Sequential Recommendation on Amazon Book
1.46N@5BEAR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BEARBackbone=BIGRec2026.01 | 1.46 | 1.77 | 2.03 | 2.97 | |
| RosePOBackbone=BIGRec2026.01 | 1.17 | 1.27 | 1.53 | 1.85 | |
| BERT4Rec2026.01 | 1 | 1.21 | 1.58 | 2.23 | |
| MSLBackbone=BIGRec2026.01 | 0.87 | 1.17 | 1.37 | 2.28 | |
| S-DPOBackbone=BIGRec2026.01 | 0.82 | 1.02 | 1.25 | 1.89 | |
| LLM-CF2026.01 | 0.77 | 1 | 1.41 | 2.12 | |
| DROS2026.01 | 0.72 | 0.96 | 1.16 | 1.92 | |
| SPRecBackbone=BIGRec2026.01 | 0.72 | 1.1 | 1.3 | 2.44 | |
| D2LRBackbone=BIGRec2026.01 | 0.7 | 0.89 | 1.28 | 1.83 | |
| DLLM2Rec2026.01 | 0.68 | 0.94 | 1.12 | 1.94 | |
| BIGRec2026.01 | 0.68 | 1.01 | 1.28 | 2.28 | |
| SASRec2026.01 | 0.61 | 0.8 | 1 | 1.57 | |
| IGDBackbone=BIGRec2026.01 | 0.61 | 0.95 | 1.25 | 2.28 | |
| D3Backbone=BIGRec2026.01 | 0.57 | 0.93 | 1.12 | 2.21 | |
| CFTBackbone=BIGRec2026.01 | 0.51 | 0.9 | 1.07 | 2.24 |