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Directional Hallucinations: Ideological Drift in News-Grounded LLM Question Answering

arXiv cs.AI ↗ · 2026-07-24 Cached

This paper introduces a reproducible framework to measure ideological drift in LLM-generated answers to political questions by analyzing hallucinations. It finds that hallucinated content exhibits a robust leftward bias, even when sourced from right-leaning news articles, and links this to high-uncertainty generation contexts.

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