← Publications
2026 / PUBLICATION

Leveraging LLMs for Environmental Complexity: Structured Fine-Tuning Data Sets and Deployment Strategies

Environmental Science & Technology

Chuke Chen, Nan Li, Jianchuan Qi, H. Chang, Wenjie Shi, Jinliang Xie, Jiayi Yuan, Hang Yang, Jing Guo, Changqing Xu, Ming Xu

To be added

Citations11OpenAlex · 2026-10-19
DOI10.1021/acs.est.5c09526 ↗
Related membersMing Xu ↗Nan Li ↗Jianchuan Qi ↗
Graphical abstract comparing textbook fine-tuning with agentic tools and reflection, connected to model evaluation.
Chuke Chen et al., 2026 · Source · Rights

Environmental LLM fine-tuning and agentic workflows