From: Multitask learning for biomedical named entity recognition with cross-sharing structure
 |  | Baseline Single-task Model (STM) | Fully-shared Multi-task Model (FS-MTM) | Shared-private Multi-task Model (SP-MTM) | Adversarial Multi-task Model (ADV-MTM) | Cross-sharing Multi-task Model (CS-MTM) |
---|---|---|---|---|---|---|
BC2GM | Precision | 84.00 | 83.34 | 84.51 | 83.66 | 83.12 |
 | Recall | 83.82 | 84.75 | 84.17 | 84.05 | 85.74 |
 | F1 | 83.91 | 84.04 | 84.34 | 83.85 | 84.41 |
Ex-PTM | Precision | 70.83 | 72.56 | 70.45 | 76.60 | 74.73 |
 | Recall | 64.12 | 70.46 | 70.03 | 67.43 | 69.56 |
 | F1 | 67.31 | 71.49 | 70.24 | 71.72 | 72.05 |
NCBI-disease | Precision | 88.45 | 84.39 | 87.11 | 86.02 | 86.59 |
 | Recall | 83.78 | 86.61 | 85.49 | 86.86 | 86.42 |
 | F1 | 86.05 | 85.49 | 86.29 | 86.44 | 86.50 |
Linnaeus | Precision | 92.86 | 92.66 | 93.00 | 93.74 | 89.81 |
 | Recall | 67.62 | 66.76 | 73.86 | 73.81 | 76.12 |
 | F1 | 78.25 | 77.60 | 82.33 | 82.59 | 82.40 |