Papers with consultation process

1 papers
Strong Reasoning Isn’t Enough: Evaluating Evidence Elicitation in Interactive Diagnosis (2026.findings-acl)

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Challenge: Existing evaluations of medical consultation are static or outcome-centric, neglecting the evidence-gathering process.
Approach: They propose an interactive evaluation framework that explicitly models the consultation process using a simulated patient and a measurement module grounded in atomic evidences.
Outcome: The proposed evaluation framework outperforms baseline evaluation methods in medical consultation settings.

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