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Introduces CRADLE-Dialogue, a clinician-annotated benchmark for turn-level crisis detection in mental health conversations, along with an Alert–Confirm evaluation protocol and a synthetic training corpus plus a 32B model that outperforms existing open-source and proprietary models.