Default classification report: precision recall f1-score support F 0.7324 0.7280 0.7302 500 T 0.7296 0.7340 0.7318 500 accuracy 0.7310 1000 macro avg 0.7310 0.7310 0.7310 1000 weighted avg 0.7310 0.7310 0.7310 1000 ADJ Accuracy = 0.7010869565217391 Weighted Recall = 0.7010869565217391 Weighted Precision = 0.7007893560393404 Weighted F1 = 0.7009173984436354 Macro Recall = 0.6976619348681856 Macro Precision = 0.6981109516977523 Macro F1 = 0.6978653530377669 ADV Accuracy = 0.7666666666666667 Weighted Recall = 0.7666666666666667 Weighted Precision = 0.7541666666666667 Weighted F1 = 0.7511111111111112 Macro Recall = 0.6746031746031746 Macro Precision = 0.7291666666666666 Macro F1 = 0.6888888888888889 NOUN Accuracy = 0.7178988326848249 Weighted Recall = 0.7178988326848249 Weighted Precision = 0.7181108117106058 Weighted F1 = 0.7176753629254342 Macro Recall = 0.7174973119500856 Macro Precision = 0.7181878949927079 Macro F1 = 0.7175128394640591 VERB Accuracy = 0.7720588235294118 Weighted Recall = 0.7720588235294118 Weighted Precision = 0.7713291903587782 Weighted F1 = 0.7701456023067276 Macro Recall = 0.7612351805900193 Macro Precision = 0.7701739378386085 Macro F1 = 0.7640870684348945