Sentiment Analysis on Standard Sentiment Treebank 5 (20% Symmetric Noise, test)
52.4Peak AccuracyClearAdapter
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ClearAdapterBackbone=BERT-base, Training Mode=PEFT2024.10 | 52.4 | 51.8 | |
| LORABackbone=BERT-base, Training Mode=PEFT2024.10 | 52 | 49.5 | |
| AdapterBackbone=BERT-base, Training Mode=PEFT2024.10 | 51.9 | 48.1 | |
| ClearBitFitBackbone=BERT-base, Training Mode=PEFT2024.10 | 51.9 | 51.1 | |
| BitFitBackbone=BERT-base, Training Mode=PEFT2024.10 | 51.7 | 51 | |
| CleaRLORABackbone=BERT-base, Training Mode=PEFT2024.10 | 51.4 | 50.1 | |
| Full Fine-tuningBackbone=BERT-base, Training Mode=Full Fine-tuning2024.10 | 51.3 | 47 | |
| PromptBackbone=BERT-base, Training Mode=PEFT2024.10 | 51.1 | 48.6 | |
| CleaRPromptBackbone=BERT-base, Training Mode=PEFT2024.10 | 51 | 50.5 |