{"type": "article", "title": "Why LLMs Hallucinate on Structured Knowledge: A Mechanistic Analysis of Reasoning over Linearized Representations", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/why-llms-hallucinate-on-structured-knowledge-a-mechanistic-analysis-of-reasoning", "original_source": "https://arxiv.org/abs/2605.26362", "published": "2026-05-27T04:00:00+00:00", "accessed": "2026-07-15", "id": "why-llms-hallucinate-on-structured-knowledge-a-mechanistic-analysis-of-reasoning"}