BiLSTM + CRF模型召回率R (%) | 84.2 | 68.7 | 83.1 | 86.6 | 84.1 | 86.0 | 87.8 | 86.2 |
LSTM + CRF 模型F值(%) | 85.8 | 70.1 | 83.9 | 88.7 | 85.7 | 86.8 | 89.5 | 88.5 |
BiLSTM + CRF模型F值(%) | 87.1 | 70.9 | 85.7 | 89.3 | 86.8 | 88.8 | 90.6 | 88.9 |
模型\实体 | 业主电话 | 代理机构 | 代理联系人 | 代理电话 | 中标机构 | 中标金额 | 中标金额单位 | 中标候选人 |
LSTM + CRF 模型准确率P (%) | 77.6 | 90.1 | 87.5 | 86.2 | 88.2 | 93.4 | 95.2 | 86.5 |
BiLSTM + CRF模型准确率P (%) | 79.5 | 92.1 | 89.2 | 87.2 | 90.1 | 94.5 | 95.6 | 87.8 |
LSTM + CRF 模型召回率R (%) | 72.9 | 84.7 | 82.3 | 81.0 | 82.9 | 87.8 | 89.5 | 81.3 |
BiLSTM + CRF模型召回率R (%) | 74.7 | 86.6 | 83.8 | 82.0 | 84.7 | 88.8 | 89.9 | 82.5 |
LSTM + CRF 模型F值(%) | 75.3 | 87.4 | 84.9 | 83.6 | 85.6 | 90.6 | 84.1 | 76.4 |
BiLSTM + CRF模型F值(%) | 77.1 | 89.3 | 86.5 | 84.6 | 87.4 | 91.7 | 84.5 | 77.6 |