语言大模型 / LLM

Emergent Lexical Semantics in Neural Language Models: Testing Martin's Law on LLM-Generated Text

神经语言模型中涌现的词义语义：在LLM生成文本中检验Martin定律

Kai Kugler

机构 * Trier University（特里尔大学） 纠错

专题命中 其他LLM ：LLM(title,abstract)；language model(title,abstract)；分类 cs.CL

AI总结 本研究通过分析神经语言模型生成文本中的词义语义，验证了马丁定律在训练过程中的非单调发展轨迹，并揭示了模型规模与语义稳定性之间的关系。

Comments paper draft

UniChange: Unifying Change Detection with Multimodal Large Language Model

UniChange: 通过多模态大语言模型统一变化检测

Xu Zhang, Danyang Li, Xiaohang Dong, Tianhao Wu, Hualong Yu, Jianye Wang, Qicheng Li, Xiang Li

机构 * TMCC, Computer Science, Nankai University（天津大学计算机学院，南开大学） ； VCIP, Computer Science, Nankai University（南开大学计算机科学系） ； NKIARI, Futian, Shenzhen（深圳福田国家工程研究中心） ； CMEE, Sichuan Agricultural University（四川农业大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

AI总结 UniChange通过多模态大语言模型统一变化检测任务，引入特殊标记和文本提示，实现BCD和SCD的统一，并在多个基准测试中取得最佳性能。

Random Text, Zipf's Law, Critical Length,and Implications for Large Language Models

随机文本、齐夫定律、临界长度及对大语言模型的启示

Vladimir Berman

机构 * Aitiologia LLC（Aitiologia公司） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

AI总结 该研究通过简单模型推导出词长、词汇增长和齐夫定律之间的关系，揭示了随机文本中词频分布的结构基础。

HFL-FlowLLM: Large Language Models for Network Traffic Flow Classification in Heterogeneous Federated Learning

Jiazhuo Tian, Yachao Yuan

机构 * School of Future Science and Engineering（未来科学与工程学院） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Decision and Gender Biases in Large Language Models: A Behavioral Economic Perspective

Luca Corazzini, Elisa Deriu, Marco Guerzoni

机构 * DEMS, University of Bicocca（DEMS，比科卡大学） ； DEMS, University of Bicocca and BETA, University of Strasbourg（DEMS，比科卡大学和BETA，斯特拉斯堡大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Multi-Scale Feature Fusion and Graph Neural Network Integration for Text Classification with Large Language Models

Xiangchen Song, Yulin Huang, Jinxu Guo, Yuchen Liu, Yaxuan Luan

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Exploring Multimodal Perception in Large Language Models Through Perceptual Strength Ratings

Jonghyun Lee, Dojun Park, Jiwoo Lee, Hoekeon Choi, Sung-Eun Lee

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Published in IEEE Access

Journal ref IEEE Access, vol. 13, pp. 176751-176769, 2025

Are Multimodal Large Language Models Pragmatically Competent Listeners in Simple Reference Resolution Tasks?

Simeon Junker, Manar Ali, Larissa Koch, Sina Zarrieß, Hendrik Buschmeier

机构 * Bielefeld University（比勒菲尔德大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments To appear in ACL Findings 2025

Journal ref Findings of the Association for Computational Linguistics: ACL 2025, pp. 24101-24109

Multilingual Political Views of Large Language Models: Identification and Steering

Daniil Gurgurov, Katharina Trinley, Ivan Vykopal, Josef van Genabith, Simon Ostermann, Roberto Zamparelli

机构 * Saarland University（萨尔兰州大学） ； University of Trento（特伦特大学） ； Brno University of Technology（布拉格技术大学） ； Kempelen Institute of Intelligent Technologies（凯姆佩尔智能技术研究所） ； German Research Center for AI (DFKI)（人工智能德国研究中心（DFKI）） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments pre-print

HarmNet: A Framework for Adaptive Multi-Turn Jailbreak Attacks on Large Language Models

Sidhant Narula, Javad Rafiei Asl, Mohammad Ghasemigol, Eduardo Blanco, Daniel Takabi

机构 * University of Arizona（亚利桑那大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments This paper has been accepted for presentation at the Conference on Applied Machine Learning in Information Security (CAMLIS 2025)

The Translation Barrier Hypothesis: Multilingual Generation with Large Language Models Suffers from Implicit Translation Failure

Niyati Bafna, Tianjian Li, Kenton Murray, David R. Mortensen, David Yarowsky, Hale Sirin, Daniel Khashabi

机构 * Johns Hopkins University, Center for Language and Speech Processing（约翰霍普金斯大学，语言与语音处理中心） ； Language Technologies Institute, Carnegie Mellon University（语言技术研究所，卡内基梅隆大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 28 pages, incl. appendix

Integrating Large Language Models and Reinforcement Learning for Sentiment-Driven Quantitative Trading

Wo Long, Wenxin Zeng, Xiaoyu Zhang, Ziyao Zhou

机构 * Wo Long（未知） ； Wenxin Zeng（未知） ； Xiaoyu Zhang（未知） ； Ziyao Zhou（未知） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

Towards the Worst-case Robustness of Large Language Models

Huanran Chen, Yinpeng Dong, Zeming Wei, Hang Su, Jun Zhu

机构 * Tsinghua Univerisity（清华大学） ； Peking University（北京大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

HFuzzer: Testing Large Language Models for Package Hallucinations via Phrase-based Fuzzing

Yukai Zhao, Menghan Wu, Xing Hu, Xin Xia

机构 * School of Software Technology, Zhejiang University, Ningbo, China（软件技术学院，浙江大学，宁波，中国） ； The State Key Laboratory of Blockchain and Data Security, Zhejiang University, Hangzhou, China（区块链与数据安全国家重点实验室，浙江大学，杭州，中国） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments Accepted by ASE25

INGRID: Intelligent Generative Robotic Design Using Large Language Models

Guanglu Jia, Ceng Zhang, Gregory S. Chirikjian

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments We are revising it

From keywords to semantics: Perceptions of large language models in data discovery

Maura E Halstead, Mark A. Green, Caroline Jay, Richard Kingston, David Topping, Alexander Singleton

机构 * University of Manchester, UK（曼彻斯特大学） ； University of Liverpool, UK（利物浦大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Galton's Law of Mediocrity: Why Large Language Models Regress to the Mean and Fail at Creativity in Advertising

Matt Keon, Aabid Karim, Bhoomika Lohana, Abdul Karim, Thai Nguyen, Tara Hamilton, Ali Abbas

机构 * mv Research Lab（55mv研究实验室） ； Monash University（莫纳什大学） ； School of Engineering, Western Sydney University（西澳大学工程学院） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

PhenoMoler: Phenotype-Guided Molecular Optimization via Chemistry Large Language Model

Ran Song, Hui Liu

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Personality Vector: Modulating Personality of Large Language Models by Model Merging

Seungjong Sun, Seo Yeon Baek, Jang Hyun Kim

机构 * Department of Human-Artificial Intelligence Interaction, Sungkyunkwan University（人类-人工智能交互系，成均馆大学） ； Department of Immersive Media Engineering, Sungkyunkwan University（沉浸式媒体工程系，成均馆大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments EMNLP 2025

SilentStriker:Toward Stealthy Bit-Flip Attacks on Large Language Models

Haotian Xu, Qingsong Peng, Jie Shi, Huadi Zheng, Yu Li, Cheng Zhuo

机构 * Zhejiang University（浙江大学） ； Huawei（华为） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

A Status Quo Investigation of Large Language Models towards Cost-Effective CFD Automation with OpenFOAMGPT: ChatGPT vs. Qwen vs. Deepseek

Wenkang Wang, Ran Xu, Jingsen Feng, Qingfu Zhang, Xu Chu

机构 * International Research Institute for Multidisciplinary Science, Beihang University, 100191 Beijing, China（多学科科学国际研究院，北航） ； Cluster of Excellence SimTech, University of Stuttgart, Stuttgart, Germany（卓越仿真技术集群，斯图加特大学） ； Faculty of Environment, Science and Economy, University of Exeter, Exeter EX4 4QF, United Kingdom（环境、科学与经济学院，埃克塞特大学） ； Institute of Fluid Mechanics, Beihang University, 100191 Beijing, China（流体力学研究所，北航） ； Institute of Thermodynamics（热力学研究所） 纠错

专题命中 其他LLM ：language model(title,abstract)；large language model(title)；prompting(abstract)；分类 cs.CL

Validating Solidity Code Defects using Symbolic and Concrete Execution powered by Large Language Models

Ştefan-Claudiu Susan, Andrei Arusoaie, Dorel Lucanu

机构 * Alexandru Ioan Cuza University of Iași（伊亚舒亚努-伊奥安·库扎大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments In Proceedings FROM 2025, arXiv:2509.11877

Journal ref EPTCS 427, 2025, pp. 98-116

Acquiescence Bias in Large Language Models

Daniel Braun

机构 * Marburg University（马尔堡大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted to EMNLP 2025 Findings

SCOP: Evaluating the Comprehension Process of Large Language Models from a Cognitive View

Yongjie Xiao, Hongru Liang, Peixin Qin, Yao Zhang, Wenqiang Lei

机构 * Sichuan University（四川大学） ； Engineering Research Center of Machine Learning and Industry Intelligence, Ministry of Education（教育部机器学习与工业智能工程研究中心） ； School of Statistics and Data Science, AAIS, Nankai University（南开大学统计与数据科学学院） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

CoCoTen: Detecting Adversarial Inputs to Large Language Models through Latent Space Features of Contextual Co-occurrence Tensors

Sri Durga Sai Sowmya Kadali, Evangelos E. Papalexakis

机构 * University of California, Riverside（加州大学河滨分校） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

SDGO: Self-Discrimination-Guided Optimization for Consistent Safety in Large Language Models

Peng Ding, Wen Sun, Dailin Li, Wei Zou, Jiaming Wang, Jiajun Chen, Shujian Huang

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025 (Main Conference), 15 pages, 4 figures, 6 tables

Length Representations in Large Language Models

Sangjun Moon, Dasom Choi, Jingun Kwon, Hidetaka Kamigaito, Manabu Okumura

机构 * Chungnam National University（Chungnam 国立大学） ； Nara Institute of Science and Technology (NAIST)（奈良科学技术研究所） ； Institute of Science Tokyo（东京科学研究所） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted to EMNLP 2025 Findings

Large Language Models Do Not Simulate Human Psychology

Sarah Schröder, Thekla Morgenroth, Ulrike Kuhl, Valerie Vaquet, Benjamin Paaßen

机构 * Faculty of Technology, Bielefeld University（技术学院，比勒菲尔德大学） ； Department of Psychological Sciences, Purdue University（心理学科学系，普渡大学） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Semantic Encryption: Secure and Effective Interaction with Cloud-based Large Language Models via Semantic Transformation

Dong Chen, Tong Yang, Feipeng Zhai, Pengpeng Ouyang, Qidong Liu, Yafei Li, Chong Fu, Mingliang Xu

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Automated Code Review Using Large Language Models at Ericsson: An Experience Report

Shweta Ramesh, Joy Bose, Hamender Singh, A K Raghavan, Sujoy Roychowdhury, Giriprasad Sridhara, Nishrith Saini, Ricardo Britto

机构 * Ericsson（爱立信） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 6 pages, 4 figures, 1 table. Accepted in ICSME 2025 conference in Auckland