大模型对齐与安全

WHEN TO ACT, WHEN TO WAIT: Modeling the Intent-Action Alignment Problem in Dialogue

Yaoyao Qian, Jindan Huang, Yuanli Wang, Simon Yu, Kyrie Zhixuan Zhou, Jiayuan Mao, Mingfu Liang, Hanhan Zhou

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

Comments Project website: https://nanostorm.netlify.app/

Talking to Robots: A Practical Examination of Speech Foundation Models for HRI Applications

Theresa Pekarek Rosin, Julia Gachot, Henri-Leon Kordt, Matthias Kerzel, Stefan Wermter

机构 * Knowledge Technology, Department of Informatics, University of Hamburg（知识技术，信息学院，汉堡大学） 纠错

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

Comments Accepted at the workshop on Foundation Models for Social Robotics (FoMoSR) at ICSR 2025

Intelligent Condition Monitoring of Industrial Plants: An Overview of Methodologies and Uncertainty Management Strategies

Maryam Ahang, Todd Charter, Mostafa Abbasi, Maziyar Khadivi, Oluwaseyi Ogunfowora, Homayoun Najjaran

机构 * Department of Electrical and Computer Engineering, University of Victoria（电气与计算机工程系，维多利亚大学） ； Department of Mechanical Engineering, University of Victoria（机械工程系，维多利亚大学） 纠错

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

Trust Me, I'm Wrong: LLMs Hallucinate with Certainty Despite Knowing the Answer

Adi Simhi, Itay Itzhak, Fazl Barez, Gabriel Stanovsky, Yonatan Belinkov

机构 * Technion – Israel Institute of Technology（技术ion-以色列理工学院） ； University of Oxford and WhiteBox（牛津大学和WhiteBox） ； School of Computer Science and Engineering, The Hebrew University of Jerusalem（耶路撒冷希伯来大学计算机科学与工程学院） 纠错

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

A Novel Framework for Uncertainty Quantification via Proper Scores for Classification and Beyond

Sebastian G. Gruber

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

Comments PhD Thesis (cumulative, spanning 6 peer-reviewed publications)

Hierarchical Contextual Grounding LVLM: Enhancing Fine-Grained Visual-Language Understanding with Robust Grounding

Leilei Guo, Antonio Carlos Rivera, Peiyu Tang, Haoxuan Ren, Zheyu Song

机构 * Zhongkai University of Agriculture and Engineering（仲恺农业工程大学） ； EDP University of Puerto Rico: San Sebastian（波多黎各圣塞巴斯蒂安EDP大学） 纠错

专题命中 幻觉与事实性 ：alignment(abstract)