Default classification report: precision recall f1-score support F 0.7357 0.7960 0.7646 500 T 0.7778 0.7140 0.7445 500 accuracy 0.7550 1000 macro avg 0.7567 0.7550 0.7546 1000 weighted avg 0.7567 0.7550 0.7546 1000 ADJ Accuracy = 0.7065217391304348 Weighted Recall = 0.7065217391304348 Weighted Precision = 0.7081652472732706 Weighted F1 = 0.7070099976749593 Macro Recall = 0.7058332339258022 Macro Precision = 0.70446735395189 Macro F1 = 0.704812834224599 ADV Accuracy = 0.8666666666666667 Weighted Recall = 0.8666666666666667 Weighted Precision = 0.8658385093167702 Weighted F1 = 0.8613636363636362 Macro Recall = 0.8095238095238095 Macro Precision = 0.8633540372670807 Macro F1 = 0.8295454545454545 NOUN Accuracy = 0.7509727626459144 Weighted Recall = 0.7509727626459144 Weighted Precision = 0.7512000572655184 Weighted F1 = 0.7509840738394714 Macro Recall = 0.7510941498947497 Macro Precision = 0.7510485275191157 Macro F1 = 0.7509689922480619 VERB Accuracy = 0.7830882352941176 Weighted Recall = 0.7830882352941176 Weighted Precision = 0.7939975192204541 Weighted F1 = 0.7757165766093218 Macro Recall = 0.7614833195478357 Macro Precision = 0.8002786220871327 Macro F1 = 0.7672279999419811