04:00
2026-07-20
arxiv.org
artificial-intelligence
Neuro-Symbolic AI for LEED compliance: Document-Centric Benchmarking, Deterministic Numeric Checking, and When Multimodal Hurts
A neuro-symbolic pipeline using a 4-billion-parameter language model (gemma3:4b) achieved 67.3% accuracy in screening LEED v4.1 BD+C certification documents, outperforming an 8-billion-parameter model…