语言大模型 / LLM - arXivDaily 专题

2311.08268 2024-04-09 cs.CL 88%

A Wolf in Sheep's Clothing: Generalized Nested Jailbreak Prompts can Fool Large Language Models Easily

Peng Ding, Jun Kuang, Dan Ma, Xuezhi Cao, Yunsen Xian, Jiajun Chen, Shujian Huang

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

Comments Acccepted by NAACL 2024, 18 pages, 7 figures, 13 tables

2404.02852 2024-04-04 cs.LG 88%

Toward Inference-optimal Mixture-of-Expert Large Language Models

Longfei Yun, Yonghao Zhuang, Yao Fu, Eric P Xing, Hao Zhang

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

Comments 15 pages, 8 figures

2311.04978 2024-04-04 cs.CL 88%

On the steerability of large language models toward data-driven personas

Junyi Li, Ninareh Mehrabi, Charith Peris, Palash Goyal, Kai-Wei Chang, Aram Galstyan, Richard Zemel, Rahul Gupta

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

2404.00828 2024-04-02 cs.CL 88%

PID Control-Based Self-Healing to Improve the Robustness of Large Language Models

Zhuotong Chen, Zihu Wang, Yifan Yang, Qianxiao Li, Zheng Zhang

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

Comments Transactions on Machine Learning Research

2403.17411 2024-03-27 cs.CL 88%

PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models

Jinyi Li, Yihuai Lan, Lei Wang, Hao Wang

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

Comments For open-source repository, see https://github.com/3DAgentWorld/Toolkit-for-Prompt-Compression

2403.15779 2024-03-26 cs.AI 88%

The Frontier of Data Erasure: Machine Unlearning for Large Language Models

Youyang Qu, Ming Ding, Nan Sun, Kanchana Thilakarathna, Tianqing Zhu, Dusit Niyato

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

2403.15076 2024-03-25 q-bio.QM cs.AI q-bio.BM q-bio.SC 88%

Comprehensive Lipidomic Automation Workflow using Large Language Models

Connor Beveridge, Sanjay Iyer, Caitlin E. Randolph, Matthew Muhoberac, Palak Manchanda, Amy C. Clingenpeel, Shane Tichy, Gaurav Chopra

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

Comments 53 pages, 4 main figures, 23 Supporting figures, 10 Supporting Tables

2403.13590 2024-03-21 cs.CL 88%

Teacher-Student Training for Debiasing: General Permutation Debiasing for Large Language Models

Adian Liusie, Yassir Fathullah, Mark J. F. Gales

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

2403.13250 2024-03-21 cs.CL 88%

Facilitating Pornographic Text Detection for Open-Domain Dialogue Systems via Knowledge Distillation of Large Language Models

Huachuan Qiu, Shuai Zhang, Hongliang He, Anqi Li, Zhenzhong Lan

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

Comments Accepted to CSCWD 2024 (27th International Conference on Computer Supported Cooperative Work in Design). arXiv admin note: text overlap with arXiv:2309.09749

2403.12544 2024-03-20 cs.LG 88%

AffineQuant: Affine Transformation Quantization for Large Language Models

Yuexiao Ma, Huixia Li, Xiawu Zheng, Feng Ling, Xuefeng Xiao, Rui Wang, Shilei Wen, Fei Chao, Rongrong Ji

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

Comments ICLR 2024

2403.06414 2024-03-12 cs.CL 88%

Evolving Knowledge Distillation with Large Language Models and Active Learning

Chengyuan Liu, Yangyang Kang, Fubang Zhao, Kun Kuang, Zhuoren Jiang, Changlong Sun, Fei Wu

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

Comments Accepted by COLING 2024

2403.04784 2024-03-11 cs.CR cs.LG 88%

Analysis of Privacy Leakage in Federated Large Language Models

Minh N. Vu, Truc Nguyen, Tre' R. Jeter, My T. Thai

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

2403.03962 2024-03-08 cs.SI cs.AI cs.NE 88%

Identify Critical Nodes in Complex Network with Large Language Models

Jinzhu Mao, Dongyun Zou, Li Sheng, Siyi Liu, Chen Gao, Yue Wang, Yong Li

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

2402.11641 2024-02-26 cs.LG 88%

Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models

Lanning Wei, Jun Gao, Huan Zhao, Quanming Yao

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

2401.02330 2024-02-23 cs.CV cs.CL 88%

LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model

Yichen Zhu, Minjie Zhu, Ning Liu, Zhicai Ou, Xiaofeng Mou, Jian Tang

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

Comments The datasets were incomplete as they did not include all the necessary copyrights

2309.03882 2024-02-23 cs.CL 88%

Large Language Models Are Not Robust Multiple Choice Selectors

Chujie Zheng, Hao Zhou, Fandong Meng, Jie Zhou, Minlie Huang

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

Comments ICLR 2024 Spotlight

2402.12204 2024-02-20 cs.CL 88%

Enhancing Multilingual Capabilities of Large Language Models through Self-Distillation from Resource-Rich Languages

Yuanchi Zhang, Yile Wang, Zijun Liu, Shuo Wang, Xiaolong Wang, Peng Li, Maosong Sun, Yang Liu

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

2311.08370 2024-02-19 cs.CL 88%

SimpleSafetyTests: a Test Suite for Identifying Critical Safety Risks in Large Language Models

Bertie Vidgen, Nino Scherrer, Hannah Rose Kirk, Rebecca Qian, Anand Kannappan, Scott A. Hale, Paul Röttger

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

2306.14263 2024-02-09 cs.CR cs.AI 88%

Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices

Mohamed Amine Ferrag, Mthandazo Ndhlovu, Norbert Tihanyi, Lucas C. Cordeiro, Merouane Debbah, Thierry Lestable, Narinderjit Singh Thandi

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

Comments This paper has been accepted for publication in IEEE Access: http://dx.doi.org/10.1109/ACCESS.2024.3363469

2402.03755 2024-02-07 cs.AI q-fin.CP 88%

QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model

Saizhuo Wang, Hang Yuan, Lionel M. Ni, Jian Guo

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

2311.13361 2024-01-25 cs.AI cs.HC cs.SY eess.SY 88%

Applying Large Language Models to Power Systems: Potential Security Threats

Jiaqi Ruan, Gaoqi Liang, Huan Zhao, Guolong Liu, Xianzhuo Sun, Jing Qiu, Zhao Xu, Fushuan Wen, Zhao Yang Dong

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

2401.12789 2024-01-24 cs.CL cs.SD eess.AS 88%

Multilingual and Fully Non-Autoregressive ASR with Large Language Model Fusion: A Comprehensive Study

W. Ronny Huang, Cyril Allauzen, Tongzhou Chen, Kilol Gupta, Ke Hu, James Qin, Yu Zhang, Yongqiang Wang, Shuo-Yiin Chang, Tara N. Sainath

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

Comments ICASSP 2024

2401.08294 2024-01-17 cs.CL 88%

Inferflow: an Efficient and Highly Configurable Inference Engine for Large Language Models

Shuming Shi, Enbo Zhao, Deng Cai, Leyang Cui, Xinting Huang, Huayang Li

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

Comments Technical report of Inferflow

2401.07367 2024-01-17 cs.CL 88%

Active Learning for NLP with Large Language Models

Xuesong Wang

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

Comments init report

2401.06885 2024-01-17 cs.AR cs.LG 88%

Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics

Salma Afifi, Febin Sunny, Mahdi Nikdast, Sudeep Pasricha

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

2401.01699 2024-01-17 cs.CV cs.CL cs.MM 88%

WordArt Designer API: User-Driven Artistic Typography Synthesis with Large Language Models on ModelScope

Jun-Yan He, Zhi-Qi Cheng, Chenyang Li, Jingdong Sun, Wangmeng Xiang, Yusen Hu, Xianhui Lin, Xiaoyang Kang, Zengke Jin, Bin Luo, Yifeng Geng, Xuansong Xie, Jingren Zhou

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

Comments Spotlight Paper at the Workshop on Machine Learning for Creativity and Design, 37th Conference on Neural Information Processing Systems (NeurIPS 2023). 5 pages, 5 figures

2401.03385 2024-01-11 cs.CL 88%

Grimoire is All You Need for Enhancing Large Language Models

Ding Chen, Shichao Song, Qingchen Yu, Zhiyu Li, Wenjin Wang, Feiyu Xiong, Bo Tang

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

Comments 9 pages

2401.00893 2024-01-03 cs.SI cs.AI 88%

Social-LLM: Modeling User Behavior at Scale using Language Models and Social Network Data

Julie Jiang, Emilio Ferrara

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

Comments 10 pages, 5 figures, 2 tables

2307.02779 2023-12-27 cs.IT cs.LG cs.NI eess.SP math.IT 88%

Large Language Models Empowered Autonomous Edge AI for Connected Intelligence

Yifei Shen, Jiawei Shao, Xinjie Zhang, Zehong Lin, Hao Pan, Dongsheng Li, Jun Zhang, Khaled B. Letaief

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

Comments IEEE Communication Magazine

2312.12705 2023-12-25 cs.DC cs.AI 88%

Optimizing Distributed Training on Frontier for Large Language Models

Sajal Dash, Isaac Lyngaas, Junqi Yin, Xiao Wang, Romain Egele, Guojing Cong, Feiyi Wang, Prasanna Balaprakash

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

Comments Edited the abstract to better communicate the scope of the work

1. 效率与部署 22280 篇

A Wolf in Sheep's Clothing: Generalized Nested Jailbreak Prompts can Fool Large Language Models Easily

Toward Inference-optimal Mixture-of-Expert Large Language Models

On the steerability of large language models toward data-driven personas

PID Control-Based Self-Healing to Improve the Robustness of Large Language Models

PCToolkit: A Unified Plug-and-Play Prompt Compression Toolkit of Large Language Models

The Frontier of Data Erasure: Machine Unlearning for Large Language Models

Comprehensive Lipidomic Automation Workflow using Large Language Models

Teacher-Student Training for Debiasing: General Permutation Debiasing for Large Language Models

Facilitating Pornographic Text Detection for Open-Domain Dialogue Systems via Knowledge Distillation of Large Language Models

AffineQuant: Affine Transformation Quantization for Large Language Models

Evolving Knowledge Distillation with Large Language Models and Active Learning

Analysis of Privacy Leakage in Federated Large Language Models

Identify Critical Nodes in Complex Network with Large Language Models

Towards Versatile Graph Learning Approach: from the Perspective of Large Language Models

LLaVA-Phi: Efficient Multi-Modal Assistant with Small Language Model

Large Language Models Are Not Robust Multiple Choice Selectors

Enhancing Multilingual Capabilities of Large Language Models through Self-Distillation from Resource-Rich Languages

SimpleSafetyTests: a Test Suite for Identifying Critical Safety Risks in Large Language Models

Revolutionizing Cyber Threat Detection with Large Language Models: A privacy-preserving BERT-based Lightweight Model for IoT/IIoT Devices

QuantAgent: Seeking Holy Grail in Trading by Self-Improving Large Language Model

Applying Large Language Models to Power Systems: Potential Security Threats

Multilingual and Fully Non-Autoregressive ASR with Large Language Model Fusion: A Comprehensive Study

Inferflow: an Efficient and Highly Configurable Inference Engine for Large Language Models

Active Learning for NLP with Large Language Models

Accelerating Neural Networks for Large Language Models and Graph Processing with Silicon Photonics

WordArt Designer API: User-Driven Artistic Typography Synthesis with Large Language Models on ModelScope

Grimoire is All You Need for Enhancing Large Language Models

Social-LLM: Modeling User Behavior at Scale using Language Models and Social Network Data

Large Language Models Empowered Autonomous Edge AI for Connected Intelligence

Optimizing Distributed Training on Frontier for Large Language Models