Default classification report: precision recall f1-score support F 0.6162 0.5940 0.6049 500 T 0.6081 0.6300 0.6189 500 accuracy 0.6120 1000 macro avg 0.6121 0.6120 0.6119 1000 weighted avg 0.6121 0.6120 0.6119 1000 ADJ Accuracy = 0.6290322580645161 Weighted Recall = 0.6290322580645161 Weighted Precision = 0.6545265348595213 Weighted F1 = 0.633822091886608 Macro Recall = 0.6359649122807017 Macro Precision = 0.6290322580645161 Macro F1 = 0.6242424242424243 ADV Accuracy = 0.55 Weighted Recall = 0.55 Weighted Precision = 0.7656565656565656 Weighted F1 = 0.592 Macro Recall = 0.625 Macro Precision = 0.5808080808080808 Macro F1 = 0.52 NOUN Accuracy = 0.6299638989169675 Weighted Recall = 0.6299638989169675 Weighted Precision = 0.6346261039933063 Weighted F1 = 0.6284563108485184 Macro Recall = 0.6316901408450704 Macro Precision = 0.6338671403762279 Macro F1 = 0.6289471534754554 VERB Accuracy = 0.5851648351648352 Weighted Recall = 0.5851648351648352 Weighted Precision = 0.5846448359011174 Weighted F1 = 0.5843695356073451 Macro Recall = 0.5837161508704062 Macro Precision = 0.5843611999390894 Macro F1 = 0.583501936090083