语言大模型 / LLM

Multi-stage Prompt Refinement for Mitigating Hallucinations in Large Language Models

Jung-Woo Shim, Yeong-Joon Ju, Ji-Hoon Park, Seong-Whan Lee

机构 * Department of Artificial Intelligence, Korea University（人工智能系，韩国大学） 纠错

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

Comments 22 pages, 6 figures

CPR: Mitigating Large Language Model Hallucinations with Curative Prompt Refinement

Jung-Woo Shim, Yeong-Joon Ju, Ji-Hoon Park, Seong-Whan Lee

机构 * Department of Artificial Intelligence, Korea University（人工智能系，韩国大学） 纠错

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

Comments 2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 7 pages, 2 figures

Journal ref 2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Kuching, Malaysia, 2024, pp. 1604-1609

Uncertainty Quantification for Hallucination Detection in Large Language Models: Foundations, Methodology, and Future Directions

Sungmin Kang, Yavuz Faruk Bakman, Duygu Nur Yaldiz, Baturalp Buyukates, Salman Avestimehr

机构 * University of Southern California（南加州大学） ； University of Birmingham（伯明翰大学） 纠错

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

Comments 24 pages, 3 figures, magazine

Cottontail: Large Language Model-Driven Concolic Execution for Highly Structured Test Input Generation

Haoxin Tu, Seongmin Lee, Yuxian Li, Peng Chen, Lingxiao Jiang, Marcel Böhme

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

Comments To appear on the 2026 IEEE Symposium on Security and Privacy (22 pages, with detailed Appendix)

From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing

Chengrui Xiang, Tengfei Ma, Xiangzheng Fu, Yiping Liu, Bosheng Song, Xiangxiang Zeng

机构 * College of Computer Science and Electronic Engineering, Hunan University（计算机科学与电子工程学院，湖南大学） 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

Comments 16 pages, 4 figures, 13 tables. Accepted by EMNLP 2025 (Findings)

Credal Transformer: A Principled Approach for Quantifying and Mitigating Hallucinations in Large Language Models

Shihao Ji, Zihui Song, Jiajie Huang

机构 * Zaozhuang No.28 Middle School（邹庄28号中学） ； Tengzhou No.1 High School（滕州1号高中） ； Xi’an Jiaotong University（西安交通大学） 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

StyleDecipher: Robust and Explainable Detection of LLM-Generated Texts with Stylistic Analysis

Siyuan Li, Aodu Wulianghai, Xi Lin, Guangyan Li, Xiang Chen, Jun Wu, Jianhua Li

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Shanghai Key Laboratory of Integrated Administration Technologies for Information Security（上海信息安全集成管理技术重点实验室） ； State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，中国科学院自动化研究所） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） 纠错

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

Teaching Language Models to Faithfully Express their Uncertainty

Bryan Eikema, Evgenia Ilia, José G. C. de Souza, Chrysoula Zerva, Wilker Aziz

机构 * University of Amsterdam（阿姆斯特丹大学） ； Outsystems（Outsystems公司） ； Instituto de Telecomunicações（电信研究所） ； Instituto Superior Técnico, Universidade de Lisboa（里斯本大学电信研究所） 纠错

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

HEAR: An EEG Foundation Model with Heterogeneous Electrode Adaptive Representation

Zhige Chen, Chengxuan Qin, Wenlong You, Rui Liu, Congying Chu, Rui Yang, Kay Chen Tan, Jibin Wu

专题命中 知识编辑与模型理解 ：foundation model(title,abstract)

Unveiling the Vulnerability of Graph-LLMs: An Interpretable Multi-Dimensional Adversarial Attack on TAGs

Bowen Fan, Zhilin Guo, Xunkai Li, Yihan Zhou, Bing Zhou, Zhenjun Li, Rong-Hua Li, Guoren Wang

机构 * Beijing Institute of Technology（北京理工大学） ； Shandong University（山东大学） ； Shenzhen Institute of Technology（深圳理工大学） 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.LG

Comments 12 pages, 4 figures

Generation Space Size: Understanding and Calibrating Open-Endedness of LLM Generations

Sunny Yu, Ahmad Jabbar, Robert Hawkins, Dan Jurafsky, Myra Cheng

机构 * Department of Computer Science, Stanford University（计算机科学系，斯坦福大学） ； Department of Linguistics, Stanford University（语言学系，斯坦福大学） 纠错

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

MLRIP: Pre-training a military language representation model with informative factual knowledge and professional knowledge base

Hui Li, Xuekang Yang

机构 * School of Automation, Nanjing University of Science and Technology（自动化学院，南京理工大学） 纠错

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

Comments 12 pages, 6 figures

IP-Augmented Multi-Modal Malicious URL Detection Via Token-Contrastive Representation Enhancement and Multi-Granularity Fusion

Ye Tian, Yanqiu Yu, Liangliang Song, Zhiquan Liu, Yanbin Wang, Jianguo Sun

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