Recommendation on Amazon Reviews Arts, Crafts & Sewing
57.8Hit Rate @ 1ItemRAG
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ItemRAG2025.11 | 57.8 | 82.6 | 91.9 | 72.3 | 76.1 | |
| w/o co-freq.2025.11 | 56.2 | 82.2 | 91 | 71.3 | 75 | |
| w/o sim-items2025.11 | 56 | 82.1 | 91.1 | 71 | 74.6 | |
| w/o co-purch.2025.11 | 54.6 | 80.1 | 89.7 | 69.5 | 73.3 | |
| LightGCN++2025.11 | 53 | 79.9 | 88.8 | 68.2 | 72.2 | |
| CoRAL2025.11 | 52.4 | 80.7 | 91.1 | 68.9 | 73.3 | |
| LightGCN2025.11 | 51.7 | 78.2 | 88 | 67.1 | 71.1 | |
| BERT4Rec2025.11 | 48.2 | 74.6 | 87.1 | 63.3 | 69.9 | |
| SASRec2025.11 | 47.4 | 72.9 | 86.5 | 62.5 | 69.6 | |
| w/o cand-aug.2025.11 | 47.3 | 72.8 | 84.4 | 62 | 66.8 | |
| ReACT2025.11 | 46.9 | 73 | 83.8 | 61.9 | 66.4 | |
| AdaptRec2025.11 | 46.4 | 74.4 | 85.8 | 62.9 | 67.9 | |
| ICL2025.11 | 46.3 | 75.3 | 86.7 | 63.1 | 67.8 | |
| Zero-shot2025.11 | 45.7 | 72.2 | 83.8 | 61.1 | 65.6 |