR94 | 9 | |
| Statistical Relation Learning | UMLS | MRR0.762 | 8 | |
| Graph Retrieval | UMLS manual concept sets M | Recall98 | 5 | |
| Logic program generation | UMLS | Running Time (min)0.6 | 4 | |
| Knowledge Base Completion | UMLS (val) | MRR77.2 | 4 | |
| Knowledge Probing | UMLS relation probing (Overall) | Recall@53.26 | 4 | |
| Knowledge Probing | UMLS relation probing (Type 1) | Recall@514.01 | 4 | |
| Clinical Concept Classification | UMLS Five Target Concepts Definitive class (test) | Macro Recall71 | 3 |
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