Before revision:  Our method achieves state-of-the-art (SOTA) performance on the BC4CHEMD, BC5CDR-Chem, BC5CDR-Disease, NCBI Disease , BC2GM and JNLPBA datasets, with F1-scores of 92.38 \%, 94.19\%, 87.36 \%, 90.04\%, 84.98 \% and 78.93\%, respectively.
After revision:  Our method achieves state-of-the-art (SOTA) performance on the BC4CHEMD, BC5CDR-Chem, BC5CDR-Disease, NCBI Disease , BC2GM and JNLPBA datasets, with F1-scores of 92.38 \%, 94.19\%, 87.83 \%, 90.04\%, 84.98 \% and 78.93\%, respectively.