Recommendation on Amazon Reviews Beauty & Personal Care
49.1H@1ItemRAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ItemRAG2025.11 | 49.1 | 71 | 83.8 | 61.5 | 66.9 | |
| w/o co-freq.2025.11 | 47.7 | 70.1 | 83.9 | 60.7 | 66.6 | |
| w/o sim-items2025.11 | 47.5 | 70.2 | 82.8 | 60.8 | 66.3 | |
| CoRAL2025.11 | 46.5 | 69.9 | 82 | 60.2 | 65 | |
| w/o co-purch.2025.11 | 46.1 | 68.9 | 82.1 | 59.1 | 64.7 | |
| LightGCN++2025.11 | 38.3 | 65.2 | 80.2 | 53.4 | 59.7 | |
| ICL2025.11 | 37.7 | 61.9 | 76.7 | 51.5 | 57.5 | |
| w/o cand-aug.2025.11 | 36.9 | 59.2 | 73.8 | 49.8 | 55.8 | |
| BERT4Rec2025.11 | 36.1 | 63.2 | 78.9 | 52.3 | 57.7 | |
| LightGCN2025.11 | 35.8 | 62.8 | 78.8 | 51.2 | 57.9 | |
| SASRec2025.11 | 35.2 | 62.6 | 78.7 | 51.9 | 57.5 | |
| AdaptRec2025.11 | 34.7 | 58.2 | 74.9 | 47.9 | 55.1 | |
| Zero-shot2025.11 | 34.6 | 57.7 | 72.9 | 48 | 54.2 | |
| ReACT2025.11 | 34.4 | 57.7 | 73.5 | 47.6 | 54.2 |