语言大模型 / LLM - arXivDaily 专题

2410.19503 2025-04-23 cs.CL 88%

SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models

Jahyun Koo, Yerin Hwang, Yongil Kim, Taegwan Kang, Hyunkyung Bae, Kyomin Jung

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

Comments NAACL 2025 Findings

2504.13589 2025-04-21 cs.NI cs.LG 88%

Towards End-to-End Network Intent Management with Large Language Models

Lam Dinh, Sihem Cherrared, Xiaofeng Huang, Fabrice Guillemin

机构 * Orange Innovation（Orange创新）

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

Comments Full paper is accepted at IFIP Networking 2025

2402.11700 2025-04-18 cs.CL 88%

Why Lift so Heavy? Slimming Large Language Models by Cutting Off the Layers

Shuzhou Yuan, Ercong Nie, Bolei Ma, Michael Färber

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

Comments IJCNN 2025

2412.07355 2025-04-16 cs.HC cs.CL 88%

Towards Predictive Communication with Brain-Computer Interfaces integrating Large Language Models

Andrea Caria

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

Comments needs major revision

2504.09135 2025-04-15 cs.CL 88%

Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models

Haotian Ye, Himanshu Jain, Chong You, Ananda Theertha Suresh, Haowei Lin, James Zou, Felix Yu

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

Journal ref AISTATS 2025

2504.07807 2025-04-11 cs.CL 88%

Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language Models

Hongcheng Guo, Juntao Yao, Boyang Wang, Junjia Du, Shaosheng Cao, Donglin Di, Shun Zhang, Zhoujun Li

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

2504.05689 2025-04-09 cs.CL cs.CR 88%

Separator Injection Attack: Uncovering Dialogue Biases in Large Language Models Caused by Role Separators

Xitao Li, Haijun Wang, Jiang Wu, Ting Liu

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

2504.04342 2025-04-08 cs.CL 88%

Compression Laws for Large Language Models

Ayan Sengupta, Siddhant Chaudhary, Tanmoy Chakraborty

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

Comments 16 pages, 11 figures, 6 tables

2504.00756 2025-04-02 cs.CL 88%

RECKON: Large-scale Reference-based Efficient Knowledge Evaluation for Large Language Model

Lin Zhang, Zhouhong Gu, Xiaoran Shi, Hongwei Feng, Yanghua Xiao

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

2503.23274 2025-04-01 cs.CL 88%

PromptDistill: Query-based Selective Token Retention in Intermediate Layers for Efficient Large Language Model Inference

Weisheng Jin, Maojia Song, Tej Deep Pala, Yew Ken Chia, Amir Zadeh, Chuan Li, Soujanya Poria

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

2411.08028 2025-04-01 cs.AI 88%

Learning with Less: Knowledge Distillation from Large Language Models via Unlabeled Data

Juanhui Li, Sreyashi Nag, Hui Liu, Xianfeng Tang, Sheikh Sarwar, Limeng Cui, Hansu Gu, Suhang Wang, Qi He, Jiliang Tang

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

2411.15024 2025-03-31 cs.CV cs.LG 88%

DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models

Keda Tao, Can Qin, Haoxuan You, Yang Sui, Huan Wang

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

Comments 13 pages, 7 figures

2405.12523 2025-03-31 cs.CV cs.AI 88%

Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models

Jiaqi Li, Qianshan Wei, Chuanyi Zhang, Guilin Qi, Miaozeng Du, Yongrui Chen, Sheng Bi, Fan Liu

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

2503.21178 2025-03-28 cs.AI 88%

Integrating Large Language Models For Monte Carlo Simulation of Chemical Reaction Networks

Sadikshya Gyawali, Ashwini Mandal, Manish Dahal, Manish Awale, Sanjay Rijal, Shital Adhikari, Vaghawan Ojha

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

Comments Accepted on MadeAI 2025 Conference

2503.18908 2025-03-25 cs.LG 88%

FFN Fusion: Rethinking Sequential Computation in Large Language Models

Akhiad Bercovich, Mohammad Dabbah, Omri Puny, Ido Galil, Amnon Geifman, Yonatan Geifman, Izhak Golan, Ehud Karpas, Itay Levy, Zach Moshe, Najeeb Nabwani, Tomer Ronen, Itamar Schen, Elad Segal, Ido Shahaf, Oren Tropp, Ran Zilberstein, Ran El-Yaniv

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

2503.17603 2025-03-25 cs.DB cs.AI cs.DC cs.NI 88%

A Generative Caching System for Large Language Models

Arun Iyengar, Ashish Kundu, Ramana Kompella, Sai Nandan Mamidi

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

2502.02441 2025-03-21 cs.MM cs.AI 88%

LLMER: Crafting Interactive Extended Reality Worlds with JSON Data Generated by Large Language Models

Jiangong Chen, Xiaoyi Wu, Tian Lan, Bin Li

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

2503.15502 2025-03-21 cs.HC cs.AI 88%

MapColorAI: Designing Contextually Relevant Choropleth Map Color Schemes Using a Large Language Model

Nai Yang, Yijie Wang, Fan Wu, Zhiwei Wei

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

2503.13813 2025-03-19 cs.AI cs.RO 88%

Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models

Mingming Peng, Zhendong Chen, Jie Yang, Jin Huang, Zhengqi Shi, Qihao Liu, Xinyu Li, Liang Gao

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

2503.12228 2025-03-18 cs.DC cs.AI 88%

Adaptive Fault Tolerance Mechanisms of Large Language Models in Cloud Computing Environments

Yihong Jin, Ze Yang, Xinhe Xu, Yihan Zhang, Shuyang Ji

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

Comments Accepted by IEEE ICCEA 2025

2503.12226 2025-03-18 cs.CR cs.AI 88%

Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning

Ze Yang, Yihong Jin, Yihan Zhang, Juntian Liu, Xinhe Xu

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

Comments Accepted by IEEE AINIT 2025

2503.11667 2025-03-18 cs.CL 88%

LogitLens4LLMs: Extending Logit Lens Analysis to Modern Large Language Models

Zhenyu Wang

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

2503.07654 2025-03-12 cs.LG 88%

MergeQuant: Accurate 4-bit Static Quantization of Large Language Models by Channel-wise Calibration

Jinguang Wang, Jingyu Wang, Haifeng Sun, Tingting Yang, Zirui Zhuang, Wanyi Ning, Yuexi Yin, Qi Qi, Jianxin Liao

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

2503.07605 2025-03-11 cs.CL 88%

SEAP: Training-free Sparse Expert Activation Pruning Unlock the Brainpower of Large Language Models

Xun Liang, Hanyu Wang, Huayi Lai, Simin Niu, Shichao Song, Jiawei Yang, Jihao Zhao, Feiyu Xiong, Bo Tang, Zhiyu Li

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

Comments 15 pages, 7 figures, 8 tables

2503.06708 2025-03-11 cs.CL 88%

Alignment for Efficient Tool Calling of Large Language Models

Hongshen Xu, Zihan Wang, Zichen Zhu, Lei Pan, Xingyu Chen, Lu Chen, Kai Yu

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

2501.13652 2025-03-11 cs.CL 88%

LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models

Yizheng Sun, Yanze Xin, Hao Li, Jingyuan Sun, Chenghua Lin, Riza Batista-Navarro

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

Comments Accepted to NAACL 2025 Findings

2503.03350 2025-03-06 cs.AI 88%

Leveraging Large Language Models to Develop Heuristics for Emerging Optimization Problems

Thomas Bömer, Nico Koltermann, Max Disselnmeyer, Laura Dörr, Anne Meyer

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

Comments Under review LION19: The 19th Learning and Intelligent OptimizatioN Conference

2412.16410 2025-02-27 cs.CL 88%

Application of Multimodal Large Language Models in Autonomous Driving

Md Robiul Islam

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

Comments 9 pages, 9 figures

2502.18943 2025-02-27 cs.CR cs.CL 88%

Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models

Yu He, Boheng Li, Liu Liu, Zhongjie Ba, Wei Dong, Yiming Li, Zhan Qin, Kui Ren, Chun Chen

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

Comments Accepted by USENIX Security 2025

2402.16319 2025-02-25 cs.CL 88%

Data-free Weight Compress and Denoise for Large Language Models

Runyu Peng, Yunhua Zhou, Qipeng Guo, Yang Gao, Hang Yan, Xipeng Qiu, Dahua Lin

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

1. 效率与部署 22313 篇

SWITCH: Studying with Teacher for Knowledge Distillation of Large Language Models

Towards End-to-End Network Intent Management with Large Language Models

Why Lift so Heavy? Slimming Large Language Models by Cutting Off the Layers

Towards Predictive Communication with Brain-Computer Interfaces integrating Large Language Models

Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models

Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language Models

Separator Injection Attack: Uncovering Dialogue Biases in Large Language Models Caused by Role Separators

Compression Laws for Large Language Models

RECKON: Large-scale Reference-based Efficient Knowledge Evaluation for Large Language Model

PromptDistill: Query-based Selective Token Retention in Intermediate Layers for Efficient Large Language Model Inference

Learning with Less: Knowledge Distillation from Large Language Models via Unlabeled Data

DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models

Single Image Unlearning: Efficient Machine Unlearning in Multimodal Large Language Models

Integrating Large Language Models For Monte Carlo Simulation of Chemical Reaction Networks

FFN Fusion: Rethinking Sequential Computation in Large Language Models

A Generative Caching System for Large Language Models

LLMER: Crafting Interactive Extended Reality Worlds with JSON Data Generated by Large Language Models

MapColorAI: Designing Contextually Relevant Choropleth Map Color Schemes Using a Large Language Model

Automatic MILP Model Construction for Multi-Robot Task Allocation and Scheduling Based on Large Language Models

Adaptive Fault Tolerance Mechanisms of Large Language Models in Cloud Computing Environments

Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning

LogitLens4LLMs: Extending Logit Lens Analysis to Modern Large Language Models

MergeQuant: Accurate 4-bit Static Quantization of Large Language Models by Channel-wise Calibration

SEAP: Training-free Sparse Expert Activation Pruning Unlock the Brainpower of Large Language Models

Alignment for Efficient Tool Calling of Large Language Models

LVPruning: An Effective yet Simple Language-Guided Vision Token Pruning Approach for Multi-modal Large Language Models

Leveraging Large Language Models to Develop Heuristics for Emerging Optimization Problems

Application of Multimodal Large Language Models in Autonomous Driving

Towards Label-Only Membership Inference Attack against Pre-trained Large Language Models

Data-free Weight Compress and Denoise for Large Language Models