MuseCL: Predicting Urban Socioeconomic Indicators via Multi-Semantic Contrastive Learning. - Xixian Yong; Xiao Zhou (IJCAI, 2024)

MotiveBench: How Far Are We From Human-Like Motivational Reasoning in Large Language Models? - Xixian Yong; Jianxun Lian; Xiaoyuan Yi; Xiao Zhou 005; Xing Xie 001 (ACL (Findings), 2025)

Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens. - Xixian Yong; Xiaofang Zhou 001; Yingying Zhang; Jinlin Li; Yefeng Zheng 001; Xian Wu 001 (CoRR, 2025)