Table 8 Model efficiency analysis
From: Data and knowledge-driven named entity recognition for cyber security
Models | Training time(s) | Loading time(s) | Test time(s) |
|---|---|---|---|
BiLSTM-CRF | 545.17 | 5.88 | 9.43 |
BiLSTM-Dic-CRF | 576.43 | 7.30 | 11.87 |
BiLSTM-Att-CRF | 797.46 | 7.16 | 12.20 |
BiLSTM-Dic-Att-CRF | 1015.54 | 7.64 | 13.32 |