| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Amazon Photo | Accuracy97.02 | 313 | |
| Node Classification | Amazon Computers | Accuracy94.09 | 167 | |
| Graph Anomaly Detection | Amazon | AUROC96.9 | 109 | |
| Node Classification | Amazon Computer (test) | Accuracy94.01 | 104 | |
| Text Classification | Amazon | Accuracy89.71 | 81 | |
| Multimodal Recommendation | Amazon Baby (test) | Recall@107.11 | 66 | |
| User Churn Prediction | Amazon Rel | ROC-AUC0.704 | 64 | |
| Item Churn Prediction | Rel Amazon | ROC-AUC82.6 | 64 | |
| Text Classification | Amazon | Accuracy96.45 | 63 | |
| Extreme Multi-label Classification | Amazon-670K | P@153.02 | 63 | |
| Sequential Recommendation | Amazon-Toys | R@108.12 | 58 | |
| Sequential Recommendation | Amazon Sports | NDCG@1032.9 | 58 | |
| Recommendation | Amazon Sports (test) | Recall@108.25 | 57 | |
| Sequential Recommendation | Amazon Arts (test) | NDCG@1051.91 | 50 | |
| Sequential Recommendation | Amazon Sports and Outdoors (test) | Recall@50.0371 | 50 | |
| Extreme Multi-label Classification | Amazon-3M | Precision@154.28 | 44 | |
| Graph Fraud Detection | Amazon (test) | AUROC97.78 | 40 | |
| Sequential Recommendation | Amazon | Recall@10 (Average)10.38 | 40 | |
| Sequential Recommendation | Amazon Toys and Games (test) | Recall@56.72 | 40 | |
| Fraud Detection | Amazon (test) | AUC97.89 | 38 | |
| Multimodal Recommendation | Amazon Clothing (test) | Recall@106.88 | 37 | |
| Sequential Recommendation | Amazon Toys (test) | NDCG@1071.26 | 37 | |
| Recommendation | Amazon Toys | Recall81.21 | 36 | |
| Sequential Recommendation | Amazon (test) | Recall@10 (Avg)93.7 | 36 | |
| Graph Anomaly Detection | Amazon | AUC98.89 | 35 |