Session-based Recommendation on Beauty
3.49Hit Rate@5SPRINT+LE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SPRINT+LEBackbone=BERT4Rec2025.08 | 3.49 | 2.44 | 5.03 | 2.93 | 8.17 | 3.72 | |
| SPRINTBackbone=SASRec2025.08 | 3.31 | 2.01 | 5.03 | 2.56 | 7.4 | 3.16 | |
| RLMRec-GenBackbone=BERT4Rec2025.08 | 2.97 | 1.91 | 4.13 | 2.29 | 6.97 | 2.99 | |
| SPRINTBackbone=BERT4Rec2025.08 | 2.97 | 2.11 | 4.35 | 2.55 | 6.8 | 3.16 | |
| SPRINT+LEBackbone=SASRec2025.08 | 2.93 | 1.92 | 4.3 | 2.36 | 5.68 | 2.7 | |
| LLM-ESRBackbone=BERT4Rec2025.08 | 2.84 | 1.85 | 4.73 | 2.44 | 7.66 | 3.17 | |
| RLMRec-ConBackbone=BERT4Rec2025.08 | 2.84 | 2.07 | 4.47 | 2.58 | 6.84 | 3.18 | |
| ELCRecBackbone=SASRec2025.08 | 2.67 | 1.7 | 3.57 | 1.99 | 5.9 | 2.58 | |
| ProfileRecBackbone=BERT4Rec2025.08 | 2.63 | 1.79 | 4.13 | 2.27 | 6.71 | 2.91 | |
| FAPATBackbone=SASRec2025.08 | 2.5 | 1.59 | 3.83 | 2.01 | 5.94 | 2.54 | |
| FAPATBackbone=BERT4Rec2025.08 | 2.41 | 1.49 | 3.79 | 1.94 | 6.28 | 2.57 | |
| ELCRecBackbone=BERT4Rec2025.08 | 2.28 | 1.49 | 4.17 | 2.1 | 6.5 | 2.68 | |
| ProfileRecBackbone=SASRec2025.08 | 2.24 | 1.46 | 3.57 | 1.88 | 5.98 | 2.5 | |
| RLMRec-ConBackbone=SASRec2025.08 | 2.15 | 1.39 | 3.49 | 1.8 | 6.24 | 2.49 | |
| RLMRec-GenBackbone=SASRec2025.08 | 2.07 | 1.23 | 3.57 | 1.72 | 5.76 | 2.27 | |
| SASRec2025.08 | 1.98 | 1.32 | 2.97 | 1.64 | 4.56 | 2.03 | |
| BERT4Rec2025.08 | 1.94 | 1.27 | 3.1 | 1.65 | 5.38 | 2.21 | |
| LLM4SBRBackbone=SASRec2025.08 | 1.94 | 1.22 | 3.53 | 1.74 | 4.86 | 2.08 | |
| CaFeBackbone=BERT4Rec2025.08 | 1.81 | 1.12 | 3.18 | 1.56 | 5.89 | 2.25 | |
| LLM4SBRBackbone=BERT4Rec2025.08 | 1.81 | 1.16 | 3.19 | 1.61 | 4.65 | 1.98 | |
| CaFeBackbone=SASRec2025.08 | 1.77 | 1.08 | 3.18 | 1.54 | 5.21 | 2.04 | |
| LLM-ESRBackbone=SASRec2025.08 | 1.68 | 1.04 | 3.23 | 1.54 | 5.03 | 1.99 | |
| MiaSRecBackbone=BERT4Rec2025.08 | 1.51 | 0.86 | 3.01 | 1.35 | 7.14 | 2.38 | |
| MiaSRecBackbone=SASRec2025.08 | 1.34 | 0.73 | 2.54 | 1.11 | 6.5 | 2.1 |