LLM-MANUF: An integrated framework of Fine-Tuning large language models for intelligent Decision-Making in manufacturing

Kaze Du, Bo Yang, Keqiang Xie, Nan Dong, Zhengping Zhang, Shilong Wang, Fan Mo

Abstract: Highlights•LLM-MANUF: An Integrated Framework of Fine-Tuning LLMs for Decision-Making;•A Dynamically Weighted Mixture of Experts Ranking Method is introduced;•An adaptive fusion decision-making strategy is proposed;•The framework demonstrates exceptional performance in O&M decision-making scenarios;•The framework overcomes parameter constraints and outperforms the 14B LLM.