Sequential Recommendation on Amazon Instruments
0.106NDCG@10MQL4GRec
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MQL4GRecLLM-Based=true2025.09 | 0.106 | 0.1375 | — | — | — | — | — | — | |
| IDIOMoELLM-Based=true2025.09 | 0.1054 | 0.1385 | — | — | — | — | — | — | |
| FLRMethod Category=LLM-based2026.04 | 0.0955 | 0.1248 | 0.1032 | 0.0886 | — | — | — | — | |
| TIGER2025.09 | 0.095 | 0.1221 | — | — | — | — | — | — | |
| Item-LLM2025.09 | 0.0943 | 0.1095 | — | — | — | — | — | — | |
| LatentR3Method Category=LLM-based2026.04 | 0.0941 | 0.1214 | 0.1029 | 0.0882 | — | — | — | — | |
| VQ-Rec2025.09 | 0.0891 | 0.1357 | — | — | — | — | — | — | |
| MISSRec2025.09 | 0.088 | 0.1361 | — | — | — | — | — | — | |
| BIGRecMethod Category=LLM-based2026.04 | 0.0879 | 0.1158 | 0.0938 | 0.0807 | — | — | — | — | |
| VIP5LLM-Based=true2025.09 | 0.0872 | 0.1071 | — | — | — | — | — | — | |
| FDSA2025.09 | 0.0859 | 0.1249 | — | — | — | — | — | — | |
| GRU4Rec2025.09 | 0.0857 | 0.1207 | — | — | — | — | — | — | |
| Text-Attr LLM2025.09 | 0.0778 | 0.1133 | — | — | — | — | — | — | |
| SASRecMethod Category=Traditional2026.04 | 0.0758 | 0.095 | 0.0793 | 0.0708 | — | — | — | — | |
| SASRec2025.09 | 0.0749 | 0.1256 | — | — | — | — | — | — | |
| S3-Rec2025.09 | 0.0743 | 0.1123 | — | — | — | — | — | — | |
| Bert4Rec2025.09 | 0.0739 | 0.1081 | — | — | — | — | — | — | |
| HSTU2025.09 | 0.0712 | 0.1214 | — | — | — | — | — | — | |
| ID Transformer2025.09 | 0.0709 | 0.0761 | — | — | — | — | — | — | |
| P5-CIDLLM-Based=true2025.09 | 0.0704 | 0.1119 | — | — | — | — | — | — | |
| GRU4RecMethod Category=Traditional2026.04 | 0.0692 | 0.096 | 0.0766 | 0.063 | — | — | — | — | |
| LASARBase Model=Qwen3-0.6B2026.05 | 0.0667 | 0.0937 | 0.0763 | 0.0612 | — | 0.073 | 0.1184 | — | |
| AlphaRecMethod Category=LLM-based2026.04 | 0.064 | 0.1051 | 0.0813 | 0.0564 | — | — | — | — | |
| MiniOneRecBase Model=Qwen3-0.6B2026.05 | 0.064 | 0.0826 | 0.0715 | 0.0604 | — | 0.0677 | 0.0974 | — | |
| CaserMethod Category=Traditional2026.04 | 0.0627 | 0.0977 | 0.0781 | 0.0564 | — | — | — | — | |
| Explicit CoTGREAMBase Model=Qwen3-0.6B2026.05 | 0.0621 | 0.085 | 0.0703 | 0.0574 | — | 0.0674 | 0.106 | — | |
| HSTU + BFTConfiguration=+BFT2026.05 | 0.0613 | 0.1091 | — | — | — | — | — | 0.0553 | |
| LC-Rec2026.05 | 0.0561 | 0.0701 | 0.0616 | 0.0533 | — | 0.0587 | 0.0803 | — | |
| HSTUConfiguration=Base2026.05 | 0.0551 | 0.0948 | — | — | — | — | — | 0.051 | |
| ReaRec2026.05 | 0.0548 | 0.0873 | 0.0705 | 0.0494 | — | 0.0604 | 0.1095 | — | |
| SASRec2026.05 | 0.0475 | 0.0617 | 0.0536 | 0.0449 | — | 0.0502 | 0.0725 | — | |
| GRU4Rec2026.05 | 0.0454 | 0.0629 | 0.0527 | 0.0422 | — | 0.0489 | 0.0769 | — | |
| COTMethod Category=LLM-based2026.04 | 0.0452 | 0.0199 | 0.0135 | 0.0261 | — | — | — | — | |
| BaseMethod Category=LLM-based2026.04 | 0.0411 | 0.0192 | 0.0154 | 0.0296 | — | — | — | — |