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Papers Benchmarks Datasets Tasks

UMLS dataset and benchmarks · SOTA2 Research

Research Datasets

UMLS

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Link Prediction

UMLS

100Hits@10

56

Knowledge Graph Completion

UMLS

0.995Hits@10

29

Triple Classification

UMLS

94.55Accuracy

18

Knowledge Graph Completion

UMLS (test)

83.48MRR

17

Knowledge Graph Reasoning

UMLS (test)

0.867MRR

17

Link Prediction

UMLS (test)

99.8Hits@10

17

UMLS classification

UMLS (test)

96.92Accuracy

9

Knowledge Graph Reasoning

UMLS

94MRR

9

Statistical Relation Learning

UMLS

0.762MRR

8

Graph Retrieval

UMLS manual concept sets M

98Recall

5

Logic program generation

UMLS

0.6Running Time (min)

4

Knowledge Base Completion

UMLS (val)

77.2MRR

4

Knowledge Probing

UMLS relation probing (Overall)

3.26Recall@5

4

Knowledge Probing

UMLS relation probing (Type 1)

14.01Recall@5

4

Clinical Concept Classification

UMLS Five Target Concepts Definitive class (test)

71Macro Recall

3

Popular tasks

Link Prediction Knowledge Graph Completion Knowledge Graph Reasoning Knowledge Probing Graph Retrieval

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