Session-based Recommendation on Yelp (K=5, 10, 20)
6.28Hit Rate @ 5SPRINT+LE
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SPRINT+LEBackbone=BERT4Rec2025.08 | 6.28 | 4.04 | 10.37 | 5.35 | 15.77 | 6.71 | |
| SPRINTBackbone=BERT4Rec2025.08 | 6 | 3.77 | 10.01 | 5.06 | 15.5 | 6.44 | |
| RLMRec-ConBackbone=BERT4Rec2025.08 | 5.93 | 3.77 | 9.55 | 4.93 | 15.24 | 6.36 | |
| ProfileRecBackbone=BERT4Rec2025.08 | 5.88 | 3.76 | 9.61 | 4.97 | 15.4 | 6.42 | |
| RLMRec-GenBackbone=BERT4Rec2025.08 | 5.85 | 3.75 | 9.67 | 4.98 | 15.31 | 6.4 | |
| CaFeBackbone=BERT4Rec2025.08 | 5.64 | 3.6 | 9.09 | 4.72 | 14.09 | 5.98 | |
| FAPATBackbone=BERT4Rec2025.08 | 5.58 | 3.56 | 9.4 | 4.78 | 14.94 | 6.17 | |
| LLM4SBRBackbone=BERT4Rec2025.08 | 5.52 | 3.49 | 9.25 | 4.69 | 14.67 | 6.05 | |
| LLM-ESRBackbone=BERT4Rec2025.08 | 5.42 | 2.71 | 8.83 | 4.47 | 14.22 | 5.83 | |
| ELCRecBackbone=BERT4Rec2025.08 | 5.33 | 3.36 | 8.77 | 4.46 | 13.38 | 5.62 | |
| MiaSRecBackbone=BERT4Rec2025.08 | 5.02 | 2.75 | 8.94 | 4 | 14.74 | 5.47 | |
| SPRINTBackbone=SASRec2025.08 | 4.95 | 3.19 | 7.93 | 4.14 | 12.72 | 5.35 | |
| BERT4Rec2025.08 | 4.83 | 3.04 | 8.31 | 4.16 | 13.56 | 5.48 | |
| SPRINT+LEBackbone=SASRec2025.08 | 4.76 | 2.98 | 7.98 | 4.02 | 12.63 | 5.19 | |
| ProfileRecBackbone=SASRec2025.08 | 4.51 | 2.9 | 7.65 | 3.9 | 11.93 | 4.98 | |
| LLM-ESRBackbone=SASRec2025.08 | 3.63 | 2.51 | 6.06 | 3.29 | 10.31 | 4.34 | |
| ELCRecBackbone=SASRec2025.08 | 3.55 | 2.27 | 6.12 | 3.1 | 9.85 | 4.03 | |
| CaFeBackbone=SASRec2025.08 | 3.51 | 2.26 | 6.06 | 3.08 | 9.74 | 4 | |
| RLMRec-ConBackbone=SASRec2025.08 | 3.51 | 2.25 | 5.71 | 2.95 | 8.94 | 3.77 | |
| RLMRec-GenBackbone=SASRec2025.08 | 3.49 | 2.24 | 5.52 | 2.89 | 9.01 | 3.76 | |
| FAPATBackbone=SASRec2025.08 | 3.28 | 2.06 | 5.45 | 2.75 | 8.61 | 3.55 | |
| LLM4SBRBackbone=SASRec2025.08 | 3.25 | 2.05 | 5.52 | 2.78 | 9.11 | 3.68 | |
| SASRec2025.08 | 3.23 | 2.01 | 5.54 | 2.75 | 8.67 | 3.54 | |
| MiaSRecBackbone=SASRec2025.08 | 1.92 | 1.12 | 4.41 | 1.9 | 9.13 | 3.1 |