{"type": "article", "title": "Neuro-Symbolic AI for LEED compliance: Document-Centric Benchmarking, Deterministic Numeric Checking, and When Multimodal Hurts", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/neuro-symbolic-ai-for-leed-compliance-document-centric-benchmarking-numeric-and", "original_source": "https://arxiv.org/abs/2607.15647", "published": "2026-07-20T04:00:00+00:00", "accessed": "2026-07-22", "id": "neuro-symbolic-ai-for-leed-compliance-document-centric-benchmarking-numeric-and"}