Default classification report: precision recall f1-score support F 0.5844 0.6300 0.6064 500 T 0.5987 0.5520 0.5744 500 accuracy 0.5910 1000 macro avg 0.5916 0.5910 0.5904 1000 weighted avg 0.5916 0.5910 0.5904 1000 ADJ Accuracy = 0.5806451612903226 Weighted Recall = 0.5806451612903226 Weighted Precision = 0.6430390492359932 Weighted F1 = 0.5806451612903226 Macro Recall = 0.6118421052631579 Macro Precision = 0.6118421052631579 Macro F1 = 0.5806451612903226 ADV Accuracy = 0.5 Weighted Recall = 0.5 Weighted Precision = 0.8571428571428571 Weighted F1 = 0.5252525252525253 Macro Recall = 0.6875 Macro Precision = 0.6428571428571428 Macro F1 = 0.4949494949494949 NOUN Accuracy = 0.6010830324909747 Weighted Recall = 0.6010830324909747 Weighted Precision = 0.6015173041701515 Weighted F1 = 0.6011415264303145 Macro Recall = 0.6012389149713093 Macro Precision = 0.6011795373085695 Macro F1 = 0.6010505358580083 VERB Accuracy = 0.5824175824175825 Weighted Recall = 0.5824175824175825 Weighted Precision = 0.5820247280028809 Weighted F1 = 0.5796676494237469 Macro Recall = 0.5797872340425532 Macro Precision = 0.5819265143992056 Macro F1 = 0.5782926829268293