语言大模型 / LLM

GENUINE: Graph Enhanced Multi-level Uncertainty Estimation for Large Language Models

Tuo Wang, Adithya Kulkarni, Tyler Cody, Peter A. Beling, Yujun Yan, Dawei Zhou

机构 * Virginia Polytechnic Institute and State University（弗吉尼亚理工学院和州立大学） ； Ball State University（巴尔的摩州立大学） ； Dartmouth College（达特茅斯学院） 纠错

专题命中 知识编辑与模型理解 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by EMNLP 2025

SpecifyUI: Supporting Iterative UI Design Intent Expression through Structured Specifications and Generative AI

Yunnong Chen, Chengwei Shi, Liuqing Chen

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments 27 pages, 12 figures

Prompt the Unseen: Evaluating Visual-Language Alignment Beyond Supervision

Raehyuk Jung, Seungjun Yu, Hyunjung Shim

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

Comments Link to publicly available codes is added

Rule-Based Moral Principles for Explaining Uncertainty in Natural Language Generation

Zahra Atf, Peter R Lewis

机构 * Faculty of Business and Information Technology（商业与信息技术学院） ； Ontario Tech University（安大略技术大学） 纠错

专题命中 知识编辑与模型理解 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments This paper was accepted for presentation at the 35th IEEE International Conference on Collaborative Advances in Software and Computing. Conference website:https://conf.researchr.org/home/cascon-2025

Unlearning vs. Obfuscation: Are We Truly Removing Knowledge?

Guangzhi Sun, Potsawee Manakul, Xiao Zhan, Mark Gales

机构 * Department of Engineering, University of Cambridge（剑桥大学工程系） ； Department of Informatics, King’s College London（伦敦大学国王学院信息学院） ； SCB 10X, SCBX Group（SCB 10X，SCBX集团） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.AI、cs.LG

Comments To Appear in EMNLP 2025 main conference

MEMIT-Merge: Addressing MEMIT's Key-Value Conflicts in Same-Subject Batch Editing for LLMs

Zilu Dong, Xiangqing Shen, Rui Xia

机构 * School of Computer Science and Engineering, Nanjing University of Science and Technology, China（计算机科学与工程学院，南京理工大学） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted by ACL2025 findings

Transferable Direct Prompt Injection via Activation-Guided MCMC Sampling

Minghui Li, Hao Zhang, Yechao Zhang, Wei Wan, Shengshan Hu, pei Xiaobing, Jing Wang

机构 * School of Software Engineering, Huazhong University of Science and Technology（华中科技大学软件学院） ； School of Cyber Science and Engineering, Huazhong University of Science and Technology（华中科技大学网络安全学院） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） ； Faculty of Data Science, City University of Macau（澳门城市大学数据科学学院） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted to EMNLP 2025

When Do Neural Networks Learn World Models?

Tianren Zhang, Guanyu Chen, Feng Chen

机构 * Department of Automation, Tsinghua University, Beijing, China（自动化系，清华大学，北京，中国） 纠错

专题命中 知识编辑与模型理解 ：large language model(abstract)；language model(abstract)；分类 cs.LG

Comments ICML 2025; ICLR 2025 World Models Workshop (oral, outstanding paper award)

HALT-RAG: A Task-Adaptable Framework for Hallucination Detection with Calibrated NLI Ensembles and Abstention

Saumya Goswami, Siddharth Kurra

专题命中 知识编辑与模型理解 ：language model(abstract)；分类 cs.CL、cs.AI