From `May' to `Is': Certainty Distortion in Language Model Rewriting 事件

From `May' to `Is': Certainty Distortion in Language Model Rewriting arXiv:2606.07951v1 Announce Type: cross Abstract: Humans increasingly turn to Language Models (LMs) in ways that shape beliefs and drive decisions, including discussing, rewriting, and summarizing information from scientific articles, news, and medical reports. However, in these domains, where how confidently a claim is expressed matters, little is known about whether LMs faithfully preserve it. In this work, we investigate ce