Session-based Recommendation on Book (H@K, N@K)
7.49Hit Rate @ 5SPRINT+LE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SPRINT+LEBackbone=BERT4Rec2025.08 | 7.49 | 5.33 | 9.71 | 6.05 | 12.5 | 6.76 | |
| SPRINTBackbone=BERT4Rec2025.08 | 7.22 | 5.21 | 9.36 | 5.9 | 11.96 | 6.55 | |
| ProfileRecBackbone=BERT4Rec2025.08 | 6.72 | 4.9 | 9.01 | 5.65 | 11.63 | 6.3 | |
| RLMRec-GenBackbone=BERT4Rec2025.08 | 6.36 | 4.7 | 8.32 | 5.34 | 10.56 | 5.9 | |
| CaFeBackbone=BERT4Rec2025.08 | 5.98 | 4.42 | 7.43 | 4.89 | 9.67 | 5.45 | |
| LLM4SBRBackbone=BERT4Rec2025.08 | 5.78 | 4.19 | 7.52 | 4.76 | 10.02 | 5.39 | |
| ELCRecBackbone=BERT4Rec2025.08 | 5.6 | 3.96 | 7.51 | 4.58 | 9.49 | 5.07 | |
| RLMRec-ConBackbone=BERT4Rec2025.08 | 5.5 | 3.86 | 7.52 | 4.51 | 9.78 | 5.07 | |
| FAPATBackbone=BERT4Rec2025.08 | 5.23 | 3.64 | 6.93 | 4.19 | 9.15 | 4.74 | |
| BERT4Rec2025.08 | 5.11 | 3.66 | 6.62 | 4.14 | 8.73 | 4.67 | |
| LLM-ESRBackbone=BERT4Rec2025.08 | 4.87 | 3.43 | 6.98 | 4.1 | 9.73 | 4.8 | |
| MiaSRecBackbone=BERT4Rec2025.08 | 3.54 | 2.25 | 6.65 | 3.25 | 11.02 | 4.35 | |
| SPRINTBackbone=SASRec2025.08 | 3.41 | 2.24 | 5.48 | 2.9 | 7.96 | 3.52 | |
| ProfileRecBackbone=SASRec2025.08 | 2.93 | 1.83 | 5.03 | 2.5 | 7.63 | 3.15 | |
| CaFeBackbone=SASRec2025.08 | 2.35 | 1.5 | 3.84 | 1.98 | 6.14 | 2.57 | |
| ELCRecBackbone=SASRec2025.08 | 2.26 | 1.41 | 3.67 | 1.85 | 5.78 | 2.39 | |
| RLMRec-ConBackbone=SASRec2025.08 | 2.24 | 1.28 | 3.76 | 1.76 | 5.85 | 2.28 | |
| RLMRec-GenBackbone=SASRec2025.08 | 2.1 | 1.35 | 3.29 | 1.73 | 5.25 | 2.23 | |
| FAPATBackbone=SASRec2025.08 | 2.03 | 1.29 | 3.18 | 1.66 | 4.88 | 2.08 | |
| LLM-ESRBackbone=SASRec2025.08 | 1.91 | 1.26 | 2.64 | 1.49 | 3.8 | 1.78 | |
| SASRec2025.08 | 1.65 | 1.01 | 2.69 | 1.35 | 4.66 | 1.84 | |
| LLM4SBRBackbone=SASRec2025.08 | 1.64 | 0.91 | 2.48 | 1.19 | 4.05 | 1.58 | |
| SPRINT+LEBackbone=SASRec2025.08 | 1.64 | 1.1 | 2.65 | 1.42 | 3.78 | 1.7 | |
| MiaSRecBackbone=SASRec2025.08 | 1.62 | 0.96 | 3.09 | 1.43 | 6.92 | 2.39 |