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Self-evolving knowledge graphs can dramatically enhance multimodal reasoning by continuously adapting to new information and correcting errors in real-time.
Evo-RAD achieves a groundbreaking +21.04% improvement in diagnosing rare retinal diseases by dynamically refining evidence retrieval, challenging the limitations of static models.
LLMs are still far from being able to generate expert-level clinical guidelines, despite advances in deep research systems.
