语言大模型 / LLM

BiMark: Unbiased Multilayer Watermarking for Large Language Models

Xiaoyan Feng, He Zhang, Yanjun Zhang, Leo Yu Zhang, Shirui Pan

机构 * Griffith University, Brisbane（格里菲斯大学） ； RMIT University, Melbourne（皇家墨尔本理工大学） ； University of Technology Sydney, Sydney（悉尼大学） 纠错

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

Comments This paper is accepted by International Conference on Machine Learning (ICML) 2025

Advancing Harmful Content Detection in Organizational Research: Integrating Large Language Models with Elo Rating System

Mustafa Akben, Aaron Satko

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

Comments Submitted for HICSS 2025 (Hawaii International Conference on System Sciences); under review

FoodTaxo: Generating Food Taxonomies with Large Language Models

Pascal Wullschleger, Majid Zarharan, Donnacha Daly, Marc Pouly, Jennifer Foster

机构 * ADAPT Centre, School of Computing, Dublin City University（ADAPT中心、计算学院、都柏林城市大学） ； Lucerne School of Computer Science and Information Technology (HSLU)（卢塞恩计算机科学与信息科技学院（HSLU）） 纠错

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

Comments To be published in ACL 2025 Industry Track. Paper website: https://foodtaxo.github.io/

A Note on Statistically Accurate Tabular Data Generation Using Large Language Models

Andrey Sidorenko

机构 * MOSTLY AI 纠错

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

Personality Traits in Large Language Models

Greg Serapio-García, Mustafa Safdari, Clément Crepy, Luning Sun, Stephen Fitz, Peter Romero, Marwa Abdulhai, Aleksandra Faust, Maja Matarić

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

Moral Persuasion in Large Language Models: Evaluating Susceptibility and Ethical Alignment

Allison Huang, Yulu Niki Pi, Carlos Mougan

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

PRISM: A Methodology for Auditing Biases in Large Language Models

Leif Azzopardi, Yashar Moshfeghi

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

Refining Wikidata Taxonomy using Large Language Models

Yiwen Peng, Thomas Bonald, Mehwish Alam

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

Comments ACM International Conference on Information and Knowledge Management, Oct 2024, Boise, Idaho, United States

In Silico Sociology: Forecasting COVID-19 Polarization with Large Language Models

Austin C. Kozlowski, Hyunku Kwon, James A. Evans

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

Investigating the Potential of Using Large Language Models for Scheduling

Deddy Jobson, Yilin Li

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

The Good, the Bad, and the Hulk-like GPT: Analyzing Emotional Decisions of Large Language Models in Cooperation and Bargaining Games

Mikhail Mozikov, Nikita Severin, Valeria Bodishtianu, Maria Glushanina, Mikhail Baklashkin, Andrey V. Savchenko, Ilya Makarov

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

The Butterfly Effect of Altering Prompts: How Small Changes and Jailbreaks Affect Large Language Model Performance

Abel Salinas, Fred Morstatter

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

Watch Your Language: Investigating Content Moderation with Large Language Models

Deepak Kumar, Yousef AbuHashem, Zakir Durumeric

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

Towards Auto-Modeling of Formal Verification for NextG Protocols: A Multimodal cross- and self-attention Large Language Model Approach

Jingda Yang, Ying Wang

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

Theory of Mind in Large Language Models: Examining Performance of 11 State-of-the-Art models vs. Children Aged 7-10 on Advanced Tests

Max J. van Duijn, Bram M. A. van Dijk, Tom Kouwenhoven, Werner de Valk, Marco R. Spruit, Peter van der Putten

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

Comments 14 pages, 4 figures, Forthcoming in Proceedings of the 27th Conference on Computational Natural Language Learning (CoNLL)

SkillGPT: a RESTful API service for skill extraction and standardization using a Large Language Model

Nan Li, Bo Kang, Tijl De Bie

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

Graphologue: Exploring Large Language Model Responses with Interactive Diagrams

Peiling Jiang, Jude Rayan, Steven P. Dow, Haijun Xia

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

Leveraging Large Language Models for Multiple Choice Question Answering

Joshua Robinson, Christopher Michael Rytting, David Wingate

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

Comments Accepted for ICLR 2023

When Safety Becomes a Vulnerability: Exploiting LLM Alignment Homogeneity for Transferable Blocking in RAG

当安全成为漏洞：利用LLM对齐同质性进行可转移阻塞在RAG中

Junchen Li, Liang Xu, Qizhi Chen, Rongzheng Wang, Chao Qi, Shihao He, Di Liang, Haibo Shi, Shuang Liang

专题命中 其他LLM ：LLM(title,title_cn)；large language model(abstract)；language model(abstract)

AI总结 TabooRAG通过利用LLM对齐同质性，在黑盒环境下实现跨模型的可转移阻塞攻击，针对安全对齐机制提出新型攻击框架。

Comments Expanded the scale of the experimental evaluation

LLM Harms: A Taxonomy and Discussion

LLM 危害：分类与讨论

Kevin Chen, Saleh Afroogh, Abhejay Murali, David Atkinson, Amit Dhurandhar, Junfeng Jiao

专题命中 其他LLM ：LLM(title,title_cn)；large language model(abstract)；language model(abstract)

AI总结 本研究针对大型语言模型（LLM）在人工智能领域中的危害进行分类，提出开发前、直接输出、误用与恶意应用以及下游应用五类危害，并讨论缓解策略与动态审计系统。

PracRepair: LLM-Empowered Automated Program Repair Inspired by Human-Like Debugging Practices

PracRepair: 受人类调试实践启发的大语言模型赋能自动化程序修复

Yu Cheng, Zhongxin Liu, Zhenchang Xing, Chao Ni, Qing Huang, Xiaoxue Ren

专题命中 其他LLM ：LLM(title,summary_cn)；large language model(abstract)；language model(abstract)；foundation model(abstract)

AI总结 提出PracRepair框架，通过构建按需静态-动态上下文、进行问题驱动的故障诊断并迭代细化补丁，利用动态信息提升LLM在程序修复中的效果，在Defects4J和真实世界漏洞上取得最优性能。

Conformal Geometric Algebra as a Symbolic Interface for LLM-Driven 3D Scene Editing

共形几何代数作为LLM驱动3D场景编辑的符号接口

Manos Kamarianakis, Pandelis Sofianos, George Papagiannakis

专题命中 其他LLM ：LLM(title,title_cn)；prompting(abstract)

AI总结 研究探讨了共形几何代数在LLM驱动3D场景编辑中的可靠性与效率，发现其在保持操作顺序和降低token消耗方面优于传统方法。

Comments 34 pages, 15 figures, 28 tables

Usability as a Weapon: Attacking the Safety of LLM-Based Code Generation via Usability Requirements

可用性作为武器：通过可用性需求攻击基于LLM的代码生成的安全性

Yue Li, Xiao Li, Hao Wu, Yue Zhang, Yechao Zhang, Yating Liu, Fengyuan Xu, Sheng Zhong

专题命中 其他LLM ：LLM(title,title_cn)；large language model(abstract)；language model(abstract)

AI总结 研究通过可用性需求攻击LLM生成代码的安全性，提出U-SPLOIT框架，利用可用性压力导致安全约束被忽略，成功率达98.1%。

Concurrent Criterion Validation of a Validity Screen for LLM Confidence Signals via Selective Prediction

通过选择性预测验证LLM置信信号有效性的同时标准验证

Jon-Paul Cacioli

机构 * Independent Researcher（独立研究者） 纠错

专题命中 其他LLM ：LLM(title,title_cn)；分类 cs.CL、cs.AI、cs.LG

AI总结 本文通过评估20个前沿LLM在六个认知领域的524项任务表现，验证了LLM置信信号分类对选择性预测性能的预测能力，发现有效模型在AUROC上显著优于无效模型。

Comments 11 pages, 4 figures, 2 tables. Companion to arXiv:2604.15702

Automated Test Suite Enhancement Using Large Language Models with Few-shot Prompting

利用少量示例提示的大语言模型自动测试套件增强

Alex Chudic, Gül Çalıklı

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

AI总结 本文研究利用少量示例提示生成高质量单元测试，通过评估不同测试来源对测试质量的影响，提升混合人类-人工智能代码库的测试套件质量。

Comments 13 pages, 3 figures, accepted to ICPC 2026 (34th International Conference on Program Comprehension)

Do Large Language Models Favor Recent Content? A Study on Recency Bias in LLM-Based Reranking

Hanpei Fang, Sijie Tao, Nuo Chen, Kai-Xin Chang, Tetsuya Sakai

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；LLM(title)

Pts3D-LLM: Studying the Impact of Token Structure for 3D Scene Understanding With Large Language Models

Hugues Thomas, Chen Chen, Jian Zhang

机构 * Apple（苹果公司） 纠错

专题命中 其他LLM ：large language model(title,abstract)；language model(title,abstract)；LLM(title)

Comments Main paper and appendix

FashionLOGO: Prompting Multimodal Large Language Models for Fashion Logo Embeddings

Zhen Wang, Da Li, Yulin Su, Min Yang, Minghui Qiu, Walton Wang

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

E&V: Prompting Large Language Models to Perform Static Analysis by Pseudo-code Execution and Verification

Yu Hao, Weiteng Chen, Ziqiao Zhou, Weidong Cui

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

Comments 10 pages, under submission

Error-Aware Reverse Auction Mechanism for Large Language Model Routing

面向大语言模型路由的误差感知反向拍卖机制

Haolong Chen, Zhengyuan Xin, Liang Zhang, Lei Xue, Guangxu Zhu

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

AI总结 针对大语言模型路由的信息风险不匹配与可扩展性瓶颈，提出EA-RAM反向拍卖机制，证明其相关特性，实验显示该机制鲁棒且性能优于集中式基线。