A 4B local LLM hits 67.3% on LEED v4.1 credit screening; a deterministic numeric checker lifts EA-p2 from 50% to 100%, but the full neuro-symbolic pipeline trails at 61.6%.
Journal of Building Engineering 96, 110401
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Neuro-Symbolic AI for LEED compliance: Document-Centric Benchmarking, Deterministic Numeric Checking, and When Multimodal Hurts
A 4B local LLM hits 67.3% on LEED v4.1 credit screening; a deterministic numeric checker lifts EA-p2 from 50% to 100%, but the full neuro-symbolic pipeline trails at 61.6%.