| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequential Recommendation | KuaiRec | HR@205.78 | 20 | |
| Interactive Recommendation | KuaiRec Max Len 30 | Rcum29.99 | 16 | |
| Recommendation | KuaiRec (test) | Precision@5091.2 | 13 | |
| Rating Prediction | KuaiRec unbiased (test) | AUC78.8 | 12 | |
| POI Recommendation | KuaiRec | Normalized Accumulated Reward5.08 | 10 | |
| Sequential Recommendation | KuaiRec (test) | H@10.0467 | 10 | |
| Maximizing Interest | KuaiRec dense | N@560.7 | 9 | |
| Item Retrieval | KuaiRec (test) | Hit@200.0233 | 9 | |
| Interactive Recommendation | KuaiRec | Tint16.4 | 9 | |
| Ranking | KuaiRec | NDCG@559.7 | 8 | |
| Ranking | KuaiRec Trend Promotion (test) | N@562.2 | 8 | |
| Ranking | KuaiRec Explore New Topics (test) | N@573.3 | 8 | |
| Interactive Recommendation | KuaiRec Max Len 50 | Rcum43.37 | 8 | |
| Sequential Recommendation | KuaiRec Large | HR@100.1565 | 7 | |
| Sequential Recommendation | KuaiRec Small | HR@1023.5 | 7 | |
| Recommendation | KuaiRec | Recall@513.44 | 6 | |
| Recommendation | KuaiRec | HR57 | 6 | |
| Video-level watch-time prediction | KuaiRec | MAE0.29 | 5 | |
| Session-level watch-time prediction | KuaiRec | MAE1.72 | 5 | |
| Explanation Generation Quality | Kuairec | BLEU20.72 | 4 |