| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ML-1M | BlossomRec | NDCG@100.6128 | 130 | 10d ago | |
| Yelp | SRSUPM | Recall@100.0781 | 120 | 1mo ago | |
| Amazon Beauty (test) | ProxyRCA | NDCG@1044.9 | 117 | 2d ago | |
| Amazon Beauty | BlossomRec | NDCG@1032.89 | 84 | 4d ago | |
| Yelp (Overall) | H2Rec | Hit Rate @100.6692 | 63 | 11d ago | |
| Sports | SRSUPM | Recall@105.83 | 62 | 1mo ago | |
| Beauty | H2Rec | HR@1057.42 | 58 | 15d ago | |
| Amazon-Toys | CL4SRec | R@108.12 | 51 | 4d ago | |
| Amazon Arts (test) | I-LLMRec | NDCG@1051.91 | 50 | 1mo ago | |
| gowalla | Position-Aware Kernel Attention | NDCG@100.0485 | 45 | 1mo ago | |
| Beauty | TV-Rec | Hit Rate @ 2014.03 | 43 | 2d ago | |
| Sports | FACL | Recall@50.037 | 43 | 1mo ago | |
| Toys | FAIR | Recall@56.01 | 42 | 1mo ago | |
| Beauty | PRISM | Recall@1010.12 | 42 | 1mo ago | |
| Amazon Toy (test) | NDCG@100.076 | 42 | 1mo ago | ||
| MovieLens-1M (test) | SASRec | Hit@1082.45 | 42 | 11d ago | |
| MovieLens | GRU4Rec | ValidRatio1 | 41 | 1mo ago | |
| CiteULike | RCE-KD | Recall@101.11 | 40 | 1mo ago | |
| Amazon | Recall@10 (Average)10.38 | 40 | 1mo ago | ||
| Sports | TV-Rec | HR@54.31 | 39 | 2d ago | |
| Yelp (Tail) | H2Rec | Hit Rate@1026.93 | 39 | 11d ago | |
| Amazon Reviews 8 Domains | MergeRec (Domain-wise) | NDCG@10 (Avg)89.4 | 36 | 1mo ago | |
| Amazon (test) | MergeRec (Layer-wise) | Recall@10 (Avg)93.7 | 36 | 1mo ago | |
| Toys (test) | RPG | NDCG@105.55 | 36 | 1mo ago | |
| Beauty (test) | CAMMSR | NDCG@54.29 | 36 | 1mo ago |