Visual Question Answering on OmniMedVQA BRIGHT Challenge
90.11AccuracyPatho-AgenticRAG
Evaluation Results
| Method | Links | |
|---|---|---|
| Patho-AgenticRAG2025.08 | 90.11 | |
| Patho-AgenticRAG2026.05 | 90.1 | |
| PathoSageHost Model=GPT-4o2026.05 | 88.3 | |
| Gemini-1.5-Flash-Preview2026.05 | 70.8 | |
| Patho-R12026.05 | 70.8 | |
| Patho-R1-7BModel Size=Large, Thinking Ability=With2025.05 | 70.79 | |
| Patho-R1-7B2025.08 | 70.79 | |
| Patho-R1-3BModel Size=Small, Thinking Ability=With2025.05 | 69.89 | |
| InternVL3-8BModel Size=Large, Thinking Ability=With2025.05 | 65.28 | |
| InternVL3-8B2025.08 | 65.28 | |
| Qwen2-VL-72B-Instruct2026.05 | 61.6 | |
| GPT-4o-mini2026.05 | 56.9 | |
| Qwen2.5VL-3BModel Size=Small, Thinking Ability=With2025.05 | 55.39 | |
| Llama-3.2V-11B-cotModel Size=Large, Thinking Ability=With2025.05 | 54.83 | |
| Llama-3.2V-11B-cotReasoning=Chain-of-Thought2025.08 | 54.83 | |
| Qwen2-VL-8B-Instruct2026.05 | 54.7 | |
| HuatuoGPT-Vision-7BModel Size=Large, Thinking Ability=Without2025.05 | 52.47 | |
| InternVL2-8B2026.05 | 49.8 | |
| InternVL2.5-8BModel Size=Large, Thinking Ability=With2025.05 | 49.78 | |
| InternVL2.5-8B2025.08 | 49.78 | |
| Llama-3.2-11B-Vision-InstructModel Size=Large, Thinking Ability=With2025.05 | 47.08 | |
| Llama-3.2-11B-VI2025.08 | 47.08 | |
| Llama3.2-3B-vlModel Size=Small, Thinking Ability=Without2025.05 | 46.4 | |
| PathGen-LLaVA-13BModel Size=Large, Thinking Ability=Without2025.05 | 46.07 | |
| VILA1.5-3BModel Size=Small, Thinking Ability=Without2025.05 | 43.6 | |
| Qwen2.5VL-7BModel Size=Large, Thinking Ability=With2025.05 | 43.6 | |
| Qwen2.5VL-7B2025.08 | 43.6 | |
| InternVL2.5-8B2026.05 | 40.6 | |
| InternVL2-8BModel Size=Large, Thinking Ability=With2025.05 | 40.56 | |
| InternVL2-8B2025.08 | 40.56 | |
| DeepSeek-VL2-TinyModel Size=Small, Thinking Ability=With2025.05 | 35.84 | |
| Quilt-LLaVA-v1.5-7BModel Size=Large, Thinking Ability=Without2025.05 | 34.27 | |
| LLaVA-Onevision-7B2026.05 | 31.5 | |
| LLaVA-Onevision-7BModel Size=Large, Thinking Ability=With2025.05 | 31.46 | |
| LLaVA-Onevision-7B2025.08 | 31.46 | |
| LLaVA-Med-v1.5-Mistral-7BModel Size=Large, Thinking Ability=Without2025.05 | 27.75 | |
| Paligemma2-3b-pt-224Model Size=Small, Thinking Ability=Without2025.05 | 1.46 |