Sequential Recommendation on Yelp (Overall)
0.6692Hit Rate @10H2Rec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| H2Rec2025.12 | 0.6692 | 0.4272 | — | — | |
| LLM-ESREmbedding Type=HID Emb2025.12 | 0.6573 | 0.4102 | — | — | |
| PCR-CAEmbedding Type=Hybrid Emb2025.12 | 0.6447 | 0.3971 | — | — | |
| MME-SIDEmbedding Type=Hybrid Emb2025.12 | 0.6431 | 0.3884 | — | — | |
| URL4DREmbedding Type=Hybrid Emb2025.12 | 0.6402 | 0.3776 | — | — | |
| MELTEmbedding Type=HID Emb2025.12 | 0.6101 | 0.3394 | — | — | |
| CCFRecEmbedding Type=SID Emb2025.12 | 0.5947 | 0.3694 | — | — | |
| SASRecEmbedding Type=HID Emb2025.12 | 0.594 | 0.3601 | — | — | |
| PSRQEmbedding Type=SID Emb2025.12 | 0.5438 | 0.3422 | — | — | |
| BERT4RecEmbedding Type=HID Emb2025.12 | 0.5314 | 0.3147 | — | — | |
| PG-SIDEmbedding Type=SID Emb2025.12 | 0.4881 | 0.3251 | — | — | |
| SFM-SIDEmbedding Type=SID Emb2025.12 | 0.4727 | 0.3148 | — | — | |
| FAERecBackbone=SASRec2026.04 | 0.0461 | 0.0225 | — | — | |
| FAERecBackbone=LRURec2026.04 | 0.0433 | 0.0219 | — | — | |
| LLMInitBackbone=LRURec2026.04 | 0.0415 | 0.0211 | — | — | |
| LLM-ESRBackbone=SASRec2026.04 | 0.0412 | 0.0209 | — | — | |
| RLMRec-ConBackbone=SASRec2026.04 | 0.0406 | 0.0212 | — | — | |
| RLMRec-GenBackbone=LRURec2026.04 | 0.0394 | 0.0202 | — | — | |
| RLMRec-GenBackbone=SASRec2026.04 | 0.0391 | 0.0198 | — | — | |
| MELTBackbone=LRURec2026.04 | 0.0387 | 0.0187 | — | — | |
| LLM-ESRBackbone=LRURec2026.04 | 0.0384 | 0.0194 | — | — | |
| MELTBackbone=SASRec2026.04 | 0.0382 | 0.0188 | — | — | |
| LLMInitBackbone=SASRec2026.04 | 0.0374 | 0.0198 | — | — | |
| RLMRec-ConBackbone=LRURec2026.04 | 0.0344 | 0.0172 | — | — | |
| TADABackbone=SASRec2026.01 | 0.0332 | 0.0169 | 0.0563 | 0.0227 | |
| MELTBackbone=SASRec2026.01 | 0.0327 | 0.0163 | 0.0559 | 0.0221 | |
| RepPadBackbone=SASRec2026.01 | 0.032 | 0.0161 | 0.0529 | 0.0208 | |
| LLM-ESRBackbone=FMLP-Rec2026.04 | 0.0308 | 0.0159 | — | — | |
| TADABackbone=FMLP-Rec2026.01 | 0.0305 | 0.0153 | 0.0496 | 0.0201 | |
| CMRSIBackbone=SASRec2026.01 | 0.0296 | 0.0148 | 0.0511 | 0.0201 | |
| FAERecBackbone=FMLP-Rec2026.04 | 0.0292 | 0.0149 | — | — | |
| BaseBackbone=LRURec2026.04 | 0.0288 | 0.0144 | — | — | |
| TADABackbone=GRU4Rec2026.01 | 0.0279 | 0.0135 | 0.0499 | 0.019 | |
| CMRBackbone=SASRec2026.01 | 0.0272 | 0.0134 | 0.0474 | 0.0182 | |
| MELTBackbone=FMLP-Rec2026.01 | 0.0265 | 0.0132 | 0.0448 | 0.0177 | |
| LLMInitBackbone=FMLP-Rec2026.04 | 0.0265 | 0.013 | — | — | |
| SASRecBackbone=SASRec2026.01 | 0.0262 | 0.0129 | 0.0446 | 0.0175 | |
| CITIESBackbone=SASRec2026.01 | 0.0261 | 0.013 | 0.0449 | 0.0177 | |
| MELTBackbone=GRU4Rec2026.01 | 0.0251 | 0.012 | 0.0465 | 0.0173 | |
| RepPadBackbone=FMLP-Rec2026.01 | 0.0249 | 0.0127 | 0.0409 | 0.017 | |
| LOAMBackbone=LRURec2026.04 | 0.0248 | 0.0119 | — | — | |
| CITIESBackbone=LRURec2026.04 | 0.0247 | 0.0115 | — | — | |
| MELTBackbone=FMLP-Rec2026.04 | 0.0242 | 0.0119 | — | — | |
| BaseBackbone=SASRec2026.04 | 0.024 | 0.0113 | — | — | |
| CITIESBackbone=SASRec2026.04 | 0.024 | 0.0111 | — | — | |
| CMRSIBackbone=FMLP-Rec2026.01 | 0.0235 | 0.0116 | 0.0395 | 0.0164 | |
| RLMRec-ConBackbone=FMLP-Rec2026.04 | 0.0232 | 0.0114 | — | — | |
| CMRBackbone=FMLP-Rec2026.01 | 0.0214 | 0.0097 | 0.0376 | 0.0142 | |
| RepPadBackbone=GRU4Rec2026.01 | 0.0207 | 0.0102 | 0.0394 | 0.0148 | |
| CMRSIBackbone=GRU4Rec2026.01 | 0.0199 | 0.0099 | 0.0374 | 0.0142 | |
| FMLP-RecBackbone=FMLP-Rec2026.01 | 0.0196 | 0.0091 | 0.0349 | 0.0129 | |
| CMRBackbone=GRU4Rec2026.01 | 0.0189 | 0.0097 | 0.0356 | 0.0133 | |
| CITIESBackbone=GRU4Rec2026.01 | 0.0185 | 0.0087 | 0.0346 | 0.0127 | |
| CITIESBackbone=FMLP-Rec2026.01 | 0.0185 | 0.0089 | 0.0314 | 0.0121 | |
| RLMRec-GenBackbone=FMLP-Rec2026.04 | 0.0178 | 0.0087 | — | — | |
| GRU4RecBackbone=GRU4Rec2026.01 | 0.0168 | 0.0076 | 0.0328 | 0.0116 | |
| BaseBackbone=FMLP-Rec2026.04 | 0.0153 | 0.0072 | — | — | |
| CITIESBackbone=FMLP-Rec2026.04 | 0.0153 | 0.0077 | — | — | |
| LOAMBackbone=SASRec2026.01 | 0.0136 | 0.0065 | 0.024 | 0.0091 | |
| LOAMBackbone=SASRec2026.04 | 0.0122 | 0.0055 | — | — | |
| LOAMBackbone=FMLP-Rec2026.04 | 0.0115 | 0.0055 | — | — | |
| LOAMBackbone=FMLP-Rec2026.01 | 0.0088 | 0.0042 | 0.0174 | 0.0064 | |
| LOAMBackbone=GRU4Rec2026.01 | 0.0086 | 0.0038 | 0.0167 | 0.0059 |