Sentiment Classification on IMDB Short Texts < 100 words
95.12AccuracyProposed (Dynamic Adaptive + SCL)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Proposed (Dynamic Adaptive + SCL)2026.04 | 95.12 | 94.98 | 95.25 | 95.11 | |
| RoBERTa-base2026.04 | 94.05 | 93.92 | 94.18 | 94.05 | |
| XLNet-base2026.04 | 93.45 | 93.32 | 93.58 | 93.44 | |
| BERT-base2026.04 | 92.84 | 92.71 | 92.96 | 92.83 | |
| BiLSTM+Attention2026.04 | 90.12 | 89.98 | 90.25 | 90.11 | |
| TextCNN2026.04 | 88.45 | 88.31 | 88.58 | 88.44 |