Metric: SRI (higher is better)
| # | Model↕ | SRI▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GPT-3 | 0.516 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 2 | T-Few | 0.508 | No | Few-Shot Parameter-Efficient Fine-Tuning is Bett... | 2022-05-11 | Code |
| 3 | AdaBoost | 0.506 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 4 | GPT-Neo | 0.493 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 5 | Plurality-class | 0.493 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 6 | GPT-2 | 0.492 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 7 | Human (crowdsourced) | 0.468 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 8 | GPT-3 zero-shot | 0.027 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |
| 9 | BART MNLI zero-shot | 0.026 | No | RAFT: A Real-World Few-Shot Text Classification ... | 2021-09-28 | Code |