Default classification report: precision recall f1-score support F 0.8362 0.7660 0.7996 500 T 0.7841 0.8500 0.8157 500 accuracy 0.8080 1000 macro avg 0.8102 0.8080 0.8077 1000 weighted avg 0.8102 0.8080 0.8077 1000 ADJ Accuracy = 0.7771739130434783 Weighted Recall = 0.7771739130434783 Weighted Precision = 0.776750627090301 Weighted F1 = 0.7767538010136036 Macro Recall = 0.7734104735774783 Macro Precision = 0.7754807692307693 Macro F1 = 0.7742331288343558 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 = 0.7859922178988327 Weighted Recall = 0.7859922178988327 Weighted Precision = 0.7912650505847443 Weighted F1 = 0.7846996520220378 Macro Recall = 0.7848499992428029 Macro Precision = 0.791850920883179 Macro F1 = 0.7844124151605278 VERB Accuracy = 0.8639705882352942 Weighted Recall = 0.8639705882352942 Weighted Precision = 0.8641328449715788 Weighted F1 = 0.8640399001988731 Macro Recall = 0.861786600496278 Macro Precision = 0.8610499669821703 Macro F1 = 0.8614060455828685