Table 6 Impact of dataset size
From: Multitask learning for biomedical named entity recognition with cross-sharing structure
| Â | Â | Full-size STM | Full-size CS-MTM | 50%-size STM | 50%-size CS-MTM | 25%-size STM | 25%-size CS-MTM | 10%-size STM | 10%-size CS-MTM |
|---|---|---|---|---|---|---|---|---|---|
BC2GM | Precision | 84.00 | 83.12 | 82.37 | 79.37 | 77.82 | 79.44 | 73.19 | 72.95 |
| Â | Recall | 83.82 | 85.74 | 80.77 | 85.05 | 79.57 | 78.98 | 73.59 | 75.39 |
| Â | F1 | 83.91 | 84.41 | 81.56 | 82.12 | 78.69 | 79.21 | 73.39 | 74.15 |
Ex-PTM | Precision | 70.83 | 74.73 | 67.74 | 68.18 | 57.46 | 54.00 | 42.47 | 50.69 |
| Â | Recall | 64.12 | 69.56 | 58.62 | 67.48 | 53.69 | 63.97 | 50.27 | 41.68 |
| Â | F1 | 67.31 | 72.05 | 62.85 | 67.83 | 55.51 | 58.56 | 46.04 | 45.75 |
NCBI-disease | Precision | 88.45 | 86.59 | 84.03 | 84.72 | 81.52 | 81.00 | 81.02 | 79.32 |
| Â | Recall | 83.78 | 86.42 | 84.56 | 84.76 | 76.50 | 81.00 | 68.59 | 74.40 |
| Â | F1 | 86.05 | 86.50 | 84.30 | 84.74 | 78.93 | 81.00 | 74.29 | 76.78 |
Linnaeus | Precision | 92.86 | 89.81 | 91.77 | 88.92 | 89.90 | 90.20 | 90.80 | 85.98 |
| Â | Recall | 67.62 | 76.12 | 68.11 | 72.95 | 67.62 | 68.29 | 52.65 | 51.33 |
| Â | F1 | 78.25 | 82.40 | 78.19 | 80.15 | 77.18 | 77.73 | 66.65 | 64.29 |