From Trust to Action: Large Language Models for Scientific Discovery and Decision Support
AI in Metallurgy (AIMET), Mechelen, Belgium
Research output
Publications
Peer-reviewed articles, perspectives, and current preprints across scientific language models, materials science, computer vision, and apparel engineering.
Google ScholarRef.PublicationYear
- P1
Elicitation Matters: How Prompts and Query Protocols Shape LLM Surrogates under Sparse Observations
Lei Ge, Samuel J. Cooper
arXiv:2605.04764Preprint - P2
From Prompt to Protocol: Fast Charging Batteries with Large Language Models
Lei Ge, Ferran B. Planella, Stephen G. Baird, Samuel J. Cooper
arXiv:2601.09626Preprint - P3
Do Llamas Understand the Periodic Table?
Lei Ge, Samuel J. Cooper
Digital Discovery, 4(12), 3455–3465Journal article - P4
Materials Science in the Era of Large Language Models: A Perspective
Lei Ge, Ronan Docherty, Samuel J. Cooper
Digital Discovery, 3(7), 1257–1272Perspective - P5
A Vision-Based Approach to Mapping Flexible Objects for Garment Development
Lei Ge, Xiaohui Li
Textile Research Journal, 93(15–16), 3381–3395Journal article - P6
A New Approach to 3D Pattern-Making for the Apparel Industry: Graphic Coding-Based Localization
Lei Ge, Xiaohui Li
Computers in Industry, 136, 103587Journal article - P7
Review of Digital Pattern-Making Technology in Garment Production
Lei Ge, Xiaohui Li
Journal of Textile Research, 43(4), 203–209Review - P8
A Pattern-Making Approach to Improving Zero-Waste Fashion Design
Lei Ge, Xiaohui Li
Fashion Practice, 13(3), 443–463Journal article
Talks & posters
Invited and selected presentations at conferences and workshops.
Do Llamas See the Periodic Table in 3D? Geometry and Layerwise Representations
NeurIPS AI for Science Workshop, San Diego, USA
From Prompt to Protocol: Fast Charging Batteries with Large Language Models
AI4AM, Madrid, Spain
Unveiling 3D Geometries in LLMs: The Representation and Recall of Periodic Elements
AI4AM, San Sebastian, Spain
Large Language Models in Materials Science
L2M3, EPFL, Switzerland
LLMs Know Chemistry: Representation of the Periodic Table in Large Language Models
Oxford Modelling Symposium, Oxford, UK
Battery GPT? Materials Science in the Era of Large Language Models
Oxford Modelling Symposium, Oxford, UK
Do Llamas Understand Chemistry?
AI for Materials Summer School, Karlsruhe, Germany