Text Classification on IMDB (Accuracy)
88.96AccuracySDBN-Adapter
Evaluation Results
| Method | Links | |
|---|---|---|
| SDBN-AdapterData %=100%, Base Model=BERT-base2026.06 | 88.96 | |
| SDBN-LoRAData %=100%, Base Model=BERT-base2026.06 | 88.89 | |
| LoRAData %=100%, Base Model=BERT-base2026.06 | 88.3 | |
| SDBN-LoRAData %=50%, Base Model=BERT-base2026.06 | 87.98 | |
| SDBN-AdapterData %=50%, Base Model=BERT-base2026.06 | 87.97 | |
| SDBN-BitFitData %=100%, Base Model=BERT-base2026.06 | 87.87 | |
| AdapterData %=100%, Base Model=BERT-base2026.06 | 87.71 | |
| LoRAData %=50%, Base Model=BERT-base2026.06 | 87.52 | |
| SDBN-BitFitData %=50%, Base Model=BERT-base2026.06 | 87.46 | |
| BitFitData %=100%, Base Model=BERT-base2026.06 | 87.03 | |
| BitFitData %=50%, Base Model=BERT-base2026.06 | 86.84 | |
| SDBN-AdapterData %=20%, Base Model=BERT-base2026.06 | 86.7 | |
| AdapterData %=50%, Base Model=BERT-base2026.06 | 86.68 | |
| SDBN-LoRAData %=20%, Base Model=BERT-base2026.06 | 86.56 | |
| SDBN-BitFitData %=20%, Base Model=BERT-base2026.06 | 86.44 | |
| LoRAData %=20%, Base Model=BERT-base2026.06 | 86.21 | |
| SDBN-LoRAData %=10%, Base Model=BERT-base2026.06 | 86 | |
| AdapterData %=20%, Base Model=BERT-base2026.06 | 85.52 | |
| LoRAData %=10%, Base Model=BERT-base2026.06 | 85.46 | |
| SDBN-AdapterData %=10%, Base Model=BERT-base2026.06 | 85.39 | |
| SDBN-LoRAData %=5%, Base Model=BERT-base2026.06 | 85.22 | |
| BitFitData %=20%, Base Model=BERT-base2026.06 | 85.13 | |
| SDBN-AdapterData %=5%, Base Model=BERT-base2026.06 | 84.89 | |
| AdapterData %=10%, Base Model=BERT-base2026.06 | 84.78 | |
| LoRAData %=5%, Base Model=BERT-base2026.06 | 84.63 | |
| SDBN-BitFitData %=10%, Base Model=BERT-base2026.06 | 84.56 | |
| AdapterData %=5%, Base Model=BERT-base2026.06 | 84.08 | |
| BitFitData %=10%, Base Model=BERT-base2026.06 | 84.01 | |
| SDBN-BitFitData %=5%, Base Model=BERT-base2026.06 | 83.64 | |
| BitFitData %=5%, Base Model=BERT-base2026.06 | 82.51 |