| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequential Recommendation | Yelp | NDCG@101.76 | 131 | |
| Recommendation | Yelp 2018 (test) | Recall@207.83 | 110 | |
| Text Classification | Yelp (test) | Accuracy94.8 | 100 | |
| Recommendation | Yelp (test) | NDCG@209.82 | 82 | |
| Recommendation | Yelp 2018 | Recall@2019.69 | 73 | |
| Synthetic Text Evaluation | Yelp non-IID | MAUVE Score0.3751 | 64 | |
| Sequential Recommendation | Yelp (Overall) | Hit Rate @100.6692 | 63 | |
| Adversarial Attack | Yelp | ASR72.9 | 58 | |
| Sentiment Classification | Yelp (test) | Accuracy96.4 | 46 | |
| Sequential Recommendation | Yelp | HR@104.72 | 45 | |
| Collaborative Filtering | Yelp 2018 (test) | Recall@207.43 | 45 | |
| Adversarial Attack on Neural Contextual Bandits | Yelp | Regret36 | 42 | |
| Collaborative Filtering | Yelp 2018 | NDCG@205.75 | 42 | |
| Review Sentiment Classification | Yelp 2014 (test) | Accuracy68.6 | 41 | |
| Graph Fraud Detection | Yelp (test) | AUROC92.9 | 40 | |
| Sequential Recommendation | Yelp (Tail) | Hit Rate@1026.93 | 39 | |
| Recommendation | Yelp | Recall@1036.38 | 38 | |
| Sequential Recommendation | Yelp (test) | H@104.95 | 37 | |
| Generative Recommendation | Yelp | N@100.0274 | 37 | |
| Sentiment Classification | Yelp Polarity (test) | Error Rate1.81 | 37 | |
| Text classification | Yelp (5-fold cross-validation) | Accuracy71.7 | 36 | |
| Node Classification | Yelp | Accuracy93.4 | 35 | |
| Recommendation | Yelp | NDCG@107.79 | 35 | |
| Language Modeling | Yelp (test) | PPL4.708 | 35 | |
| Sequential Recommendation | Yelp (test) | NDCG@52.68 | 34 |