Steam
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Sequential Recommendation | Steam Overall | NDCG@108.87 | 31 | |
| Recommendation | Steam | Recall@1020.08 | 30 | |
| Proactive Recommendation | Steam | CTR63.28 | 28 | |
| Recommendation | Steam | HR@527.59 | 26 | |
| Sequential Recommendation | Steam (test) | NDCG@1063.06 | 26 | |
| Sequential Recommendation | Steam Head Item | HR@1081.9 | 21 | |
| Sequential Recommendation | Steam Tail Item | HR@1023.92 | 21 | |
| Sequential Recommendation | Steam | Valid Ratio100 | 17 | |
| Sequential Recommendation | Steam Standard (test) | NDCG@1017.34 | 15 | |
| Binary classification | Steam | Accuracy82.69 | 15 | |
| Rating Prediction | Steam | RMSE0.497 | 15 | |
| Cross-domain Recommendation | Steam (Source: Goodreads) | NDCG@102.69 | 12 | |
| Fair Re-ranking | Steam | Equality of Opportunity (EF)-26.329 | 12 | |
| Recommendation | Steam | Recall@55.783 | 12 | |
| Model Extraction | Steam | N@1063 | 12 | |
| Generative Recommendation | Steam | Ad Rate93.7 | 11 | |
| Recommendation | Steam | Recall@31.16 | 10 | |
| Item Promotion Attack | Steam | Hit Rate @ 101.05 | 10 | |
| Sequential Recommendation | Steam | Hit Rate @1010.708 | 10 | |
| Text Classification | Steam | Accuracy97 | 8 | |
| Recommendation | Steam (test) | Recall@100.0636 | 8 | |
| Product Bundling | steam | HitRate@183 | 5 | |
| Human-likeness evaluation | Steam | Human-likeness Score4.31 | 5 | |
| Generative Recommendation | Steam | FLOPs (G)0.07 | 3 | |
| Recommendation | Steam | Processing Time (T_P) (sec)84 | 3 |
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