语言大模型 / LLM - arXivDaily 专题

2410.02298 2025-02-10 cs.CR cs.CL 89%

Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models

Guobin Shen, Dongcheng Zhao, Yiting Dong, Xiang He, Yi Zeng

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 ICLR2025. url: https://openreview.net/forum?id=s20W12XTF8

2502.02908 2025-02-06 cs.SE cs.LG 89%

COSMosFL: Ensemble of Small Language Models for Fault Localisation

Hyunjoon Cho, Sungmin Kang, Gabin An, Shin Yoo

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

Comments LLM4Code 2025 Workshop

2501.04266 2025-02-05 cs.DC cs.AI 89%

Scaling Large Language Model Training on Frontier with Low-Bandwidth Partitioning

Lang Xu, Quentin Anthony, Jacob Hatef, Aamir Shafi, Hari Subramoni, Dhabaleswar K., Panda

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 Added references and clarifications

2409.16867 2025-02-05 cs.AI 89%

Multi-objective Evolution of Heuristic Using Large Language Model

Shunyu Yao, Fei Liu, Xi Lin, Zhichao Lu, Zhenkun Wang, Qingfu 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

2501.18154 2025-01-31 cs.CL 89%

Mixed-Precision Graph Neural Quantization for Low Bit Large Language Models

Wanlong Liu, Yichen Xiao, Dingyi Zeng, Hongyang Zhao, Wenyu Chen, Malu Zhang

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

Comments ICASSP 2025

2501.16786 2025-01-29 cs.CV cs.CL 89%

Exploring the Role of Explicit Temporal Modeling in Multimodal Large Language Models for Video Understanding

Yun Li, Zhe Liu, Yajing Kong, Guangrui Li, Jiyuan Zhang, Chao Bian, Feng Liu, Lina Yao, Zhenbang 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

2405.01553 2025-01-28 cs.SE cs.AI 89%

Empirical Studies of Parameter Efficient Methods for Large Language Models of Code and Knowledge Transfer to R

Amirreza Esmaeili, Iman Saberi, Fatemeh H. Fard

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

2501.15411 2025-01-28 cs.CY cs.CL 89%

The Potential of Large Language Models in Supply Chain Management: Advancing Decision-Making, Efficiency, and Innovation

Raha Aghaei, Ali A. Kiaei, Mahnaz Boush, Javad Vahidi, Zeynab Barzegar, Mahan Rofoosheh

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

2412.04788 2025-01-28 cs.AI 89%

GUIDE: A Global Unified Inference Engine for Deploying Large Language Models in Heterogeneous Environments

Yanyu Chen, Ganhong Huang

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

2402.17564 2025-01-28 cs.CL 89%

Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers

Xinyu Tang, Xiaolei Wang, Wayne Xin Zhao, Siyuan Lu, Yaliang Li, Ji-Rong Wen

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 AAAI 2025

2501.14734 2025-01-28 cs.DC cs.AI 89%

Research on the Application of Spark Streaming Real-Time Data Analysis System and large language model Intelligent Agents

Jialin Wang, Zhihua Duan

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

2501.13699 2025-01-24 cs.CL cs.SE 89%

DI-BENCH: Benchmarking Large Language Models on Dependency Inference with Testable Repositories at Scale

Linghao Zhang, Junhao Wang, Shilin He, Chaoyun Zhang, Yu Kang, Bowen Li, Jiaheng Wen, Chengxing Xie, Maoquan Wang, Yufan Huang, Elsie Nallipogu, Qingwei Lin, Yingnong Dang, Saravan Rajmohan, Dongmei Zhang, Qi 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

2412.11378 2025-01-22 cs.LG 89%

FinLoRA: Finetuning Quantized Financial Large Language Models Using Low-Rank Adaptation

Dannong Wang, Daniel Kim, Bo Jin, Xingjian Zhao, Tianfan Fu, Steve Yang, Xiao-Yang Liu

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

2409.11673 2025-01-22 cs.CL 89%

RUIE: Retrieval-based Unified Information Extraction using Large Language Model

Xincheng Liao, Junwen Duan, Yixi Huang, Jianxin 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

Comments To appear in COLING 2025 main conference

2501.09258 2025-01-17 cs.CL cs.SD eess.AS 89%

Delayed Fusion: Integrating Large Language Models into First-Pass Decoding in End-to-end Speech Recognition

Takaaki Hori, Martin Kocour, Adnan Haider, Erik McDermott, Xiaodan Zhuang

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 ICASSP2025

2501.08090 2025-01-15 cs.DC cs.AI 89%

Hierarchical Autoscaling for Large Language Model Serving with Chiron

Archit Patke, Dhemath Reddy, Saurabh Jha, Chandra Narayanaswami, Zbigniew Kalbarczyk, Ravishankar Iyer

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

2407.18407 2025-01-15 cs.LG cs.CY 89%

Large Language Model Integrated Healthcare Cyber-Physical Systems Architecture

Malithi Wanniarachchi Kankanamge, Syed Mhamudul Hasan, Abdur R. Shahid, Ning Yang

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

Journal ref 2024 IEEE 48th Annual Computers, Software, and Applications Conference (COMPSAC)

2501.07024 2025-01-14 cs.AI cs.IR 89%

A Proposed Large Language Model-Based Smart Search for Archive System

Ha Dung Nguyen, Thi-Hoang Anh Nguyen, Thanh Binh Nguyen

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 The 13th International Symposium on Information and Communication Technology (SOICT 2024)

2501.06231 2025-01-14 cs.AI 89%

Sustainable and Intelligent Public Facility Failure Management System Based on Large Language Models

Siguo Bi, Jilong Zhang, Wei Ni

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

2501.05249 2025-01-10 cs.CR cs.AI 89%

RAG-WM: An Efficient Black-Box Watermarking Approach for Retrieval-Augmented Generation of Large Language Models

Peizhuo Lv, Mengjie Sun, Hao Wang, Xiaofeng Wang, Shengzhi Zhang, Yuxuan Chen, Kai Chen, Limin Sun

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

2412.18552 2024-12-31 cs.CL 89%

Distilling Fine-grained Sentiment Understanding from Large Language Models

Yice Zhang, Guangyu Xie, Hongling Xu, Kaiheng Hou, Jianzhu Bao, Qianlong Wang, Shiwei Chen, Ruifeng Xu

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

2412.19829 2024-12-31 cs.AR cs.LG 89%

GFormer: Accelerating Large Language Models with Optimized Transformers on Gaudi Processors

Chengming Zhang, Xinheng Ding, Baixi Sun, Xiaodong Yu, Weijian Zheng, Zhen Xie, Dingwen Tao

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

2412.00652 2024-12-30 cs.CL cs.CR 89%

Multi-Agent Collaboration in Incident Response with Large Language Models

Zefang 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

2412.18715 2024-12-30 cs.AI cs.IR 89%

Optimization and Scalability of Collaborative Filtering Algorithms in Large Language Models

Haowei Yang, Longfei Yun, Jinghan Cao, Qingyi Lu, Yuming Tu

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

2412.18697 2024-12-30 cs.AI cs.MA 89%

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice

Cong Jiang, Xiaolei Yang

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 Draft version; Under review

2412.18096 2024-12-25 cs.AI 89%

Real-world Deployment and Evaluation of PErioperative AI CHatbot (PEACH) -- a Large Language Model Chatbot for Perioperative Medicine

Yu He Ke, Liyuan Jin, Kabilan Elangovan, Bryan Wen Xi Ong, Chin Yang Oh, Jacqueline Sim, Kenny Wei-Tsen Loh, Chai Rick Soh, Jonathan Ming Hua Cheng, Aaron Kwang Yang Lee, Daniel Shu Wei Ting, Nan Liu, Hairil Rizal Abdullah

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 21 pages, 3 figures, 1 graphical abstract

2406.14898 2024-12-24 cs.CR cs.CL 89%

Safely Learning with Private Data: A Federated Learning Framework for Large Language Model

JiaYing Zheng, HaiNan Zhang, LingXiang Wang, WangJie Qiu, HongWei Zheng, ZhiMing Zheng

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 EMNLP 2024

2412.15750 2024-12-23 cs.LG 89%

Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference

Jorge García-Carrasco, Alejandro Maté, Juan Trujillo

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 Accepted to AAAI 25 Main Technical Track

2405.16203 2024-12-19 cs.LG 89%

Evolutionary Large Language Model for Automated Feature Transformation

Nanxu Gong, Chandan K. Reddy, Wangyang Ying, Haifeng Chen, Yanjie Fu

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 Accepted to AAAI 2025

2412.07646 2024-12-16 cs.CL 89%

Searching for Structure: Investigating Emergent Communication with Large Language Models

Tom Kouwenhoven, Max Peeperkorn, Tessa Verhoef

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

1. 效率与部署 22243 篇

Jailbreak Antidote: Runtime Safety-Utility Balance via Sparse Representation Adjustment in Large Language Models

COSMosFL: Ensemble of Small Language Models for Fault Localisation

Scaling Large Language Model Training on Frontier with Low-Bandwidth Partitioning

Multi-objective Evolution of Heuristic Using Large Language Model

Mixed-Precision Graph Neural Quantization for Low Bit Large Language Models

Exploring the Role of Explicit Temporal Modeling in Multimodal Large Language Models for Video Understanding

Empirical Studies of Parameter Efficient Methods for Large Language Models of Code and Knowledge Transfer to R

The Potential of Large Language Models in Supply Chain Management: Advancing Decision-Making, Efficiency, and Innovation

GUIDE: A Global Unified Inference Engine for Deploying Large Language Models in Heterogeneous Environments

Unleashing the Potential of Large Language Models as Prompt Optimizers: Analogical Analysis with Gradient-based Model Optimizers

Research on the Application of Spark Streaming Real-Time Data Analysis System and large language model Intelligent Agents

DI-BENCH: Benchmarking Large Language Models on Dependency Inference with Testable Repositories at Scale

FinLoRA: Finetuning Quantized Financial Large Language Models Using Low-Rank Adaptation

RUIE: Retrieval-based Unified Information Extraction using Large Language Model

Delayed Fusion: Integrating Large Language Models into First-Pass Decoding in End-to-end Speech Recognition

Hierarchical Autoscaling for Large Language Model Serving with Chiron

Large Language Model Integrated Healthcare Cyber-Physical Systems Architecture

A Proposed Large Language Model-Based Smart Search for Archive System

Sustainable and Intelligent Public Facility Failure Management System Based on Large Language Models

RAG-WM: An Efficient Black-Box Watermarking Approach for Retrieval-Augmented Generation of Large Language Models

Distilling Fine-grained Sentiment Understanding from Large Language Models

GFormer: Accelerating Large Language Models with Optimized Transformers on Gaudi Processors

Multi-Agent Collaboration in Incident Response with Large Language Models

Optimization and Scalability of Collaborative Filtering Algorithms in Large Language Models

Agents on the Bench: Large Language Model Based Multi Agent Framework for Trustworthy Digital Justice

Real-world Deployment and Evaluation of PErioperative AI CHatbot (PEACH) -- a Large Language Model Chatbot for Perioperative Medicine

Safely Learning with Private Data: A Federated Learning Framework for Large Language Model

Extracting Interpretable Task-Specific Circuits from Large Language Models for Faster Inference

Evolutionary Large Language Model for Automated Feature Transformation

Searching for Structure: Investigating Emergent Communication with Large Language Models