Default classification report: precision recall f1-score support F 0.8753 0.6740 0.7616 500 T 0.7350 0.9040 0.8108 500 accuracy 0.7890 1000 macro avg 0.8051 0.7890 0.7862 1000 weighted avg 0.8051 0.7890 0.7862 1000 ADJ Accuracy = 0.7142857142857143 Weighted Recall = 0.7142857142857143 Weighted Precision = 0.7466928286600417 Weighted F1 = 0.7104522312069482 Macro Recall = 0.7257861635220126 Macro Precision = 0.7385910500664599 Macro F1 = 0.7123689727463313 ADV Accuracy = 0.8 Weighted Recall = 0.8 Weighted Precision = 0.8 Weighted F1 = 0.8 Macro Recall = 0.6875 Macro Precision = 0.6875 Macro F1 = 0.6875 NOUN Accuracy = 0.7975708502024291 Weighted Recall = 0.7975708502024291 Weighted Precision = 0.8157128174844275 Weighted F1 = 0.7942263098436241 Macro Recall = 0.7960655737704918 Macro Precision = 0.8166199158485273 Macro F1 = 0.7938918558077436 VERB Accuracy = 0.7964824120603015 Weighted Recall = 0.7964824120603015 Weighted Precision = 0.8086927102556094 Weighted F1 = 0.7947149907919534 Macro Recall = 0.7974467762709296 Macro Precision = 0.8080665411173886 Macro F1 = 0.7948962647681943