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ClinEnv reveals that LLMs struggle significantly with management decisions in clinical scenarios, achieving only 0.17 F1 for these critical actions despite better performance in diagnosis.
Achieve SOTA medical image segmentation with barely any labels by combining fine-grained visual features with text-based semantic guidance.