Recommendation on BeerAdvocate (test)
12.62Recall@20RaDAR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RaDAR2026.03 | 12.62 | 10.56 | 19.46 | 13.75 | — | — | |
| AdaGCL2026.03 | 12.16 | 10.15 | 18.67 | 11.82 | — | — | |
| DirectAU2026.03 | 11.82 | 9.81 | 17.97 | 11.39 | — | — | |
| HCCF2026.03 | 11.56 | 9.9 | 18.47 | 11.76 | — | — | |
| SHT2026.03 | 11.5 | 9.77 | 17.99 | 11.56 | — | — | |
| SGL2026.03 | 11.38 | 9.59 | 17.76 | 11.22 | — | — | |
| NCL2026.03 | 11.31 | 9.71 | 18.19 | 11.5 | — | — | |
| LightGCN2026.03 | 11.02 | 9.43 | 17.57 | 11.13 | — | — | |
| GCMC2026.03 | 10.82 | 9.01 | 17.66 | 10.85 | — | — | |
| SLRec2026.03 | 10.48 | 8.81 | 17.23 | 10.68 | — | — | |
| GCCF2026.03 | 10.35 | 9.01 | 16.62 | 10.62 | — | — | |
| NGCF2026.03 | 10.33 | 8.73 | 16.53 | 10.32 | — | — | |
| STGCN2026.03 | 10.03 | 8.52 | 16.5 | 10.31 | — | — | |
| BiasMF2026.03 | 9.96 | 8.56 | 16.02 | 10.16 | — | — | |
| PinSage2026.03 | 9.3 | 8.16 | 15.53 | 9.8 | — | — | |
| AutoR2026.03 | 8.16 | 6.5 | 13.25 | 7.94 | — | — | |
| NCF2026.03 | 7.29 | 6.54 | 12.03 | 7.54 | — | — | |
| CaserModel Type=Trad., Backbone=-2025.06 | — | — | — | — | 37.57 | 100 | |
| DPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 44.12 | 98.75 | |
| DPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 26 | 97.24 | |
| GRU4RecModel Type=Trad., Backbone=-2025.06 | — | — | — | — | 37.08 | 100 | |
| LLaMA3Model Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 6.86 | 66.17 | |
| QwenModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 5.83 | 42.23 | |
| RecPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 57.71 | 98.87 | |
| RecPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 43.2 | 97.29 | |
| S-DPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 46.98 | 99.03 | |
| S-DPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 32.53 | 97.98 | |
| SASRecModel Type=Trad., Backbone=-2025.06 | — | — | — | — | 38 | 100 | |
| SFTModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 26.45 | 99.36 | |
| SFTModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 20.44 | 98.49 | |
| SimPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | 40.2 | 92.5 | |
| SimPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | 40.44 | 95.29 |