Yelp Review
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Anomaly Detection | YelpReview | ROC-AUC94.52 | 24 | |
| 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 | |
| Text Classification | Yelp Review Full (YRF) | Accuracy70 | 16 | |
| LLM-generated text detection | Yelp Review Dataset | F1 (Original)89.8 | 12 | |
| LLM-generated content detection | Yelp Review | Stdev of F1 Score5.04 | 12 | |
| LLM-generated content detection | Yelp Review | AUROC0.8718 | 11 | |
| Active Learning | Yelp Review Full (test) | Accuracy80.89 | 10 | |
| NLP Opinion Mining | Yelp Review (test) | MAE0.418 | 9 | |
| Perception Classification | Yelp Review (test) | Joy0.91 | 8 | |
| Machine-Generated Text Detection | Yelp Review (test) | F1 Score0.8083 | 3 | |
| Text editing with compositional attributes | Yelp review dataset | Sentiment Accuracy95 | 2 |
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