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Li-Ni Fu

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#artificial intelligence Preprint Aug 2026

How Identity and Opinion Shape Political Sycophancy in LLMs

A framework that disentangles two distinct triggers of political sycophancy: opinion (aligning with explicit narratives) and identity (stereotyping based on demographic labels) is introduced, highlighting how personalization may amplify identity- or opinion-conditioned shifts in the model's behaviors.

Li-Ni Fu, Chang-Chih Meng, Chien-Hua Chen et al. · 0 citations