Metric: Avg (higher is better)
| # | Model↕ | Avg▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | T-Few | 0.758 | No | Few-Shot Parameter-Efficient Fine-Tuning is Bett... | 2022-05-11 | Code |
| 2 | Human (crowdsourced) | 0.735 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 3 | GPT-3 | 0.627 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 4 | AdaBoost | 0.514 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 5 | GPT-Neo | 0.481 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 6 | GPT-2 | 0.458 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 7 | BART MNLI zero-shot | 0.382 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 8 | Plurality-class | 0.331 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 9 | GPT-3 zero-shot | 0.292 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |