Aligning Reasoning LLMs for Materials Discovery with Physics-aware Rejection Sampling. - Lee Hyun 001; Sohee Yoon; Jinwoo Park; Sue In Chae; Seongeon Park; Jooyeon Ahn; Yebin Jung; Youjung Chung; Hogeun Chang; Sujin Park; Myeonginn Kang; Jina Kim; et al. (CoRR, 2025)