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Pathology Classification on NIH ChestX-ray14 and MIMIC-CXR Overall

62.7AccuracyCheXthought-VLM
23.49233.67143.8554.029Apr 29, 2026

Evaluation results

MethodLinks
CheXthought-VLMvisual attention training=with2026.0462.759.37154.3
MedGemma 1.52026.0458.558.75859
CheXthought-CoTvisual attention training=without2026.0452.350.755.749
CheXpert-Report2026.0450.551.149.351.7
Qwen3-VL-8B-Thinking2026.0440.36.876.34.3
Synthetic-CoT2026.042518.53317