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Table 19.

Detailed evaluation results per label

LabelPrecisionRecallF1# samples
Computer Science 0.77 0.83 0.80 2,000 
Biology 0.83 0.84 0.84 2,000 
Political Science 0.83 0.81 0.82 2,000 
Materials Science 0.78 0.83 0.80 2,000 
Geography 0.96 0.67 0.79 2,000 
Chemistry 0.79 0.80 0.80 2,000 
Economics 0.66 0.68 0.67 2,000 
Mathematics 0.79 0.81 0.80 2,000 
Geology 0.90 0.94 0.92 2,000 
Engineering 0.58 0.49 0.53 2,000 
Physics 0.84 0.81 0.83 2,000 
Sociology 0.81 0.70 0.75 2,000 
Business 0.65 0.69 0.67 2,000 
Medicine 0.84 0.84 0.84 2,000 
Psychology 0.85 0.89 0.87 2,000 
Art 0.68 0.76 0.72 2,000 
History 0.70 0.75 0.72 2,000 
Philosophy 0.81 0.81 0.81 2,000 
Environm. Science 0.79 0.86 0.82 2,000 
Macro average 0.78 0.78 0.78 38,000 
LabelPrecisionRecallF1# samples
Computer Science 0.77 0.83 0.80 2,000 
Biology 0.83 0.84 0.84 2,000 
Political Science 0.83 0.81 0.82 2,000 
Materials Science 0.78 0.83 0.80 2,000 
Geography 0.96 0.67 0.79 2,000 
Chemistry 0.79 0.80 0.80 2,000 
Economics 0.66 0.68 0.67 2,000 
Mathematics 0.79 0.81 0.80 2,000 
Geology 0.90 0.94 0.92 2,000 
Engineering 0.58 0.49 0.53 2,000 
Physics 0.84 0.81 0.83 2,000 
Sociology 0.81 0.70 0.75 2,000 
Business 0.65 0.69 0.67 2,000 
Medicine 0.84 0.84 0.84 2,000 
Psychology 0.85 0.89 0.87 2,000 
Art 0.68 0.76 0.72 2,000 
History 0.70 0.75 0.72 2,000 
Philosophy 0.81 0.81 0.81 2,000 
Environm. Science 0.79 0.86 0.82 2,000 
Macro average 0.78 0.78 0.78 38,000 
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