Sequential Recommendation on Beauty (Ranking Metrics)
70.2Recall@10FreLLM4Rec
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FreLLM4Rec2025.08 | 70.2 | — | — | — | 56.18 | — | — | — | — | |
| LLM2Rec2025.08 | 65.9 | — | — | — | 53.54 | — | — | — | — | |
| IDGenRec2025.08 | 64.12 | — | — | — | 52.99 | — | — | — | — | |
| FMLPRec2025.08 | 63.85 | — | — | — | 50.65 | — | — | — | — | |
| E4SRec2025.08 | 63.3 | — | — | — | 51.2 | — | — | — | — | |
| LLARA2025.08 | 63.24 | — | — | — | 50.72 | — | — | — | — | |
| SASRec2025.08 | 62.75 | — | — | — | 50.69 | — | — | — | — | |
| MoRec2025.08 | 62.09 | — | — | — | 47.8 | — | — | — | — | |
| BSARec2025.08 | 60.81 | — | — | — | 49.02 | — | — | — | — | |
| MAERec2025.08 | 59.82 | — | — | — | 48.69 | — | — | — | — | |
| GRU4Rec2025.08 | 57.97 | — | — | — | 43.52 | — | — | — | — | |
| SR-GNN2025.08 | 56.04 | — | — | — | 42.74 | — | — | — | — | |
| Caser2025.08 | 51.04 | — | — | — | 37.39 | — | — | — | — | |
| Bert4Rec2025.08 | 49.51 | — | — | — | 39.61 | — | — | — | — | |
| FreLLM4RecEvaluation protocol=full-ranking2025.08 | 31.84 | — | — | — | 25.29 | — | — | — | — | |
| MAERecEvaluation protocol=full-ranking2025.08 | 30.82 | — | — | — | 22.83 | — | — | — | — | |
| BSARecEvaluation protocol=full-ranking2025.08 | 30.53 | — | — | — | 23.09 | — | — | — | — | |
| FMLPRecEvaluation protocol=full-ranking2025.08 | 29.51 | — | — | — | 20.01 | — | — | — | — | |
| SASRecEvaluation protocol=full-ranking2025.08 | 28.83 | — | — | — | 20.81 | — | — | — | — | |
| LLM2RecEvaluation protocol=full-ranking2025.08 | 28.83 | — | — | — | 23.51 | — | — | — | — | |
| BERT4RecEvaluation protocol=full-ranking2025.08 | 28.24 | — | — | — | 21.11 | — | — | — | — | |
| SR-GNNEvaluation protocol=full-ranking2025.08 | 26.97 | — | — | — | 20.87 | — | — | — | — | |
| MoRecEvaluation protocol=full-ranking2025.08 | 26.21 | — | — | — | 17.31 | — | — | — | — | |
| LLaMA-32025.08 | 20.33 | — | — | — | 8.24 | — | — | — | — | |
| UniGRecMethod Category=Generative Method2026.01 | 8.25 | — | 5.48 | 3.68 | 4.57 | — | — | — | — | |
| ETEG-RecMethod Category=Generative Method2026.01 | 8.09 | — | 5.25 | 3.57 | 4.48 | — | — | — | — | |
| DiscRec-TMethod Category=Generative Method2026.01 | 7.65 | — | 5.13 | 3.46 | 4.27 | — | — | — | — | |
| LETTERMethod Category=Generative Method2026.01 | 6.99 | — | 4.44 | 2.88 | 3.7 | — | — | — | — | |
| TIGERMethod Category=Generative Method2026.01 | 6.17 | — | 4.32 | 2.81 | 3.46 | — | — | — | — | |
| GRU4RecMethod Category=Traditional Method2026.01 | 6.01 | — | 3.97 | 2.7 | 3.36 | — | — | — | — | |
| HGNMethod Category=Traditional Method2026.01 | 5.69 | — | 3.31 | 2 | 2.77 | — | — | — | — | |
| OneRecMethod Category=Generative Method2026.01 | 5.67 | — | 3.75 | 2.51 | 3.12 | — | — | — | — | |
| SASRecMethod Category=Traditional Method2026.01 | 5.5 | — | 2.84 | 1.72 | 2.44 | — | — | — | — | |
| EAGERMethod Category=Generative Method2026.01 | 5.36 | — | 3.99 | 2.89 | 3.33 | — | — | — | — | |
| BERT4RecMethod Category=Traditional Method2026.01 | 4.78 | — | 3.22 | 2.19 | 2.7 | — | — | — | — | |
| CaserMethod Category=Traditional Method2026.01 | 4.15 | — | 2.52 | 1.55 | 2.08 | — | — | — | — | |
| SASRecRecommendation Paradigm=Sequential Recommendation2026.02 | 3.17 | 0.35 | 2.04 | 1.22 | 1.58 | 0.95 | 1.1 | — | — | |
| MSCGRecRecommendation Paradigm=Generative Recommendation2026.02 | 3.15 | 0.6 | 2.04 | 1.32 | 1.68 | 1.09 | 1.23 | — | — | |
| ETEGRecRecommendation Paradigm=Generative Recommendation2026.02 | 2.84 | 0.54 | 1.82 | 1.18 | 1.5 | 0.97 | 1.11 | — | — | |
| FDSARecommendation Paradigm=Sequential Recommendation2026.02 | 2.7 | 0.5 | 1.69 | 1.1 | 1.42 | 0.9 | 1.04 | — | — | |
| LETTERRecommendation Paradigm=Generative Recommendation2026.02 | 2.53 | 0.53 | 1.68 | 1.11 | 1.38 | 0.91 | 1.03 | — | — | |
| GRU4RecRecommendation Paradigm=Sequential Recommendation2026.02 | 2.47 | 0.46 | 1.55 | 1 | 1.3 | 0.82 | 0.95 | — | — | |
| MQL4GRecRecommendation Paradigm=Generative Recommendation2026.02 | 2.37 | 0.48 | 1.48 | 0.98 | 1.27 | 0.82 | 0.93 | — | — | |
| BERT4RecRecommendation Paradigm=Sequential Recommendation2026.02 | 2.33 | 0.42 | 1.46 | 0.94 | 1.22 | 0.77 | 0.88 | — | — | |
| CoSTRecommendation Paradigm=Generative Recommendation2026.02 | 2.31 | 0.43 | 1.47 | 0.95 | 1.22 | 0.78 | 0.89 | — | — | |
| TIGERtRecommendation Paradigm=Generative Recommendation, Modality=Text2026.02 | 2.26 | 0.45 | 1.48 | 0.96 | 1.22 | 0.8 | 0.9 | — | — | |
| CaserRecommendation Paradigm=Sequential Recommendation2026.02 | 1.74 | 0.29 | 1.05 | 0.67 | 0.89 | 0.54 | 0.63 | — | — | |
| TIGERiRecommendation Paradigm=Generative Recommendation, Modality=Image2026.02 | 1.47 | 0.3 | 0.96 | 0.63 | 0.79 | 0.52 | 0.59 | — | — |