HetMedAgent is a heterogeneous multi-agent framework that fuses generalist LLMs and specialist models via conflict-aware fusion and uncertainty triggers, outperforming either alone on three clinical tasks.
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Why Specialist Models Still Matter: A Heterogeneous Multi-Agent Paradigm for Medical Artificial Intelligence
HetMedAgent is a heterogeneous multi-agent framework that fuses generalist LLMs and specialist models via conflict-aware fusion and uncertainty triggers, outperforming either alone on three clinical tasks.