| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Gowalla (test) | BSPM-EM | Recall@200.192 | 266 | 2d ago | |
| Gowalla | TPSC-FO | Recall@2023.48 | 153 | 1mo ago | |
| Amazon-Book (test) | DDSP + SharpAP | Recall@200.253 | 152 | 22d ago | |
| MovieLens-1M (test) | Sheaf4Rec | NDCG@2019.7 | 116 | 1mo ago | |
| Yelp 2018 (test) | LPSFed | Recall@207.83 | 110 | 22d ago | |
| Amazon-Book | TAGCF | Recall@2018.43 | 103 | 8d ago | |
| MovieLens | TALLRec | Accuracy97.9 | 99 | 21d ago | |
| Yelp (test) | LIA | NDCG@209.82 | 82 | 1mo ago | |
| ML1M | NDCG@2045.23 | 81 | 1mo ago | ||
| Yelp 2018 | SaD | Recall@2019.69 | 73 | 1mo ago | |
| Sports | AgentDR | Recall@100.175 | 62 | 1mo ago | |
| Amazon Sports (test) | SSR | Recall@108.25 | 57 | 3mo ago | |
| Amazon Baby (test) | SSR | Recall@200.1103 | 57 | 2mo ago | |
| MovieLens 100K (test) | RMSE0.883 | 55 | 3mo ago | ||
| MovieLens 1M | HyperML | nDCG@1056.197 | 49 | 9d ago | |
| Beauty | ISRF | NDCG@552.17 | 48 | 2mo ago | |
| REDIAL (test) | Llama2 + FNSCRS | Recall@1050 | 46 | 3mo ago | |
| RetailRocket | Fed-TiSASRec w/ FCUCR | NDCG @ 1029.96 | 44 | 1mo ago | |
| Amazon-Movie IID (test) | DSL | Recall@2013.36 | 42 | 3mo ago | |
| CiteULike (test) | RCE-KD | Recall@105.24 | 40 | 3mo ago | |
| Clothing | MoToRec | Recall@106.88 | 40 | 1mo ago | |
| LastFM | HR@200.8672 | 39 | 21d ago | ||
| Yelp | ALDA4Rec | Recall@1036.38 | 38 | 8d ago | |
| Amazon Toys | w/o Edge | Recall81.21 | 36 | 1mo ago | |
| Amazon Health | w/o Edge | Recall66.2 | 36 | 1mo ago |