| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| PMC-VQA (test) | GPT-4-Oracle | Accuracy89.3 | 50 | 1mo ago | |
| EarthVLSet | EarthVLNet (ours) | OA81.06 | 21 | 1mo ago | |
| PathMMU PubMed (test-tiny) | Accuracy77.6 | 13 | 20d ago | ||
| PathMMU SocialPath tiny n=229 (test) | PathChat+ | Accuracy75.1 | 13 | 20d ago | |
| Visual7W (test) | CTIwBoxes | Accuracy (MC)72.3 | 13 | 1mo ago | |
| PathMMU PubMed (test-all) | PathChat+ | Accuracy75.3 | 12 | 20d ago | |
| PathMMU SocialPath n=1,796 (test) | PathChat+ | Accuracy71.7 | 12 | 20d ago | |
| NegBench VOC 2007 (test) | InternVL3.0-8B | Accuracy95.37 | 11 | 1mo ago | |
| NegBench COCO (test) | InternVL3.0-8B | Accuracy93.19 | 11 | 1mo ago | |
| VQA (test-dev) | Ensemble of 7 Att. models | Accuracy (All)70.2 | 10 | 1mo ago | |
| AOKVQA | BLIP-2 ViT-G + LSKD | Accuracy (MC)68.9 | 6 | 1mo ago | |
| CT-RATE (test) | MedVL-SAM2 | Accuracy89.741 | 2 | 1mo ago | |
| A-OKVQA MC (val) | SMoLA-PaLI-X_FT (Specialist) | Accuracy88.2 | 2 | 1mo ago |
