语言大模型 / LLM - arXivDaily 专题

2405.16884 2024-12-13 cs.CL cs.DB 89%

Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching

Tianshu Wang, Xiaoyang Chen, Hongyu Lin, Xuanang Chen, Xianpei Han, Hao Wang, Zhenyu Zeng, Le Sun

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

Comments Accepted at COLING 2025. Our code is available at https://github.com/tshu-w/ComEM

2312.12456 2024-12-13 cs.LG cs.OS 89%

PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU

Yixin Song, Zeyu Mi, Haotong Xie, Haibo Chen

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

Comments SOSP 2024

2412.05587 2024-12-12 cs.SE cs.AI cs.DB 89%

GEE-OPs: An Operator Knowledge Base for Geospatial Code Generation on the Google Earth Engine Platform Powered by Large Language Models

Shuyang Hou, Jianyuan Liang, Anqi Zhao, Huayi Wu

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

2412.07213 2024-12-11 cs.IR cs.AI 89%

IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model

Weizhen Bian, Siyan Liu, Yubo Zhou, Dezhi Chen, Yijie Liao, Zhenzhen Fan, Aobo Wang

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

Journal ref The 17th International Conference on Knowledge Science, Engineering and Management (KSEM 2024)

2412.05469 2024-12-10 cs.LG 89%

Multi-Objective Alignment of Large Language Models Through Hypervolume Maximization

Subhojyoti Mukherjee, Anusha Lalitha, Sailik Sengupta, Aniket Deshmukh, Branislav Kveton

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

2412.00495 2024-12-03 cs.GT cs.LG 89%

Rethinking Strategic Mechanism Design In The Age Of Large Language Models: New Directions For Communication Systems

Ismail Lotfi, Nouf Alabbasi, Omar Alhussein

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

Comments submitted to IEEE IoTM

2409.03274 2024-12-03 cs.CR cs.AI 89%

Recent Advances in Attack and Defense Approaches of Large Language Models

Jing Cui, Yishi Xu, Zhewei Huang, Shuchang Zhou, Jianbin Jiao, Junge 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

2411.18424 2024-11-28 cs.LG cs.DC 89%

FastSwitch: Optimizing Context Switching Efficiency in Fairness-aware Large Language Model Serving

Ao Shen, Zhiyao Li, Mingyu Gao

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

2405.00693 2024-11-28 cs.RO cs.CL 89%

Leveraging Large Language Models in Human-Robot Interaction: A Critical Analysis of Potential and Pitfalls

Jesse Atuhurra

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

2411.17525 2024-11-27 cs.LG 89%

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem

Vladimir Malinovskii, Andrei Panferov, Ivan Ilin, Han Guo, Peter Richtárik, Dan Alistarh

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

2411.09944 2024-11-27 cs.CL 89%

SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Thang M. Pham, Phat T. Nguyen, Seunghyun Yoon, Viet Dac Lai, Franck Dernoncourt, Trung Bui

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

2406.08903 2024-11-27 cs.CL 89%

Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models

Bowen Ping, Shuo Wang, Hanqing Wang, Xu Han, Yuzhuang Xu, Yukun Yan, Yun Chen, Baobao Chang, Zhiyuan Liu, Maosong Sun

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

Comments NeurIPS 2024

2411.14713 2024-11-25 cs.IR cs.AI 89%

LIBER: Lifelong User Behavior Modeling Based on Large Language Models

Chenxu Zhu, Shigang Quan, Bo Chen, Jianghao Lin, Xiaoling Cai, Hong Zhu, Xiangyang Li, Yunjia Xi, Weinan Zhang, Ruiming Tang

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

2411.14272 2024-11-22 cs.CL 89%

Efficient Aspect-Based Summarization of Climate Change Reports with Small Language Models

Iacopo Ghinassi, Leonardo Catalano, Tommaso Colella

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

Journal ref Proceedings of the Third Workshop on NLP for Positive Impact (2024) 123-139

2411.11407 2024-11-19 cs.LG 89%

The Dark Side of Trust: Authority Citation-Driven Jailbreak Attacks on Large Language Models

Xikang Yang, Xuehai Tang, Jizhong Han, Songlin Hu

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

2411.10640 2024-11-19 cs.CV cs.CL 89%

BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices

Xudong Lu, Yinghao Chen, Cheng Chen, Hui Tan, Boheng Chen, Yina Xie, Rui Hu, Guanxin Tan, Renshou Wu, Yan Hu, Yi Zeng, Lei Wu, Liuyang Bian, Zhaoxiong Wang, Long Liu, Yanzhou Yang, Han Xiao, Aojun Zhou, Yafei Wen, Xiaoxin Chen, Shuai Ren, Hongsheng 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

Comments 21 pages

2408.01585 2024-11-19 cs.SE cs.AI 89%

LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Zeyang Ma, Dong Jae Kim, Tse-Hsun Chen

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

2402.09584 2024-11-18 cs.AI cs.HC 89%

Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems

Liang Zhang, Zhelun Chen

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

Journal ref Energy and Buildings, 313, 114278 (2024)

2411.09601 2024-11-15 cs.AI 89%

Accelerating Knowledge Graph and Ontology Engineering with Large Language Models

Cogan Shimizu, Pascal Hitzler

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

2411.08418 2024-11-14 cs.AI 89%

Enhanced Classroom Dialogue Sequences Analysis with a Hybrid AI Agent: Merging Expert Rule-Base with Large Language Models

Yun Long, Yu 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

2407.20557 2024-11-11 cs.LG 89%

CELLM: An Efficient Communication in Large Language Models Training for Federated Learning

Raja Vavekanand, Kira Sam

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

Comments arXiv admin note: This version has been removed by arXiv administrators due to copyright infringement

2406.13618 2024-11-06 cs.CL 89%

In-Context Former: Lightning-fast Compressing Context for Large Language Model

Xiangfeng Wang, Zaiyi Chen, Zheyong Xie, Tong Xu, Yongyi He, Enhong 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

Comments Accepted by EMNLP2024(Findings)

2410.23537 2024-11-01 cs.PF cs.AI 89%

ALISE: Accelerating Large Language Model Serving with Speculative Scheduling

Youpeng Zhao, Jun Wang

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

Comments ICCAD 2024

2409.17372 2024-11-01 cs.AI 89%

Search for Efficient Large Language Models

Xuan Shen, Pu Zhao, Yifan Gong, Zhenglun Kong, Zheng Zhan, Yushu Wu, Ming Lin, Chao Wu, Xue Lin, Yanzhi Wang

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

Comments Accepted by NeurIPS 2024

2406.09714 2024-11-01 stat.ML cs.LG stat.ME 89%

Large language model validity via enhanced conformal prediction methods

John J. Cherian, Isaac Gibbs, Emmanuel J. Candès

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

Comments 24 pages, 14 figures, NeurIPS

2410.22916 2024-10-31 cs.CL 89%

Explainable Behavior Cloning: Teaching Large Language Model Agents through Learning by Demonstration

Yanchu Guan, Dong Wang, Yan Wang, Haiqing Wang, Renen Sun, Chenyi Zhuang, Jinjie Gu, Zhixuan Chu

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

Comments 20 pages

2405.15383 2024-10-31 cs.AI 89%

Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search

Nicola Dainese, Matteo Merler, Minttu Alakuijala, Pekka Marttinen

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

Comments Accepted at NeurIPS 2024, Main Track. 11 pages in main text, 40 pages including references and supplementary materials. 2 figures and 3 tables in the main text, 9 figures and 12 tables when including the supplementary materials. Website at https://sites.google.com/view/code-world-models/home

2410.22082 2024-10-30 cs.DB cs.CL cs.HC 89%

An Actor-Critic Approach to Boosting Text-to-SQL Large Language Model

Ziyang Zheng, Haipeng Jing, Canyu Rui, Askar Hamdulla, Dong 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

2405.19487 2024-10-30 cs.CL 89%

A Full-duplex Speech Dialogue Scheme Based On Large Language Models

Peng Wang, Songshuo Lu, Yaohua Tang, Sijie Yan, Wei Xia, Yuanjun Xiong

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

Comments Accepted to NeurIPS 2024

2404.09526 2024-10-30 cs.DC cs.LG 89%

LoongServe: Efficiently Serving Long-Context Large Language Models with Elastic Sequence Parallelism

Bingyang Wu, Shengyu Liu, Yinmin Zhong, Peng Sun, Xuanzhe Liu, Xin Jin

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

1. 效率与部署 22243 篇

Match, Compare, or Select? An Investigation of Large Language Models for Entity Matching

PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU

GEE-OPs: An Operator Knowledge Base for Geospatial Code Generation on the Google Earth Engine Platform Powered by Large Language Models

IntellectSeeker: A Personalized Literature Management System with the Probabilistic Model and Large Language Model

Multi-Objective Alignment of Large Language Models Through Hypervolume Maximization

Rethinking Strategic Mechanism Design In The Age Of Large Language Models: New Directions For Communication Systems

Recent Advances in Attack and Defense Approaches of Large Language Models

FastSwitch: Optimizing Context Switching Efficiency in Fairness-aware Large Language Model Serving

Leveraging Large Language Models in Human-Robot Interaction: A Critical Analysis of Potential and Pitfalls

Pushing the Limits of Large Language Model Quantization via the Linearity Theorem

SlimLM: An Efficient Small Language Model for On-Device Document Assistance

Delta-CoMe: Training-Free Delta-Compression with Mixed-Precision for Large Language Models

LIBER: Lifelong User Behavior Modeling Based on Large Language Models

Efficient Aspect-Based Summarization of Climate Change Reports with Small Language Models

The Dark Side of Trust: Authority Citation-Driven Jailbreak Attacks on Large Language Models

BlueLM-V-3B: Algorithm and System Co-Design for Multimodal Large Language Models on Mobile Devices

LibreLog: Accurate and Efficient Unsupervised Log Parsing Using Open-Source Large Language Models

Large Language Model-Based Interpretable Machine Learning Control in Building Energy Systems

Accelerating Knowledge Graph and Ontology Engineering with Large Language Models

Enhanced Classroom Dialogue Sequences Analysis with a Hybrid AI Agent: Merging Expert Rule-Base with Large Language Models

CELLM: An Efficient Communication in Large Language Models Training for Federated Learning

In-Context Former: Lightning-fast Compressing Context for Large Language Model

ALISE: Accelerating Large Language Model Serving with Speculative Scheduling

Search for Efficient Large Language Models

Large language model validity via enhanced conformal prediction methods

Explainable Behavior Cloning: Teaching Large Language Model Agents through Learning by Demonstration

Generating Code World Models with Large Language Models Guided by Monte Carlo Tree Search

An Actor-Critic Approach to Boosting Text-to-SQL Large Language Model

A Full-duplex Speech Dialogue Scheme Based On Large Language Models

LoongServe: Efficiently Serving Long-Context Large Language Models with Elastic Sequence Parallelism