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Ren-Jun Hu

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#natural language process... Preprint Sep 2026

Probing the Structure and Dynamics of LLM Value Expression through Value Conflicts

Ethical evaluation of Large Language Models (LLMs) often characterizes model values as static and monolithic. In contrast, we argue that LLM value expression is better understood as a structured yet dynamic phenomenon. To investigate this, we introduce Conflict-driven Value Probing, a controlled framework that places L...

Kai-Cheng Zhang, Jing-Ying Xiao, Ren-Jun Hu et al. · 0 citations

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