Text Classification on IMDB full (test)
96.1AccuracyFine-tuning
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-tuningTraining setup=Full training dataset, Backbone=RoBERTa-large2021.04 | 96.1 | |
| EFLTraining setup=Full training dataset, Backbone=RoBERTa-large2021.04 | 96.1 | |
| LM-BFFTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 92 | |
| EFLTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 87.1 | |
| Stilts-CloseTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 86.9 | |
| EFL wo PTTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 75.5 | |
| Fine-tuningTraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 73.5 | |
| Stilts-NLITraining setup=Few-shot, K (samples per class)=8, Backbone=RoBERTa-large2021.04 | 59.7 | |
| MajorityTraining setup=Full training dataset2021.04 | 50 |