Metric: F1 (1% Few-Shot) (higher is better)
| # | Model↕ | F1 (1% Few-Shot)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NLI_DeBERTa | 63.7 | No | Label Verbalization and Entailment for Effective... | 2021-09-08 | Code |
| 2 | SuRE (PEGASUS-large) | 52 | No | Summarization as Indirect Supervision for Relati... | 2022-05-19 | Code |
| 3 | BERTEM+MTB | 43.4 | Yes | Matching the Blanks: Distributional Similarity f... | 2019-06-07 | Code |
| 4 | LUKE | 17 | Yes | LUKE: Deep Contextualized Entity Representations... | 2020-10-02 | Code |
| 5 | K-ADAPTER (F+L) | 13.8 | Yes | K-Adapter: Infusing Knowledge into Pre-Trained M... | 2020-02-05 | Code |