******************** CLASSIFICATION REPORT ALL BIO LABELS ******************** precision recall f1-score support B-AdHominem 0.68 0.48 0.57 27 B-AppealtoAuthority 0.71 0.57 0.63 30 B-AppealtoEmotion 0.64 0.54 0.59 120 B-FalseCause 0.86 0.67 0.75 9 B-Slipperyslope 0.71 0.62 0.67 8 B-Slogans 0.00 0.00 0.00 5 I-AdHominem 0.85 0.91 0.88 712 I-AppealtoAuthority 0.86 0.80 0.83 1019 I-AppealtoEmotion 0.73 0.83 0.78 2104 I-FalseCause 0.91 0.88 0.89 312 I-Slipperyslope 0.91 0.91 0.91 324 I-Slogans 0.00 0.00 0.00 44 O 0.94 0.92 0.93 7914 accuracy 0.89 12628 macro avg 0.68 0.63 0.65 12628 weighted avg 0.89 0.89 0.88 12628 ******************** CLASSIFICATION REPORT ALL NORMALIZED LABELS ******************** precision recall f1-score support AdHominem 0.85 0.90 0.88 739 AppealtoAuthority 0.86 0.80 0.83 1049 AppealtoEmotion 0.74 0.83 0.79 2224 FalseCause 0.91 0.87 0.89 321 O 0.94 0.92 0.93 7914 Slipperyslope 0.90 0.91 0.91 332 Slogans 0.00 0.00 0.00 49 accuracy 0.89 12628 macro avg 0.75 0.75 0.75 12628 weighted avg 0.89 0.89 0.89 12628 ******************** CLASSIFICATION REPORT BINARY LABELS ******************** precision recall f1-score support Not fallacy 0.94 0.92 0.93 7914 Fallacy 0.87 0.90 0.89 4714 accuracy 0.91 12628 macro avg 0.91 0.91 0.91 12628 weighted avg 0.92 0.91 0.91 12628