Sentiment Analysis on CR (Few-Shot/Zero-Shot)
91.9AccuracyRETROPROMPT
Evaluation results
| Method | Links | |
|---|---|---|
| RETROPROMPTshots=162022.05 | 91.9 | |
| RETROPROMPTshots=42022.05 | 91.4 | |
| LM-BFFshots=16, demonstration_type=manual2022.05 | 90.3 | |
| LM-BFFshots=16, demonstration_type=discrete2022.05 | 90.2 | |
| LM-BFFshots=4, demonstration_type=manual2022.05 | 89.9 | |
| LM-BFFshots=4, demonstration_type=discrete2022.05 | 89.7 | |
| KPTshots=16, extra_knowledge=true2022.05 | 88.8 | |
| KPTshots=4, extra_knowledge=true2022.05 | 87.2 | |
| LM-BFFshots=0, demonstration_type=discrete2022.05 | 81.4 | |
| RETROPROMPTshots=02022.05 | 79.7 | |
| LM-BFFshots=0, demonstration_type=manual2022.05 | 78.4 | |
| Fine-Tuningshots=162022.05 | 75.8 | |
| KPTshots=0, extra_knowledge=true2022.05 | 71.4 | |
| Fine-Tuningshots=42022.05 | 66.4 | |
| LOTClassshots=0, training_on_unlabeled=true2022.05 | 50.1 | |
| Fine-Tuningshots=02022.05 | 49.8 |