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Real-time hallucination detection and intervention in medical LLMs via calibrated hidden-state probes

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Objective: Most hallucination mitigation for large language models (LLMs) operates post-hoc, leaving safety-critical clinical deployment without real-time warning capability. We present a calibrated hidden-state probing pipeline ... ...