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

main_pipeline

Elemental Frequency in LLM-proposed Crystal Structures (Periodic Table)

periodic_animation

How Pareto Frontiers are pushed during Iterations under Varied Optimization Objectives

pareto_evolution