Reasoning-Enhanced Large Language Models for Molecular Property Prediction. - Jiaxi Zhuang; Yaorui Shi; Jue Hou 003; Yunong He; Mingwei Ye; Mingjun Xu; Yuming Su; Linfeng Zhang 002; Ying Qian; Linfeng Zhang 001; Guolin Ke; Hengxing Cai (CoRR, 2025)