| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Direct Recommendation | Amazon Sports 5-core filtering (leave-one-out) | H@100.5574 | 17 | |
| Multimodal Recommendation | Amazon Sports 6 (leave-one-out) | H@1061.92 | 16 | |
| Multimodal Recommendation | Amazon Sports Zero-Shot (test) | HR @50.182 | 12 | |
| Multimodal Recommendation | Amazon Sports Few-Shot (test) | HR (Top-5)18.28 | 12 | |
| Generative Recommendation | Amazon Sports Public benchmarks (test) | R@50.0299 | 10 | |
| Classification | Amazon Sports 8-shot (test) | Macro F167.57 | 10 | |
| Collaborative Filtering | Amazon-sports 20% synthetic (test) | R@2014.08 | 8 | |
| Multimodal Recommendation Unlearning | Amazon Sports Retain (test) | Recall@20 (User)10.92 | 6 | |
| Sequential Recommendation | Amazon Sports 5-core (test) | Recall@52.34 | 3 | |
| Cold-start recommendation | Amazon Sports (test) | Cold Recall@50 Improvement (vs Random)- | 0 |