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Ying Shen · Zhiyang Xu · Jiuhai Chen · Shizhe Diao · Jiaxin Zhang · Yuguang Yao · Joy Rimchala · Ismini Lourentzou · Lifu Huang
Shiping Gao · Hongzhan Chen · Xiaojun Quan · Qifan Wang · Lifu Huang
Jiaxin Zhang · Wendi Cui · Zhuohang Li · Lifu Huang · Bradley A. Malin · Caiming Xiong · Chien-Sheng Wu
While Large Language Models (LLMs) show remarkable capabilities, their unreliability remains a critical barrier to deployment in high-stakes domains. This survey charts a functional evolution in addressing this challenge: the evolution of uncertainty from a passive diagnostic metric to an active...