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Lu-Ya Zhang

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#natural language process... Preprint Aug 2026

Beyond Information Seeking: Severity-Aware Question Supervision for Proactive Medical Dialogue

Expected-Severity-Risk (ESR) is proposed, a consequence-aware question-supervision objective that values each candidate by its expected reduction in severity-aware terminal risk, and its results support moving proactive medical dialogue beyond uncertainty reduction toward consequence-aware evidence acquisition.

Chen-Xuan Li, Xin-Rong Chen, Lu-Ya Zhang et al. · 0 citations

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