Sentiment Classification on SST-5 60% symmetric noise BERT-Large (test)
53.5Peak AccuracyCleaR_Adapter
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleaR_AdapterBackbone=BERT-Large2024.10 | 53.5 | 49.2 | |
| CleaR_PromptBackbone=BERT-Large2024.10 | 52.4 | 50.5 | |
| CleaR_BitFitBackbone=BERT-Large2024.10 | 51.5 | 49.2 | |
| CleaR_LoRABackbone=BERT-Large2024.10 | 50.6 | 48.8 | |
| BitFitBackbone=BERT-Large2024.10 | 50.5 | 48.2 | |
| LoRABackbone=BERT-Large2024.10 | 49.8 | 46.1 | |
| PromptBackbone=BERT-Large2024.10 | 49.7 | 45.1 | |
| AdapterBackbone=BERT-Large2024.10 | 49.5 | 40.8 | |
| Full Fine-tuningBackbone=BERT-Large2024.10 | 48.6 | 37 |