Author

Lang Liu

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Open access Jul 2026

Application of LoRA+ in Fine-Tuning Large Models for Construction Process and Its Synergy with RAG

This study provides a technical pathway and empirical evidence for deploying large models in the construction domain under resource-constrained conditions through the synergy of fine-tuning and RAG.

Weitang Zhang, Lang Liu · Computers · 0 citations