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This paper introduces a reproducible auditing framework for detecting systematic political preferences in LLMs, demonstrated through an Italian case study evaluating parties and leaders across nine criteria.
An independent analysis tested 100+ LLMs on 117 political questions to map their ideological alignment, revealing that DeepSeek and Grok lean left while most other models cluster near the center or right.