Default classification report: precision recall f1-score support F 0.8016 0.8160 0.8087 500 T 0.8126 0.7980 0.8052 500 accuracy 0.8070 1000 macro avg 0.8071 0.8070 0.8070 1000 weighted avg 0.8071 0.8070 0.8070 1000 ADJ Accuracy = 0.7934782608695652 Weighted Recall = 0.7934782608695652 Weighted Precision = 0.7974546491376786 Weighted F1 = 0.7939677068682155 Macro Recall = 0.7957771680782536 Macro Precision = 0.7929812123360511 Macro F1 = 0.7928664533712526 ADV Accuracy = 0.9333333333333333 Weighted Recall = 0.9333333333333333 Weighted Precision = 0.9391304347826086 Weighted F1 = 0.930681818181818 Macro Recall = 0.8888888888888888 Macro Precision = 0.9565217391304348 Macro F1 = 0.9147727272727273 NOUN Accuracy = 0.7859922178988327 Weighted Recall = 0.7859922178988327 Weighted Precision = 0.7868988198231214 Weighted F1 = 0.7856804851459047 Macro Recall = 0.7854557569699998 Macro Precision = 0.7871254703041934 Macro F1 = 0.7855246187694408 VERB Accuracy = 0.8419117647058824 Weighted Recall = 0.8419117647058824 Weighted Precision = 0.8458034075699246 Weighted F1 = 0.8394913284462723 Macro Recall = 0.8288116901020127 Macro Precision = 0.8496950504339666 Macro F1 = 0.8346504559270518