Sequential Recommendation on Yelp
1.76NDCG@10LETTER
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LETTER2026.05 | 1.76 | — | — | — | |
| SR-GNN2026.05 | 1.48 | — | — | — | |
| SASRec2026.05 | 1.33 | — | — | — | |
| HSTU2026.05 | 1.08 | — | — | — | |
| TIGER2026.05 | 1.05 | — | — | — | |
| TGH-22026.05 | 0.98 | — | — | — | |
| ID-LAST2026.05 | 0.94 | — | — | — | |
| TGH-12026.05 | 0.9 | — | — | — | |
| ID+SEM2026.05 | 0.65 | — | — | — | |
| LightGCN2026.05 | 0.4 | — | — | — | |
| SRSUPMBackbone=LightSANs2026.02 | 0.0472 | 0.0774 | 0.1095 | 0.0574 | |
| SRSUPMBackbone=SASRec2026.02 | 0.0469 | 0.0781 | 0.1132 | 0.0572 | |
| DIFF2026.02 | 0.0462 | 0.0753 | 0.1068 | 0.0557 | |
| IBLSRec2026.02 | 0.0445 | 0.0729 | 0.1011 | 0.0525 | |
| IOCLRec2026.02 | 0.0433 | 0.0718 | 0.1006 | 0.0501 | |
| Meta-SGCL2026.02 | 0.0421 | 0.0672 | 0.0994 | 0.0498 | |
| MSSR2026.02 | 0.0421 | 0.0689 | 0.1001 | 0.0503 | |
| ASIF2026.02 | 0.0409 | 0.0675 | 0.0997 | 0.0486 | |
| PoMRec2026.02 | 0.0408 | 0.0701 | 0.1012 | 0.0512 | |
| DTRecBackbone Model=SASRec, Variant=DTRec2025.12 | 0.0407 | 0.0682 | 0.0992 | 0.0476 | |
| LightSANs2026.02 | 0.0405 | 0.0645 | 0.0914 | 0.0479 | |
| SASRec2026.02 | 0.0402 | 0.064 | 0.0908 | 0.0474 | |
| CDR2026.02 | 0.0391 | 0.0613 | 0.0874 | 0.0469 | |
| LARESBackbone Model=SASRec, Variant=LARES2025.12 | 0.039 | 0.0627 | 0.0903 | 0.0459 | |
| ReaRecBackbone Model=SASRec, Variant=ReaRec2025.12 | 0.0385 | 0.0621 | 0.0895 | 0.0455 | |
| SASRecBackbone Model=SASRec, Variant=Base2025.12 | 0.0381 | 0.0605 | 0.0868 | 0.0448 | |
| STOSA2026.02 | 0.0376 | 0.0602 | 0.0863 | 0.0451 | |
| IMSR2026.02 | 0.0375 | 0.0656 | 0.0831 | 0.0464 | |
| PRISMBase Model=InDiRec2026.01 | 0.0305 | 0.0422 | 0.0622 | 0.0352 | |
| SEM-NN2026.05 | 0.03 | — | — | — | |
| REARM2026.01 | 0.0275 | 0.038 | 0.056 | 0.0317 | |
| DGMRec2026.01 | 0.0269 | 0.0371 | 0.0548 | 0.031 | |
| InDiRec2026.01 | 0.0262 | 0.0372 | 0.0551 | 0.0301 | |
| HM4SR2026.01 | 0.0249 | 0.0381 | 0.0573 | 0.0296 | |
| SRSUPMBackbone=GRU4Rec2026.02 | 0.0238 | 0.052 | 0.0841 | 0.0339 | |
| SRSUPMBackbone=Bert4Rec2026.02 | 0.0236 | 0.0411 | 0.0633 | 0.0285 | |
| DTRecBackbone Model=GRU4Rec, Variant=DTRec2025.12 | 0.0232 | 0.0451 | 0.0733 | 0.0296 | |
| SRSUPMBackbone=Caser2026.02 | 0.0231 | 0.0407 | 0.0636 | 0.0276 | |
| RSIRBackbone=CL4SRec2026.02 | 0.0224 | 0.0441 | — | — | |
| DiffuRec2026.01 | 0.0221 | 0.0324 | 0.0499 | 0.0265 | |
| RSIR-FTBackbone=CL4SRec2026.02 | 0.0219 | 0.0422 | — | — | |
| TedRec2026.01 | 0.0215 | 0.0351 | 0.0504 | 0.0261 | |
| DR4SRBackbone=CL4SRec2026.02 | 0.0213 | 0.0416 | — | — | |
| LARESBackbone Model=GRU4Rec, Variant=LARES2025.12 | 0.0212 | 0.0404 | 0.0675 | 0.028 | |
| ReaRecBackbone Model=GRU4Rec, Variant=ReaRec2025.12 | 0.0211 | 0.041 | 0.0669 | 0.0273 | |
| RSIRBackbone=HSTU2026.02 | 0.0209 | 0.0411 | — | — | |
| ReorderingBackbone=CL4SRec2026.02 | 0.0208 | 0.0407 | — | — | |
| DTRecBackbone Model=BERT4Rec, Variant=DTRec2025.12 | 0.0207 | 0.0406 | 0.0665 | 0.0226 | |
| CL4SRecBackbone=CL4SRec, Variation=Base2026.02 | 0.0205 | 0.0392 | — | — | |
| RSIR-FTBackbone=HSTU2026.02 | 0.0204 | 0.0403 | — | — | |
| GRU4RecBackbone Model=GRU4Rec, Variant=Base2025.12 | 0.02 | 0.0397 | 0.0651 | 0.0264 | |
| RSIR-FTBackbone=SASRec2026.02 | 0.02 | 0.0393 | — | — | |
| RSIRBackbone=SASRec2026.02 | 0.02 | 0.0399 | — | — | |
| InsertionBackbone=CL4SRec2026.02 | 0.02 | 0.0397 | — | — | |
| ASRePBackbone=CL4SRec2026.02 | 0.0198 | 0.0388 | — | — | |
| DiffuASRBackbone=CL4SRec2026.02 | 0.0198 | 0.0392 | — | — | |
| ReorderingBackbone=HSTU2026.02 | 0.0198 | 0.0384 | — | — | |
| GRU4Rec2026.02 | 0.0197 | 0.0401 | 0.0672 | 0.0266 | |
| InsertionBackbone=HSTU2026.02 | 0.0197 | 0.0386 | — | — | |
| DR4SRBackbone=HSTU2026.02 | 0.0196 | 0.0384 | — | — | |
| ASRePBackbone=HSTU2026.02 | 0.0195 | 0.0379 | — | — | |
| HSTUBackbone=HSTU, Variation=Base2026.02 | 0.0192 | 0.0373 | — | — | |
| DiffuASRBackbone=HSTU2026.02 | 0.0192 | 0.0379 | — | — | |
| Bert4Rec2026.02 | 0.0191 | 0.0368 | 0.0554 | 0.0247 | |
| DR4SRBackbone=SASRec2026.02 | 0.0191 | 0.0378 | — | — | |
| InsertionBackbone=SASRec2026.02 | 0.019 | 0.0379 | — | — | |
| ASRePBackbone=SASRec2026.02 | 0.0188 | 0.0373 | — | — | |
| Caser2026.02 | 0.0186 | 0.0372 | 0.0557 | 0.0235 | |
| ReorderingBackbone=SASRec2026.02 | 0.0186 | 0.0373 | — | — | |
| DiffuASRBackbone=SASRec2026.02 | 0.0186 | 0.0366 | — | — | |
| SASRecBackbone=SASRec, Variation=Base2026.02 | 0.0183 | 0.0371 | — | — | |
| CL4SRecAugmentation=ADAR2026.01 | 0.0182 | 0.0369 | 0.0586 | — | |
| SASRecAugmentation=ADAR2026.01 | 0.0166 | 0.033 | 0.0558 | — | |
| PRISMBase Model=STOSA2026.01 | 0.0161 | 0.0285 | 0.0511 | 0.0195 | |
| CL4SRecAugmentation=None2026.01 | 0.016 | 0.0327 | 0.0558 | — | |
| GRU4RecAugmentation=ADAR2026.01 | 0.0159 | 0.0321 | 0.0517 | — | |
| ReaRecBackbone Model=BERT4Rec, Variant=ReaRec2025.12 | 0.0151 | 0.0306 | 0.0509 | 0.0197 | |
| SASRecAugmentation=None2026.01 | 0.015 | 0.0299 | 0.0499 | — | |
| MMMLP2026.01 | 0.0146 | 0.0279 | 0.0483 | 0.0161 | |
| LARESBackbone Model=BERT4Rec, Variant=LARES2025.12 | 0.0144 | 0.0294 | 0.0528 | 0.0201 | |
| PAMD2026.01 | 0.0142 | 0.0267 | 0.0471 | 0.0164 | |
| PRISMBase Model=SASRec2026.01 | 0.0141 | 0.0271 | 0.0448 | 0.0173 | |
| MMSBR2026.01 | 0.0139 | 0.0255 | 0.0464 | 0.0166 | |
| UniSRec2026.01 | 0.0137 | 0.0246 | 0.0442 | 0.0167 | |
| BERT4RecBackbone Model=BERT4Rec, Variant=Base2025.12 | 0.0136 | 0.0274 | 0.047 | 0.0185 | |
| STOSA2026.01 | 0.0128 | 0.0238 | 0.0424 | 0.0161 | |
| SASRec2026.01 | 0.0123 | 0.0233 | 0.0391 | 0.0152 | |
| LightGCN2026.01 | 0.0123 | 0.0236 | 0.0414 | 0.0166 | |
| VBPR2026.01 | 0.0123 | 0.0237 | 0.0434 | 0.0163 | |
| BERT4Rec2026.01 | 0.0119 | 0.0245 | 0.0411 | 0.0162 | |
| GRU4RecAugmentation=None2026.01 | 0.0114 | 0.023 | 0.0388 | — | |
| TeacherT→S=HSTU→HSTU2025.09 | 0.0098 | 0.0172 | — | — | |
| TeacherT→S=HSTU→MF2025.09 | 0.0098 | 0.0172 | — | — | |
| RCE-KDT→S=HSTU→MF2025.09 | 0.0098 | 0.0173 | — | — | |
| TARecT→S=HSTU→MF2025.09 | 0.0093 | 0.0164 | — | — | |
| RRDT→S=HSTU→MF2025.09 | 0.0091 | 0.016 | — | — | |
| DCDT→S=HSTU→MF2025.09 | 0.0091 | 0.0164 | — | — | |
| RCE-KDT→S=HSTU→HSTU2025.09 | 0.009 | 0.0158 | — | — | |
| TeacherT→S=LGCN→LGCN2025.09 | 0.0089 | 0.0167 | — | — | |
| HetCompT→S=HSTU→MF2025.09 | 0.0089 | 0.0163 | — | — |