Sequential Recommendation on Amazon Books
42.3NDCG@10BLUE+SCL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BLUE+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 42.3 | 62.9 | — | — | — | — | — | — | — | |
| RLAIF+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 40.7 | 61.6 | — | — | — | — | — | — | — | |
| RLPF+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 40.7 | 58.8 | — | — | — | — | — | — | — | |
| LangPTune+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 40.6 | 61.6 | — | — | — | — | — | — | — | |
| Base+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 39.6 | 59.4 | — | — | — | — | — | — | — | |
| 10H+SCLTraining Setting=Supervised Contrastive Learning2026.05 | 38.8 | 58.8 | — | — | — | — | — | — | — | |
| UnisRecTraining Setting=In-domain2026.05 | 38.4 | 66.7 | — | — | — | — | — | — | — | |
| Bert4Rec-SemTraining Setting=In-domain2026.05 | 37.7 | 62.8 | — | — | — | — | — | — | — | |
| SaSRec-SemTraining Setting=In-domain2026.05 | 35.1 | 63.5 | — | — | — | — | — | — | — | |
| RLAIF+SCLMethod=RLAIF+SCL2026.05 | 33 | 50 | — | — | — | — | — | — | — | |
| BLUE+SCLMethod=BLUE+SCL2026.05 | 32.3 | 50 | — | — | — | — | — | — | — | |
| Base+SCLMethod=Base+SCL2026.05 | 31.1 | 48.3 | — | — | — | — | — | — | — | |
| LangPTune+SCLMethod=LangPTune+SCL2026.05 | 30.4 | 47.3 | — | — | — | — | — | — | — | |
| RLPF+SCLMethod=RLPF+SCL2026.05 | 30.1 | 46.3 | — | — | — | — | — | — | — | |
| 10H+SCLMethod=10H+SCL2026.05 | 29.8 | 46.5 | — | — | — | — | — | — | — | |
| SASRecTraining Setting=In-domain2026.05 | 24.9 | 38.1 | — | — | — | — | — | — | — | |
| Bert4RecTraining Setting=In-domain2026.05 | 24.4 | 37.5 | — | — | — | — | — | — | — | |
| BERT4Rec-SemMethod=BERT4Rec-Sem2026.05 | 17.6 | 36.7 | — | — | — | — | — | — | — | |
| SASRec-SemMethod=SASRec-Sem2026.05 | 15.9 | 37.1 | — | — | — | — | — | — | — | |
| UnisRecMethod=UnisRec2026.05 | 14.9 | 34.3 | — | — | — | — | — | — | — | |
| HGN2019.06 | 2.98 | 4.29 | — | — | — | — | — | — | — | |
| SASRec2019.06 | 2.4 | 3.58 | — | — | — | — | — | — | — | |
| ID Transformer2025.09 | 2.24 | — | — | — | — | — | — | — | 2.95 | |
| IDIOMoE2025.09 | 2.24 | — | — | — | — | — | — | — | 4.19 | |
| Caser2019.06 | 2.16 | 2.97 | — | — | — | — | — | — | — | |
| HSTU2025.09 | 2.11 | — | — | — | — | — | — | — | 4.1 | |
| Text-Attr LLM2025.09 | 1.95 | — | — | — | — | — | — | — | 2.9 | |
| NextItRec2019.06 | 1.74 | 3.03 | — | — | — | — | — | — | — | |
| Item-LLM2025.09 | 1.74 | — | — | — | — | — | — | — | 2.61 | |
| GRU4Rec+2019.06 | 1.73 | 3.01 | — | — | — | — | — | — | — | |
| GRU4Rec2019.06 | 1.57 | 2.66 | — | — | — | — | — | — | — | |
| BPRMF2019.06 | 1.51 | 2.6 | — | — | — | — | — | — | — | |
| SASRec2025.09 | 0.64 | — | — | — | — | — | — | — | 1.28 | |
| BIPCL2026.04 | — | — | 9.01 | 13.78 | 8.15 | 9.71 | 18.24 | 26.38 | — | |
| COIN2026.04 | — | — | 8.65 | 12.87 | 6.69 | 7.24 | 17.82 | 25.9 | — | |
| ComiRec2026.04 | — | — | 5.39 | 8.48 | 4.06 | 4.81 | 11.08 | 17.16 | — | |
| DisMIR2026.04 | — | — | 8.79 | 13.68 | 6.74 | 7.52 | 18.04 | 26.34 | — | |
| FRec2026.04 | — | — | 7.13 | 11.12 | 5.4 | 6.26 | 15.04 | 21.97 | — | |
| GPR4DUR2026.04 | — | — | 7.47 | 11.23 | 5.62 | 6.34 | 15.49 | 22.21 | — | |
| ICSRec2026.04 | — | — | 8.08 | 11.94 | 7.32 | 8.1 | 16.85 | 24.26 | — | |
| MIND2026.04 | — | — | 4.33 | 6.77 | 3.4 | 3.9 | 9.07 | 13.79 | — | |
| PIMIRec2026.04 | — | — | 6.82 | 10.56 | 5.26 | 5.83 | 14.11 | 20.62 | — | |
| Re42026.04 | — | — | 5.97 | 6.9 | 4.76 | 5.76 | 12.4 | 19.75 | — | |
| REMI2026.04 | — | — | 8.4 | 11.97 | 6.25 | 6.68 | 16.76 | 23.24 | — | |
| SimRec2026.04 | — | — | 8.52 | 12.48 | 6.4 | 6.93 | 17.14 | 24.13 | — | |
| UMI2026.04 | — | — | 6.9 | 10.53 | 5.27 | 5.87 | 14.23 | 20.59 | — |