语言大模型 / LLM

MeshLLM: Empowering Large Language Models to Progressively Understand and Generate 3D Mesh

Shuangkang Fang, I-Chao Shen, Yufeng Wang, Yi-Hsuan Tsai, Yi Yang, Shuchang Zhou, Wenrui Ding, Takeo Igarashi, Ming-Hsuan Yang

机构 * Beihang University（北航大学） ； The University of Tokyo（东京大学） ； Atmanity Inc.（Atmanity公司） ； StepFun Inc.（StepFun公司） ； UC Merced（加州大学默塞德分校） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted by ICCV. Project Website: https://sk-fun.fun/MeshLLM

A Multi-Faceted Evaluation Framework for Assessing Synthetic Data Generated by Large Language Models

Yefeng Yuan, Yuhong Liu, Liang Cheng

机构 * Santa Clara University（圣克拉拉大学） ； eBay Inc.（eBay公司） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 10 pages, 1 figure, 4 tables

LLM4MEA: Data-free Model Extraction Attacks on Sequential Recommenders via Large Language Models

Shilong Zhao, Fei Sun, Kaike Zhang, Shaoling Jing, Du Su, Zhichao Shi, Zhiyi Yin, Huawei Shen, Xueqi Cheng

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

AnalogTester: A Large Language Model-Based Framework for Automatic Testbench Generation in Analog Circuit Design

Weiyu Chen, Chengjie Liu, Wenhao Huang, Jinyang Lyu, Mingqian Yang, Yuan Du, Li Du, Jun Yang

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments accepted by ISEDA 2025

Bias, Accuracy, and Trust: Gender-Diverse Perspectives on Large Language Models

Aimen Gaba, Emily Wall, Tejas Ramkumar Babu, Yuriy Brun, Kyle Hall, Cindy Xiong Bearfield

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model

Ziyu Yao, Xuxin Cheng, Zhiqi Huang, Lei Li

机构 * Peking University（北京大学） ； University of Washington（华盛顿大学） ； University of Copenhagen（哥本哈根大学） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted by CVPR 2025

SoK: The Privacy Paradox of Large Language Models: Advancements, Privacy Risks, and Mitigation

Yashothara Shanmugarasa, Ming Ding, M. A. P Chamikara, Thierry Rakotoarivelo

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Leveraging Large Language Models in Visual Speech Recognition: Model Scaling, Context-Aware Decoding, and Iterative Polishing

Zehua Liu, Xiaolou Li, Li Guo, Lantian Li, Dong Wang

机构 * Beijing University of Posts and TelecommunicationsChina（北京邮电大学中国） ； Tsinghua UniversityChina（清华大学中国） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Redundancy-Aware Pretraining of Vision-Language Foundation Models in Remote Sensing

Mathis Jürgen Adler, Leonard Hackel, Gencer Sumbul, Begüm Demir

机构 * TU Berlin（柏林技术大学） ； BIFOLD（BIFOLD机构） ； EPFL（苏黎世联邦理工学院） 纠错

专题命中 预训练与数据 ：foundation model(title,abstract)；pretraining(title,abstract)；language model(abstract)

Comments Accepted at IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2025. Our code is available at https://git.tu-berlin.de/rsim/redundacy-aware-rs-vlm

Beyond Next Token Prediction: Patch-Level Training for Large Language Models

Chenze Shao, Fandong Meng, Jie Zhou

机构 * Pattern Recognition Center, WeChat AI, Tencent Inc（模式识别中心、微信AI、腾讯公司） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments ICLR 2025 Spotlight

Task-level Distributionally Robust Optimization for Large Language Model-based Dense Retrieval

Guangyuan Ma, Yongliang Ma, Xing Wu, Zhenpeng Su, Ming Zhou, Songlin Hu

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted by AAAI25. Source code is available at https://github.com/ma787639046/tdro

An Investigation of Large Language Models and Their Vulnerabilities in Spam Detection

Qiyao Tang, Xiangyang Li

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 10 pages; presented at HotSoS'2025 as a work in progress paper

Triple Phase Transitions: Understanding the Learning Dynamics of Large Language Models from a Neuroscience Perspective

Yuko Nakagi, Keigo Tada, Sota Yoshino, Shinji Nishimoto, Yu Takagi

机构 * Osaka University（大阪大学） ； National Institute of Information and Communications Technology（信息通信研究机构） ； National Institute of Informatics（信息学研究所） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 46 pages

Insights from Rights and Wrongs: A Large Language Model for Solving Assertion Failures in RTL Design

Jie Zhou, Youshu Ji, Ning Wang, Yuchen Hu, Xinyao Jiao, Bingkun Yao, Xinwei Fang, Shuai Zhao, Nan Guan, Zhe Jiang

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comparing large language models for supervised analysis of students' lab notes

Rebeckah K. Fussell, Megan Flynn, Anil Damle, Michael F. J. Fox, N. G. Holmes

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Hephaestus: Improving Fundamental Agent Capabilities of Large Language Models through Continual Pre-Training

Yuchen Zhuang, Jingfeng Yang, Haoming Jiang, Xin Liu, Kewei Cheng, Sanket Lokegaonkar, Yifan Gao, Qing Ping, Tianyi Liu, Binxuan Huang, Zheng Li, Zhengyang Wang, Pei Chen, Ruijie Wang, Rongzhi Zhang, Nasser Zalmout, Priyanka Nigam, Bing Yin, Chao Zhang

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Amazon（亚马逊公司） 纠错

专题命中 预训练与数据 ：large language model(title)；language model(title)；LLM(abstract)；prompting(abstract)

Comments Accepted to NAACL 2025 main conference

UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models

Sejoon Oh, Yiqiao Jin, Megha Sharma, Donghyun Kim, Eric Ma, Gaurav Verma, Srijan Kumar

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 14 pages

GestLLM: Advanced Hand Gesture Interpretation via Large Language Models for Human-Robot Interaction

Oleg Kobzarev, Artem Lykov, Dzmitry Tsetserukou

机构 * Skolkovo Institute of Science and Technology（斯科尔科沃科学技术研究院） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)

Zero-Indexing Internet Search Augmented Generation for Large Language Models

Guangxin He, Zonghong Dai, Jiangcheng Zhu, Binqiang Zhao, Qicheng Hu, Chenyue Li, You Peng, Chen Wang, Binhang Yuan

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations

Wenlin Zhang, Chuhan Wu, Xiangyang Li, Yuhao Wang, Kuicai Dong, Yichao Wang, Xinyi Dai, Xiangyu Zhao, Huifeng Guo, Ruiming Tang

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Journal ref COLING 2025

FinDKG: Dynamic Knowledge Graphs with Large Language Models for Detecting Global Trends in Financial Markets

Xiaohui Victor Li, Francesco Sanna Passino

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 9 pages

Journal ref ICAIF '24: Proceedings of the 5th ACM International Conference on AI in Finance, 573-581 (2024)

Alignment faking in large language models

Ryan Greenblatt, Carson Denison, Benjamin Wright, Fabien Roger, Monte MacDiarmid, Sam Marks, Johannes Treutlein, Tim Belonax, Jack Chen, David Duvenaud, Akbir Khan, Julian Michael, Sören Mindermann, Ethan Perez, Linda Petrini, Jonathan Uesato, Jared Kaplan, Buck Shlegeris, Samuel R. Bowman, Evan Hubinger

机构 * Anthropic ； Redwood Research ； New York University（纽约大学） ； Mila – Quebec AI Institute（米拉-魁北克人工智能研究所） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Understanding Emotional Body Expressions via Large Language Models

Haifeng Lu, Jiuyi Chen, Feng Liang, Mingkui Tan, Runhao Zeng, Xiping Hu

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted by AAAI 2025

Surveying the Effects of Quality, Diversity, and Complexity in Synthetic Data From Large Language Models

Alex Havrilla, Andrew Dai, Laura O'Mahony, Koen Oostermeijer, Vera Zisler, Alon Albalak, Fabrizio Milo, Sharath Chandra Raparthy, Kanishk Gandhi, Baber Abbasi, Duy Phung, Maia Iyer, Dakota Mahan, Chase Blagden, Srishti Gureja, Mohammed Hamdy, Wen-Ding Li, Giovanni Paolini, Pawan Sasanka Ammanamanchi, Elliot Meyerson

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Optimizing Large Language Models for Turkish: New Methodologies in Corpus Selection and Training

H. Toprak Kesgin, M. Kaan Yuce, Eren Dogan, M. Egemen Uzun, Atahan Uz, Elif Ince, Yusuf Erdem, Osama Shbib, Ahmed Zeer, M. Fatih Amasyali

机构 * Yildiz Technical University（伊兹密尔技术大学） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 2024 Innovations in Intelligent Systems and Applications Conference (ASYU)

Journal ref 2024 Innovations in Intelligent Systems and Applications Conference (ASYU) published in IEEE Xplore

CultureLLM: Incorporating Cultural Differences into Large Language Models

Cheng Li, Mengzhou Chen, Jindong Wang, Sunayana Sitaram, Xing Xie

机构 * Institute of Software, CAS（中国科学院软件研究所） ； Microsoft Research（微软研究院） 纠错

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NeurIPS 2024; Code is at https://github.com/Scarelette/CultureLLM

AutoIoT: Automated IoT Platform Using Large Language Models

Ye Cheng, Minghui Xu, Yue Zhang, Kun Li, Ruoxi Wang, Lian Yang

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments 12 pages, 10 figures, 6 tables

Visual Anchors Are Strong Information Aggregators For Multimodal Large Language Model

Haogeng Liu, Quanzeng You, Xiaotian Han, Yongfei Liu, Huaibo Huang, Ran He, Hongxia Yang

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)

Synthetic Data Generation with Large Language Models for Personalized Community Question Answering

Marco Braga, Pranav Kasela, Alessandro Raganato, Gabriella Pasi

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

Comments Accepted in WI-IAT '24

Learning Mathematical Rules with Large Language Models

Antoine Gorceix, Bastien Le Chenadec, Ahmad Rammal, Nelson Vadori, Manuela Veloso

专题命中 预训练与数据 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Comments NeurIPS'24 MATH-AI, the 4th Workshop on Mathematical Reasoning and AI