Sequential Recommendation on Amazon Reviews Beauty (test)
3.29HR@1MPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=Lightweight Input Adaptor2026.01 | 3.29 | 11.18 | 15.31 | 6.73 | 7.77 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=+LoRA2026.01 | 3.2 | 11 | 15.14 | 6.58 | 7.63 | |
| SASRec+Training Protocol=Training from scratch, ID-based=true2026.01 | 2.93 | 9.82 | 13.48 | 5.91 | 6.83 | |
| HSTUTraining Protocol=Training from scratch, ID-based=true2026.01 | 2.51 | 9.02 | 12.46 | 5.35 | 6.21 | |
| E4SRecTraining Protocol=Pre-training & Fine-tuning, ID-based=true2026.01 | 2.36 | 7.73 | 10.46 | 4.69 | 5.38 | |
| FMLPRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 2.06 | 7.75 | 10.72 | 4.54 | 5.29 | |
| Qwen2.5Training Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 1.94 | 8.26 | 12 | 4.64 | 5.58 | |
| SASRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 1.61 | 7.53 | 10.6 | 4.17 | 4.95 | |
| GRU4RecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.98 | 5.24 | 7.88 | 2.78 | 3.44 | |
| RecFormerTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.86 | 6.76 | 10.17 | 3.33 | 4.19 | |
| UniSRecTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.73 | 8.03 | 12.33 | 3.82 | 4.9 |