语言大模型 / LLM - arXivDaily 专题

2406.12257 2025-03-28 cs.AI cs.CR 89%

CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models

Yuetai Li, Zhangchen Xu, Fengqing Jiang, Luyao Niu, Dinuka Sahabandu, Bhaskar Ramasubramanian, Radha Poovendran

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 This paper is presented at EMNLP 2024

2503.21115 2025-03-28 cs.CL 89%

Leveraging Large Language Models for Risk Assessment in Hyperconnected Logistic Hub Network Deployment

Yinzhu Quan, Yujia Xu, Guanlin Chen, Frederick Benaben, Benoit Montreuil

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

2503.20103 2025-03-27 cs.CL 89%

Bigger But Not Better: Small Neural Language Models Outperform Large Language Models in Detection of Thought Disorder

Changye Li, Weizhe Xu, Serguei Pakhomov, Ellen Bradley, Dror Ben-Zeev, Trevor Cohen

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 CL Psych 2025 workshop, co-located with NAACL 2025

2310.04535 2025-03-26 cs.LG cs.AR 89%

LLM4DV: Using Large Language Models for Hardware Test Stimuli Generation

Zixi Zhang, Balint Szekely, Pedro Gimenes, Greg Chadwick, Hugo McNally, Jianyi Cheng, Robert Mullins, Yiren Zhao

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

2502.05610 2025-03-18 cs.CL 89%

Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models

Soham Poddar, Paramita Koley, Janardan Misra, Sanjay Podder, Niloy Ganguly, Saptarshi Ghosh

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 the NAACL 2025 Main Conference

2410.08202 2025-03-14 cs.CV cs.CL 89%

Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training

Gen Luo, Xue Yang, Wenhan Dou, Zhaokai Wang, Jiawen Liu, Jifeng Dai, Yu Qiao, Xizhou Zhu

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 CVPR 2025

2406.13035 2025-03-14 cs.CL 89%

D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models

Zhongwei Wan, Xinjian Wu, Yu Zhang, Yi Xin, Chaofan Tao, Zhihong Zhu, Xin Wang, Siqi Luo, Jing Xiong, Longyue Wang, Mi 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

Comments ICLR 2025

2503.06019 2025-03-11 cs.CL cs.CV 89%

GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices

Xudong Lu, Yinghao Chen, Renshou Wu, Haohao Gao, Xi Chen, Xue Yang, Xiangyu Zhao, Aojun Zhou, Fangyuan Li, 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 14 pages

2503.05047 2025-03-10 cs.CL 89%

Biases in Large Language Model-Elicited Text: A Case Study in Natural Language Inference

Grace Proebsting, Adam Poliak

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 arXiv admin note: substantial text overlap with arXiv:2410.08996

2503.04418 2025-03-07 eess.SY cs.LG cs.SY 89%

AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services

Xiaoqi Wang, Hongyang Du, Yuehong Gao, Dong In Kim

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

2503.04153 2025-03-07 cs.AI 89%

KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease

Yongchao Long, Chao Yang, Gongzheng Tang, Jinwei Wang, Zhun Sui, Yuxi Zhou, Shenda Hong, Luxia 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

Comments Corresponding authors: zhanglx@bjmu.edu.cn; joy_yuxi@pku.edu.cn; hongshenda@pku.edu.cn

2410.02642 2025-03-04 cs.CL cs.IR 89%

Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers

Shijie Chen, Bernal Jiménez Gutiérrez, Yu Su

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 ICLR 2025

2501.19392 2025-03-03 cs.LG 89%

Cache Me If You Must: Adaptive Key-Value Quantization for Large Language Models

Alina Shutova, Vladimir Malinovskii, Vage Egiazarian, Denis Kuznedelev, Denis Mazur, Nikita Surkov, Ivan Ermakov, 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

Comments Preprint, under review

2502.18489 2025-02-27 cs.SE cs.AI 89%

LLM4EFFI: Leveraging Large Language Models to Enhance Code Efficiency and Correctness

Tong Ye, Weigang Huang, Xuhong Zhang, Tengfei Ma, Peiyu Liu, Jianwei Yin, Wenhai 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

2410.05165 2025-02-27 cs.IR cs.CL 89%

Efficient Inference for Large Language Model-based Generative Recommendation

Xinyu Lin, Chaoqun Yang, Wenjie Wang, Yongqi Li, Cunxiao Du, Fuli Feng, See-Kiong Ng, Tat-Seng Chua

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 ICLR 2025

2502.15499 2025-02-26 cs.CL 89%

Scale-Distribution Decoupling: Enabling Stable and Effective Training of Large Language Models

Ya Wang, Zhijian Zhuo, Yutao Zeng, Xun Zhou, Jian Yang, Xiaoqing 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

2502.16402 2025-02-25 cs.AI 89%

Navigation-GPT: A Robust and Adaptive Framework Utilizing Large Language Models for Navigation Applications

Feng Ma, Xiu-min Wang, Chen Chen, Xiao-bin Xu, Xin-ping Yan

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

2406.09288 2025-02-25 cs.LG 89%

Large Language Model as a Teacher for Zero-shot Tagging at Extreme Scales

Jinbin Zhang, Nasib Ullah, Rohit Babbar

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

2502.15685 2025-02-25 cs.IR cs.LG 89%

Active Large Language Model-based Knowledge Distillation for Session-based Recommendation

Yingpeng Du, Zhu Sun, Ziyan Wang, Haoyan Chua, Jie Zhang, Yew-Soon Ong

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 14 pages, 4 figures

2502.15243 2025-02-24 cs.SE cs.AI 89%

Comparative Analysis of Large Language Models for Context-Aware Code Completion using SAFIM Framework

Hang Zhang, Yanxin Shen, Lun Wang, Chuanqi Shi, Shaoshuai Du, Yiyi Tao, Yixian Shen

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 9 pages

2502.14413 2025-02-21 cs.LG 89%

Towards Efficient Automatic Self-Pruning of Large Language Models

Weizhong Huang, Yuxin Zhang, Xiawu Zheng, Fei Chao, Rongrong Ji

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

2502.12700 2025-02-19 cs.CL 89%

Multi-Novelty: Improve the Diversity and Novelty of Contents Generated by Large Language Models via inference-time Multi-Views Brainstorming

Arash Lagzian, Srinivas Anumasa, Dianbo 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

2502.12630 2025-02-19 cs.CR cs.AI 89%

Automating Prompt Leakage Attacks on Large Language Models Using Agentic Approach

Tvrtko Sternak, Davor Runje, Dorian Granoša, Chi 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

2501.12619 2025-02-18 cs.CL 89%

Quantification of Large Language Model Distillation

Sunbowen Lee, Junting Zhou, Chang Ao, Kaige Li, Xinrun Du, Sirui He, Haihong Wu, Tianci Liu, Jiaheng Liu, Hamid Alinejad-Rokny, Min Yang, Yitao Liang, Zhoufutu Wen, Shiwen Ni

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

2412.07210 2025-02-18 cs.DC cs.AI 89%

EDiT: A Local-SGD-Based Efficient Distributed Training Method for Large Language Models

Jialiang Cheng, Ning Gao, Yun Yue, Zhiling Ye, Jiadi Jiang, Jian Sha

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 22 pages, 10 figures, 7 tables

2412.19394 2025-02-14 cs.CR cs.AI 89%

An Engorgio Prompt Makes Large Language Model Babble on

Jianshuo Dong, Ziyuan Zhang, Qingjie Zhang, Tianwei Zhang, Hao Wang, Hewu Li, Qi Li, Chao Zhang, Ke Xu, Han Qiu

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 ICLR 2025

2405.14604 2025-02-11 cs.CL 89%

Watermarking Low-entropy Generation for Large Language Models: An Unbiased and Low-risk Method

Minjia Mao, Dongjun Wei, Zeyu Chen, Xiao Fang, Michael Chau

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

2309.08168 2025-02-11 cs.CL 89%

Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Jun Zhang, Jue Wang, Huan Li, Lidan Shou, Ke Chen, Gang Chen, Sharad Mehrotra

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 ACL 2024

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

1. 效率与部署 22210 篇

CleanGen: Mitigating Backdoor Attacks for Generation Tasks in Large Language Models

Leveraging Large Language Models for Risk Assessment in Hyperconnected Logistic Hub Network Deployment

Bigger But Not Better: Small Neural Language Models Outperform Large Language Models in Detection of Thought Disorder

LLM4DV: Using Large Language Models for Hardware Test Stimuli Generation

Towards Sustainable NLP: Insights from Benchmarking Inference Energy in Large Language Models

Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training

D2O: Dynamic Discriminative Operations for Efficient Long-Context Inference of Large Language Models

GenieBlue: Integrating both Linguistic and Multimodal Capabilities for Large Language Models on Mobile Devices

Biases in Large Language Model-Elicited Text: A Case Study in Natural Language Inference

AOLO: Analysis and Optimization For Low-Carbon Oriented Wireless Large Language Model Services

KidneyTalk-open: No-code Deployment of a Private Large Language Model with Medical Documentation-Enhanced Knowledge Database for Kidney Disease

Attention in Large Language Models Yields Efficient Zero-Shot Re-Rankers

Cache Me If You Must: Adaptive Key-Value Quantization for Large Language Models

LLM4EFFI: Leveraging Large Language Models to Enhance Code Efficiency and Correctness

Efficient Inference for Large Language Model-based Generative Recommendation

Scale-Distribution Decoupling: Enabling Stable and Effective Training of Large Language Models

Navigation-GPT: A Robust and Adaptive Framework Utilizing Large Language Models for Navigation Applications

Large Language Model as a Teacher for Zero-shot Tagging at Extreme Scales

Active Large Language Model-based Knowledge Distillation for Session-based Recommendation

Comparative Analysis of Large Language Models for Context-Aware Code Completion using SAFIM Framework

Towards Efficient Automatic Self-Pruning of Large Language Models

Multi-Novelty: Improve the Diversity and Novelty of Contents Generated by Large Language Models via inference-time Multi-Views Brainstorming

Automating Prompt Leakage Attacks on Large Language Models Using Agentic Approach

Quantification of Large Language Model Distillation

EDiT: A Local-SGD-Based Efficient Distributed Training Method for Large Language Models

An Engorgio Prompt Makes Large Language Model Babble on

Watermarking Low-entropy Generation for Large Language Models: An Unbiased and Low-risk Method

Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

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

COSMosFL: Ensemble of Small Language Models for Fault Localisation