Sequential Recommendation on Amazon Pantry (test)
0.0619NDCG@10SASRecF
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SASRecF2026.03 | 0.0619 | 0.0859 | — | — | 0.1057 | 0.0669 | 0.0546 | 0.0559 | 0.7756 | 0.8683 | 80.98 | 75.56 | |
| SASRec2026.03 | 0.0578 | 0.09 | — | — | 0.118 | 0.0648 | 0.0478 | 0.0497 | 0.8707 | 0.9124 | 91.64 | 85.96 | |
| LLMAR2026.03 | 0.0545 | 0.0812 | — | — | 0.1012 | 0.061 | 0.0454 | 0.0482 | 0.8952 | 0.9421 | 72.42 | 68.12 | |
| MergeRec (Domain-wise)Backbone=RecFormer-base2026.01 | 0.052 | — | — | — | — | — | — | — | — | — | — | — | |
| MergeRec (Layer-wise)Backbone=RecFormer-base2026.01 | 0.0516 | — | — | — | — | — | — | — | — | — | — | — | |
| MMM4RecInput Type=T+V+ID2025.06 | 0.0481 | 0.0984 | 0.2127 | 0.0729 | — | — | — | — | — | — | — | — | |
| MISSRecInput Type=T+V+ID2025.06 | 0.0365 | 0.0779 | 0.1875 | 0.0598 | — | — | — | — | — | — | — | — | |
| ATHWEInput Type=T+V+ID2025.06 | 0.0314 | 0.0573 | 0.1414 | 0.0494 | — | — | — | — | — | — | — | — | |
| UniSRecInput Type=T+ID2025.06 | 0.0311 | 0.0693 | 0.1827 | 0.0556 | — | — | — | — | — | — | — | — | |
| BSARecInput Type=ID2025.06 | 0.0234 | 0.0531 | 0.1408 | 0.0423 | — | — | — | — | — | — | — | — | |
| HM4SRInput Type=T+V+ID2025.06 | 0.0232 | 0.0437 | 0.1156 | 0.0388 | — | — | — | — | — | — | — | — | |
| TiM4RecInput Type=ID2025.06 | 0.0229 | 0.0504 | 0.136 | 0.0411 | — | — | — | — | — | — | — | — | |
| LightGCN2026.03 | 0.0229 | 0.0357 | — | — | 0.0526 | 0.0272 | 0.0193 | 0.0206 | 0.8385 | 0.9369 | 120.22 | 107.48 | |
| Mamba4RecInput Type=ID2025.06 | 0.0223 | 0.0487 | 0.1377 | 0.0415 | — | — | — | — | — | — | — | — | |
| M^3RecInput Type=T+V+ID2025.06 | 0.0222 | 0.0495 | 0.1407 | 0.0418 | — | — | — | — | — | — | — | — | |
| SASRecInput Type=ID2025.06 | 0.0218 | 0.0501 | 0.1322 | 0.0394 | — | — | — | — | — | — | — | — | |
| S^3-RecInput Type=T+ID2025.06 | 0.0214 | 0.0444 | 0.1315 | 0.04 | — | — | — | — | — | — | — | — | |
| FDSAInput Type=ID2025.06 | 0.0209 | 0.0395 | 0.1151 | 0.037 | — | — | — | — | — | — | — | — |