Sentiment Classification on SST-5 40% symmetric noise BERT-Large (test)
53.1Accuracy (Peak)CleaR_Adapter
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleaR_AdapterBackbone=BERT-Large2024.10 | 53.1 | 52.2 | |
| LoRABackbone=BERT-Large2024.10 | 52.4 | 48.8 | |
| CleaR_LoRABackbone=BERT-Large2024.10 | 52.2 | 51.2 | |
| CleaR_PromptBackbone=BERT-Large2024.10 | 52 | 50.5 | |
| CleaR_BitFitBackbone=BERT-Large2024.10 | 51.9 | 50.6 | |
| BitFitBackbone=BERT-Large2024.10 | 51.7 | 49.8 | |
| Full Fine-tuningBackbone=BERT-Large2024.10 | 51.3 | 43.7 | |
| AdapterBackbone=BERT-Large2024.10 | 50.9 | 46.2 | |
| PromptBackbone=BERT-Large2024.10 | 50 | 46.1 |