Recommendation on Amazon Reviews Toys & Games
49.8H@1w/o sim-items
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| w/o sim-items2025.11 | 49.8 | 71.6 | 83.9 | 62.4 | 67.7 | |
| ItemRAG2025.11 | 49.5 | 74.2 | 85 | 63.8 | 68.1 | |
| w/o co-freq.2025.11 | 48.1 | 73.1 | 83.5 | 63 | 67 | |
| w/o co-purch.2025.11 | 46.4 | 70.8 | 81.9 | 60.6 | 65.1 | |
| CoRAL2025.11 | 44.6 | 70.1 | 81.2 | 59.4 | 64 | |
| LightGCN++2025.11 | 42.2 | 68.5 | 82.5 | 57.3 | 63.1 | |
| w/o cand-aug.2025.11 | 42.1 | 63.7 | 78.9 | 54.6 | 60.8 | |
| ICL2025.11 | 41.3 | 66.4 | 80.6 | 55.7 | 61.1 | |
| LightGCN2025.11 | 40.9 | 67.7 | 81.5 | 56.4 | 62.1 | |
| Zero-shot2025.11 | 39.3 | 62.5 | 76.5 | 52.7 | 58.5 | |
| ReACT2025.11 | 38.5 | 61.7 | 75.9 | 51.7 | 57.8 | |
| AdaptRec2025.11 | 37.8 | 63.3 | 77.5 | 52.2 | 58.1 | |
| SASRec2025.11 | 32.4 | 58.5 | 75.1 | 47 | 54.6 | |
| BERT4Rec2025.11 | 32 | 58.7 | 75.8 | 47.1 | 55.5 |