Training-Free Active Learning Framework in Materials Science with Large Language Models. - Hongchen Wang; Rafael Espinosa Castañeda; Jay Werber; Yao Fehlis; Edward Kim 005; Jason Hattrick-Simpers (CoRR, 2025)