Sentiment Analysis on Standard Sentiment Treebank SST-5 Asymmetric 10% noise (test)
52.5Peak AccFull Fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full Fine-tuningBackbone=BERT-base2024.10 | 52.5 | 49.1 | |
| ClearAdapterBackbone=BERT-base2024.10 | 52.5 | 50.8 | |
| AdapterBackbone=BERT-base2024.10 | 52.2 | 51 | |
| BitFitBackbone=BERT-base2024.10 | 52.1 | 50.5 | |
| CleaRPromptBackbone=BERT-base2024.10 | 52.1 | 51.2 | |
| ClearBitFitBackbone=BERT-base2024.10 | 52 | 51.4 | |
| CleaRLORABackbone=BERT-base2024.10 | 52 | 51.1 | |
| LORABackbone=BERT-base2024.10 | 51.9 | 51.1 | |
| PromptBackbone=BERT-base2024.10 | 51.7 | 50.8 |