GeoSAGE: A Multi-Agent Workflow for Geological Reasoning From Joint Gravity and Magnetic Inversion Models

This record archives representative outputs and supplementary materials associated with the manuscript, “GeoSAGE: A Multi-Agent Workflow for Geological Reasoning From Joint Gravity and Magnetic Inversion Models.”

The GeoSAGE source code, installation instructions, example configurations, and documentation are maintained in the public GitHub repository:

https://github.com/ZhengyangFang/GeoSAGE

This Zenodo record contains the principal computational outputs used in the manuscript. The archived files include representative results from the Hannah and Iowa case studies, including joint gravity–magnetic inversion outputs, quasi-geological models, figures, numerical summaries, and results from the LLM and grouping experiments. These materials are provided to support reproducibility of the analyses and to document the model outputs discussed in the manuscript and Supplementary Material.

The archive includes representative Hannah results generated with GPT-5.1, Gemini 2.5 Pro, Claude Sonnet 4.5, Qwen3, and GLM-5.1, together with the autonomous-grouping experiment and the corresponding Iowa case-study outputs. The source code required to reproduce and further analyze these results is provided separately through the GitHub repository above.

Any third-party data or externally sourced materials referenced by the workflow remain subject to their original licensing, access conditions, and copyright restrictions.

For questions regarding the code and archived results, please contact:

Zhengyang Fang: zhengyfang@uiowa.edu
Hang Chen: hchen117@uiowa.edu