Model | Acc% | Pre% | Recall% | F1% |
---|---|---|---|---|
SAttBiGRU | 96.16 | 96.20 | 96.16 | 96.17 |
Self-Attention-CNN | 94.85 | 94.89 | 94.85 | 94.85 |
BiGRU-MCNN | 95.43 | 95.45 | 95.43 | 95.43 |
MC-AttCNN-AttBiGRU | 95.93 | 95.98 | 95.93 | 95.93 |
Name | Training Set | Test Set | Validation Set | Category | Total |
---|---|---|---|---|---|
KUAKE-QIC | 6931 | 1994 | 1955 | 11 | 10880 |
THUCNews_Title | 180000 | 10000 | 10000 | 10 | 200000 |
Model | Acc% | Pre% | Recall% | F1% |
---|---|---|---|---|
TextCNN | 89.96 | 89.90 | 89.96 | 89.90 |
Improved TextCNN | 94.85 | 94.89 | 94.85 | 94.85 |
BiGRU-att | 94.00 | 94.17 | 94.00 | 94.90 |
AB-CNN-BGRU-att | 96.68 | 96.68 | 96.67 | 96.67 |
Network Layer | Average Duration | Total Duration | Acc% | F1% |
---|---|---|---|---|
BiGRU-att | 2286.9s | 45738s | 90.83 | 90.64 |
BiLSTM-att | 2422.55s | 48451s | 90.45 | 90.41 |