Sequential Recommendation on Amazon Toy (test)
0.076NDCG@10Genie
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Geniebaselines=ID-, Text-only2025.12 | 0.076 | — | — | — | 12.87 | — | — | |
| EnsRec2025.12 | 0.0625 | — | — | — | 10.61 | — | — | |
| RLMRec-Gentype=generative2025.12 | 0.0557 | — | — | — | 9.106 | — | — | |
| RLMRec-Contype=contrastive2025.12 | 0.0555 | — | — | — | 8.948 | — | — | |
| ID-Onlymodality=ID2025.12 | 0.0546 | — | — | — | 8.812 | — | — | |
| AlphaFuse2025.12 | 0.0544 | — | — | — | 9.317 | — | — | |
| LLMInit2025.12 | 0.0528 | — | — | — | 10.01 | — | — | |
| UniSRec2025.12 | 0.0491 | — | — | — | 9.889 | — | — | |
| LLM-ESR2025.12 | 0.0491 | — | — | — | 9.535 | — | — | |
| FDSA2025.12 | 0.0488 | — | — | — | 9.013 | — | — | |
| Text-Onlymodality=Text2025.12 | 0.0486 | — | — | — | 9.853 | — | — | |
| LIGER-Denseretrieval=dense2025.12 | 0.0467 | — | — | — | 9.465 | — | — | |
| WhitenRec2025.12 | 0.0464 | — | — | — | 9.698 | — | — | |
| SpecTranBackbone=SASRec2026.01 | 0.039 | 0.0483 | 8.56 | 12.24 | — | — | — | |
| LIGERretrieval=generative2025.12 | 0.0376 | — | — | — | 7.164 | — | — | |
| SpecTranBackbone=HSTU2026.01 | 0.0369 | 0.0464 | 7.96 | 11.73 | — | — | — | |
| AlphaFuseBackbone=SASRec2026.01 | 0.0358 | 0.0444 | 7.54 | 10.94 | — | — | — | |
| WhitenRecBackbone=HSTU2026.01 | 0.0334 | 0.0423 | 7.02 | 10.56 | — | — | — | |
| AlphaFuseBackbone=HSTU2026.01 | 0.0327 | 0.0415 | 6.99 | 10.51 | — | — | — | |
| SpecTranBackbone=BERT4Rec2026.01 | 0.0321 | 0.0415 | 6.74 | 10.49 | — | — | — | |
| LLMInitBackbone=HSTU2026.01 | 0.0297 | 0.0358 | 6.08 | 8.47 | — | — | — | |
| LLMInitBackbone=SASRec2026.01 | 0.0296 | 0.0367 | 6.14 | 8.95 | — | — | — | |
| WhitenRecBackbone=SASRec2026.01 | 0.0295 | 0.0377 | 5.97 | 9.23 | — | — | — | |
| TIGER2025.12 | 0.0293 | — | — | — | 5.753 | — | — | |
| AlphaFuseBackbone=BERT4Rec2026.01 | 0.0274 | 0.0367 | 5.83 | 9.52 | — | — | — | |
| LLM-ESRBackbone=BERT4Rec2026.01 | 0.0271 | 0.0356 | 5.58 | 8.98 | — | — | — | |
| MoRecBackbone=SASRec2026.01 | 0.0269 | 0.0331 | 5.61 | 8.05 | — | — | — | |
| RLMRecBackbone=SASRec2026.01 | 0.0269 | 0.0341 | 5.65 | 8.52 | — | — | — | |
| UniSRecBackbone=SASRec2026.01 | 0.0261 | 0.0332 | 5.5 | 8.34 | — | — | — | |
| LLMInitBackbone=BERT4Rec2026.01 | 0.0257 | 0.0338 | 5.41 | 8.58 | — | — | — | |
| BaseBackbone=HSTU2026.01 | 0.0257 | 0.0297 | 5.03 | 6.6 | — | — | — | |
| LBRBackbone=LLaRA2026.07 | 0.0253 | — | 4.74 | — | — | 0.0208 | 3.34 | |
| MoRecBackbone=BERT4Rec2026.01 | 0.0252 | 0.0324 | 4.99 | 7.84 | — | — | — | |
| BaseBackbone=SASRec2026.01 | 0.0246 | 0.0281 | 4.82 | 6.26 | — | — | — | |
| LBRBackbone=BIGRec2026.07 | 0.0241 | — | 4.59 | — | — | 0.0195 | 3.15 | |
| MoRecBackbone=HSTU2026.01 | 0.024 | 0.0298 | 4.77 | 7.08 | — | — | — | |
| RLMRecBackbone=BERT4Rec2026.01 | 0.0239 | 0.0314 | 4.75 | 7.73 | — | — | — | |
| IGDBackbone=BIGRec2026.07 | 0.0239 | — | 4.21 | — | — | 0.0191 | 2.73 | |
| WhitenRecBackbone=BERT4Rec2026.01 | 0.0237 | 0.0308 | 5 | 7.82 | — | — | — | |
| UniSRecBackbone=HSTU2026.01 | 0.0236 | 0.0311 | 4.87 | 7.85 | — | — | — | |
| UniSRecBackbone=BERT4Rec2026.01 | 0.0235 | 0.0311 | 4.78 | 7.8 | — | — | — | |
| RLMRecBackbone=HSTU2026.01 | 0.0233 | 0.0308 | 4.69 | 7.67 | — | — | — | |
| LLM-ESRBackbone=SASRec2026.01 | 0.023 | 0.0295 | 4.54 | 7.14 | — | — | — | |
| S-DPOBackbone=BIGRec2026.07 | 0.0227 | — | 4.32 | — | — | 0.0181 | 2.88 | |
| LLM-ESRBackbone=HSTU2026.01 | 0.0224 | 0.0293 | 4.4 | 7.14 | — | — | — | |
| S-DPOBackbone=LLaRA2026.07 | 0.0219 | — | 4.46 | — | — | 0.0167 | 2.86 | |
| BaseBackbone=BERT4Rec2026.01 | 0.0189 | 0.0247 | 3.81 | 6.14 | — | — | — | |
| CFTBackbone=LLaRA2026.07 | 0.0179 | — | 3.17 | — | — | 0.0151 | 2.32 | |
| IGDBackbone=LLaRA2026.07 | 0.0174 | — | 3.17 | — | — | 0.0137 | 2.02 | |
| CFTBackbone=BIGRec2026.07 | 0.0173 | — | 3.25 | — | — | 0.0138 | 2.17 | |
| D3Backbone=LLaRA2026.07 | 0.0172 | — | 3.15 | — | — | 0.0137 | 2.09 | |
| LLaRA2026.07 | 0.0169 | — | 3.13 | — | — | 0.0136 | 2.13 | |
| D3Backbone=BIGRec2026.07 | 0.0162 | — | 3.02 | — | — | 0.013 | 2.04 | |
| BIGRec2026.07 | 0.0155 | — | 3.05 | — | — | 0.0123 | 2.09 | |
| ReweightBackbone=LLaRA2026.07 | 0.0133 | — | 2.86 | — | — | 0.0094 | 1.63 | |
| DROS2026.07 | 0.0126 | — | 2.13 | — | — | 0.0105 | 1.48 | |
| ReweightBackbone=BIGRec2026.07 | 0.0121 | — | 2.61 | — | — | 0.0084 | 1.46 | |
| DLLM2Rec2026.07 | 0.011 | — | 2.48 | — | — | 0.008 | 1.56 | |
| SASRec2026.07 | 0.0109 | — | 2.11 | — | — | 0.0089 | 1.48 | |
| LLM-CF2026.07 | 0.0101 | — | 2.23 | — | — | 0.0077 | 1.48 |