Table 4 Comparison of the proposed model with previous multi-task model
Model | BC2GM | JNLPBA | BC5CDR-Disease | NCBI-disease | Linnaeus | Species-800 | BC5CDR-Chemical |
|---|---|---|---|---|---|---|---|
Crichton et al. [14] | 73.17 | 70.09 | – | 80.37 | 84.04 | – | 83.9 |
Wang et al. [28] | 80.74 | 73.52 | – | 86.14 | – | – | 88.78 |
Wang et al. [29] | 84.41 | – | – | 86.50 | 82.4 | – | – |
Yoon et al. [30] | 79.73 | 78.58 | 84.08 | 86.36 | – | – | 93.31 |
Zuo et al. [31] | 82.09 | 74.22 | – | 87.45 | – | – | 89.19 |
Akdemir et al. [33] | 82.99 | 77.88 | 84.86 | 88.09 | 87.03 | 75.62 | 92.58 |
Khan et al. [32] | 83.01 | 72.89 | – | 86.68 | – | – | 89.5 |
Chai et al. [34] | 82.92 | 78.32 | 87.28 | 89.25 | 86.37 | – | 93.83 |
BioBERT-CFA-MTM | 85.65 | 78.67 | 87.76 | 90.09 | 88.87 | 75.98 | 94.26 |