Sequential Recommendation on Amazon Books (test)
0.0463NDCG@10MDGR
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MDGRRecommendation Paradigm=Masked Diffusion Generative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0463 | — | — | — | — | — | — | 0.0631 | 0.0361 | 0.0826 | — | — | |
| RPGRecommendation Paradigm=Semantic ID-based Generative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0427 | — | — | — | — | — | — | 0.0581 | 0.0332 | 0.0762 | — | — | |
| CobraRecommendation Paradigm=Semantic ID-based Generative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0426 | — | — | — | — | — | — | 0.0576 | 0.033 | 0.0763 | — | — | |
| TIGERRecommendation Paradigm=Semantic ID-based Generative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0408 | — | — | — | — | — | — | 0.0552 | 0.0315 | 0.0731 | — | — | |
| DiffuRecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0403 | — | — | — | — | — | — | 0.0531 | 0.0311 | 0.0722 | — | — | |
| PinnerFormerRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0401 | — | — | — | — | — | — | 0.0525 | 0.0307 | 0.0716 | — | — | |
| HeterRecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0398 | — | — | — | — | — | — | 0.0522 | 0.0306 | 0.0712 | — | — | |
| S3RecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0396 | — | — | — | — | — | — | 0.0514 | 0.0302 | 0.0704 | — | — | |
| BERT4RecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0394 | — | — | — | — | — | — | 0.0509 | 0.0299 | 0.0699 | — | — | |
| SASRecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0391 | — | — | — | — | — | — | 0.0506 | 0.0297 | 0.0697 | — | — | |
| VQ-RecRecommendation Paradigm=Item ID-based Discriminative Recommendation, Evaluation Protocol=leave-one-out2026.01 | 0.0384 | — | — | — | — | — | — | 0.0517 | 0.0301 | 0.0687 | — | — | |
| HSTU-largeModel variant=large, Setting=multi-pass, full-shuffle2024.02 | 0.0257 | 0.0469 | 0.1066 | 0.1876 | 0.0508 | — | — | — | — | — | — | — | |
| HSTUModel variant=base, Setting=multi-pass, full-shuffle2024.02 | 0.0219 | 0.0404 | 0.0943 | 0.171 | 0.045 | — | — | — | — | — | — | — | |
| SASRec (2023)Model Version=2023, Setting=multi-pass, full-shuffle2024.02 | 0.0156 | 0.0292 | 0.0729 | 0.14 | 0.035 | — | — | — | — | — | — | — | |
| LBRBackbone=BIGRec2026.07 | 0.0112 | — | — | — | — | — | — | 0.0167 | 0.0098 | 0.0213 | — | — | |
| LBRBackbone=LLaRA2026.07 | 0.0111 | — | — | — | — | — | — | 0.0157 | 0.0093 | 0.0212 | — | — | |
| S-DPOBackbone=BIGRec2026.07 | 0.0102 | — | — | — | — | — | — | 0.0125 | 0.0082 | 0.0189 | — | — | |
| CFTBackbone=LLaRA2026.07 | 0.0102 | — | — | — | — | — | — | 0.0144 | 0.0077 | 0.021 | — | — | |
| LLM-CF2026.07 | 0.01 | — | — | — | — | — | — | 0.0141 | 0.0077 | 0.0212 | — | — | |
| IGDBackbone=LLaRA2026.07 | 0.0097 | — | — | — | — | — | — | 0.0114 | 0.0068 | 0.0203 | — | — | |
| DROS2026.07 | 0.0096 | — | — | — | — | — | — | 0.0116 | 0.0072 | 0.0192 | — | — | |
| LLaRA2026.07 | 0.0096 | — | — | — | — | — | — | 0.0128 | 0.0073 | 0.0201 | — | — | |
| DLLM2Rec2026.07 | 0.0094 | — | — | — | — | — | — | 0.0112 | 0.0068 | 0.0194 | — | — | |
| D3Backbone=LLaRA2026.07 | 0.0094 | — | — | — | — | — | — | 0.0112 | 0.0066 | 0.0194 | — | — | |
| CFTBackbone=BIGRec2026.07 | 0.0092 | — | — | — | — | — | — | 0.0103 | 0.006 | 0.0205 | — | — | |
| BIGRec2026.07 | 0.009 | — | — | — | — | — | — | 0.0116 | 0.0062 | 0.0201 | — | — | |
| IGDBackbone=BIGRec2026.07 | 0.0084 | — | — | — | — | — | — | 0.011 | 0.0064 | 0.0171 | — | — | |
| ReweightBackbone=LLaRA2026.07 | 0.0083 | — | — | — | — | — | — | 0.0121 | 0.0066 | 0.0173 | — | — | |
| D3Backbone=BIGRec2026.07 | 0.0081 | — | — | — | — | — | — | 0.011 | 0.0058 | 0.018 | — | — | |
| SASRec2026.07 | 0.008 | — | — | — | — | — | — | 0.01 | 0.0061 | 0.0157 | — | — | |
| ReweightBackbone=BIGRec2026.07 | 0.007 | — | — | — | — | — | — | 0.01 | 0.0051 | 0.016 | — | — | |
| S-DPOBackbone=LLaRA2026.07 | 0.0068 | — | — | — | — | — | — | 0.0098 | 0.005 | 0.0153 | — | — | |
| ATLASArchitecture Category=Linear Attention2026.02 | — | — | — | 0.119 | 0.0223 | — | — | — | — | — | 0.8884 | — | |
| CaserModel Type=Trad., Backbone=-2025.06 | — | — | — | — | — | 0.1538 | — | — | — | — | — | 100 | |
| DPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.5049 | — | — | — | — | — | 98.87 | |
| DPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.4412 | — | — | — | — | — | 99.3 | |
| GDeltanetArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1214 | 0.023 | — | — | — | — | — | 0.8844 | — | |
| GLAArchitecture Category=Linear Attention2026.02 | — | — | — | 0.0879 | 0.0158 | — | — | — | — | — | 0.8752 | — | |
| GRU4RecModel Type=Trad., Backbone=-2025.06 | — | — | — | — | — | 0.131 | — | — | — | — | — | 100 | |
| GSAArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1226 | 0.0233 | — | — | — | — | — | 0.887 | — | |
| HSTUBackbone=HSTU2024.07 | — | 0.0469 | 0.1066 | 0.1876 | — | 0.0101 | 0.0233 | — | — | — | — | — | |
| HSTUArchitecture Category=Transformer2026.02 | — | — | — | 0.1224 | 0.0233 | — | — | — | — | — | 0.8835 | — | |
| HSTU + MoLBackbone=HSTU, Similarity=MoL2024.07 | — | 0.0631 | 0.1308 | 0.2173 | — | 0.0156 | 0.0324 | — | — | — | — | — | |
| HSTU + MoL abl. LMIBackbone=HSTU, Similarity=MoL, Ablation=Without L_MI loss2024.07 | — | 0.0625 | 0.1286 | 0.2172 | — | 0.0153 | 0.0321 | — | — | — | — | — | |
| LLaMA3Model Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.0654 | — | — | — | — | — | 61.65 | |
| MAMBA2Architecture Category=Linear Attention2026.02 | — | — | — | 0.1234 | 0.0234 | — | — | — | — | — | 0.8872 | — | |
| MoMArchitecture Category=Linear Attention2026.02 | — | — | — | 0.0854 | 0.0158 | — | — | — | — | — | 0.8705 | — | |
| PRISMArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1258 | 0.0238 | — | — | — | — | — | 0.8888 | — | |
| QwenModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.1013 | — | — | — | — | — | 71.94 | |
| RecPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.5802 | — | — | — | — | — | 98.51 | |
| RecPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.5307 | — | — | — | — | — | 98.8 | |
| S-DPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.5065 | — | — | — | — | — | 98.8 | |
| S-DPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.4623 | — | — | — | — | — | 99.1 | |
| SASRecBackbone=SASRec2024.07 | — | 0.0306 | 0.0754 | 0.1431 | — | 0.0058 | 0.0153 | — | — | — | — | — | |
| SASRecArchitecture Category=Transformer2026.02 | — | — | — | 0.1138 | 0.0215 | — | — | — | — | — | 0.891 | — | |
| SASRecModel Type=Trad., Backbone=-2025.06 | — | — | — | — | — | 0.1559 | — | — | — | — | — | 100 | |
| SASRec + MoLBackbone=SASRec, Similarity=MoL2024.07 | — | 0.0429 | 0.0915 | 0.1635 | — | 0.0095 | 0.0212 | — | — | — | — | — | |
| SFTModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.4447 | — | — | — | — | — | 99.74 | |
| SFTModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.3659 | — | — | — | — | — | 99.67 | |
| SimPOModel Type=LLM, Backbone=LLaMA3-8B2025.06 | — | — | — | — | — | 0.5129 | — | — | — | — | — | 95.64 | |
| SimPOModel Type=LLM, Backbone=Qwen-7B2025.06 | — | — | — | — | — | 0.4644 | — | — | — | — | — | 98.8 | |
| SLAArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1129 | 0.0212 | — | — | — | — | — | 0.8866 | — | |
| TITANSArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1272 | 0.0243 | — | — | — | — | — | 0.8869 | — | |
| TTTArchitecture Category=Linear Attention2026.02 | — | — | — | 0.1255 | 0.0234 | — | — | — | — | — | 0.8871 | — |