Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? 事件

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence? arXiv:2605.28778v1 Announce Type: new Abstract: LLMs' linguistically expressed confidence should faithfully reflect their intrinsic uncertainty. While recent work shows LLMs struggle to use epistemic markers (e.g., "it is likely...") in a human-aligned fashion, it remains unclear whether models can apply their own linguistic confidence framework to associate markers with specific confidence levels in a stable