作者位次 #3/6ACL 2026Findings· Findings of ACL
Clustered Self-Assessment: A Simple yet Effective Method for Uncertainty Quantification in Large Language Models
Qi Cao · Takeshi Kojima · Andrew Gambardella · Helinyi Peng · Yutaka Matsuo · Yusuke Iwasawa
摘要
Large language models (LLMs) demonstrate remarkable performance across diverse tasks, but they often generate responses that appear plausible while being factually incorrect. This problem is compounded by the lack of explicit uncertainty estimates, which makes it difficult for users to judge the...