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Healthcare agent: eliciting the power of large language models for medical consultation

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cs.CL 1

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2025 1

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Automatic Replication of LLM Mistakes in Medical Conversations

cs.CL · 2025-12-24 · unverdicted · novelty 7.0

MedMistake automatically generates 3,390 single-shot QA pairs capturing LLM mistakes in medical conversations, with expert validation on a 211-question subset showing performance differences among 12 frontier models.

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  • Automatic Replication of LLM Mistakes in Medical Conversations cs.CL · 2025-12-24 · unverdicted · none · ref 8

    MedMistake automatically generates 3,390 single-shot QA pairs capturing LLM mistakes in medical conversations, with expert validation on a 211-question subset showing performance differences among 12 frontier models.