Default classification report: precision recall f1-score support F 0.8444 0.7600 0.8000 500 T 0.7818 0.8600 0.8190 500 accuracy 0.8100 1000 macro avg 0.8131 0.8100 0.8095 1000 weighted avg 0.8131 0.8100 0.8095 1000 ADJ Accuracy = 0.8043478260869565 Weighted Recall = 0.8043478260869565 Weighted Precision = 0.8043953202425369 Weighted F1 = 0.8035012541806019 Macro Recall = 0.7992365501610401 Macro Precision = 0.8044665614759072 Macro F1 = 0.8009615384615384 ADV Accuracy = 0.8333333333333334 Weighted Recall = 0.8333333333333334 Weighted Precision = 0.8333333333333334 Weighted F1 = 0.8222222222222223 Macro Recall = 0.753968253968254 Macro Precision = 0.8333333333333334 Macro F1 = 0.7777777777777779 NOUN Accuracy = 0.7879377431906615 Weighted Recall = 0.7879377431906615 Weighted Precision = 0.7957059477487493 Weighted F1 = 0.7861599854767033 Macro Recall = 0.7865839807369043 Macro Precision = 0.7964285714285715 Macro F1 = 0.7858292398555018 VERB Accuracy = 0.8529411764705882 Weighted Recall = 0.8529411764705882 Weighted Precision = 0.8527098571358757 Weighted F1 = 0.8527786446143445 Macro Recall = 0.8489660876757651 Macro Precision = 0.8505123234561063 Macro F1 = 0.8496905393457118