{"type": "article", "title": "Toy transformers may represent belief-state geometry optimally but not minimally", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/toy-transformers-may-represent-belief-state-geometry-optimally-but-not-minimally", "original_source": "https://www.lesswrong.com/posts/vzav5kfbRCDQyEB8v/toy-transformers-may-represent-belief-state-geometry", "published": "2026-06-24T04:39:26+00:00", "accessed": "2026-08-10", "id": "toy-transformers-may-represent-belief-state-geometry-optimally-but-not-minimally"}