Default classification report: precision recall f1-score support F 0.8652 0.8860 0.8755 500 T 0.8832 0.8620 0.8725 500 accuracy 0.8740 1000 macro avg 0.8742 0.8740 0.8740 1000 weighted avg 0.8742 0.8740 0.8740 1000 ADJ Accuracy = 0.8402777777777778 Weighted Recall = 0.8402777777777778 Weighted Precision = 0.8402198961900454 Weighted F1 = 0.8402081820382475 Macro Recall = 0.8393962848297214 Macro Precision = 0.8399883698391161 Macro F1 = 0.8396514161220043 ADV Accuracy = 0.7333333333333333 Weighted Recall = 0.7333333333333333 Weighted Precision = 0.7333333333333333 Weighted F1 = 0.7333333333333333 Macro Recall = 0.7222222222222222 Macro Precision = 0.7222222222222222 Macro F1 = 0.7222222222222222 NOUN Accuracy = 0.875 Weighted Recall = 0.875 Weighted Precision = 0.8755210204814947 Weighted F1 = 0.8749461670973299 Macro Recall = 0.8749264653131501 Macro Precision = 0.8755731225296443 Macro F1 = 0.8749354005167959 VERB Accuracy = 0.9026845637583892 Weighted Recall = 0.9026845637583892 Weighted Precision = 0.902847873107426 Weighted F1 = 0.9026747001520358 Macro Recall = 0.9026845637583893 Macro Precision = 0.9028478731074261 Macro F1 = 0.9026747001520357