| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Text Classification | Yelp Review (1000 labels) | Top-1 Error Rate37.58 | 19 | |
| Text Classification | Yelp Review 250 labels | Top-1 Error42.68 | 19 | |
| Text Classification | Yelp Review (test) | Macro F169.63 | 18 | |
| NLP Opinion Mining | Yelp Review (test) | MAE0.418 | 9 | |
| Perception Classification | Yelp Review (test) | Joy0.91 | 8 | |
| Text Classification | Yelp Review Full (YRF) | Accuracy70 | 8 | |
| Text editing with compositional attributes | Yelp review dataset | Sentiment Accuracy95 | 2 |