Sentiment Analysis on Yelp original (test)
98.3AccuracyFine-tuning*
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-tuning*Backbone=RoBERTa-large, Setting=Supervised2023.05 | 98.3 | |
| SSTuning-ALBERTBackbone=ALBERT-xxlarge, Labeled=false, Setting=Zero-shot2023.05 | 95.8 | |
| SSTuning-largeBackbone=RoBERTa-large, Labeled=false, Setting=Zero-shot2023.05 | 95.2 | |
| UniMC (Rerun)Backbone=ALBERT-xxlarge, Labeled=true, Setting=Zero-shot2023.05 | 94.3 | |
| TE-MNLIBackbone=BART-large, Labeled=true, Setting=Zero-shot2023.05 | 93.1 | |
| SSTuning-baseBackbone=RoBERTa-base, Labeled=false, Setting=Zero-shot2023.05 | 92.9 | |
| TE-MNLIBackbone=RoBERTa-large, Labeled=true, Setting=Zero-shot2023.05 | 92.8 | |
| Mining-based*Backbone=RoBERTa-large, Labeled=false, Setting=Zero-shot2023.05 | 92 | |
| Prompting*Backbone=RoBERTa-large, Setting=Zero-shot2023.05 | 83.1 | |
| TE-WikiBackbone=BERT-base, Setting=Zero-shot2023.05 | 58.5 |