Sequential Recommendation on Amazon Reviews Sports (test)
0.0162HR@1MPT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=Lightweight Input Adaptor2026.01 | 0.0162 | 0.0651 | 0.0924 | 0.0373 | 0.0442 | |
| SASRec+Training Protocol=Training from scratch, ID-based=true2026.01 | 0.0156 | 0.0576 | 0.0824 | 0.0337 | 0.0399 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=+LoRA2026.01 | 0.0155 | 0.0644 | 0.0927 | 0.0365 | 0.0436 | |
| HSTUTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0139 | 0.055 | 0.0788 | 0.0317 | 0.0377 | |
| FMLPRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0105 | 0.0413 | 0.0593 | 0.0238 | 0.0283 | |
| Qwen2.5Training Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0095 | 0.0473 | 0.0712 | 0.0256 | 0.0316 | |
| E4SRecTraining Protocol=Pre-training & Fine-tuning, ID-based=true2026.01 | 0.0092 | 0.0387 | 0.0563 | 0.0218 | 0.0262 | |
| SASRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0068 | 0.0405 | 0.0607 | 0.0212 | 0.0263 | |
| UniSRecTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0056 | 0.0446 | 0.0699 | 0.0221 | 0.0285 | |
| GRU4RecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0046 | 0.0259 | 0.0407 | 0.0135 | 0.0172 | |
| RecFormerTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0042 | 0.0345 | 0.0555 | 0.0167 | 0.022 |