From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models.

Thu, 01 Jan 2026 00:00:00 +0100

Jiaxin Zhang, Wendi Cui, Zhuohang Li, Lifu Huang, Bradley A. Malin, Caiming Xiong, Chien-Sheng Wu:
From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models. CoRR abs/2601.15690 (2026)