Georgia Liu

Leveraging Large Language Models for Automated Causal Loop Diagram Generation: Enhancing System Dynamics Modeling through Curated Prompting Techniques

arXiv preprint arXiv:2503.21798 · March 2025

I developed and tested prompting strategies for translating dynamic hypotheses (text) into causal loop diagrams (CLDs) using large language models (LLMs). With curated prompting, LLMs can generate CLDs comparable in quality to expert-built ones, cutting expert analysis time 10x and lowering the barrier for novice system dynamicists.