Yelp
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | Yelp 2018 (test) | Recall@207.2 | 90 | |
| Sequential Recommendation | Yelp | Recall@100.0781 | 80 | |
| Text Classification | Yelp (test) | Accuracy94.8 | 55 | |
| Sentiment Classification | Yelp (test) | Accuracy96.4 | 46 | |
| Collaborative Filtering | Yelp 2018 | NDCG@205.75 | 42 | |
| Review Sentiment Classification | Yelp 2014 (test) | Accuracy68.6 | 41 | |
| Sentiment Classification | Yelp Polarity (test) | Error Rate1.81 | 37 | |
| Sequential Recommendation | Yelp (Overall) | Hit Rate @100.6692 | 36 | |
| Text classification | Yelp (5-fold cross-validation) | Accuracy71.7 | 36 | |
| Collaborative Filtering | Yelp 2018 (test) | Recall@207.43 | 35 | |
| Language Modeling | Yelp (test) | PPL4.708 | 35 | |
| OOD Detection | Yelp (test) | AUROC97.59 | 34 | |
| Sentiment Classification | Yelp5 (test) | Accuracy98.5 | 34 | |
| Text Classification | Yelp.P (test) | Accuracy98.63 | 34 | |
| Sentiment Analysis | Yelp '13 (test) | Accuracy68.3 | 33 | |
| LF Mislabeling Identification | Yelp | AP0.922 | 32 | |
| Sentiment Transfer | YELP (test) | STAR∆0.519 | 30 | |
| Sentiment Analysis | Yelp | Accuracy95.6 | 30 | |
| Sentiment Analysis | Yelp (test) | Accuracy84.8 | 29 | |
| Node Classification | Yelp (test) | Micro F165.34 | 26 | |
| Collaborative Filtering | Yelp | MRR@100.086 | 25 | |
| Document Classification | Yelp Polarity | Accuracy97.8 | 25 | |
| Sentiment Classification | Yelp | Accuracy97.27 | 24 | |
| Recommendation | Yelp (test) | Recall@2012.89 | 24 | |
| Sentiment Classification | Yelp original 2013 (test) | RMSE0.66 | 23 |
Showing 25 of 191 rows
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