Software Engineers Leverage LLMs For Automatic Equation Discovery
LLMs automate equation discovery with text generation & optimization, outperforming state-of-the-art models on nonlinear dynamic systems.
This is a Plain English Papers summary of a research paper called LLM4ED: Large Language Models for Automatic Equation Discovery. If you like these kinds of analysis, you should subscribe to the AImodels.fyi newsletter or follow me on Twitter. Overview This paper introduces a new framework for automatically discovering physical laws and governing equations from data using large language models (LLMs). The key idea is to leverage the text generation capabilities of LLMs to produce diverse candidate equations, and then optimize these equations based on observational data. The framework...