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Pathology Visual Question Answering on PathMMU (val)
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62.4
Overall Accuracy
ScaleReasoner-R1
15.704
27.827
39.95
52.073
Jun 16, 2026
Overall Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Overall Accuracy
ScaleReasoner-R1
Category=Pathological...
2026.06
62.4
Patho-R1
Category=Pathological...
2026.06
62.3
CLOVER
Category=Pathological VLM
2026.06
53.1
Lingshu-7B
Category=Medical VLM,...
2026.06
51.9
GPT-4V
Category=General domai...
2026.06
49.3
SFT + RL
Category=Ablation Stud...
2026.06
48.3
SFT
Category=Ablation Stud...
2026.06
47.8
Qwen2.5-VL-7B
Category=General domai...
2026.06
44.3
HuatuoGPT-V-7B
Category=Medical VLM,...
2026.06
43.2
Gemini Pro Vision
Category=General domai...
2026.06
41.9
Quilt-LLaVA
Category=Pathological VLM
2026.06
33.8
Frequent Choice
Category=Baseline, Sou...
2026.06
27.5
Random Choice
Category=Baseline, Sou...
2026.06
24.6
LLaVA-Med-7B
Category=Medical VLM,...
2026.06
17.5
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