大模型对齐与安全

The Trust Calibration Maturity Model for Characterizing and Communicating Trustworthiness of AI Systems

Scott T Steinmetz, Asmeret Naugle, Paul Schutte, Matt Sweitzer, Alex Washburne, Lisa Linville, Daniel Krofcheck, Michal Kucer, Samuel Myren

专题命中 幻觉与事实性 ：safety(abstract)；分类 cs.CY、cs.LG

Comments 19 pages, 4 figures, 3 tables

Mathematical Analysis of Hallucination Dynamics in Large Language Models: Uncertainty Quantification, Advanced Decoding, and Principled Mitigation

Moses Kiprono

机构 * Catholic University of America（美国天主教大学） 纠错

专题命中 幻觉与事实性 ：alignment(abstract)；分类 cs.CL、cs.AI

Comments 10 pages, theoretical/mathematical LLM research, no figures, intended for peer-reviewed journal

Optimizing In-Context Learning for Efficient Full Conformal Prediction

Weicao Deng, Sangwoo Park, Min Li, Osvaldo Simeone

专题命中 幻觉与事实性 ：trustworthy(abstract)；分类 cs.LG

Comments 5 pages, 3 figures