Table 2 Detailed results on the development data using independently learned classifiers and SEARN
From: Biomedical event extraction from abstracts and full papers using search-based structured prediction
| Â | Â | independent | Â | Â | SEARN | Â |
|---|---|---|---|---|---|---|
Event Type/Class | Recall | Precision | F-score | Recall | Precision | F-score |
Gene _expression | 67.02 | 85.20 | 75.03 | 73.43 | 78.88 | 76.06 |
Transcription | 34.81 | 90.16 | 50.23 | 48.73 | 70.00 | 57.46 |
Protein _catabolism | 69.57 | 94.12 | 80.00 | 69.57 | 76.19 | 72.73 |
Phosphorylation | 71.17 | 86.81 | 78.22 | 81.08 | 90.91 | 85.71 |
Localization | 62.69 | 80.77 | 70.59 | 71.64 | 77.42 | 74.42 |
Simple (TOTAL) | 62.64 | 85.66 | 72.36 | 70.49 | 78.95 | 74.48 |
Binding | 28.42 | 63.10 | 39.19 | 40.21 | 62.24 | 48.86 |
Simple+Binding (TOTAL) | 54.02 | 81.78 | 65.06 | 62.86 | 75.67 | 68.67 |
Regulation | 14.04 | 44.57 | 21.35 | 32.19 | 37.90 | 34.81 |
Positive _regulation | 22.02 | 55.00 | 31.45 | 40.24 | 46.42 | 43.11 |
Negative _regulation | 20.38 | 48.73 | 28.74 | 35.46 | 50.61 | 41.70 |
Regulation (TOTAL) | 20.26 | 51.81 | 29.13 | 37.63 | 45.91 | 41.36 |
TOTAL | 35.68 | 69.39 | 47.12 | 49.15 | 59.60 | 53.87 |