Table 2.
System | MA - NCI | FMA-NCI | FMA-SNOMED | ||||||
---|---|---|---|---|---|---|---|---|---|
P | R | F1 | P | R | F1 | P | R | F1 | |
AML | 0.943 | 0.94 | 0.941 | 0.908 | 0.94 | 0.924 | 0.938 | 0.784 | 0.854 |
CroMatcher | 0.942 | 0.912 | 0.927 | - | - | - | - | - | - |
XMap | 0.924 | 0.877 | 0.9 | - | - | - | - | - | - |
FCA_Map | 0.922 | 0.841 | 0.880 | 0.89 | 0.947 | 0.918 | 0.918 | 0.857 | 0.886 |
LogMap | 0.906 | 0.850 | 0.878 | 0.894 | 0.930 | 0.912 | 0.933 | 0.721 | 0.814 |
LogMapBio | 0.875 | 0.900 | 0.887 | 0.88 | 0.938 | 0.908 | 0.93 | 0.727 | 0.816 |
Wieting | 0.804 | 0.879 | 0.839 | 0.840 | 0.857 | 0.849 | 0.867 | 0.851 | 0.859 |
Wieting+DAE(O) | 0.952 | 0.871 | 0.909 | 0.909 | 0.851 | 0.879 | 0.929 | 0.832 | 0.878 |
SCBOW | 0.847 | 0.917 | 0.881 | 0.899 | 0.895 | 0.897 | 0.843 | 0.866 | 0.855 |
SCBOW+DAE(O) | 0.968 | 0.913 | 0.94 | 0.976 | 0.892 | 0.932 | 0.931 | 0.856 | 0.892 |
Note: Bold and underlined numbers indicate the best F1-score and the best precision on each matching task, respectively