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Si-Hao Ren

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Preprint Aug 2026

SyPS: Measuring Sycophancy Prompt Sensitivity in Large Language Models

Large language models (LLMs) are known to exhibit social sycophancy, often validating or agreeing with users in socially sensitive contexts. Existing evaluations typically measure sycophancy under a fixed prompt formulation, leaving unclear whether such behavior is stable when the same underlying situation is presented...

Lijiang Huang, Yao Fu, Si-Hao Ren · 1 citation

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