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Value Pluralism Audit Framework
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value-pluralism-audit-framework-8818420b·1 events·first seen 29d agoAliases: Value Pluralism Audit Framework
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AUDITSOverton PluralismFairScalehazard analysis frameworkwet lab biological research evaluation frameworkFAIR PrinciplesBeyond Third-Person Audits: Situated Interaction Auditing for User-Centered LLM Bias ResearchDivide-and-Conquer Value LearningAuto Benchmark Audit (ABA)Vals AI Finance Agent BenchmarkAdvanced AI Scaling FrameworkCommunity Evals
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Auditing Value Pluralism in Clinical Ethics of Large Language Models
Researchers present a framework for auditing ethical value pluralism in medical AI, comprising a benchmark of clinician-verified dilemmas and an attribution method that recovers value priorities from model decisions. While frontier LLMs span physician-level value heterogeneity in aggregate and discuss competing values in reasoning, individual model decisions are near-deterministic and fail to reproduce the distributional pluralism of physician panels. Some models systematically underweight patient autonomy. The authors warn that deploying a single LLM at scale risks replacing clinical pluralism with a 'deployment monoculture.'