Sequential Recommendation on Amazon Reviews Toys (test)
0.0334HR@1SASRec+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SASRec+Training Protocol=Training from scratch, ID-based=true2026.01 | 0.0334 | 0.104 | 0.1393 | 0.0645 | 0.0733 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=Lightweight Input Adaptor2026.01 | 0.0322 | 0.1202 | 0.1617 | 0.0705 | 0.0809 | |
| HSTUTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.032 | 0.0981 | 0.1288 | 0.061 | 0.0687 | |
| MPTTraining Protocol=Pre-training & Fine-tuning, ID-based=false, Adaptor=+LoRA2026.01 | 0.0316 | 0.1192 | 0.1611 | 0.0701 | 0.0806 | |
| FMLPRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0254 | 0.0855 | 0.1124 | 0.0521 | 0.0589 | |
| E4SRecTraining Protocol=Pre-training & Fine-tuning, ID-based=true2026.01 | 0.025 | 0.0798 | 0.1061 | 0.0492 | 0.0558 | |
| SASRecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0215 | 0.0846 | 0.1115 | 0.0493 | 0.0561 | |
| Qwen2.5Training Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0175 | 0.0784 | 0.1114 | 0.0433 | 0.0515 | |
| GRU4RecTraining Protocol=Training from scratch, ID-based=true2026.01 | 0.0126 | 0.049 | 0.0704 | 0.0282 | 0.0335 | |
| RecFormerTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0087 | 0.0842 | 0.1221 | 0.0405 | 0.0501 | |
| UniSRecTraining Protocol=Pre-training & Fine-tuning, ID-based=false2026.01 | 0.0055 | 0.0829 | 0.1235 | 0.038 | 0.0483 |