Generative Recommendation on Yelp
0.0274N@10Normal GR + ComeIR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Normal GR + ComeIRBackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0274 | — | 0.0309 | 0.053 | 0.021 | |
| NEZHA + ComeIRBackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0271 | — | 0.0297 | 0.0524 | 0.0204 | |
| Normal GR + ComeIRBackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0266 | — | 0.0305 | 0.0524 | 0.0198 | |
| NEZHA + ComeIRBackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0263 | — | 0.0302 | 0.052 | 0.0194 | |
| Normal GRBackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0251 | — | 0.03 | 0.0481 | 0.0192 | |
| NEZHABackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0248 | — | 0.0288 | 0.0476 | 0.0187 | |
| Normal GR + TMBackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0246 | — | 0.0295 | 0.0476 | 0.0187 | |
| Normal GRBackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0243 | — | 0.0296 | 0.0474 | 0.0181 | |
| NEZHA + TMBackbone=Qwen3-0.6B, Quantization=RQ-KMeans2026.05 | 0.0242 | — | 0.0282 | 0.047 | 0.0181 | |
| NEZHABackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0241 | — | 0.0294 | 0.0473 | 0.0176 | |
| Normal GR + TMBackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0239 | — | 0.0292 | 0.047 | 0.0177 | |
| NEZHA + TMBackbone=Qwen3-0.6B, Quantization=RQ-VAE2026.05 | 0.0234 | — | 0.0287 | 0.0466 | 0.0169 | |
| LETTER2026.01 | 0.0231 | 0.0426 | — | — | — | |
| Normal GR + ComeIRLLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.0228 | — | 0.023 | 0.0438 | 0.0164 | |
| DIGERvariant=Ours2026.01 | 0.0227 | 0.0432 | — | — | — | |
| NEZHA + ComeIRLLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.0221 | — | 0.0223 | 0.0431 | 0.0163 | |
| ETEGRec2026.01 | 0.0214 | 0.0415 | — | — | — | |
| TIGER2026.01 | 0.0213 | 0.0407 | — | — | — | |
| Normal GRLLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.0209 | — | 0.0225 | 0.0393 | 0.015 | |
| LightGCN2026.01 | 0.0207 | 0.0407 | — | — | — | |
| NEZHALLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.0202 | — | 0.0218 | 0.0387 | 0.0149 | |
| Normal GR + TMLLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.02 | — | 0.0216 | 0.0384 | 0.0141 | |
| Normal GR + ComeIRLLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0199 | — | 0.0219 | 0.0416 | 0.0143 | |
| NEZHA + ComeIRLLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0194 | — | 0.0215 | 0.0414 | 0.0138 | |
| NEZHA + TMLLM backbone=LLaMA3-1B, Quantization=RQ-KMeans2026.05 | 0.0192 | — | 0.0208 | 0.0377 | 0.0139 | |
| MF2026.01 | 0.019 | 0.0381 | — | — | — | |
| Normal GRLLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0182 | — | 0.0216 | 0.0373 | 0.0131 | |
| P5-CID2026.01 | 0.0181 | 0.0347 | — | — | — | |
| NEZHALLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0177 | — | 0.0212 | 0.0372 | 0.0126 | |
| Normal GR + TMLLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0171 | — | 0.0205 | 0.0362 | 0.012 | |
| P5-SID2026.01 | 0.017 | 0.0324 | — | — | — | |
| NEZHA + TMLLM backbone=LLaMA3-1B, Quantization=RQ-VAE2026.05 | 0.0165 | — | 0.02 | 0.036 | 0.0114 | |
| HGN2026.01 | 0.0159 | 0.0326 | — | — | — | |
| BERT4Rec2026.01 | 0.0159 | 0.0291 | — | — | — | |
| SASRec2026.01 | 0.0152 | 0.0296 | — | — | — | |
| BigRec2026.01 | 0.0142 | 0.0169 | — | — | — | |
| Caser2026.01 | 0.0134 | 0.0263 | — | — | — |