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Chaitali Deb Purkayastha

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#artificial intelligence Conference Open access Aug 2026

Right Answer, Wrong Reason: Accuracy, Consistency, and Consensus are Misleading Indicators of LLM Faithfulness in Clinical Decision Support

Clinical Large Language Models (LLMs) achieve strong medical-exam accuracy; however, a correct answer does not guarantee that the explanation names the concepts that actually drove the decision. We introduce three lightweight, directly interpretable metrics for this faithfulness gap: the Explanation Stability Index (ES...

B. Bolla, Chaitali Deb Purkayastha, Vishnu Surya Reddy Nandi · 0 citations

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