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MedMisBench: Measuring Epistemic Resilience of LLMs Under Misleading Medical Context
MedMisBench reveals LLM medical accuracy collapses from 71% to 38% under misleading context, exposing a critical evaluation blind spot around epistemic resilience.
Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 17 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 4/5