语言大模型 / LLM - arXivDaily 专题

2501.08102 2025-11-05 cs.CL cs.AI cs.HC 90%

Consistency of Responses and Continuations Generated by Large Language Models on Social Media

Wentao Xu, Wenlu Fan, Yuqi Zhu, Bin Wang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments This paper has been accepted by the 20th International AAAI Conference on Web and Social Media (ICWSM 2026), sunny Los Angeles, California, U.S

2410.14257 2025-10-30 cs.LG cs.AI 90%

Revisiting Service Level Objectives and System Level Metrics in Large Language Model Serving

Zhibin Wang, Shipeng Li, Yuhang Zhou, Xue Li, Zhonghui Zhang, Nguyen Cam-Tu, Rong Gu, Chen Tian, Guihai Chen, Sheng Zhong

机构 * State Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学）； Alibaba Group（阿里巴巴集团）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

2510.22489 2025-10-28 cs.CL cs.LG 90%

Frustratingly Easy Task-aware Pruning for Large Language Models

Yuanhe Tian, Junjie Liu, Xican Yang, Haishan Ye, Yan Song

机构 * Zhongguancun Institute of Artificial Intelligence（中关村人工智能研究院）； University of Science and Technology of China（中国科学技术大学）； Xi’an Jiaotong University（西安交通大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Comments 8 pages, 3 figures

2510.21970 2025-10-28 cs.AI cs.CL 90%

Performance Trade-offs of Optimizing Small Language Models for E-Commerce

Josip Tomo Licardo, Nikola Tankovic

机构 * Faculty of Informatics（信息学院）； Juraj Dobrila University of Pula（朱拉·多布里拉大学）

专题命中效率与部署：language model(title,abstract)；small language model(title)；large language model(abstract)；post-training(abstract)

Comments 15 pages, 9 figures

2510.21258 2025-10-27 cs.CL cs.AI nlin.CD 90%

Correlation Dimension of Auto-Regressive Large Language Models

Xin Du, Kumiko Tanaka-Ishii

机构 * Waseda University（早稻田大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)；分类 cs.CL、cs.AI

Comments Accepted at NeurIPS 2025

2505.21077 2025-10-21 cs.LG cs.AI 90%

Efficient Large Language Model Inference with Neural Block Linearization

Mete Erdogan, Francesco Tonin, Volkan Cevher

机构 * Laboratory for Information and Inference Systems（信息与推断系统实验室）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

2506.01951 2025-10-14 cs.CL cs.LG 90%

Self-ensemble: Mitigating Confidence Mis-calibration for Large Language Models

Zicheng Xu, Guanchu Wang, Guangyao Zheng, Yu-Neng Chuang, Alexander Szalay, Xia Hu, Vladimir Braverman

机构 * Rice University（里士大学）； University of North Carolina at Charlotte（北卡罗来纳州立大学）； Johns Hopkins University（约翰霍普金斯大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

2507.21432 2025-10-08 cs.CL cs.AI 90%

Towards Locally Deployable Fine-Tuned Causal Large Language Models for Mode Choice Behaviour

Tareq Alsaleh, Bilal Farooq

机构 * Laboratory of Innovations in Transportation (LiTrans), Toronto Metropolitan University, Canada（交通创新实验室（LiTrans）、多伦多 Metropolitan 大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

2502.02444 2025-10-08 cs.CL cs.AI 90%

Generative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models

Haoran Ye, Tianze Zhang, Yuhang Xie, Liyuan Zhang, Yuanyi Ren, Xin Zhang, Guojie Song

机构 * State Key Laboratory of General Artificial Intelligence, School of Intelligence Science and Technology, Peking University（人工智能通用基础理论国家重点实验室，智能科学与技术学院，北京大学）； Yuanpei College, Peking University（元培学院，北京大学）； School of Psychological and Cognitive Sciences, Peking University（心理学与认知科学学院，北京大学）； Key Laboratory of Machine Perception (Ministry of Education), Peking University（机器感知重点实验室（教育部），北京大学）； PKU-Wuhan Institute for Artificial Intelligence（北京大学-武汉人工智能研究院）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments ACL 2025 Main

2510.05529 2025-10-08 cs.CL cs.LG 90%

H1B-KV: Hybrid One-Bit Caches for Memory-Efficient Large Language Model Inference

Harshil Vejendla

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Comments MIT URTC 2025 Technical Paper (Oral), 5 pages, 1 figure

2510.05490 2025-10-08 cs.CL cs.AI 90%

LANTERN: Scalable Distillation of Large Language Models for Job-Person Fit and Explanation

Zhoutong Fu, Yihan Cao, Yi-Lin Chen, Aman Lunia, Liming Dong, Neha Saraf, Ruijie Jiang, Yun Dai, Qingquan Song, Tan Wang, Guoyao Li, Derek Koh, Haichao Wei, Zhipeng Wang, Aman Gupta, Chengming Jiang, Jianqiang Shen, Liangjie Hong, Wenjing Zhang

机构 * LinkedIn（领英）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments 9 pages, 4 figures, 5 tables

2510.03760 2025-10-07 cs.LG cs.AI 90%

EvoEngineer: Mastering Automated CUDA Kernel Code Evolution with Large Language Models

Ping Guo, Chenyu Zhu, Siyuan Chen, Fei Liu, Xi Lin, Zhichao Lu, Qingfu Zhang

机构 * Department of Computer Science（计算机科学系）； City University of Hong Kong（香港城市大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Comments Under Review of ICLR 2026

2510.00373 2025-10-02 cs.LG cs.AI cs.NE cs.SY eess.SY 90%

Combining Large Language Models and Gradient-Free Optimization for Automatic Control Policy Synthesis

Carlo Bosio, Matteo Guarrera, Alberto Sangiovanni-Vincentelli, Mark W. Mueller

机构 * UC Berkeley, Department of Mechanical Engineering（伯克利大学机械工程系）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Comments 8 pages, 7 figures

2509.25996 2025-10-01 cs.LG cs.CL 90%

CAST: Continuous and Differentiable Semi-Structured Sparsity-Aware Training for Large Language Models

Weiyu Huang, Yuezhou Hu, Jun Zhu, Jianfei Chen

机构 * Department of Computer Science and Technology, Institute for AI, BNRist Center, THBI Lab, Tsinghua-Bosch Joint ML Center, Tsinghua University（计算机科学与技术系、人工智能研究院、BNRist中心、THBI实验室、清华大学-博世联合机器学习中心、清华大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)；分类 cs.CL、cs.LG

Comments Submitted to IEEE TPAMI

2509.24218 2025-10-01 cs.LG cs.AI 90%

Conda: Column-Normalized Adam for Training Large Language Models Faster

Junjie Wang, Pan Zhou, Yiming Dong, Huan Li, Jia Li, Xun Zhou, Qicheng Lao, Cong Fang, Zhouchen Lin

机构 * State Key Lab of General AI, School of Intelligence Science and Technology, Peking University（通用人工智能国家重点实验室，智能科学与技术学院，北京大学）； Singapore Management University（新加坡国立大学）； Nankai University（南开大学）； Beijing Normal University（北京师范大学）； ByteDance Seed（字节跳动种子）； Beijing University of Posts and Telecommunications（北京邮电大学）； Institute for Artificial Intelligence, Peking University（人工智能研究院，北京大学）； Pazhou Laboratory (Huangpu), Guangzhou, Guangdong, China（黄埔实验室（广州），广东，中国）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

2501.17391 2025-10-01 cs.CV cs.AI cs.CL 90%

LFTR: Learning-Free Token Reduction for Multimodal Large Language Models

Zihui Zhao, Yingxin Li, Yang Li

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI

2509.24488 2025-09-30 cs.CL cs.CR cs.LG 90%

Sanitize Your Responses: Mitigating Privacy Leakage in Large Language Models

Wenjie Fu, Huandong Wang, Junyao Gao, Guoan Wan, Tao Jiang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

2509.22921 2025-09-30 cs.LG cs.AI 90%

Rethinking Large Language Model Distillation: A Constrained Markov Decision Process Perspective

Matthieu Zimmer, Xiaotong Ji, Tu Nguyen, Haitham Bou Ammar

机构 * Huawei Noah’s Ark Lab（华为诺亚实验室）； Huawei R&D Munich（华为慕尼黑研发部）； UCL Centre for Artificial Intelligence（伦敦大学学院人工智能中心）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

2502.01403 2025-09-26 cs.CV cs.AI cs.CL 90%

AdaSVD: Adaptive Singular Value Decomposition for Large Language Models

Zhiteng Li, Mingyuan Xia, Jingyuan Zhang, Zheng Hui, Haotong Qin, Linghe Kong, Yulun Zhang, Xiaokang Yang

机构 * Shanghai Jiao Tong University（上海交通大学）； MGTV, Shanhai Academy（MGTV，汕海学院）； ETH Zürich（苏黎世联邦理工学院）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments The code and models will be available at https://github.com/ZHITENGLI/AdaSVD

2509.19657 2025-09-25 cs.CL cs.AI cs.SI 90%

Large Language Models for Pedestrian Safety: An Application to Predicting Driver Yielding Behavior at Unsignalized Intersections

Yicheng Yang, Zixian Li, Jean Paul Bizimana, Niaz Zafri, Yongfeng Dong, Tianyi Li

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL、cs.AI

2506.03880 2025-09-25 cs.CL cs.AI 90%

RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing

Ruihan Jin, Pengpeng Shao, Zhengqi Wen, Jinyang Wu, Mingkuan Feng, Shuai Zhang, Jianhua Tao

机构 * Department of Automation, Tsinghua University（自动化系，清华大学）； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 Findings

2405.18620 2025-09-25 cs.HC cs.AI cs.CL 90%

RealitySummary: Exploring On-Demand Mixed Reality Text Summarization and Question Answering using Large Language Models

Aditya Gunturu, Shivesh Jadon, Nandi Zhang, Morteza Faraji, Jarin Thundathil, Wesley Willett, Ryo Suzuki

机构 * University of Calgary（卡尔加里大学）； University of Colorado Boulder（科罗拉多大学博尔德分校）； Apple（苹果公司）； University of Rochester（罗切斯特大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments SUI 2025

2509.14269 2025-09-23 cs.CL cs.AI 90%

SparseDoctor: Towards Efficient Chat Doctor with Mixture of Experts Enhanced Large Language Models

Jianbin Zhang, Yulin Zhu, Wai Lun Lo, Richard Tai-Chiu Hsung, Harris Sik-Ho Tsang, Kai Zhou

机构 * Department of Computer Science, Hong Kong Chu Hai College（香港 Chu Hai 学院计算机科学系）； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

2506.16792 2025-09-23 cs.CL cs.AI 90%

MIST: Jailbreaking Black-box Large Language Models via Iterative Semantic Tuning

Muyang Zheng, Yuanzhi Yao, Changting Lin, Caihong Kai, Yanxiang Chen, Zhiquan Liu

机构 * School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院）； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院）； College of Cyber Security, Jinan University（暨南大学网络安全学院）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments 13 pages, 6 figures

2509.14930 2025-09-19 cs.CL cs.AI 90%

Cross-Modal Knowledge Distillation for Speech Large Language Models

Enzhi Wang, Qicheng Li, Zhiyuan Tang, Yuhang Jia

机构 * TMCC, College of Computer Science, Nankai University, Tianjin, China（TMCC，计算机科学学院，南开大学，天津，中国）； Tencent Ethereal Audio Lab, Tencent Corporation, Shenzhen, China（腾讯虚实音频实验室，腾讯公司，深圳，中国）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

2405.20404 2025-09-17 cs.CL cs.LG 90%

JoPA:Explaining Large Language Model's Generation via Joint Prompt Attribution

Yurui Chang, Bochuan Cao, Yujia Wang, Jinghui Chen, Lu Lin

机构 * Pennsylvania State University（宾夕法尼亚州立大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Comments Accepted to ACL 2025 (Main)

2509.12754 2025-09-17 cs.RO cs.AI cs.HC cs.LG 90%

Toward Ownership Understanding of Objects: Active Question Generation with Large Language Model and Probabilistic Generative Model

Saki Hashimoto, Shoichi Hasegawa, Tomochika Ishikawa, Akira Taniguchi, Yoshinobu Hagiwara, Lotfi El Hafi, Tadahiro Taniguchi

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI、cs.LG

Comments Submitted to AROB-ISBC 2026 (Journal Track option)

2509.09703 2025-09-15 cs.CL cs.AI 90%

CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor

Zhenhua Xu, Xixiang Zhao, Xubin Yue, Shengwei Tian, Changting Lin, Meng Han

机构 * Zhejiang University（浙江大学）； The Hong Kong Polytechnic University（香港理工大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI

Comments Accepted by EMNLP2025 MainConference

2404.01245 2025-08-28 math.ST cs.CL cs.CR cs.LG stat.ML stat.TH 90%

A Statistical Framework of Watermarks for Large Language Models: Pivot, Detection Efficiency and Optimal Rules

Xiang Li, Feng Ruan, Huiyuan Wang, Qi Long, Weijie J. Su

机构 * University of Pennsylvania（宾夕法尼亚大学）； Northwestern University（西北大学）

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Comments Accepted by Annals of Statistics

Journal ref Ann. Statist. 53(1): 322-351 (February 2025)

2508.14090 2025-08-27 cs.CL cs.AI 90%

DLLMQuant: Quantizing Diffusion-based Large Language Models

Chen Xu, Dawei Yang

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 6 figures

1. 效率与部署 22188 篇

Consistency of Responses and Continuations Generated by Large Language Models on Social Media

Revisiting Service Level Objectives and System Level Metrics in Large Language Model Serving

Frustratingly Easy Task-aware Pruning for Large Language Models

Performance Trade-offs of Optimizing Small Language Models for E-Commerce

Correlation Dimension of Auto-Regressive Large Language Models

Efficient Large Language Model Inference with Neural Block Linearization

Self-ensemble: Mitigating Confidence Mis-calibration for Large Language Models

Towards Locally Deployable Fine-Tuned Causal Large Language Models for Mode Choice Behaviour

Generative Psycho-Lexical Approach for Constructing Value Systems in Large Language Models

H1B-KV: Hybrid One-Bit Caches for Memory-Efficient Large Language Model Inference

LANTERN: Scalable Distillation of Large Language Models for Job-Person Fit and Explanation

EvoEngineer: Mastering Automated CUDA Kernel Code Evolution with Large Language Models

Combining Large Language Models and Gradient-Free Optimization for Automatic Control Policy Synthesis

CAST: Continuous and Differentiable Semi-Structured Sparsity-Aware Training for Large Language Models

Conda: Column-Normalized Adam for Training Large Language Models Faster

LFTR: Learning-Free Token Reduction for Multimodal Large Language Models

Sanitize Your Responses: Mitigating Privacy Leakage in Large Language Models

Rethinking Large Language Model Distillation: A Constrained Markov Decision Process Perspective

AdaSVD: Adaptive Singular Value Decomposition for Large Language Models

Large Language Models for Pedestrian Safety: An Application to Predicting Driver Yielding Behavior at Unsignalized Intersections

RadialRouter: Structured Representation for Efficient and Robust Large Language Models Routing

RealitySummary: Exploring On-Demand Mixed Reality Text Summarization and Question Answering using Large Language Models

SparseDoctor: Towards Efficient Chat Doctor with Mixture of Experts Enhanced Large Language Models

MIST: Jailbreaking Black-box Large Language Models via Iterative Semantic Tuning

Cross-Modal Knowledge Distillation for Speech Large Language Models

JoPA:Explaining Large Language Model's Generation via Joint Prompt Attribution

Toward Ownership Understanding of Objects: Active Question Generation with Large Language Model and Probabilistic Generative Model

CTCC: A Robust and Stealthy Fingerprinting Framework for Large Language Models via Cross-Turn Contextual Correlation Backdoor

A Statistical Framework of Watermarks for Large Language Models: Pivot, Detection Efficiency and Optimal Rules

DLLMQuant: Quantizing Diffusion-based Large Language Models