| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Multi-behavior Recommendation | Taobao | HR@1013.43 | 57 | |
| Event Prediction | TAOBAO (test) | OTD10.147 | 55 | |
| Next-event prediction | Taobao | Time RMSE0.126 | 40 | |
| CTR Prediction | Taobao 1.68% compression | AUC71.66 | 35 | |
| Top-K Recommendation | Taobao | NDCG@100.231 | 23 | |
| Delayed Conversion Modeling | Taobao | AUC (All)85.88 | 22 | |
| Event Prediction | TAOBAO | RMSEΔt0.13 | 21 | |
| Click prediction | Taobao | AUC66.47 | 19 | |
| CTR Prediction | Taobao | AUC0.9552 | 18 | |
| CTR Prediction | Taobao latest 600 clicked items (test) | AUC63.88 | 18 | |
| Multi-behavior Sequential Recommendation | Taobao (test) | HR@570.5 | 16 | |
| Buy prediction | Taobao | AUC70.12 | 15 | |
| Favor prediction | Taobao | AUC0.8016 | 15 | |
| CTR prediction | Taobao | AUC78.2 | 13 | |
| Event Type Prediction | Taobao | Accuracy (ACC)70.78 | 13 | |
| Sequential Recommendation | Taobao | H@103.73 | 12 | |
| Query Recommendation | Taobao (test) | Cate HR@3047.04 | 12 | |
| Retrieval | Taobao (test) | IC@200.363 | 12 | |
| Multi-behavior Recommendation | Taobao 1 (temporal split) | HR@100.1328 | 12 | |
| Multi-task Recommendation | Taobao | AUC (Click)61.25 | 11 | |
| Average performance across tasks | Taobao | AUC69.81 | 11 | |
| Cart prediction | Taobao | AUC66.52 | 11 | |
| Sequential Recommendation | Taobao | AUC90.76 | 11 | |
| Sequential Recommendation | Taobao (test) | HR@1086.5 | 11 | |
| Recommendation | Taobao (test) | HR@100.1592 | 11 |