Sentiment Analysis on SST-2 (Few-Shot/Zero-Shot)
93.9AccuracyRETROPROMPT
Evaluation results
| Method | Links | |
|---|---|---|
| RETROPROMPTshots=162022.05 | 93.9 | |
| LM-BFFshots=16, demonstration_type=discrete2022.05 | 91.8 | |
| LM-BFFshots=16, demonstration_type=manual2022.05 | 91.6 | |
| RETROPROMPTshots=42022.05 | 91.5 | |
| LM-BFFshots=4, demonstration_type=manual2022.05 | 90.7 | |
| KPTshots=16, extra_knowledge=true2022.05 | 90.3 | |
| LM-BFFshots=4, demonstration_type=discrete2022.05 | 90.2 | |
| KPTshots=4, extra_knowledge=true2022.05 | 88.2 | |
| RETROPROMPTshots=02022.05 | 86.8 | |
| LM-BFFshots=0, demonstration_type=manual2022.05 | 83.5 | |
| LM-BFFshots=0, demonstration_type=discrete2022.05 | 82.9 | |
| Fine-Tuningshots=16, demonstration_type=none2022.05 | 81.4 | |
| KPTshots=0, extra_knowledge=true2022.05 | 78.4 | |
| LOTClassshots=0, training_on_unlabeled=true2022.05 | 71.8 | |
| Fine-Tuningshots=4, demonstration_type=none2022.05 | 60.2 | |
| Fine-Tuningshots=02022.05 | 49.1 |