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News/A Mechanistic View of Authority Hierarchy in LLM Sycophancy
arxiv
PublishedJuly 2, 2026 at 4:00 AM

A Mechanistic View of Authority Hierarchy in LLM Sycophancy

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arXiv:2607.00415v1 Announce Type: new Abstract: Authority bias poses a critical safety concern in language models: models systematically prioritize social cues from authority figures over factual consistency, swaying their answers based on source credibility rather than evidence. We mechanistically

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