Kuaishou
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Recommendation | Kuaishou industrial-scale | Recall@10016.09 | 24 | |
| Matching Task | Kuaishou (offline) | HR@102.54 | 12 | |
| Reranking | Kuaishou Industrial | AUC74.48 | 10 | |
| Multi-Objective Recommendation | Kuaishou (offline) | Consistency34.59 | 9 | |
| CTR Prediction | Kuaishou (Online) | AUC0.8531 | 8 | |
| Long-view prediction | Kuaishou Industrial | GAUC77.79 | 7 | |
| Recommendation | Kuaishou (offline) | Recall@672.84 | 7 | |
| Local-life Recommendation | Kuaishou Cold-start (items appearing < 3 times) | AUC68.66 | 6 | |
| Local-life Recommendation | Kuaishou (all) | AUC74.36 | 6 | |
| Multi-Objective Recommendation | Kuaishou | Convex Hull Volume0.0005 | 4 | |
| Author Recommendation | Kuaishou Author Branch (offline) | HitRate@10048.48 | 3 | |
| Video Recommendation | Kuaishou Video Branch (offline) | Hit Rate@10039.15 | 3 | |
| Semantic ID Prediction | Kuaishou e-commerce dormant user (test) | HS@1 (L1)30.12 | 3 | |
| Recommendation | Kuaishou Lite Single Page Online A/B (test) | Total App Usage Time (Uplift)0.165 | 2 | |
| Recommendation | Kuaishou Single Page Online A/B Test | Total App Usage Time Uplift0.254 | 2 | |
| Recommendation | Kuaishou Lite Industrial Setting (Online A/B Test) | Total App Usage Time0.26 | 2 | |
| Recommendation | Kuaishou Online A/B (test) | Total App Usage Time Lift (%)0.13 | 2 | |
| Live-streaming Recommendation | Kuaishou Lite production (online) | Exposure1.96 | 2 | |
| Live-streaming Recommendation | Kuaishou production (online) | Exposure1.32 | 2 | |
| Industrial Recommendation | Kuaishou 7-day (Online A/B Test) | App Stay Time10.1 | 1 | |
| Query Recommendation | Kuaishou Online A/B Business Metrics (test) | Query Exposure Lift (%)16.91 | 1 | |
| Query Recommendation | Kuaishou (Manual Quality Evaluation) | Overall Bad Cases-9 | 1 | |
| Online Recommendation | Kuaishou e-commerce short-video scenario (online deployment) | Paid Order Count1.043 | 1 | |
| Live Streaming Recommendation | Kuaishou Online A/B Test | Exposure Rate0.37 | 1 | |
| Local-life Recommendation | Kuaishou A/B Test (online) | GMV Uplift (%)2.804 | 1 |
Showing 25 of 30 rows