Multimodal Recommendation on Kaggle Clothing, Shoes, and Jewelry LLaVA-covered
28.9Recall@5LLaVA-NeXT 7B
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LLaVA-NeXT 7BCategory=Text-Only Models2026.03 | 28.9 | 35.4 | 39.4 | 27.4 | 28.5 | 37 | 54.9 | |
| LLaVA + AttentionCategory=LLaVA-based Fusion Variants2026.03 | 25.6 | 31 | 36.7 | 25 | 26.5 | 32.5 | 35.8 | |
| BERT + AttentionCategory=BERT-based Fusion Variants2026.03 | 20.6 | 23.5 | 27.1 | 19.7 | 20.9 | 32.1 | 2.8 | |
| BERT Text-OnlyCategory=Text-Only Models2026.03 | 19.8 | 22.8 | 26.9 | 18.4 | 19.8 | 32 | — | |
| SMORE (LLaVA)Category=LLaVA-based Fusion Variants2026.03 | 18 | 27.3 | 35.3 | 17.4 | 19.4 | 29.2 | 19.7 | |
| LLaVA + ConcatenationCategory=LLaVA-based Fusion Variants2026.03 | 17.3 | 28.3 | 32.9 | 17.6 | 18.9 | 30.4 | 23.7 | |
| LLaVA + Naive AvgCategory=LLaVA-based Fusion Variants2026.03 | 17.3 | 28.1 | 32.9 | 17.6 | 19 | 30.2 | 22.8 | |
| BERT + ConcatenationCategory=BERT-based Fusion Variants2026.03 | 15.7 | 18.9 | 23.4 | 15.4 | 16.9 | 27.2 | -17.4 | |
| SMORE (BERT)Category=BERT-based Fusion Variants2026.03 | 15 | 18.8 | 23.2 | 13.2 | 14.7 | 27.7 | -17.8 | |
| BERT + Naive AvgCategory=BERT-based Fusion Variants2026.03 | 14.7 | 18 | 23.3 | 14.3 | 16.1 | 26.4 | -21.1 | |
| Gating FusionCategory=Other Baselines2026.03 | 9.5 | 12.7 | 13.6 | 9.7 | 10 | 14.3 | -44.5 | |
| Vision-OnlyCategory=Other Baselines2026.03 | 7.4 | 10.5 | 13.7 | 7.3 | 8.4 | 15.7 | -53.9 |