| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Response Selection | E-commerce (test) | Recall@1 (R10)0.927 | 81 | |
| Generative Engine Optimization | E-Commerce | Word Score26.79 | 30 | |
| Multi-turn response selection | E-commerce | R@157 | 14 | |
| CTCVR Prediction | E-commerce Douyin | ΔAUC1.2 | 12 | |
| Attribute Extraction | E-commerce5PT (test) | F1 Improvement15.56 | 10 | |
| Named Entity Recognition | E-commerce | F1 Score83.99 | 7 | |
| Query Refinement Evaluation | e-commerce dataset | Realism Score4.67 | 6 | |
| Open-ended Recommendation | E-Commerce OPR-Bench | Target Recommendation71.9 | 5 | |
| Intelligent Notification Composition | E-Commerce Retail | CTR12.5 | 1 |