Multimodal Recommendation on Amazon Sports
12.26Recall@10MAIL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MAILModel Category=ID-free multimodal recommendation models2026.05 | 12.26 | — | 8.45 | — | |
| IDFREEModel Category=ID-free multimodal recommendation models2026.05 | 11.73 | — | 7.7 | — | |
| DuGRecModel Category=ID-based multimodal recommendation models2026.05 | 8.27 | — | 4.62 | — | |
| SSRModel Category=ID-based multimodal recommendation models2026.05 | 8.25 | — | 4.49 | — | |
| FITMMscenario=cold-start, user_interactions=<= 52026.01 | 8.2 | 12.18 | 4.35 | 5.35 | |
| LETTERModel Category=ID-based multimodal recommendation models2026.05 | 8.11 | — | 4.44 | — | |
| PGLModel Category=ID-based multimodal recommendation models2026.05 | 7.89 | — | 4.28 | — | |
| SMOREscenario=cold-start, user_interactions=<= 52026.01 | 7.88 | 11.58 | 4.2 | 5.12 | |
| SiMGRModel Category=ID-based multimodal recommendation models2026.05 | 7.82 | — | 4.28 | — | |
| SMOREModel Category=ID-based multimodal recommendation models2026.05 | 7.62 | — | 4.08 | — | |
| MMILscenario=cold-start, user_interactions=<= 52026.01 | 7.59 | 11.41 | 4.22 | 5.17 | |
| SRGFormerModel Category=ID-based multimodal recommendation models2026.05 | 7.58 | — | 4.12 | — | |
| COHESIONModel Category=ID-based multimodal recommendation models2026.05 | 7.52 | — | 4.09 | — | |
| LGMRecModel Category=ID-based multimodal recommendation models2026.05 | 7.19 | — | 3.87 | — | |
| FREEDOMscenario=cold-start, user_interactions=<= 52026.01 | 6.22 | 9.33 | 3.28 | 4.06 | |
| DimCLModel Category=Traditional recommendation models2026.05 | 6.06 | — | 3.32 | — | |
| BM3scenario=cold-start, user_interactions=<= 52026.01 | 5.81 | 9.2 | 3.05 | 3.9 | |
| LightGCNModel Category=Traditional recommendation models2026.05 | 5.69 | — | 3.11 | — | |
| GRCNscenario=cold-start, user_interactions=<= 52026.01 | 5.56 | 8.14 | 3.05 | 3.7 | |
| MF-BPRModel Category=Traditional recommendation models2026.05 | 4.32 | — | 2.41 | — | |
| LATTICEscenario=cold-start, user_interactions=<= 52026.01 | 3.8 | 5.7 | 2.05 | 2.52 |