Sequential Recommendation on Online Retail (test)
2.71HR@1SASRec
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SASRecselection=best model2026.03 | 2.71 | — | 32.54 | — | — | |
| E4SRecTraining Protocol=Pre-training & Fine-tuning, ID-based=true2026.01 | 2.05 | 15.51 | 25.28 | 7.49 | 9.95 | |
| Qwen2.5Training Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 1.96 | 15.03 | 23.56 | 7.31 | 9.45 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=+LoRA2026.01 | 1.79 | 15.68 | 25.02 | 7.46 | 9.8 | |
| RecFormerTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 1.77 | 14.07 | 21.94 | 6.83 | 8.81 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=Lightweight Input Adaptor2026.01 | 1.59 | 16.08 | 25.72 | 7.41 | 9.82 | |
| GRU4RecTraining Protocol=Training from scratch, ID-based=true2026.01 | 1.39 | 11.75 | 19.31 | 5.61 | 7.51 | |
| UniSRecTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 1.35 | 14.24 | 22.75 | 6.62 | 8.77 | |
| SASRec+Training Protocol=Training from scratch, ID-based=true2026.01 | 1.28 | 15.89 | 25.75 | 7.19 | 9.68 | |
| HSTUTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.92 | 14.52 | 23.04 | 6.56 | 8.7 | |
| FMLPRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.29 | 13.33 | 22.37 | 5.48 | 7.75 | |
| SASRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.14 | 12.45 | 20.14 | 5.24 | 7.18 |