一作ICML 2026Poster· Deep Learning / Large Language Models
“very likely” Means “uncertain”? How LLMs Diverge from Humans in Linguistic Uncertainty Quantification
Jinhao Duan · Zicheng Liu · Zijie Liu · Kaidi Xu · Tianlong Chen
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Jinhao Duan · Zicheng Liu · Zijie Liu · Kaidi Xu · Tianlong Chen
Jinhao Duan · Ruichen Zhang · Gengwei Zhang · Huaizhi Qu · Jie Peng · Sijia Liu · Tianlong Chen
Haozhi Fan · Jinhao Duan · Kaidi Xu
Despite the rapid advancement of Large Language Models (LLMs), uncertainty quantification in LLM generation is a persistent challenge. Although recent approaches have achieved strong performance by restricting LLMs to produce short or constrained answer sets, many real-world applications require...
Zhiyuan Wang · Jinhao Duan · Qingni Wang · Xiaofeng Zhu · Tianlong Chen · Xiaoshuang Shi · Kaidi Xu