Direct Recommendation on Amazon Sports 5-core filtering (leave-one-out)
0.5574H@10VLM2Rec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VLM2RecModel Category=Multimodal-based, Backbone=Qwen2.5-VL-3B2026.03 | 0.5574 | 0.6993 | 0.3694 | 0.4052 | |
| LLMSFTModel Category=Text-based, Training Strategy=SFT2026.03 | 0.4863 | 0.6684 | 0.2797 | 0.3265 | |
| VLMSFT(Ext.)Model Category=Multimodal-based, Fusion Strategy=External, Training Strategy=SFT2026.03 | 0.4795 | 0.6291 | 0.2783 | 0.3161 | |
| VLMSFT(Int.)Model Category=Multimodal-based, Fusion Strategy=Internal, Training Strategy=SFT2026.03 | 0.4588 | 0.6383 | 0.272 | 0.3093 | |
| LLMEMBModel Category=Text-based2026.03 | 0.4046 | 0.5882 | 0.2228 | 0.2692 | |
| SASRecModel Category=ID-based2026.03 | 0.3834 | 0.4935 | 0.2448 | 0.2726 | |
| LLM2RecModel Category=Text-based2026.03 | 0.36 | 0.5421 | 0.1915 | 0.2374 | |
| GRU4RecModel Category=ID-based2026.03 | 0.35 | 0.4558 | 0.2165 | 0.2431 | |
| VLMVanilla(Int.)Model Category=Multimodal-based, Fusion Strategy=Internal2026.03 | 0.3045 | 0.384 | 0.2113 | 0.2313 | |
| CLIPModel Category=Multimodal-based2026.03 | 0.263 | 0.3698 | 0.1495 | 0.1764 | |
| VLMVanilla(Ext.)Model Category=Multimodal-based, Fusion Strategy=External2026.03 | 0.2538 | 0.3803 | 0.1203 | 0.1761 | |
| VLMPromptModel Category=Multimodal-based2026.03 | 0.2355 | 0.3588 | 0.1301 | 0.161 | |
| LLMVanillaModel Category=Text-based, Training Strategy=Vanilla2026.03 | 0.2225 | 0.3471 | 0.1264 | 0.1577 | |
| NoteLLM-2Model Category=Multimodal-based2026.03 | 0.1993 | 0.3884 | 0.0932 | 0.144 | |
| SLIM+Model Category=Text-based2026.03 | 0.1619 | 0.3148 | 0.0776 | 0.1157 | |
| SLIMModel Category=Text-based2026.03 | 0.1254 | 0.251 | 0.0575 | 0.0889 | |
| BERTModel Category=Text-based2026.03 | 0.1239 | 0.2379 | 0.0572 | 0.0857 |