Sequential Recommendation on Yelp (test) (HR/NDCG @5, 10, 20 + Relative Improvement)
6.57HR@10FLAME
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FLAME2026.04 | 6.57 | 4.02 | 10.36 | 2.68 | 3.5 | 4.45 | — | — | — | — | — | — | |
| CL4SRec2026.04 | 6.02 | 3.74 | 9.75 | 2.45 | 3.18 | 4.12 | — | — | — | — | — | — | |
| CT4Rec2026.04 | 5.96 | 3.71 | 9.84 | 2.43 | 3.15 | 4.13 | — | — | — | — | — | — | |
| MCLRec2026.04 | 5.93 | 3.77 | 9.49 | 2.45 | 3.14 | 4.04 | — | — | — | — | — | — | |
| EMKD2026.04 | 5.92 | 3.67 | 9.42 | 2.4 | 3.11 | 4 | — | — | — | — | — | — | |
| DHEN2026.04 | 5.87 | 3.64 | 9.38 | 2.42 | 3.09 | 4.09 | — | — | — | — | — | — | |
| DuoRec2026.04 | 5.82 | 3.58 | 9.24 | 2.35 | 3.07 | 3.92 | — | — | — | — | — | — | |
| FamouSRec2026.04 | 5.76 | 3.62 | 9.25 | 2.43 | 3.12 | 4 | — | — | — | — | — | — | |
| FMLPRec2026.04 | 5.43 | 3.41 | 8.73 | 2.29 | 2.93 | 3.75 | — | — | — | — | — | — | |
| BERT4Rec2026.04 | 5.27 | 3.19 | 8.65 | 2.08 | 2.74 | 3.59 | — | — | — | — | — | — | |
| SASRec2026.04 | 4.26 | 2.68 | 6.88 | 1.76 | 2.27 | 2.93 | — | — | — | — | — | — | |
| GRU4Rec2026.04 | 4.07 | 2.34 | 6.77 | 1.46 | 2.02 | 2.69 | — | — | — | — | — | — | |
| Caser2026.04 | 3.85 | 2.43 | 5.98 | 1.52 | 1.98 | 2.51 | — | — | — | — | — | — | |
| MARS-TBackbone=Transformer, Seeds=52026.06 | 0.0645 | — | — | — | — | — | — | — | — | — | 4.22 | 3.53 | |
| MARSBackbone selection=Selected by Avg Seq Length2026.06 | 0.0645 | — | — | — | — | — | — | — | — | — | 4.22 | 3.53 | |
| CORE2026.06 | 0.0614 | — | — | — | — | — | — | — | — | — | 3.65 | 2.89 | |
| MARS-MBackbone=Mamba, Seeds=52026.06 | 0.0597 | — | — | — | — | — | — | — | — | — | 3.89 | 3.25 | |
| TiSASRec2026.06 | 0.0562 | — | — | — | — | — | — | — | — | — | 3.84 | 3.3 | |
| SASRec2026.06 | 0.0541 | — | — | — | — | — | — | — | — | — | 3.64 | 3.1 | |
| FEARec2026.06 | 0.0479 | — | — | — | — | — | — | — | — | — | 3.42 | 3 | |
| VarLenRec-TIGERID representation type=Semantic ID-based2026.05 | 0.0477 | 0.031 | — | 0.0206 | 0.0259 | — | — | — | — | — | — | — | |
| VarLenRec-LCRecID representation type=Semantic ID-based2026.05 | 0.0453 | 0.0295 | — | 0.0196 | 0.0246 | — | — | — | — | — | — | — | |
| Mamba4Rec2026.06 | 0.0435 | — | — | — | — | — | — | — | — | — | 2.55 | 2 | |
| LETTER-TIGERID representation type=Semantic ID-based2026.05 | 0.0426 | 0.0277 | — | 0.0184 | 0.0231 | — | — | — | — | — | — | — | |
| ETEGRecID representation type=Semantic ID-based2026.05 | 0.0415 | 0.0261 | — | 0.0172 | 0.022 | — | — | — | — | — | — | — | |
| S3RecID representation type=Item ID-based2026.05 | 0.0408 | 0.0245 | — | 0.0144 | 0.0206 | — | — | — | — | — | — | — | |
| TIGERID representation type=Semantic ID-based2026.05 | 0.0407 | 0.0253 | — | 0.0164 | 0.0213 | — | — | — | — | — | — | — | |
| HSTUID representation type=Item ID-based2026.05 | 0.0403 | 0.0231 | — | 0.0145 | 0.02 | — | — | — | — | — | — | — | |
| LETTER-LCRecID representation type=Semantic ID-based2026.05 | 0.0393 | 0.0255 | — | 0.0168 | 0.0211 | — | — | — | — | — | — | — | |
| LC-RecID representation type=Semantic ID-based2026.05 | 0.0381 | 0.0241 | — | 0.0158 | 0.0201 | — | — | — | — | — | — | — | |
| SIGMA2026.06 | 0.038 | — | — | — | — | — | — | — | — | — | 2.12 | 1.61 | |
| Echo2026.06 | 0.0379 | — | — | — | — | — | — | — | — | — | 2.13 | 1.63 | |
| NARM2026.06 | 0.0342 | — | — | — | — | — | — | — | — | — | 1.89 | 1.42 | |
| FMLPID representation type=Item ID-based2026.05 | 0.0326 | 0.0219 | — | 0.0125 | 0.0163 | — | — | — | — | — | — | — | |
| BERT4RecID representation type=Item ID-based2026.05 | 0.0315 | 0.0189 | — | 0.0111 | 0.0158 | — | — | — | — | — | — | — | |
| GRU4RecID representation type=Item ID-based2026.05 | 0.031 | 0.0184 | — | 0.0115 | 0.0156 | — | — | — | — | — | — | — | |
| GRU4Rec2026.06 | 0.0298 | — | — | — | — | — | — | — | — | — | 1.65 | 1.25 | |
| SASRecID representation type=Item ID-based2026.05 | 0.0246 | 0.0153 | — | 0.0098 | 0.0126 | — | — | — | — | — | — | — | |
| BERT4Rec2026.06 | 0.0238 | — | — | — | — | — | — | — | — | — | 1.21 | 0.86 | |
| HGNID representation type=Item ID-based2026.05 | 0.0221 | 0.0132 | — | 0.0084 | 0.0111 | — | — | — | — | — | — | — | |
| ACEBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0379 | — | 0.086 | — | — | — | — | |
| ACEBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0346 | — | 0.0838 | — | — | — | — | |
| AlphaFuseBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0339 | — | 0.0762 | — | — | — | — | |
| AlphaFuseBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0333 | — | 0.0811 | — | — | — | — | |
| AlphaRecBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0311 | — | 0.0762 | — | — | — | — | |
| AlphaRecBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0303 | — | 0.0756 | — | — | — | — | |
| DEALRecSelection Category=Coreset Selection2026.05 | — | — | — | 0.0055 | 0.0074 | — | — | — | 0.0094 | 0.0152 | — | — | |
| FOSTERSelection Category=Data Distillation2026.05 | — | — | — | 0.0139 | 0.0181 | — | — | — | 0.021 | 0.034 | — | — | |
| FullType=Full Dataset2026.05 | — | — | — | 0.0131 | 0.0188 | — | — | — | 0.0213 | 0.039 | — | — | |
| GORACSSelection Category=Coreset Selection2026.05 | — | — | — | 0.0086 | 0.0103 | — | — | — | 0.0122 | 0.0176 | — | — | |
| KCenterSelection Category=Coreset Selection2026.05 | — | — | — | 0.0093 | 0.0101 | — | — | — | 0.0108 | 0.0133 | — | — | |
| LLM2XBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0191 | — | 0.0454 | — | — | — | — | |
| LLM2XBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0293 | — | 0.0726 | — | — | — | — | |
| LLMEmbBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0282 | — | 0.0675 | — | — | — | — | |
| LLMEmbBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.029 | — | 0.0728 | — | — | — | — | |
| OriginalBackbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0193 | — | 0.0358 | — | — | — | — | |
| OriginalBackbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0138 | — | 0.0355 | — | — | — | — | |
| RandomSelection Category=Coreset Selection2026.05 | — | — | — | 0.0086 | 0.011 | — | — | — | 0.0133 | 0.0208 | — | — | |
| TD3Selection Category=Data Distillation2026.05 | — | — | — | 0.0093 | 0.0135 | — | — | — | 0.0148 | 0.0281 | — | — | |
| WhitenRec+Backbone=GRU4Rec2026.05 | — | — | — | — | — | 0.0314 | — | 0.0765 | — | — | — | — | |
| WhitenRec+Backbone=BERT4Rec2026.05 | — | — | — | — | — | 0.0281 | — | 0.0713 | — | — | — | — |