Sentiment Classification on IMDB Overall
94.67AccuracyProposed (Dynamic Adaptive + SCL)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed (Dynamic Adaptive + SCL)2026.04 | 94.67 | 94.52 | 94.81 | 94.66 | |
| RoBERTa-base2026.04 | 93.18 | 93.05 | 93.29 | 93.17 | |
| XLNet-base2026.04 | 92.85 | 92.71 | 92.99 | 92.84 | |
| BERT-base2026.04 | 92.35 | 92.18 | 92.51 | 92.34 | |
| BiLSTM+Attention2026.04 | 89.45 | 89.32 | 89.61 | 89.46 | |
| TextCNN2026.04 | 87.82 | 87.65 | 88.04 | 87.84 |