Sentiment Analysis on SST-5 Symmetric 60% noise (test)
51.4Peak AccuracyClearBitFit
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ClearBitFitBackbone=BERT-base2024.10 | 51.4 | 51.1 | |
| ClearAdapterBackbone=BERT-base2024.10 | 50.4 | 49.7 | |
| CleaRLORABackbone=BERT-base2024.10 | 50 | 48.9 | |
| CleaRPromptBackbone=BERT-base2024.10 | 49.4 | 47.2 | |
| LORABackbone=BERT-base2024.10 | 48.2 | 46.1 | |
| BitFitBackbone=BERT-base2024.10 | 48.1 | 43.5 | |
| Full Fine-tuningBackbone=BERT-base2024.10 | 47.9 | 35.5 | |
| PromptBackbone=BERT-base2024.10 | 47.7 | 45.7 | |
| AdapterBackbone=BERT-base2024.10 | 47.2 | 38.1 |