From: A transfer learning model with multi-source domains for biomedical event trigger extraction
Trigger type | Basic model | Â | Â | MSTLTR model | Â | Â |
---|---|---|---|---|---|---|
 | P | R | F1 | P | R | F1 |
Cell proliferation | 83.33 | 81.40 | 82.35 | 85.37 | 81.40 | 83.33 |
Development | 74.51 | 77.55 | 76.00 | 79.59 | 79.59 | 79.59 |
Blood vessel develop | 98.64 | 93.87 | 96.20 | 99.66 | 93.87 | 96.68 |
Growth | 88.89 | 85.71 | 87.27 | 91.23 | 92.86 | 92.04 |
Death | 66.67 | 81.08 | 73.17 | 74.36 | 78.38 | 76.32 |
Breakdown | 73.68 | 63.64 | 68.29 | 83.33 | 68.18 | 75.00 |
Remodeling | 75.00 | 30.00 | 42.86 | 83.33 | 50.00 | 62.50 |
Synthesis | 33.33 | 25.00 | 28.57 | 80.00 | 100.00 | 88.89 |
Gene expression | 85.40 | 88.64 | 86.99 | 89.13 | 93.18 | 91.11 |
Transcription | 50.00 | 16.67 | 25.00 | 100.00 | 50.00 | 66.67 |
Protein Catabolism | 0.0 | 0.0 | 0.0 | 100.00 | 20.00 | 33.33 |
Phosphorylation | 75.00 | 100.00 | 85.71 | 100.00 | 100.00 | 100.00 |
Dephosphorylation | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
Localization | 76.81 | 79.70 | 78.23 | 86.61 | 82.71 | 84.62 |
Binding | 82.69 | 75.44 | 78.90 | 83.64 | 80.70 | 82.14 |
Regulation | 65.13 | 61.35 | 63.18 | 66.84 | 63.29 | 65.01 |
Positive regulation | 80.56 | 82.86 | 81.69 | 82.91 | 83.17 | 83.04 |
Negative regulation | 76.67 | 75.10 | 75.88 | 83.91 | 78.78 | 81.26 |
Planned process | 66.67 | 57.14 | 61.54 | 73.78 | 61.73 | 67.22 |
TOTAL | 79.47 | 77.23 | 78.34 | 83.96 | 79.89 | 81.88 |