Sequential Recommendation on Amazon Video-Games
0.5317NDCG@10BlossomRec
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BlossomRec2025.12 | 0.5317 | — | 0.4671 | 0.738 | — | — | — | |
| LinRec2025.12 | 0.5313 | — | 0.4667 | 0.7375 | — | — | — | |
| SASRec2025.12 | 0.5304 | — | 0.4656 | 0.7372 | — | — | — | |
| Mamba4Rec2025.12 | 0.5186 | — | 0.4537 | 0.7256 | — | — | — | |
| GRU4Rec2025.12 | 0.5168 | — | 0.4513 | 0.7257 | — | — | — | |
| BERT4Rec2025.12 | 0.4874 | — | 0.4218 | 0.6973 | — | — | — | |
| PUREData Setting=items + reviews, Prompt Strategy=ICL2025.02 | 0.356 | — | — | — | 0.1662 | 0.2981 | 0.42 | |
| PUREData Setting=items + reviews, Prompt Strategy=Recency2025.02 | 0.3391 | — | — | — | 0.1818 | 0.289 | 0.4069 | |
| ICLData Setting=items + reviews, naive_incorporation=true2025.02 | 0.3125 | — | — | — | 0.1511 | 0.2634 | 0.3739 | |
| PUREData Setting=items + reviews, Prompt Strategy=Sequential2025.02 | 0.3108 | — | — | — | 0.1506 | 0.2571 | 0.3828 | |
| ICLData Setting=items2025.02 | 0.3051 | — | — | — | 0.1428 | 0.2657 | 0.3572 | |
| RecencyData Setting=items2025.02 | 0.2882 | — | — | — | 0.1534 | 0.2431 | 0.3424 | |
| RecencyData Setting=items + reviews, naive_incorporation=true2025.02 | 0.2837 | — | — | — | 0.1219 | 0.2364 | 0.3535 | |
| SequentialData Setting=items + reviews, naive_incorporation=true2025.02 | 0.2497 | — | — | — | 0.1114 | 0.1995 | 0.32 | |
| SequentialData Setting=items2025.02 | 0.2313 | — | — | — | 0.1075 | 0.1825 | 0.2897 | |
| Mamba4Rec2025.02 | 0.0848 | 0.1341 | 0.0698 | — | — | — | — | |
| SS4Rec2025.02 | 0.0838 | 0.1362 | 0.0678 | — | — | — | — | |
| SASRec2025.02 | 0.0816 | 0.1338 | 0.0657 | — | — | — | — | |
| NARM2025.02 | 0.0815 | 0.1228 | 0.0689 | — | — | — | — | |
| TiSASRec2025.02 | 0.0811 | 0.1238 | 0.068 | — | — | — | — | |
| GRU4Rec2025.02 | 0.0762 | 0.1145 | 0.0646 | — | — | — | — | |
| Bert4Rec2025.02 | 0.0672 | 0.1011 | 0.0569 | — | — | — | — |