Research Article
[Retracted] Contemporary Value Assessment of Marxist Ideology under the Context of Deep Learning
| Models | Number of cycles | Training time (s) | Test time (s) | Accuracy rate | Recall rate | F1 value |
| CNN | 3800 | 3594 | 36 | 0.89 | 0.89 | 0.89 | LSTM | 2300 | 33456 | 139 | 0.77 | 0.77 | 0.76 | Bi-LSTM | 4000 | 219008 | 1412 | 0.88 | 0.87 | 0.87 | Bi-LSTM-attention | 4000 | 206272 | 776 | 0.90 | 0.90 | 0.90 | RCNN | 1900 | 185709 | 2051 | 0.92 | 0.91 | 0.91 | Proposed method | 5000 | 162950 | 720 | 0.94 | 0.94 | 0.94 |
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