Visual Question Answering on Scale-VQA (test)
80.6CorrespondenceScaleReasoner-R1
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ScaleReasoner-R1Model Category=Pathological VLM2026.06 | 80.6 | 89.05 | 84.58 | 76.12 | 84.08 | 82.89 | |
| SFT + RLTraining Strategy=SFT + RL, Model Category=Ablation Study2026.06 | 72.64 | 86.57 | 79.1 | 57.71 | 68.16 | 72.84 | |
| SFTTraining Strategy=SFT, Model Category=Ablation Study2026.06 | 69.65 | 83.58 | 78.11 | 55.22 | 64.68 | 70.25 | |
| Gemini 3 FlashModel Category=General VLM2026.06 | 48.26 | 58.71 | 71.64 | 53.73 | 72.14 | 60.9 | |
| GPT-5.2Model Category=General VLM2026.06 | 47.76 | 59.7 | 74.13 | 45.77 | 65.17 | 58.51 | |
| Lingshu-7BModel Category=Medical VLM2026.06 | 47.26 | 63.68 | 62.69 | 48.26 | 61.19 | 56.62 | |
| Qwen2.5VL-7BModel Category=General VLM2026.06 | 41.79 | 47.26 | 71.14 | 44.28 | 63.68 | 53.63 | |
| HuatuoGPT-7BModel Category=Medical VLM2026.06 | 37.81 | 45.77 | 65.67 | 46.77 | 55.72 | 50.35 | |
| CLOVERModel Category=Pathological VLM2026.06 | 37.31 | 61.69 | 73.13 | 46.27 | 65.77 | 56.82 | |
| Quilt-LLaVAModel Category=Pathological VLM2026.06 | 32.34 | 14.43 | 45.27 | 30.35 | 29.35 | 30.35 | |
| Patho-R1Model Category=Pathological VLM2026.06 | 31.84 | 40.3 | 59.7 | 56.22 | 68.66 | 51.34 | |
| LLaVA-Med-7BModel Category=Medical VLM2026.06 | 25.87 | 16.92 | 28.36 | 20.9 | 24.88 | 23.38 |