LLM Ideological Valuation Bias

Large language models can systematically assign higher or lower moral or social value to people based on political labels (e.g., environmentalist, socialist, capitalist). If true, these valuation priors can appear in ranking tasks, content moderation, or advisory outputs and would bias AI advice toward particular political groups. — Modelized political valuations threaten neutrality in public‑facing AI (hiring tools, recommendations, moderation), creating a governance need for transparency, audits, and mitigation standards.