语言大模型 / LLM - arXivDaily 专题

2402.00841 2024-04-16 cs.CL 88%

Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?

Xue-Yong Fu, Md Tahmid Rahman Laskar, Elena Khasanova, Cheng Chen, Shashi Bhushan TN

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 NAACL 2024 (Industry Track). The first two authors contributed equally to this work

2404.09204 2024-04-16 cs.CV cs.AI 88%

TextHawk: Exploring Efficient Fine-Grained Perception of Multimodal Large Language Models

Ya-Qi Yu, Minghui Liao, Jihao Wu, Yongxin Liao, Xiaoyu Zheng, Wei Zeng

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

2305.12132 2024-04-16 cs.LG 88%

Can Public Large Language Models Help Private Cross-device Federated Learning?

Boxin Wang, Yibo Jacky Zhang, Yuan Cao, Bo Li, H. Brendan McMahan, Sewoong Oh, Zheng Xu, Manzil Zaheer

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

Comments Published at Findings of NAACL 2024

2404.06954 2024-04-11 cs.CL 88%

Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy

Yijin Liu, Fandong Meng, Jie Zhou

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

Comments 12 pages, codes at https://github.com/Adaxry/Unified_Layer_Skipping

2404.05752 2024-04-10 physics.data-an cs.LG hep-ex 88%

Physics Event Classification Using Large Language Models

Cristiano Fanelli, James Giroux, Patrick Moran, Hemalata Nayak, Karthik Suresh, Eric Walter

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

Comments 10 pages, 4 figures

2403.14171 2024-04-09 cs.CL 88%

MMIDR: Teaching Large Language Model to Interpret Multimodal Misinformation via Knowledge Distillation

Longzheng Wang, Xiaohan Xu, Lei Zhang, Jiarui Lu, Yongxiu Xu, Hongbo Xu, Minghao Tang, Chuang Zhang

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

Comments 10 pages, 3 figures

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

1. 效率与部署 22313 篇

Tiny Titans: Can Smaller Large Language Models Punch Above Their Weight in the Real World for Meeting Summarization?

TextHawk: Exploring Efficient Fine-Grained Perception of Multimodal Large Language Models

Can Public Large Language Models Help Private Cross-device Federated Learning?

Accelerating Inference in Large Language Models with a Unified Layer Skipping Strategy

Physics Event Classification Using Large Language Models

MMIDR: Teaching Large Language Model to Interpret Multimodal Misinformation via Knowledge Distillation

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