语言大模型 / LLM - arXivDaily 专题

2510.19117 2025-10-23 cs.CL cs.LG eess.SP stat.ML 88%

A Graph Signal Processing Framework for Hallucination Detection in Large Language Models

Valentin Noël

机构 * Devoteam

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.LG

Comments Preprint under review (2025). 11 pages, 7 figures. Code and scripts: to be released

2510.18918 2025-10-23 cs.CL cs.AI 87%

Misinformation Detection using Large Language Models with Explainability

Jainee Patel, Chintan Bhatt, Himani Trivedi, Thanh Thi Nguyen

机构 * Department of Computer Engineering, LDRP Institute of Technology and Research（计算机工程系，LDRP技术与研究学院）； University of Wollongong（沃林根大学）； Monash University（莫纳什大学）

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

Comments Accepted for publication in the Proceedings of the 8th International Conference on Algorithms, Computing and Artificial Intelligence (ACAI 2025)

2508.09350 2025-10-23 cs.CL 86%

Flow-SLM: Joint Learning of Linguistic and Acoustic Information for Spoken Language Modeling

Ju-Chieh Chou, Jiawei Zhou, Karen Livescu

机构 * Toyota Technological Institute at Chicago（芝加哥技术学院）； Stony Brook University（石溪大学）

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

Comments ASRU 2025. Project page: https://jjery2243542.github.io/flowslm.github.io/

2510.19318 2025-10-23 cs.CL 83%

HAD: HAllucination Detection Language Models Based on a Comprehensive Hallucination Taxonomy

Fan Xu, Xinyu Hu, Zhenghan Yu, Li Lin, Xu Zhang, Yang Zhang, Wei Zhou, Jinjie Gu, Xiaojun Wan

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学计算机技术研究院）； Alibaba Group（阿里巴巴集团）； Fudan University（复旦大学）

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

2510.19694 2025-10-23 cs.CL cs.AI 81%

Do Prompts Reshape Representations? An Empirical Study of Prompting Effects on Embeddings

Cesar Gonzalez-Gutierrez, Dirk Hovy

机构 * Polytechnic University of Catalonia（加泰罗尼亚理工大学）； Bocconi University（博科尼大学）

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

2505.09160 2025-10-23 cs.LG cs.AI cs.IT cs.NI eess.SP math.IT 81%

A Multi-Task Foundation Model for Wireless Channel Representation Using Contrastive and Masked Autoencoder Learning

Berkay Guler, Giovanni Geraci, Hamid Jafarkhani

机构 * Center for Pervasive Communications and Computing, University of California, Irvine（普及通信与计算中心，加州大学伊维特分校）； Nokia Standards（诺基亚标准）； Universitat Pompeu Fabra（庞培法布拉大学）

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

Comments - 17 pages, 7 figures, 5 tables - Submitted to IEEE JSAC Large AI Models for Future Wireless Communication Systems - Some of the results will appear in NeurIPS 2025, AI4NextG Workshop - This version is an extensive improvement in all aspects over the previous version with the same title - Dataset and implementation: https://github.com/BerkIGuler/WirelessContrastiveMaskedLearning

2505.11576 2025-10-23 cs.LG cs.AI cs.CV 73%

Concept-Guided Interpretability via Neural Chunking

Shuchen Wu, Stephan Alaniz, Shyamgopal Karthik, Peter Dayan, Eric Schulz, Zeynep Akata

机构 * Allen Institute（阿伦研究所）； University of Washington（华盛顿大学）； Télécom Paris, Institut Polytechnique de Paris（巴黎高等电信学院）； Institute of Explainable Machine Learning, Helmholtz Munich（可解释机器学习研究所，海德堡大学）； Department of Computational Neuroscience, Max Planck Institute for Biological Cybernetics（生物信息学研究所，马克斯·普朗克研究院）； Institute for Human-Centered AI, Helmholtz Munich（以人为中心的人工智能研究所，海德堡大学）

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

2510.19792 2025-10-23 cs.CY cs.AI 70%

On Controlled Change: Generative AI's Impact on Professional Authority in Journalism

Tomás Dodds, Wang Ngai Yeung, Claudia Mellado, Mathias-Felipe de Lima-Santos

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校）； Leiden University（莱顿大学）； Northeastern University（东北大学）； London University of Oxford（牛津大学伦敦分校）； Pontificia Universidad Católica de Valparaiso（瓦尔帕莱索天主教大学）； Macquarie University（麦考瑞大学）

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

2510.19678 2025-10-23 cs.CV cs.AI 70%

I Spy With My Model's Eye: Visual Search as a Behavioural Test for MLLMs

John Burden, Jonathan Prunty, Ben Slater, Matthieu Tehenan, Greg Davis, Lucy Cheke

机构 * Leverhulme Centre for the Future of Intelligence, University of Cambridge（未来智能研究中心、剑桥大学）； Department of Engineering, University of Cambridge（工程系、剑桥大学）； Department of Psychology, University of Cambridge（心理学系、剑桥大学）； Department of Computer Science, University of Cambridge（计算机科学系、剑桥大学）

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 Preprint

2510.19310 2025-10-23 cs.CL 70%

JointCQ: Improving Factual Hallucination Detection with Joint Claim and Query Generation

Fan Xu, Huixuan Zhang, Zhenliang Zhang, Jiahao Wang, Xiaojun Wan

机构 * Wangxuan Institute of Computer Technology, Peking University（王轩计算机技术研究所，北京大学）； Trustworthy Technology and Engineering Laboratory, Huawei（可信技术与工程实验室，华为）

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

2510.18037 2025-10-23 cs.LG q-bio.NC stat.ML 57%

Benchmarking Probabilistic Time Series Forecasting Models on Neural Activity

Ziyu Lu, Anna J. Li, Alexander E. Ladd, Pascha Matveev, Aditya Deole, Eric Shea-Brown, J. Nathan Kutz, Nicholas A. Steinmetz

机构 * Department of Applied Mathematics, University of Washington（应用数学系，华盛顿大学）； Department of Neurobiology and Biophysics, University of Washington（神经生物学与生物物理学系，华盛顿大学）； Allen Institute for Brain Science（脑科学研究所）； Department of Electrical and Computer Engineering, University of Washington（电气与计算机工程系，华盛顿大学）

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

Comments Accepted at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Data on the Brain & Mind

1. 知识编辑与模型理解 11 篇