Table 10 Comparison between dictionary mapping and manual verification of binding force results.

From: Harmonizing existing climate change mitigation policy datasets with a hybrid machine learning approach

Binding force

Dictionary Mapping vs. Manual check

Precision

Recall

F1

Constitution

1.00

1.00

1.00

International Law

1.00

1.00

1.00

Law/Act

0.94

1.00

0.97

Decree/Order/Ordinance

0.94

1.00

0.97

Regulation/Directive/Decision

0.95

0.99

0.97

Preparatory Instruments

0.96

0.99

0.97

Informative Instruments

0.80

0.94

0.86

Interpretative Communications and Notices

0.87

0.72

0.79

Decisional Guidelines, Codes and Frameworks

0.97

0.96

0.97

Decisional Notices and Communications

0.75

0.74

0.75

Steering Instruments

0.97

0.91

0.94

Other Strategy Plan or Target

1.00

0.62

0.76

Macro Average

0.93

0.91

0.91