Before revision:  The HEA BERT and BioBERT models achieved  F1-macro scores averaging 0.75 and 0.74, respectively, on all criteria outperforming the Random Forest model (  F1-macro = 0.69).
After revision:  The HEA BERT and BioBERT models achieved F1-macro scores across all criteria of 0.75 and 0.74, respectively, on all criteria outperforming the Random Forest model ( F1-macro = 0.69).