语言大模型 / LLM - arXivDaily 专题

2501.13993 2025-01-27 cs.CL cs.AI cs.IR 90%

CAPRAG: A Large Language Model Solution for Customer Service and Automatic Reporting using Vector and Graph Retrieval-Augmented Generation

Hamza Landolsi, Kais Letaief, Nizar Taghouti, Ines Abdeljaoued-Tej

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 14 pages, 5 Figures, 3 Tables

2501.09410 2025-01-17 cs.NI cs.AI cs.LG 90%

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models

Lyudong Jin, Yanning Zhang, Yanhan Li, Shurong Wang, Howard H. Yang, Jian Wu, Meng 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

Comments Submitted to IEEE/ACM Transactions on Networking

2410.13187 2025-01-17 cs.CL cs.AI cs.SE 90%

aiXcoder-7B: A Lightweight and Effective Large Language Model for Code Processing

Siyuan Jiang, Jia Li, He Zong, Huanyu Liu, Hao Zhu, Shukai Hu, Erlu Li, Jiazheng Ding, Yu Han, Wei Ning, Gen Wang, Yihong Dong, Kechi Zhang, Ge 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

Comments (1) Accepted by the 47th International Conference on Software Engineering (ICSE 2025). (2) aiXcoder-7B is available at https://github.com/aixcoder-plugin/aiXcoder-7B

2501.08457 2025-01-16 cs.CL cs.LG 90%

Large Language Models For Text Classification: Case Study And Comprehensive Review

Arina Kostina, Marios D. Dikaiakos, Dimosthenis Stefanidis, George Pallis

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.LG

2501.06282 2025-01-14 cs.CL cs.AI cs.HC cs.SD eess.AS 90%

MinMo: A Multimodal Large Language Model for Seamless Voice Interaction

Qian Chen, Yafeng Chen, Yanni Chen, Mengzhe Chen, Yingda Chen, Chong Deng, Zhihao Du, Ruize Gao, Changfeng Gao, Zhifu Gao, Yabin Li, Xiang Lv, Jiaqing Liu, Haoneng Luo, Bin Ma, Chongjia Ni, Xian Shi, Jialong Tang, Hui Wang, Hao Wang, Wen Wang, Yuxuan Wang, Yunlan Xu, Fan Yu, Zhijie Yan, Yexin Yang, Baosong Yang, Xian Yang, Guanrou Yang, Tianyu Zhao, Qinglin Zhang, Shiliang Zhang, Nan Zhao, Pei Zhang, Chong Zhang, Jinren Zhou

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 Work in progress. Authors are listed in alphabetical order by family name

2412.19925 2025-01-14 cs.CL cs.AI cs.AR 90%

HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models

Ze Yang, Yihong Jin, Xinhe Xu

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 ICCEA 2025

2501.05057 2025-01-10 cs.RO cs.AI cs.LG 90%

LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models

Zengqi Peng, Yubin Wang, Xu Han, Lei Zheng, Jun Ma

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

2501.04487 2025-01-09 cs.LG cs.AI 90%

Integrating remote sensing data assimilation, deep learning and large language model for interactive wheat breeding yield prediction

Guofeng Yang, Nanfei Jin, Wenjie Ai, Zhonghua Zheng, Yuhong He, Yong He

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

2501.02532 2025-01-07 cs.CL cs.AI cs.CY 90%

Evaluating Large Language Models Against Human Annotators in Latent Content Analysis: Sentiment, Political Leaning, Emotional Intensity, and Sarcasm

Ljubisa Bojic, Olga Zagovora, Asta Zelenkauskaite, Vuk Vukovic, Milan Cabarkapa, Selma Veseljević Jerkovic, Ana Jovančevic

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 24 pages, 3 figures

2412.21200 2024-12-31 cs.IT cs.CL cs.DC cs.LG cs.NI math.IT 90%

Distributed Mixture-of-Agents for Edge Inference with Large Language Models

Purbesh Mitra, Priyanka Kaswan, Sennur Ulukus

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

2412.21140 2024-12-31 cs.CL cs.AI 90%

Facilitating large language model Russian adaptation with Learned Embedding Propagation

Mikhail Tikhomirov, Daniil Chernyshev

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 Preprint version of an article published in the Journal of Language and Education. Copyright held by the owner/author(s). Publication rights licensed to the Journal of Language and Education

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

1. 效率与部署 22188 篇

CAPRAG: A Large Language Model Solution for Customer Service and Automatic Reporting using Vector and Graph Retrieval-Augmented Generation

MoE$^2$: Optimizing Collaborative Inference for Edge Large Language Models

aiXcoder-7B: A Lightweight and Effective Large Language Model for Code Processing

Large Language Models For Text Classification: Case Study And Comprehensive Review

MinMo: A Multimodal Large Language Model for Seamless Voice Interaction

HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models

LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models

Integrating remote sensing data assimilation, deep learning and large language model for interactive wheat breeding yield prediction

Evaluating Large Language Models Against Human Annotators in Latent Content Analysis: Sentiment, Political Leaning, Emotional Intensity, and Sarcasm

Distributed Mixture-of-Agents for Edge Inference with Large Language Models

Facilitating large language model Russian adaptation with Learned Embedding Propagation

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