Recommendation on Yelp (Ranking K=5, K=10)
7.79NDCG@10LMMRec
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LMMRecBase Model=PolyCF2026.02 | 7.79 | 5.9 | 9.41 | 6.71 | — | — | |
| AutoGraphBase Model=PolyCF2026.02 | 7.46 | 5.62 | 8.97 | 6.42 | — | — | |
| LMMRecBase Model=WeightedGCL2026.02 | 7.37 | 5.53 | 8.99 | 6.29 | — | — | |
| ONCEBase Model=PolyCF2026.02 | 7.32 | 5.58 | 8.83 | 6.31 | — | — | |
| UISTBase Model=PolyCF2026.02 | 7.22 | 5.43 | 8.65 | 6.26 | — | — | |
| PolyCFBase Model=PolyCF2026.02 | 7.16 | 5.39 | 8.58 | 6.16 | — | — | |
| ONCEBase Model=WeightedGCL2026.02 | 7.12 | 5.34 | 8.63 | 6.1 | — | — | |
| AutoGraphBase Model=WeightedGCL2026.02 | 6.95 | 5.24 | 8.34 | 5.98 | — | — | |
| UISTBase Model=WeightedGCL2026.02 | 6.93 | 5.21 | 8.32 | 5.95 | — | — | |
| WeightedGCLBase Model=WeightedGCL2026.02 | 6.91 | 5.17 | 8.29 | 5.92 | — | — | |
| AdaptiveMethod=Memorization-aware Adaptive Ensemble2026.03 | 3.52 | — | 6.37 | — | — | — | |
| Fixed-weightMethod=Fixed-weight Ensemble2026.03 | 3.51 | — | 6.3 | — | — | — | |
| SASRecMethod=Base Model2026.03 | 3.21 | — | 3.62 | — | — | — | |
| TIGERMethod=Base Model2026.03 | 2.57 | — | 2.81 | — | — | — | |
| PESO2025.10 | 2.48 | — | — | 1.99 | 3.02 | 4.54 | |
| Single Evolving LoRA2025.10 | 2.39 | — | — | 1.9 | 2.9 | 4.42 | |
| SD-LoRA2025.10 | 2.3 | — | — | 1.68 | 2.79 | 4.32 | |
| CoFiRecParadigm=Generative Recommendation2025.11 | 2.08 | 2.52 | 3.95 | 1.62 | — | — | |
| IDGenRecParadigm=Generative Recommendation2025.11 | 1.95 | 2.3 | 3.23 | 1.65 | — | — | |
| LightGCNParadigm=ID-based Recommendation2025.11 | 1.93 | 2.34 | 3.83 | 1.46 | — | — | |
| MFParadigm=ID-based Recommendation2025.11 | 1.9 | 2.2 | 3.81 | 1.38 | — | — | |
| CIDParadigm=Generative Recommendation2025.11 | 1.81 | 2.19 | 3.38 | 1.4 | — | — | |
| TIGERParadigm=Generative Recommendation2025.11 | 1.73 | 2.03 | 2.7 | 1.3 | — | — | |
| SemIDParadigm=Generative Recommendation2025.11 | 1.7 | 2.02 | 3.24 | 1.31 | — | — | |
| Pretrain2025.10 | 1.61 | — | — | 1.26 | 2.01 | 3.09 | |
| BERT4RecParadigm=ID-based Recommendation2025.11 | 1.59 | 1.86 | 2.91 | 1.15 | — | — | |
| SASRecParadigm=ID-based Recommendation2025.11 | 1.52 | 1.83 | 2.96 | 1.16 | — | — | |
| LETTERParadigm=Generative Recommendation2025.11 | 1.47 | 1.64 | 2.59 | 1.16 | — | — | |
| BigRecParadigm=Generative Recommendation2025.11 | 1.42 | 1.54 | 1.69 | 1.37 | — | — | |
| SELLER2026.03 | 1.16 | 1.44 | 2.28 | 0.89 | — | — | |
| XRec2026.03 | 0.91 | 1.16 | 1.92 | 0.67 | — | — | |
| PEPLER2026.03 | 0.85 | 1 | 1.72 | 0.62 | — | — | |
| PETER2026.03 | 0.76 | 1.16 | 1.44 | 0.67 | — | — | |
| Random2026.03 | 0.75 | 0.88 | 1.56 | 0.53 | — | — | |
| Empty2026.03 | 0.67 | 0.72 | 1.36 | 0.46 | — | — |