作者位次 #5/7ACL 2026Findings· Findings of ACL
From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models
Jiaxin Zhang · Wendi Cui · Zhuohang Li · Lifu Huang · Bradley A. Malin · Caiming Xiong · Chien-Sheng Wu
摘要
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...