{"type": "article", "title": "A Mathematical Framework for Transformer Circuits (2021)", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/a-mathematical-framework-for-transformer-circuits-2021", "original_source": "https://transformer-circuits.pub/2021/framework/index.html", "published": "2026-09-12T13:56:58+00:00", "accessed": "2026-09-12", "id": "a-mathematical-framework-for-transformer-circuits-2021"}