语言大模型 / LLM

SoK: Large Language Model Copyright Auditing via Fingerprinting

Shuo Shao, Yiming Li, Yu He, Hongwei Yao, Wenyuan Yang, Dacheng Tao, Zhan Qin

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Nanyang Technological University（南洋理工大学） ； City University of Hong Kong（香港城市大学） ； Sun Yat-Sen University（中山大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；foundation model(abstract)

ForgeDAN: An Evolutionary Framework for Jailbreaking Aligned Large Language Models

Siyang Cheng, Gaotian Liu, Rui Mei, Yilin Wang, Kejia Zhang, Kaishuo Wei, Yuqi Yu, Weiping Wen, Xiaojie Wu, Junhua Liu

机构 * iFLYTEK Security Laboratory（iFLYTEK安全实验室） ； Anhui SparkShield Intelligent Technology Co., Ltd.（安徽SparkShield智能科技有限公司） ； Peking University（北京大学） ； School of Automation, University of Electronic Science and Technology of China（电子科技大学自动化学院） ； Northwest University（西北大学） ； University of New South Wales（新南威尔士大学） ； National Computer Network Emergency Response Technical Team/Coordination Center of China（中国国家计算机网络应急技术处置协调中心） 纠错

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

Applying Large Language Models to Characterize Public Narratives

Elinor Poole-Dayan, Daniel T Kessler, Hannah Chiou, Margaret Hughes, Emily S Lin, Marshall Ganz, Deb Roy

机构 * MIT（麻省理工学院） ； Wellesley College（韦尔斯利学院） ； Harvard University（哈佛大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Zero-Shot Grammar Competency Estimation Using Large Language Model Generated Pseudo Labels

Sourya Dipta Das, Shubham Kumar, Kuldeep Yadav

机构 * SHL Labs（SHL实验室） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted in AACL-IJCNLP 2025

A Survey on Unlearning in Large Language Models

Ruichen Qiu, Jiajun Tan, Jiayue Pu, Honglin Wang, Xiao-Shan Gao, Fei Sun

机构 * School of Advanced Interdisciplinary Sciences, UCAS（UCAS交叉学科研究院） ； Academy of Mathematics and Systems Science, CAS（中国科学院数学与系统科学研究院） ； Institute of Computing Technology, CAS（中国科学院计算技术研究所） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

AI-Salesman: Towards Reliable Large Language Model Driven Telemarketing

Qingyu Zhang, Chunlei Xin, Xuanang Chen, Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun, Qing Ye, Qianlong Xie, Xingxing Wang

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Differences in the Moral Foundations of Large Language Models

Peter Kirgis

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

From Phonemes to Meaning: Evaluating Large Language Models on Tamil

Jeyarajalingam Varsha, Menan Velayuthan, Sumirtha Karunakaran, Rasan Nivethiga, Kengatharaiyer Sarveswaran

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Comments 11 pages

Adaptive Diagnostic Reasoning Framework for Pathology with Multimodal Large Language Models

Yunqi Hong, Johnson Kao, Liam Edwards, Nein-Tzu Liu, Chung-Yen Huang, Alex Oliveira-Kowaleski, Cho-Jui Hsieh, Neil Y. C. Lin

机构 * Computer Science Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校计算机科学系） ； Mechanical and Aerospace Engineering Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校机械与航空航天工程系） ； Department of Pathology, Tri-Service General Hospital, National Defense Medical Center, Taipei, Taiwan（台湾国防医学院三军总医院病理部） ； Department of Pathology, National Taiwan University Hospital, Taipei, Taiwan（台湾国立台湾大学医院病理部） ； Department of Pathology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校大卫·Geffen医学院病理部） ； Bioengineering Department, University of California, Los Angeles, CA, USA（加州大学洛杉矶分校生物工程系） ； Institute for Quantitative and Computational Biosciences, University of California, CA, USA（加州大学定量与计算生物科学研究所） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI、cs.LG

Failures to Surface Harmful Contents in Video Large Language Models

Yuxin Cao, Wei Song, Derui Wang, Jingling Xue, Jin Song Dong

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)

Comments 12 pages, 8 figures. Accepted to AAAI 2026

Improving LLM's Attachment to External Knowledge In Dialogue Generation Tasks Through Entity Anonymization

Hadi Sheikhi, Chenyang Huang, Osmar R. Zaïane

机构 * Dept. of Computing Science, University of Alberta（计算科学系，阿尔伯塔大学） ； Alberta Machine Intelligence Institute（阿尔伯塔人工智能研究所） 纠错

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

TopoPerception: A Shortcut-Free Evaluation of Global Visual Perception in Large Vision-Language Models

Wenhao Zhou, Hao Zheng, Rong Zhao

机构 * Center for Brain-Inspired Computing Research (CBICR)（脑启发计算研究中心） ； Department of Precision Instruments（精密仪器系） ； IDG/McGovern Institute for Brain Research（IDG/麦戈文脑研究学院） 纠错

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

LLM-Generated Negative News Headlines Dataset: Creation and Benchmarking Against Real Journalism

Olusola Babalola, Bolanle Ojokoh, Olutayo Boyinbode

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

Comments 50 pages, 19 figures, 9 tables

Large Language Models Meet Extreme Multi-label Classification: Scaling and Multi-modal Framework

Diego Ortego, Marlon Rodríguez, Mario Almagro, Kunal Dahiya, David Jiménez, Juan C. SanMiguel

专题命中 评测与基准 ：large language model(title)；language model(title)；foundation model(abstract)

Comments To appear at AAAI 2026

Souper-Model: How Simple Arithmetic Unlocks State-of-the-Art LLM Performance

Shalini Maiti, Amar Budhiraja, Bhavul Gauri, Gaurav Chaurasia, Anton Protopopov, Alexis Audran-Reiss, Michael Slater, Despoina Magka, Tatiana Shavrina, Roberta Raileanu, Yoram Bachrach

机构 * Meta SuperIntelligence Labs（Meta超智能实验室） ； FAIR at Meta（Meta的FAIR部门） ； University College London（伦敦大学学院） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；post-training(abstract)

TCM-5CEval: Extended Deep Evaluation Benchmark for LLM's Comprehensive Clinical Research Competence in Traditional Chinese Medicine

Tianai Huang, Jiayuan Chen, Lu Lu, Pengcheng Chen, Tianbin Li, Bing Han, Wenchao Tang, Jie Xu, Ming Li

机构 * School of Artificial Intelligence in Traditional Chinese Medicine, Shanghai University of Traditional Chinese Medicine, Shanghai, China（上海中医药大学人工智能学院） ； Shanghai Artificial Intelligence Laboratory, Shanghai, China（上海人工智能实验室） ； University of Washington, Seattle, Washington, US（华盛顿大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL

Comments 17 pages, 8 figures

From Delegates to Trustees: How Optimizing for Long-Term Interests Shapes Bias and Alignment in LLM

Suyash Fulay, Jocelyn Zhu, Michiel Bakker

机构 * MIT（麻省理工学院） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Small Models, Big Support: A Local LLM Framework for Educator-Centric Content Creation and Assessment with RAG and CAG

Zarreen Reza, Alexander Mazur, Michael T. Dugdale, Robin Ray-Chaudhuri

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Evaluation-Driven Development and Operations of LLM Agents: A Process Model and Reference Architecture

Boming Xia, Qinghua Lu, Liming Zhu, Zhenchang Xing, Dehai Zhao, Hao Zhang

机构 * Responsible AI Research Centre（责任人工智能研究中心） ； Adelaide University（阿德莱德大学） ； CSIRO’s Data61（CSIRO数据61） ； University of New South Wales（新南威尔士大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Revised based on review comments. Submission under review

Evaluation of LLM-based Explanations for a Learning Analytics Dashboard

Alina Deriyeva, Benjamin Paassen

机构 * Faculty of Technology, Bielefeld University（技术学院，比勒菲尔德大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

An LLM-based Simulation Framework for Embodied Conversational Agents in Psychological Counseling

Lixiu Wu, Yuanrong Tang, Qisen Pan, Xianyang Zhan, Yucheng Han, Lanxi Xiao, Tianhong Wang, Chen Zhong, Jiangtao Gong

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted to AAAI 2026

NURBGen: High-Fidelity Text-to-CAD Generation through LLM-Driven NURBS Modeling

Muhammad Usama, Mohammad Sadil Khan, Didier Stricker, Muhammad Zeshan Afzal

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments Accepted in AAAI 2026

Evaluating the Ability of Large Language Models to Identify Adherence to CONSORT Reporting Guidelines in Randomized Controlled Trials: A Methodological Evaluation Study

Zhichao He, Mouxiao Bian, Jianhong Zhu, Jiayuan Chen, Yunqiu Wang, Wenxia Zhao, Tianbin Li, Bing Han, Jie Xu, Junyan Wu

机构 * SUN YAT-SEN MEMORIAL HOSPITAL（中山纪念医院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Imperial College London（伦敦帝国学院） 纠错

专题命中 评测与基准 ：large language model(title)；language model(title)；分类 cs.CL

An LLM-based Quantitative Framework for Evaluating High-Stealthy Backdoor Risks in OSS Supply Chains

Zihe Yan, Kai Luo, Haoyu Yang, Yang Yu, Zhuosheng Zhang, Guancheng Li

机构 * Zihe Yan 1（燕子和1） ； Kai Luo 2（罗凯2） ； Haoyu Yang 3（杨浩远3） ； Yang Yu 3（于洋3） ； Zhuosheng Zhang 1（张卓生1） ； Guancheng Li 3（李冠成3） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments 7 figures, 4 tables, conference

Seeing isn't Hearing: Benchmarking Vision Language Models at Interpreting Spectrograms

Tyler Loakman, Joseph James, Chenghua Lin

机构 * Department of Computer Science, University of Sheffield, UK（谢菲尔德大学计算机科学系） ； Department of Computer Science, University of Manchester, UK（曼彻斯特大学计算机科学系） 纠错

专题命中 评测与基准 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Accepted to IJCNLP-AACL 2025

UDA: Unsupervised Debiasing Alignment for Pair-wise LLM-as-a-Judge

Yang Zhang, Cunxiang Wang, Lindong Wu, Wenbo Yu, Yidong Wang, Guangsheng Bao, Jie Tang

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.AI

ChEmREF: Evaluating Language Model Readiness for Chemical Emergency Response

Risha Surana, Qinyuan Ye, Swabha Swayamdipta

机构 * University of Southern California（南加州大学） 纠错

专题命中 评测与基准 ：language model(title,abstract)；LLM(abstract)；分类 cs.AI

Vision Language Models for Dynamic Human Activity Recognition in Healthcare Settings

Abderrazek Abid, Thanh-Cong Ho, Fakhri Karray

机构 * MBZUAI ； University of Waterloo（滑铁卢大学） 纠错

专题命中 评测与基准 ：language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Journal ref In: Rojas I., Ortuño F., Rojas Ruiz F., Herrera L.J., Valenzuela O., Escobar J.J. (eds) Bioinformatics and Biomedical Engineering. IWBBIO 2026. Lecture Notes in Bioinformatics, vol 15561. Springer, Cham

TimeStampEval: A Simple LLM Eval and a Little Fuzzy Matching Trick to Improve Search Accuracy

James McCammon

机构 * Independent Researcher（独立研究者） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；分类 cs.CL、cs.AI

Integrating Genomics into Multimodal EHR Foundation Models

Jonathan Amar, Edward Liu, Alessandra Breschi, Liangliang Zhang, Pouya Kheradpour, Sylvia Li, Lisa Soleymani Lehmann, Alessandro Giulianelli, Matt Edwards, Yugang Jia, David Nola, Raghav Mani, Pankaj Vats, Jesse Tetreault, T. J. Chen, Cory Y. McLean

机构 * Verily Life Sciences（Verily生命科学公司） ； Nvidia（英伟达公司） ； Google（谷歌公司） 纠错

专题命中 评测与基准 ：foundation model(title,abstract)；分类 cs.AI、cs.LG