语言大模型 / LLM - arXivDaily 专题

2412.19823 2024-12-31 cs.NI cs.AI cs.LG 90%

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

Gordon Owusu Boateng, Hani Sami, Ahmed Alagha, Hanae Elmekki, Ahmad Hammoud, Rabeb Mizouni, Azzam Mourad, Hadi Otrok, Jamal Bentahar, Sami Muhaidat, Chamseddine Talhi, Zbigniew Dziong, Mohsen Guizani

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

2408.03631 2024-12-30 cs.AI cs.CL 90%

Large Language Model as a Catalyst: A Paradigm Shift in Base Station Siting Optimization

Yanhu Wang, Muhammad Muzammil Afzal, Zhengyang Li, Jie Zhou, Chenyuan Feng, Shuaishuai Guo, Tony Q. S. Quek

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

2412.10117 2024-12-30 cs.SD cs.AI cs.LG eess.AS 90%

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

Zhihao Du, Yuxuan Wang, Qian Chen, Xian Shi, Xiang Lv, Tianyu Zhao, Zhifu Gao, Yexin Yang, Changfeng Gao, Hui Wang, Fan Yu, Huadai Liu, Zhengyan Sheng, Yue Gu, Chong Deng, Wen Wang, Shiliang Zhang, Zhijie Yan, Jingren Zhou

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 Tech report, work in progress

2412.18299 2024-12-25 cs.CL cs.AI 90%

M-Ped: Multi-Prompt Ensemble Decoding for Large Language Models

Jiaxin Guo, Daimeng Wei, Yuanchang Luo, Shimin Tao, Hengchao Shang, Zongyao Li, Shaojun Li, Jinlong Yang, Zhanglin Wu, Zhiqiang Rao, Hao Yang

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

2412.18154 2024-12-25 q-bio.GN cs.AI cs.CL 90%

GeneSUM: Large Language Model-based Gene Summary Extraction

Zhijian Chen, Chuan Hu, Min Wu, Qingqing Long, Xuezhi Wang, Yuanchun Zhou, Meng Xiao

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 7 pages, Accepted by BIBM 2024

2408.08685 2024-12-25 cs.LG cs.AI cs.CY cs.SI 90%

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

Zhongjian Zhang, Xiao Wang, Huichi Zhou, Yue Yu, Mengmei Zhang, Cheng Yang, Chuan Shi

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 accepted by KDD 2025

2412.16878 2024-12-24 cs.LG cs.AI 90%

Online Preference-based Reinforcement Learning with Self-augmented Feedback from Large Language Model

Songjun Tu, Jingbo Sun, Qichao Zhang, Xiangyuan Lan, Dongbin Zhao

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 19 pages, The 24th International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS25)

Journal ref The 24th International Conference on Autonomous Agents and Multi-Agent Systems, AAMAS-2025

2412.13475 2024-12-19 cs.CL cs.AI 90%

A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models

Bowen Chen, Namgi Han, Yusuke Miyao

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 main content 8 pages, 6 figures

2408.11330 2024-12-19 cs.LG cs.CL 90%

Design Principle Transfer in Neural Architecture Search via Large Language Models

Xun Zhou, Xingyu Wu, Liang Feng, Zhichao Lu, Kay Chen Tan

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

2407.20584 2024-12-19 cs.CL cs.AI 90%

Pruning Large Language Models with Semi-Structural Adaptive Sparse Training

Weiyu Huang, Yuezhou Hu, Guohao Jian, Jun Zhu, Jianfei Chen

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 AAAI25

2412.12362 2024-12-18 cs.AI cs.CL 90%

How Different AI Chatbots Behave? Benchmarking Large Language Models in Behavioral Economics Games

Yutong Xie, Yiyao Liu, Zhuang Ma, Lin Shi, Xiyuan Wang, Walter Yuan, Matthew O. Jackson, Qiaozhu Mei

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 Presented at The First Workshop on AI Behavioral Science (AIBS 2024)

2412.12170 2024-12-18 cs.LG cs.AI 90%

PickLLM: Context-Aware RL-Assisted Large Language Model Routing

Dimitrios Sikeridis, Dennis Ramdass, Pranay Pareek

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 This work has been accepted at the first Workshop on Scalable and Efficient Artificial Intelligence Systems (SEAS) held in conjunction with the 39th Annual AAAI Conference on Artificial Intelligence, AAAI 2025, in Philadelphia, Pennsylvania, USA

2403.09919 2024-12-17 cs.CL cs.LG 90%

Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Yunfei Cheng, Aonan Zhang, Xuanyu Zhang, Chong Wang, Yi 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.LG

Comments 13 pages, 7 figures

2412.10107 2024-12-16 cs.NI cs.AI cs.ET cs.LG 90%

NetOrchLLM: Mastering Wireless Network Orchestration with Large Language Models

Asmaa Abdallah, Abdullatif Albaseer, Abdulkadir Celik, Mohamed Abdallah, Ahmed M. Eltawil

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

2412.07393 2024-12-11 cs.CL cs.AI 90%

CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models

Dongfang Li, Zetian Sun, Xinshuo Hu, Baotian Hu, Min Zhang

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 AAAI 2025; Pre-print

2404.02657 2024-12-10 cs.CL cs.AI 90%

Rethinking Kullback-Leibler Divergence in Knowledge Distillation for Large Language Models

Taiqiang Wu, Chaofan Tao, Jiahao Wang, Runming Yang, Zhe Zhao, Ngai Wong

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 COLING 2025

2404.06448 2024-12-09 cs.LG cs.AI 90%

Automated Federated Pipeline for Parameter-Efficient Fine-Tuning of Large Language Models

Zihan Fang, Zheng Lin, Zhe Chen, Xianhao Chen, Yue Gao, Yuguang Fang

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 15 pages, 16 figures

2412.01709 2024-12-03 cs.DB cs.CL cs.LG 90%

Query Performance Explanation through Large Language Model for HTAP Systems

Haibo Xiu, Li Zhang, Tieying Zhang, Jun Yang, Jianjun Chen

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 Submitted to ICDE 2025

2402.04838 2024-11-22 cs.CL cs.AI 90%

PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition

Jinghui Lu, Ziwei Yang, Yanjie Wang, Xuejing Liu, Brian Mac Namee, Can Huang

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 to Neurips2024

2402.13098 2024-11-21 cs.CL cs.AI 90%

ELAD: Explanation-Guided Large Language Models Active Distillation

Yifei Zhang, Bo Pan, Chen Ling, Yuntong Hu, Liang Zhao

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

2411.12357 2024-11-20 cs.SE cs.AI cs.CL cs.MA 90%

A Layered Architecture for Developing and Enhancing Capabilities in Large Language Model-based Software Systems

Dawen Zhang, Xiwei Xu, Chen Wang, Zhenchang Xing, Robert Mao

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

2411.10606 2024-11-19 cs.LG cs.AI 90%

AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment

Yonggan Fu, Zhongzhi Yu, Junwei Li, Jiayi Qian, Yongan Zhang, Xiangchi Yuan, Dachuan Shi, Roman Yakunin, Yingyan Celine Lin

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 Accepted at NeurIPS 2024

2411.06681 2024-11-12 cs.LG cs.AI cs.DC cs.IT math.IT 90%

WDMoE: Wireless Distributed Mixture of Experts for Large Language Models

Nan Xue, Yaping Sun, Zhiyong Chen, Meixia Tao, Xiaodong Xu, Liang Qian, Shuguang Cui, Wenjun Zhang, Ping Zhang

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

2411.03519 2024-11-07 cs.DC cs.AI cs.LG cs.MA 90%

AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution

Zhiqiang Xie, Hao Kang, Ying Sheng, Tushar Krishna, Kayvon Fatahalian, Christos Kozyrakis

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

2406.14319 2024-11-07 cs.AI cs.CL 90%

LiveMind: Low-latency Large Language Models with Simultaneous Inference

Chuangtao Chen, Grace Li Zhang, Xunzhao Yin, Cheng Zhuo, Ulf Schlichtmann, Bing Li

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

2407.11019 2024-11-06 cs.SE cs.AI cs.CL 90%

Efficacy of Various Large Language Models in Generating Smart Contracts

Siddhartha Chatterjee, Bina Ramamurthy

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

Comments 18 pages, accepted for presentation at 8th annual Future of Information and Communication Conference

2410.21352 2024-11-01 cs.CL cs.AI 90%

LLMCBench: Benchmarking Large Language Model Compression for Efficient Deployment

Ge Yang, Changyi He, Jinyang Guo, Jianyu Wu, Yifu Ding, Aishan Liu, Haotong Qin, Pengliang Ji, Xianglong Liu

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 NeurIPS 2024 Datasets and Benchmarks Track

2410.08970 2024-10-30 cs.CL cs.AI 90%

NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models

Zheng Yi Ho, Siyuan Liang, Sen Zhang, Yibing Zhan, Dacheng Tao

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

2410.18248 2024-10-29 cs.LG cs.AI 90%

Fast Inference for Augmented Large Language Models

Rana Shahout, Cong Liang, Shiji Xin, Qianru Lao, Yong Cui, Minlan Yu, Michael Mitzenmacher

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

2410.18351 2024-10-25 cs.CL cs.LG 90%

AdaEDL: Early Draft Stopping for Speculative Decoding of Large Language Models via an Entropy-based Lower Bound on Token Acceptance Probability

Sudhanshu Agrawal, Wonseok Jeon, Mingu Lee

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 Workshop on Efficient Natural Language and Signal Processing at NeurIPS 2024

1. 效率与部署 22368 篇

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

Large Language Model as a Catalyst: A Paradigm Shift in Base Station Siting Optimization

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models

M-Ped: Multi-Prompt Ensemble Decoding for Large Language Models

GeneSUM: Large Language Model-based Gene Summary Extraction

Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

Online Preference-based Reinforcement Learning with Self-augmented Feedback from Large Language Model

A Statistical and Multi-Perspective Revisiting of the Membership Inference Attack in Large Language Models

Design Principle Transfer in Neural Architecture Search via Large Language Models

Pruning Large Language Models with Semi-Structural Adaptive Sparse Training

How Different AI Chatbots Behave? Benchmarking Large Language Models in Behavioral Economics Games

PickLLM: Context-Aware RL-Assisted Large Language Model Routing

Recurrent Drafter for Fast Speculative Decoding in Large Language Models

NetOrchLLM: Mastering Wireless Network Orchestration with Large Language Models

CMT: A Memory Compression Method for Continual Knowledge Learning of Large Language Models

Rethinking Kullback-Leibler Divergence in Knowledge Distillation for Large Language Models

Automated Federated Pipeline for Parameter-Efficient Fine-Tuning of Large Language Models

Query Performance Explanation through Large Language Model for HTAP Systems

PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition

ELAD: Explanation-Guided Large Language Models Active Distillation

A Layered Architecture for Developing and Enhancing Capabilities in Large Language Model-based Software Systems

AmoebaLLM: Constructing Any-Shape Large Language Models for Efficient and Instant Deployment

WDMoE: Wireless Distributed Mixture of Experts for Large Language Models

AI Metropolis: Scaling Large Language Model-based Multi-Agent Simulation with Out-of-order Execution

LiveMind: Low-latency Large Language Models with Simultaneous Inference

Efficacy of Various Large Language Models in Generating Smart Contracts

LLMCBench: Benchmarking Large Language Model Compression for Efficient Deployment

NoVo: Norm Voting off Hallucinations with Attention Heads in Large Language Models

Fast Inference for Augmented Large Language Models

AdaEDL: Early Draft Stopping for Speculative Decoding of Large Language Models via an Entropy-based Lower Bound on Token Acceptance Probability