Recommendation on Books
17.86Recall@10Naive Fusion
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Naive FusionParadigm=Fusion2026.04 | 17.86 | — | — | — | — | — | 24.04 | — | 10.88 | 12.48 | — | |
| AlphaRecParadigm=Alignment/Mapping2026.04 | 16.68 | — | — | — | — | — | 22.47 | — | 9.9 | 11.47 | — | |
| SPiKE2026.01 | 15.18 | — | — | — | — | — | 21.86 | 30.23 | 11.2 | 13.35 | 15.68 | |
| KGRec2026.01 | 14.89 | — | — | — | — | — | 21.27 | 29.62 | 11.05 | 13.13 | 15.45 | |
| SGL2026.01 | 14.45 | — | — | — | — | — | 20.64 | 28.46 | 10.79 | 12.81 | 15 | |
| NCLParadigm=ID-CF2026.04 | 14.41 | — | — | — | — | — | 19.9 | — | 8.58 | 10.01 | — | |
| RLMRec2026.01 | 14.32 | — | — | — | — | — | 20.8 | 28.68 | 10.47 | 12.55 | 14.76 | |
| SimGCLParadigm=ID-CF2026.04 | 14.3 | — | — | — | — | — | 19.47 | — | 8.34 | 9.69 | — | |
| CoLaKG2026.01 | 14.28 | — | — | — | — | — | 20.86 | 29.05 | 10.76 | 12.87 | 15.16 | |
| RLMRecParadigm=Alignment/Mapping2026.04 | 14.23 | — | — | — | — | — | 19.98 | — | 8.04 | 10.21 | — | |
| LightGCN2026.01 | 14.19 | — | — | — | — | — | 20.59 | 28.7 | 10.38 | 12.44 | 14.7 | |
| DiffKG2026.01 | 14.13 | — | — | — | — | — | 20.51 | 28.78 | 10.24 | 12.31 | 14.61 | |
| LightGCL2026.01 | 14.05 | — | — | — | — | — | 20.27 | 27.72 | 10.45 | 12.46 | 14.55 | |
| CARecParadigm=Alignment/Mapping2026.04 | 13.88 | — | — | — | — | — | 19.02 | — | 7.42 | 9.48 | — | |
| LightGCNParadigm=ID-CF2026.04 | 13.61 | — | — | — | — | — | 18.91 | — | 7.98 | 9.36 | — | |
| BPR-MF2026.01 | 13.47 | — | — | — | — | — | 17.79 | 27.32 | 9.79 | 11.81 | 13.96 | |
| AgentCF2026.01 | — | 34.57 | 60.6 | 49.6 | 74.03 | 55.12 | — | — | — | — | — | |
| i^2Agent2026.01 | — | 44.53 | 65.17 | 56.49 | 77.08 | 61.38 | — | — | — | — | — | |
| iAgent2026.01 | — | 39.25 | 55.6 | 48.58 | 69.05 | 54.09 | — | — | — | — | — | |
| LightGCN2026.01 | — | 17.53 | 32.59 | 25.96 | 57.03 | 35.92 | — | — | — | — | — | |
| MemRec2026.01 | — | 51.17 | 69.15 | 61.52 | 80.07 | 66.01 | — | — | — | — | — | |
| P52026.01 | — | 21.92 | 36.07 | 29.94 | 52.73 | 36.71 | — | — | — | — | — | |
| RecBot2026.01 | — | 39.84 | 54.91 | 48.46 | 67.86 | 53.76 | — | — | — | — | — | |
| SASRec2026.01 | — | 9.14 | 28.3 | 20.01 | 48.45 | 28.24 | — | — | — | — | — | |
| Vanilla LLM2026.01 | — | 31.38 | 56.17 | 45.33 | 72.7 | 52.26 | — | — | — | — | — |