Sentence Classification on OS full (test)
95.1AccuracyEFL
Evaluation Results
| Method | Links | |
|---|---|---|
| EFLTraining setup=Full training dataset, Backbone=RoBERTa-large2021.04 | 95.1 | |
| Fine-tuningTraining setup=Full training dataset, Backbone=RoBERTa-large2021.04 | 94.3 | |
| EFLTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 76.6 | |
| EFL wo PTTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 71.2 | |
| LM-BFFTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 71 | |
| Fine-tuningTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 70 | |
| Stilts-CloseTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 68.1 | |
| MajorityTraining setup=Full training dataset2021.04 | 66.8 | |
| Stilts-NLITraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 62.4 |