| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequence Modeling | Industrial Dataset | AUC64.55 | 48 | |
| Discriminative Ranking | Industrial Dataset | AUC0.7184 | 15 | |
| Generative Retrieval | Industrial Dataset | Reconstruction Loss0.0031 | 14 | |
| Recommendation | Industrial Dataset | Step3,675 | 14 | |
| CTR Prediction | Industrial dataset (test) | AUC73.26 | 11 | |
| Pay Prediction | industrial dataset | AUC81.94 | 10 | |
| CTCVR Prediction | Industrial dataset | CTCVR AUC0.8495 | 10 | |
| Generative Recommendation | Industrial Dataset (test) | HR@100.0196 | 10 | |
| Recommendation | Industrial Dataset Taobao (test) | HR@30.5254 | 9 | |
| Generative Recommendation | Industrial Dataset in-house (conversion target set) | Recall@526.21 | 8 | |
| CTCVR Prediction | Industrial Dataset Popular items (online > 300 days) | CTCVR AUC0.8498 | 8 | |
| CTR Prediction | Industrial Dataset Popular items (online > 300 days) | CTR AUC70.05 | 8 | |
| CTCVR Prediction | Industrial Dataset New items (online < 20 days) | CTCVR AUC0.835 | 8 | |
| CTR Prediction | Industrial Dataset New items (online < 20 days) | CTR AUC0.6869 | 8 | |
| Discriminative Ranking | Industrial Dataset (test) | Reconstruction Loss0.0031 | 7 | |
| Multi-Label Conversion Rate Prediction | Industrial Dataset Huawei Online Advertising Platform (test) | Action A AUC0.851 | 7 | |
| Discriminative recommendation | Industrial dataset offline | UAUC0.6669 | 5 | |
| Long-sequence modeling | industrial dataset 10k sequence length | AUC64.44 | 4 | |
| User Acceptance Scoring | Industrial Dataset | K-alpha0.796 | 4 | |
| CVR Prediction | Industrial Dataset (test) | AUC0.8635 | 4 | |
| Generative Recommendation | Industrial dataset A/B test (online) | Stay Time / U2,672 | 3 | |
| Generative Recommendation | Industrial dataset (offline) | MRR62.8 | 3 | |
| Discriminative Recommendation | Industrial Dataset (New Users) | SD/U5,090 | 3 | |
| Discriminative Recommendation | Industrial Dataset (Existing Users) | SD/U37,737 | 3 | |
| Identification | Industrial Dataset | Accuracy98.4 | 3 |