From: Hierarchical shared transfer learning for biomedical named entity recognition
Dataset | STL | MTL-XC | Slicng rate | |||
---|---|---|---|---|---|---|
0.25 | 0.50 | 0.75 | 1.00 | |||
Chemical | ||||||
BC4CHEMD | 91.70 | 91.25 | 91.82 | 92.24 | 92.37 | 92.47 |
BC5CDR | 93.36 | 93.19 | 93.93 | 93.75 | 93.60 | 93.14 |
BioNLP11ID | 62.94 | 67.87 | 42.29 | 52.98 | 73.41 | 73.71 |
BioNLP13CG | 84.16 | 81.61 | 78.59 | 78.50 | 85.13 | 82.47 |
BioNLP13PC | 89.44 | 80.07 | 81.25 | 82.13 | 84.03 | 86.00 |
CRAFT | 82.54 | 73.83 | 76.73 | 79.74 | 77.96 | 79.44 |
Disease | ||||||
BC5CDR | 86.44 | 86.87 | 86.10 | 87.04 | 86.28 | 87.34 |
NCBI-disease | 88.26 | 88.75 | 85.23 | 86.79 | 89.24 | 88.97 |
Gene and protein | ||||||
BC2GM | 82.22 | 82.64 | 79.85 | 81.54 | 81.94 | 82.94 |
BioNLP09 | 87.50 | 89.53 | 87.23 | 89.53 | 89.47 | 89.27 |
BioNLP11EPI | 85.81 | 86.46 | 84.65 | 85.65 | 86.24 | 86.58 |
BioNLP11ID | 89.43 | 89.03 | 83.62 | 82.69 | 89.59 | 86.55 |
BioNLP13CG | 90.39 | 92.58 | 91.33 | 92.05 | 92.71 | 92.21 |
BioNLP13GE | 78.22 | 83.59 | 81.29 | 82.61 | 82.73 | 84.03 |
BioNLP13PC | 91.85 | 89.27 | 89.16 | 91.87 | 90.59 | 90.37 |
CRAFT | 77.88 | 81.57 | 79.02 | 82.62 | 83.42 | 82.18 |
Ex-PTM | 77.52 | 84.25 | 78.52 | 80.57 | 84.64 | 84.55 |
JNLPBA | 75.80 | 78.32 | 75.08 | 77.00 | 77.32 | 77.66 |
Species | ||||||
BioNLP11ID | 83.68 | 79.37 | 70.91 | 77.45 | 83.74 | 79.00 |
BioNLP13CG | 88.76 | 86.30 | 88.97 | 87.39 | 86.07 | 86.90 |
CRAFT | 97.08 | 93.63 | 95.56 | 95.04 | 94.74 | 95.75 |
LINNAEUS | 88.56 | 85.17 | 83.82 | 84.05 | 86.40 | 85.06 |