Visual Question Answering on InfoSeek (EM, F1)
43.6F1 RecallMoRE-7B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MoRE-7BExperts=All2025.05 | 43.6 | — | — | |
| Qwen2.5-VL-7BExperts=-2025.05 | 43.06 | — | — | |
| Vanilla RAGExperts=Image2025.05 | 43.03 | — | — | |
| CogPlannerExperts=All2025.05 | 42.23 | — | — | |
| IterRetGenExperts=Image2025.05 | 41.35 | — | — | |
| IterRetGenExperts=All2025.05 | 40.94 | — | — | |
| IterRetGenExperts=Table2025.05 | 40.53 | — | — | |
| IterRetGenExperts=Text2025.05 | 39.59 | — | — | |
| Vanilla RAGExperts=All2025.05 | 39.06 | — | — | |
| MoRE-3BExperts=All2025.05 | 37.45 | — | — | |
| UniversalRAGExperts=All2025.05 | 37.25 | — | — | |
| R1-Distill-Qwen-32BExperts=-2025.05 | 37.2 | — | — | |
| Vanilla RAGExperts=Table2025.05 | 33.37 | — | — | |
| Vanilla RAGExperts=Text2025.05 | 31.88 | — | — | |
| MMSearch-R1²Experts=All2025.05 | 29.09 | — | — | |
| IRCoTExperts=Image2025.05 | 27.47 | — | — | |
| OmniSearchExperts=All2025.05 | 24.45 | — | — | |
| IRCoTExperts=All2025.05 | 23.41 | — | — | |
| Search-O1Experts=Text2025.05 | 18.52 | — | — | |
| IRCoTExperts=Table2025.05 | 17.22 | — | — | |
| IRCoTExperts=Text2025.05 | 16.8 | — | — | |
| MMSearch-R1¹Experts=All2025.05 | 13.25 | — | — | |
| LLaVA-13BBackbone=LLaVA-13B2026.01 | — | 13.94 | 14.98 | |
| PixSearch-13BBackbone=LLaVA-13B, Search Strategy=No Search2026.01 | — | 18.34 | 19.4 | |
| PixSearch-13BBackbone=LLaVA-13B, Search Strategy=Question2026.01 | — | 20.73 | 22.3 | |
| PixSearch-13BBackbone=LLaVA-13B, Search Strategy=Whole Image2026.01 | — | 24.28 | 26.05 | |
| PixSearch-13BBackbone=LLaVA-13B, Search Strategy=Full2026.01 | — | 24.55 | 26.62 | |
| PLUM-13BBackbone=LLaVA-13B2026.01 | — | 15.6 | 16.54 |