Sentiment Classification on IMDB Long Texts > 300 words
93.89AccuracyProposed (Dynamic Adaptive + SCL)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed (Dynamic Adaptive + SCL)2026.04 | 93.89 | 93.71 | 94.06 | 93.88 | |
| RoBERTa-base2026.04 | 92.34 | 92.19 | 92.48 | 92.33 | |
| XLNet-base2026.04 | 91.78 | 91.64 | 91.92 | 91.77 | |
| BERT-base2026.04 | 90.76 | 90.61 | 90.91 | 90.76 | |
| BiLSTM+Attention2026.04 | 87.91 | 87.76 | 88.05 | 87.9 | |
| TextCNN2026.04 | 86.23 | 86.09 | 86.37 | 86.23 |