Visual Question Answering on PathMMU
60.1PubMed ScorePathGen-LLaVA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PathGen-LLaVAModel Category=Pathology-Specific MLLMs2026.01 | 60.1 | 60.7 | 64.9 | 48.9 | 58.4 | |
| Qwen-VL-MAXModel Category=General MLLMs2026.01 | 50.9 | 47.9 | 49.8 | 29.6 | 45.9 | |
| ReinPathModel Category=Pathology-Specific MLLMs2026.01 | 49.9 | 49.6 | 57.4 | 38.5 | 48.9 | |
| SFTPathModel Category=Pathology-Specific MLLMs2026.01 | 47.8 | 49.4 | 55.8 | 35.6 | 47.2 | |
| Gemini ProVisionModel Category=General MLLMs2026.01 | 44.9 | 43.7 | 49.4 | 34.7 | 42.7 | |
| Quilt-LLaVAModel Category=Pathology-Specific MLLMs2026.01 | 42.6 | 45.3 | 42.7 | 29.2 | 41.5 | |
| LLaVA-1.5-13BModel Category=General MLLMs2026.01 | 41 | 39.4 | 44.3 | 23.5 | 37.6 | |
| LLaVA-MedModel Category=Pathology-Specific MLLMs2026.01 | 27.7 | 27.2 | 30.7 | 20.3 | 26.2 |