Large Language Models Are Innate Crystal Structure Generators

An evolutionary search pipeline for crystal structure generation (CSG) and crystal structure prediction (CSP) with Large Language Models (LLMs) without fine-tuning.

Pipeline Overview

Elemental Frequency in LLM-proposed Crystal Structures

Pareto Frontier Evolution