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Ultrasound Lesion Diagnosis and Localization on Thyroid (Ultrasound) (test)

71.8AccuracyMedVLM-R1
41.22449.16257.165.038May 20, 2026

Evaluation results

MethodLinks
MedVLM-R1zero-shot transfer setting=true, mode=single-turn, tool-calling=false2026.0571.8—
Zoom-then-Diagnosezero-shot transfer setting=true, mode=multi-turn, tool-calling=true2026.0571.860
Qwen2.5-VL†zero-shot transfer setting=true, mode=multi-turn, tool-calling=true2026.0569.437.4
Chain-of-Focuszero-shot transfer setting=true, mode=multi-turn, tool-calling=true2026.0562.426.1
Qwen2.5-VLzero-shot transfer setting=true, mode=single-turn, tool-calling=false2026.0561.2—
Lingshuzero-shot transfer setting=true, mode=single-turn, tool-calling=false2026.0542.4—