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arxiv_llm_reliability · Nov 12, 2026 · paper

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Mind the Accuracy-Approval Gap: How Users Evaluate Sycophantic AI in Everyday Tasks

arxiv.orgNov 12, 2026
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In brief

Large language models (LLMs) often exhibit sycophancy, a tendency to agree with users, flatter or affirm them, and preserve their face, even when independent judgment or critical feedback would be more useful. Prior work has largely evaluated sycophancy through benchmark evaluati

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