************* Report B/I tags************* precision recall f1-score support B-O 0.71 0.61 0.66 3106 B-callsign 0.85 0.89 0.87 2951 B-command 0.69 0.73 0.71 2357 B-value 0.58 0.55 0.56 3055 I-O 0.73 0.53 0.61 5403 I-callsign 0.92 0.92 0.92 8397 I-command 0.62 0.71 0.66 2795 I-value 0.73 0.85 0.78 7817 accuracy 0.76 35881 macro avg 0.73 0.72 0.72 35881 weighted avg 0.76 0.76 0.75 35881 ************ Report with merged classes *********** precision recall f1-score support O 0.80 0.63 0.70 8509 callsign 0.93 0.95 0.94 11348 command 0.70 0.78 0.74 5152 value 0.77 0.85 0.81 10872 accuracy 0.82 35881 macro avg 0.80 0.80 0.80 35881 weighted avg 0.82 0.82 0.81 35881 JACCARD ERROR RATE (JER): [51.10824742 22.8462217 44.672 60.66494966 55.62913907 14.40397351 50.74626866 35.74402169] JER - WEIGHTED : 37.89041510368749