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UMLS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Link PredictionUMLS
Hits@10100
56
Knowledge Graph CompletionUMLS
Hits@100.995
22
Knowledge Graph ReasoningUMLS (test)
MRR0.867
17
Link PredictionUMLS (test)
Hits@1099.8
17
UMLS classificationUMLS (test)
Accuracy96.92
9
Knowledge Graph ReasoningUMLS
MRR94
9
Statistical Relation LearningUMLS
MRR0.762
8
Triple ClassificationUMLS
Accuracy92.4
6
Graph RetrievalUMLS manual concept sets M
Recall98
5
Knowledge ProbingUMLS relation probing (Overall)
Recall@53.26
4
Knowledge ProbingUMLS relation probing (Type 1)
Recall@514.01
4
Clinical Concept ClassificationUMLS Five Target Concepts Definitive class (test)
Macro Recall71
3
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