Next-item prediction on Yelp
0.915Hit@10UniRec
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniRecModel category=LLM-based Multimodal Recommenders2026.01 | 0.915 | 0.5622 | 0.6489 | — | — | |
| LGMRecModel category=Multimodal Recommendation Models2026.01 | 0.9025 | 0.553 | 0.6261 | — | — | |
| MLLM-MSRModel category=LLM-based Multimodal Recommenders2026.01 | 0.9014 | 0.5561 | 0.6352 | — | — | |
| BM3Model category=Multimodal Recommendation Models2026.01 | 0.8912 | 0.5405 | 0.6187 | — | — | |
| MMGCNModel category=Multimodal Recommendation Models2026.01 | 0.8769 | 0.5222 | 0.6018 | — | — | |
| IISANModel category=LLM-based Multimodal Recommenders2026.01 | 0.8426 | 0.4627 | 0.5462 | — | — | |
| VBPRModel category=Multimodal Recommendation Models2026.01 | 0.839 | 0.4605 | 0.5433 | — | — | |
| SASRecModel category=Multimodal-Feature Sequential Models2026.01 | 0.8012 | 0.4335 | 0.5128 | — | — | |
| BERT4RecModel category=Multimodal-Feature Sequential Models2026.01 | 0.789 | 0.4182 | 0.4975 | — | — | |
| GRU4RecModel category=Multimodal-Feature Sequential Models2026.01 | 0.7815 | 0.412 | 0.492 | — | — | |
| PANTHER2025.10 | 0.2924 | — | — | 0.0929 | 0.2204 | |
| HSTU2025.10 | 0.2496 | — | — | 0.0879 | 0.1878 | |
| SASRec2025.10 | 0.2385 | — | — | 0.0875 | 0.182 | |
| Transformer2025.10 | 0.23 | — | — | 0.0851 | 0.1769 |