Training-Free Active Learning Framework in Materials Science with Large Language Models

Hongchen Wang, Rafael Espinosa Castañeda, Jay R. Werber +3

Active learning (AL) accelerates scientific discovery by prioritizing the most informative experiments, but traditional machine learning (ML) models used in AL suffer from cold-sta…