{"type": "article", "title": "Frozen LLMs: Decoding the Role of Errors", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/frozen-llms-decoding-the-role-of-errors", "original_source": "https://www.machinebrief.com/news/frozen-llms-decoding-the-role-of-errors-fakp", "published": "2026-07-15T05:37:47+00:00", "accessed": "2026-07-15", "id": "frozen-llms-decoding-the-role-of-errors"}