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Benchmarks
Pathology Classification on NIH ChestX-ray14
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66.3
Accuracy
CheXthought-VLM
26.78
37.04
47.3
57.56
Apr 29, 2026
Accuracy
F1 Score
Accuracy (Normal Class)
Accuracy (Pathology Class)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
Accuracy (Normal Class)
Accuracy (Pathology Class)
CheXthought-VLM
visual attention train...
2026.04
66.3
63.8
73.3
59.3
CheXthought-CoT
visual attention train...
2026.04
64.3
59.6
76
52.7
MedGemma 1.5
2026.04
60.7
55
73.3
48
CheXpert-Report
2026.04
57.7
54.5
64.7
50.7
Qwen3-VL-8B-Thinking
2026.04
51
13
94.7
7.3
Synthetic-CoT
2026.04
28.3
17
42
14.7
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