AI Research
DeepLens Diagnosis Agent: Agentic Workflow Design Lets a Small Reasoning Model Compete with Frontier LLMs
Medical diagnosis is a multi-stage process: extract facts, consult knowledge, generate a differential analysis, and select the best diagnosis with explanations. Frontier LLMs are strong generalists, but single-shot prompting often yields brittle diagnostic reasoning. We present t...
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ArXiv CS.AI
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ArXiv CS.AI
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This research demonstrates that a structured, staged workflow can empower smaller AI models to outperform larger, more general models in complex tasks like medical diagnosis. It highlights the critical role of process design and retrieval augmentation in achieving accurate and auditable AI reasoning, even in high-stakes applications.
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