Recommendation on Amazon Reviews Sports & Outdoors
51.6H@1ItemRAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ItemRAG2025.11 | 51.6 | 74.7 | 88.3 | 64.6 | 70.3 | |
| w/o co-freq.2025.11 | 50.7 | 74.1 | 87.9 | 64 | 69.8 | |
| w/o co-purch.2025.11 | 50.6 | 72.9 | 86.2 | 63.6 | 68.9 | |
| w/o sim-items2025.11 | 50.2 | 74 | 87.7 | 64.5 | 70 | |
| CoRAL2025.11 | 48.5 | 73.2 | 87.1 | 62.5 | 68.3 | |
| ICL2025.11 | 46.4 | 70.2 | 84.1 | 59.8 | 65.7 | |
| LightGCN++2025.11 | 46 | 70.8 | 84 | 60.5 | 65.9 | |
| LightGCN2025.11 | 45.3 | 70.6 | 83.3 | 60.2 | 65.5 | |
| w/o cand-aug.2025.11 | 44.8 | 68.2 | 81.8 | 57.5 | 63.3 | |
| ReACT2025.11 | 44.7 | 68.7 | 83.5 | 58.2 | 64.4 | |
| AdaptRec2025.11 | 44.4 | 67.8 | 83.2 | 57.5 | 63.6 | |
| BERT4Rec2025.11 | 44.2 | 70.5 | 83.8 | 59.4 | 65.3 | |
| SASRec2025.11 | 44 | 68.9 | 82.1 | 57.9 | 63.3 | |
| Zero-shot2025.11 | 43.4 | 66.6 | 81.6 | 56.7 | 62.9 |