Sentiment Analysis on MR few-shot zero-shot
88AccuracyRETROPROMPT
Evaluation Results
| Method | Links | |
|---|---|---|
| RETROPROMPTshots=162022.05 | 88 | |
| RETROPROMPTshots=42022.05 | 87.4 | |
| LM-BFFshots=16, demonstration_type=manual2022.05 | 87 | |
| KPTshots=16, extra_knowledge=true2022.05 | 86.8 | |
| LM-BFFshots=16, demonstration_type=discrete2022.05 | 86.6 | |
| LM-BFFshots=4, demonstration_type=discrete2022.05 | 85.5 | |
| LM-BFFshots=4, demonstration_type=manual2022.05 | 85.2 | |
| RETROPROMPTshots=02022.05 | 83.5 | |
| KPTshots=4, extra_knowledge=true2022.05 | 83.4 | |
| KPTshots=0, extra_knowledge=true2022.05 | 81.9 | |
| LOTClassshots=0, training_on_unlabeled=true2022.05 | 81.7 | |
| LM-BFFshots=0, demonstration_type=discrete2022.05 | 80.7 | |
| LM-BFFshots=0, demonstration_type=manual2022.05 | 80.3 | |
| Fine-Tuningshots=162022.05 | 76.9 | |
| Fine-Tuningshots=42022.05 | 57.6 | |
| Fine-Tuningshots=02022.05 | 50 |