Sentiment Analysis on Standard Sentiment Treebank Asymmetric 40% noise (test)
49.2Peak AccuracyClearBitFit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ClearBitFitBackbone=BERT-base2024.10 | 49.2 | 48.3 | |
| BitFitBackbone=BERT-base2024.10 | 48.9 | 42.1 | |
| AdapterBackbone=BERT-base2024.10 | 48.1 | 38 | |
| ClearAdapterBackbone=BERT-base2024.10 | 48.1 | 44.6 | |
| CleaRPromptBackbone=BERT-base2024.10 | 47.8 | 46.5 | |
| CleaRLORABackbone=BERT-base2024.10 | 47.6 | 43.2 | |
| LORABackbone=BERT-base2024.10 | 47.2 | 41.8 | |
| Full Fine-tuningBackbone=BERT-base2024.10 | 46.1 | 37.4 | |
| PromptBackbone=BERT-base2024.10 | 46.1 | 41.7 |