语言大模型 / LLM

Watermarks for Embeddings-as-a-Service Large Language Models

用于嵌入式即服务大语言模型的水印

Anudeex Shetty

机构 * The University of Melbourne（墨尔本大学） 纠错

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

AI总结 本研究提出WET技术，通过线性变换增强EaaS水印的鲁棒性，以防御模仿攻击。

Lost in the Pipeline: How Well Do Large Language Models Handle Data Preparation?

数据准备中迷失：大型语言模型如何处理数据准备？

Matteo Spreafico, Ludovica Tassini, Camilla Sancricca, Cinzia Cappiello

机构 * Politecnico di Milano（米兰理工学院） 纠错

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

AI总结 本文研究了大型语言模型在数据准备任务中的表现，通过对比传统工具和微调模型，评估其在数据概览和清理方面的有效性。

Large language models for folktale type automation based on motifs: Cinderella case study

Tjaša Arčon, Marko Robnik-Šikonja, Polona Tratnik

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

Confidence Calibration in Large Language Model-Based Entity Matching

Iris Kamsteeg, Juan Cardenas-Cartagena, Floris van Beers, Gineke ten Holt, Tsegaye Misikir Tashu, Matias Valdenegro-Toro

机构 * Bernoulli Institute, University of Groningen（格罗宁根大学伯努利研究所） 纠错

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

Comments 9 pages, 2 figures. UncertaiNLP 2025 Workshop @ EMNLP Camera Ready

On the Representations of Entities in Auto-regressive Large Language Models

Victor Morand, Josiane Mothe, Benjamin Piwowarski

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

Comments Accepted at BlackBoxNLP@EMNLP2025

Finish First, Perfect Later: Test-Time Token-Level Cross-Validation for Diffusion Large Language Models

Runchu Tian, Junxia Cui, Xueqiang Xu, Feng Yao, Jingbo Shang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of California San Diego（加州大学圣地亚哥分校） 纠错

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

Comments 17 pages, 8 figures. Work in progress

DMark: Order-Agnostic Watermarking for Diffusion Large Language Models

Linyu Wu, Linhao Zhong, Wenjie Qu, Yuexin Li, Yue Liu, Shengfang Zhai, Chunhua Shen, Jiaheng Zhang

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

CATMark: A Context-Aware Thresholding Framework for Robust Cross-Task Watermarking in Large Language Models

Yu Zhang, Shuliang Liu, Xu Yang, Xuming Hu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； South China University of Technology（华南理工大学） 纠错

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

The Outputs of Large Language Models are Meaningless

Anandi Hattiangadi, Anders J. Schoubye

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

Comments 24 pages, 2 figures, forthcoming in Herman Cappelen and Rachel Sterken, eds. Communicating with AI: Philosophical Perspectives. Oxford: Oxford University Press

MUSE: MCTS-Driven Red Teaming Framework for Enhanced Multi-Turn Dialogue Safety in Large Language Models

Siyu Yan, Long Zeng, Xuecheng Wu, Chengcheng Han, Kongcheng Zhang, Chong Peng, Xuezhi Cao, Xunliang Cai, Chenjuan Guo

机构 * East China Normal University（东华大学） ； Xi’an Jiaotong University（西安交通大学） ； Meituan（美团） ； Zhejiang University（浙江大学） 纠错

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

Comments EMNLP 2025 main conference

The Anti-Ouroboros Effect: Emergent Resilience in Large Language Models from Recursive Selective Feedback

Sai Teja Reddy Adapala

机构 * University of North Carolina at Charlotte（北卡罗来纳大学夏洛特分校） 纠错

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

Comments 5 pages, 3 figures, 2 tables. Code is available at: https://github.com/imsaitejareddy/ouroboros-effect-experiment

Beyond Frequency: The Role of Redundancy in Large Language Model Memorization

Jie Zhang, Qinghua Zhao, Chi-ho Lin, Zhongfeng Kang, Lei Li

机构 * Semyung University（_semyung大学） ； University of Copenhagen（哥本哈根大学） ； University of Washington（华盛顿大学） ； SAIBD, Hefei University（合肥大学） ； School of Information Science and Engineering, Lanzhou University（兰州大学信息科学与工程学院） 纠错

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

Comments 8 figures

Building and Measuring Trust between Large Language Models

Maarten Buyl, Yousra Fettach, Guillaume Bied, Tijl De Bie

机构 * Ghent University（根特大学） 纠错

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

Attention Basin: Why Contextual Position Matters in Large Language Models

Zihao Yi, Delong Zeng, Zhenqing Ling, Haohao Luo, Zhe Xu, Wei Liu, Jian Luan, Wanxia Cao, Ying Shen

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

Embracing Large Language Models in Traffic Flow Forecasting

Yusheng Zhao, Xiao Luo, Haomin Wen, Zhiping Xiao, Wei Ju, Ming Zhang

机构 * State Key Laboratory for Multimedia Information Processing, School of Computer Science, PKU-Anker LLM Lab, Peking University（信息处理国家重点实验室、计算机学院、PKU-Anker LLM实验室、北京大学） ； Department of Computer Science, University of California, Los Angeles（计算机科学系、加州大学洛杉矶分校） ； Carnegie Mellon University（卡内基梅隆大学） ； Paul G. Allen School of Computer Science and Engineering, University of Washington（保罗·G·阿伦计算机科学与工程学院、华盛顿大学） 纠错

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

Comments Accepted by ACL 2025

Spike No More: Stabilizing the Pre-training of Large Language Models

Sho Takase, Shun Kiyono, Sosuke Kobayashi, Jun Suzuki

机构 * SB Intuitions ； Tohoku University（东大大学） 纠错

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

Comments COLM 2025

How to Retrieve Examples in In-context Learning to Improve Conversational Emotion Recognition using Large Language Models?

Mengqi Wang, Tiantian Feng, Shrikanth Narayanan

机构 * Wang Feng Narayanan University of Southern California（王峰纳拉亚南美国南加州大学） 纠错

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

How Large Language Models play humans in online conversations: a simulated study of the 2016 US politics on Reddit

Daniele Cirulli, Giulio Cimini, Giovanni Palermo

机构 * Enrico Fermi Research Center（恩里科·费米研究中心） ； Physics Department and INFN, University of Rome Tor Vergata（罗马托尔维加塔大学物理系和INFN） 纠错

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

SPBA: Utilizing Speech Large Language Model for Backdoor Attacks on Speech Classification Models

Wenhan Yao, Fen Xiao, Xiarun Chen, Jia Liu, YongQiang He, Weiping Wen

机构 * School of Computer Science（计算机科学学院） ； School of Software Microelectronics（软件微电子学院） ； Software Microelectronics（软件微电子） 纠错

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

Comments Accepted by IJCNN 2025

EnsemW2S: Enhancing Weak-to-Strong Generalization with Large Language Model Ensembles

Aakriti Agrawal, Mucong Ding, Zora Che, Chenghao Deng, Anirudh Satheesh, Bang An, Bayan Bruss, John Langford, Furong Huang

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

Comments Manuscript uploaded as version2 of arXiv:2410.04571

Evaluating Morphological Compositional Generalization in Large Language Models

Mete Ismayilzada, Defne Circi, Jonne Sälevä, Hale Sirin, Abdullatif Köksal, Bhuwan Dhingra, Antoine Bosselut, Duygu Ataman, Lonneke van der Plas

机构 * EPFL（瑞士联邦理工学院） ； Idiap Research Institute（Idiap研究机构） ； Duke University（杜克大学） ； Brandeis University（布兰迪斯大学） ； LMU Munich（慕尼黑大学） ； University of Cambridge（剑桥大学） ； Johns Hopkins University（约翰霍普金斯大学） ； Università della Svizzera Italiana（瑞士意大利大学） ； New York University（纽约大学） 纠错

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

Comments Accepted to NAACL 2025

M2WLLM: Multi-Modal Multi-Task Ultra-Short-term Wind Power Prediction Algorithm Based on Large Language Model

Hang Fana, Mingxuan Lib, Zuhan Zhanga, Long Chengc, Yujian Ye, Dunnan Liua

机构 * School of Economics and Management, North China Electric Power University（华北电力大学经济管理学院） ； Department of Electrical Engineering, Tsinghua University（清华大学电气工程系） ； School of Control and Computer Engineering, North China Electric Power University（华北电力大学控制与计算机工程学院） ； School of Electrical Engineering, Southeast University（东南大学电气工程学院） 纠错

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

QueryAttack: Jailbreaking Aligned Large Language Models Using Structured Non-natural Query Language

Qingsong Zou, Jingyu Xiao, Qing Li, Zhi Yan, Yuhang Wang, Li Xu, Wenxuan Wang, Kuofeng Gao, Ruoyu Li, Yong Jiang

机构 * Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院） ； Pengcheng Laboratory（鹏城实验室） ； The Chinese University of Hong Kong（香港中文大学） ； Jilin University（吉林大学） ； Southwest University（西南大学） ； University of Electronic Science and Technology of China（电子科技大学） ； Shenzhen University（深圳大学） 纠错

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

Comments To appear in ACL 2025

Are Large Language Models Good at Detecting Propaganda?

Julia Jose, Rachel Greenstadt

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

Journal ref Workshop Proceedings of the 18th International AAAI Conference on Web and Social Media (5th International Workshop on Cyber Social Threats, CySoc 2024). AAAI Press

Large Language Models and Arabic Content: A Review

Haneh Rhel, Dmitri Roussinov

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

Comments Original language: English This paper has been submitted to the First International Conference on Artificial Intelligence and Generative AI (FICAILY 2025), and it has been accepted for presentation at FICAILY on 9-10/July 2025 and for publication in the Springer Nature. Number of pages: 16 Publication status Accepted/In press - 7 Apr 2025 https://www.gena-ai-libya2025.com/

Characterizing the Investigative Methods of Fictional Detectives with Large Language Models

Edirlei Soares de Lima, Marco A. Casanova, Bruno Feijó, Antonio L. Furtado

机构 * Academy for AI, Games and Media（人工智能、游戏与媒体学院） ； Breda University of Applied Sciences（布雷达应用科学大学） ； Department of Informatics PUC-Rio（信息学院（PUC-Rio）） 纠错

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

Automating Governing Knowledge Commons and Contextual Integrity (GKC-CI) Privacy Policy Annotations with Large Language Models

Jake Chanenson, Madison Pickering, Noah Apthorpe

机构 * University of Chicago（芝加哥大学） ； Colgate University（科尔盖特大学） 纠错

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

Comments 29 pages, 18 figures, 11 tables; camera-ready version

Large Language Models Understanding: an Inherent Ambiguity Barrier

Daniel N. Nissani

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

Comments submitted to NEURAL COMPUTATION

Round Trip Translation Defence against Large Language Model Jailbreaking Attacks

Canaan Yung, Hadi Mohaghegh Dolatabadi, Sarah Erfani, Christopher Leckie

机构 * School of Computing and Information Systems, The University of Melbourne（计算与信息系统学院，墨尔本大学） 纠错

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

Comments 6 pages, 6 figures

ChaosEater: Fully Automating Chaos Engineering with Large Language Models

Daisuke Kikuta, Hiroki Ikeuchi, Kengo Tajiri

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

Comments 114 pages (7 main), 11 figures. Project page: https://ntt-dkiku.github.io/chaos-eater