Paraphrase Identification on QQP (few-shot zero-shot)
74AccuracyRETROPROMPT
Evaluation Results
| Method | Links | |
|---|---|---|
| RETROPROMPTshots=162022.05 | 74 | |
| KPTshots=16, extra_knowledge=true2022.05 | 71.6 | |
| LM-BFFshots=16, demonstration_type=discrete2022.05 | 68.2 | |
| RETROPROMPTshots=42022.05 | 66.1 | |
| LM-BFFshots=16, demonstration_type=manual2022.05 | 65.4 | |
| LM-BFFshots=4, demonstration_type=discrete2022.05 | 63.2 | |
| Fine-Tuningshots=162022.05 | 60.7 | |
| RETROPROMPTshots=02022.05 | 56.7 | |
| LOTClassshots=0, training_on_unlabeled=true2022.05 | 55.9 | |
| KPTshots=4, extra_knowledge=true2022.05 | 54.9 | |
| Fine-Tuningshots=42022.05 | 52.8 | |
| LM-BFFshots=0, demonstration_type=manual2022.05 | 49.7 | |
| LM-BFFshots=4, demonstration_type=manual2022.05 | 48 | |
| KPTshots=0, extra_knowledge=true2022.05 | 47.5 | |
| LM-BFFshots=0, demonstration_type=discrete2022.05 | 44 | |
| Fine-Tuningshots=02022.05 | 31.6 |