My validation and test set accuracy are 92%. I used F1 score as well. The micro and weighted F1 scores are about 92 percent. Macro F1 score about 81%. The macro F1 score is brought down by below 50% accuracy on a much less frequently occurring top 20 label. False negatives are not a major concern in my domain.
Thank you for the suggestions. This is great food for thought.