Sequential Recommendation on Amazon Toy
6.11N@5FLR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FLRMethod Category=LLM-based2026.04 | 6.11 | 6.95 | 8.14 | 10.77 | — | |
| LatentR3Method Category=LLM-based2026.04 | 5.79 | 6.74 | 7.81 | 10.68 | — | |
| BIGRecMethod Category=LLM-based2026.04 | 5.08 | 5.82 | 7.01 | 9.31 | — | |
| SASRecMethod Category=Traditional2026.04 | 4.58 | 5.1 | 6.01 | 7.6 | — | |
| AlphaRecMethod Category=LLM-based2026.04 | 3.47 | 4.48 | 5.79 | 8.93 | — | |
| GRU4RecMethod Category=Traditional2026.04 | 3.05 | 3.52 | 4.17 | 5.64 | — | |
| BEARBackbone=BIGRec2026.01 | 2.54 | 3.16 | 3.8 | 5.74 | — | |
| MSLBackbone=BIGRec2026.01 | 2.39 | 3.01 | 3.59 | 5.51 | — | |
| IGDBackbone=BIGRec2026.01 | 1.91 | 2.39 | 2.73 | 4.21 | — | |
| S-DPOBackbone=BIGRec2026.01 | 1.81 | 2.27 | 2.88 | 4.32 | — | |
| CaserMethod Category=Traditional2026.04 | 1.7 | 2.14 | 2.51 | 3.84 | — | |
| D3Backbone=BIGRec2026.01 | 1.63 | 2.02 | 2.57 | 3.75 | — | |
| COTMethod Category=LLM-based2026.04 | 1.53 | 2.29 | 2.61 | 4.96 | — | |
| SPRecBackbone=BIGRec2026.01 | 1.48 | 1.75 | 2.34 | 3.17 | — | |
| D2LRBackbone=BIGRec2026.01 | 1.42 | 1.77 | 2.27 | 3.38 | — | |
| CFTBackbone=BIGRec2026.01 | 1.38 | 1.73 | 2.17 | 3.25 | — | |
| BaseMethod Category=LLM-based2026.04 | 1.28 | 1.78 | 2.03 | 3.59 | — | |
| BIGRec2026.01 | 1.22 | 1.57 | 2 | 3.07 | — | |
| RosePOBackbone=BIGRec2026.01 | 1.14 | 1.74 | 1.94 | 3.78 | — | |
| DROS2026.01 | 1.05 | 1.26 | 1.48 | 2.13 | — | |
| BERT4Rec2026.01 | 1.01 | 1.18 | 1.37 | 1.88 | — | |
| SASRec2026.01 | 0.89 | 1.09 | 1.48 | 2.11 | — | |
| DLLM2Rec2026.01 | 0.8 | 1.1 | 1.56 | 2.48 | — | |
| LLM-CF2026.01 | 0.77 | 1.01 | 1.48 | 2.23 | — |