Author

Peng Pan

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Preprint Aug 2026

BEST-KAG: Enhancing Question Answering of Building Engineering Standards with Multimodal Knowledge Graph Modeling and Large Language Model

A multimodal knowledge-driven framework that supports question answering on standard knowledge named BEST-KAG (Knowledge-Augmented Generation for Building Engineering STandards), which consistently outperforms multiple mainstream LLMs in terms of Expert evaluation, and metrics including BLEU, and ROUGE.

Jiarui Lin, Junxi Guo, Ke-Yin Chen et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Intelligent Identification and Repair of Design Defects in BIM via Domain-Specific Large Language Models

This study establishes an end-to-end prototype from raw BIM data input, through defect identification, to repair suggestion generation, and establishes an end-to-end prototype to identify and repair various defects in BIM via domain-specific LLMs.

Jia-Rui Lin, Yunzhen Cai, Xiang Ni et al. · 0 citations