Equivalence Matching Results for SNOMED-NCIT (Pharm)
 
Unsupervised (90% Test Mappings)
Semi-supervised (70% Test Mappings)
⇕System ⇕Precision ⇕Recall ⇕F-score ⇕MRR ⇕Hits@1 ⇕Precision ⇕Recall ⇕F-score ⇕MRR ⇕Hits@1
LogMap 0.915 0.612 0.733 0.820 0.695 0.893 0.609 0.724 0.821 0.699
LogMap-Lite 0.995 0.598 0.747 0.994 0.594 0.743
AMD 0.962 0.745 0.840 0.952 0.746 0.836
BERTMap 0.966 0.606 0.745 0.919 0.876 0.941 0.724 0.818 0.963 0.941
BERTMap-Lite 0.979 0.432 0.600 0.836 0.760 0.973 0.429 0.595 0.835 0.758
Matcha-DL 0.999 0.593 0.744 0.612 0.597
Matcha 0.941 0.613 0.742 0.924 0.607 0.733
ATMatcher 0.937 0.566 0.706 0.920 0.563 0.698
LSMatch 0.982 0.551 0.706 0.976 0.548 0.702

Note: Click the column names (evaluation metrics) to sort the table; Cells with empty values suggest that the corresponding scores are not available.