{"ok":true,"article":{"slug":"treat-evaluating-access-to-formal-knowledge-across-equivalent-mathematical-repre-e3397418","title":"TREAT: Evaluating Access to Formal Knowledge across Equivalent Mathematical Representations","url":"https://arxiv.org/abs/2608.07540","canonical":"https://www.aimode.news/article/treat-evaluating-access-to-formal-knowledge-across-equivalent-mathematical-repre-e3397418","sourceName":"arXiv cs.AI","summary":"arXiv:2608.07540v1 Announce Type: new Abstract: AI systems increasingly operate between flexible input representations and formal objects used by downstream tools. A key challenge is recognizing when an unfamiliar formulation denotes a known formal object. We study this challenge through theorem recognition: given an…","category":"AI","image":"https://static.arxiv.org/icons/twitter/arxiv-logo-twitter-square.png","lang":"en","publishedAt":"2026-08-11T04:00:00+00:00","createdAt":"2026-08-11T19:09:30.456448+00:00"}}