************* 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 | |