Default classification report: precision recall f1-score support F 0.7675 0.6800 0.7211 500 T 0.7127 0.7940 0.7512 500 accuracy 0.7370 1000 macro avg 0.7401 0.7370 0.7361 1000 weighted avg 0.7401 0.7370 0.7361 1000 ADJ Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8 Weighted F1 = 0.8 Macro Recall = 0.784688995215311 Macro Precision = 0.784688995215311 Macro F1 = 0.784688995215311 ADV Accuracy = 0.4375 Weighted Recall = 0.4375 Weighted Precision = 0.45436507936507936 Weighted F1 = 0.44433198380566796 Macro Recall = 0.41666666666666663 Macro Precision = 0.42063492063492064 Macro F1 = 0.4170040485829959 NOUN Accuracy = 0.7371134020618557 Weighted Recall = 0.7371134020618557 Weighted Precision = 0.7430375062432769 Weighted F1 = 0.7363803869023894 Macro Recall = 0.7390425531914894 Macro Precision = 0.741737093130282 Macro F1 = 0.7367021984358136 VERB Accuracy = 0.7446236559139785 Weighted Recall = 0.7446236559139785 Weighted Precision = 0.746310170214211 Weighted F1 = 0.7438993285371143 Macro Recall = 0.7438199323445225 Macro Precision = 0.7466077903848403 Macro F1 = 0.7436436835805738