语言大模型 / LLM - arXivDaily 专题

2503.04728 2025-03-10 cs.CL cs.AI 88%

Leveraging Large Language Models For Optimized Item Categorization using UNSPSC Taxonomy

Anmolika Singh, Yuhang Diao

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

Comments 10 Pages, International Conference on NLP, AI, Computer Science & Engineering (NLAICSE 2024), December 2024, ISBN : 978-1-923107-45-8

Journal ref International Journal on Cybernetics & Informatics. 13. (2024)

2406.16976 2025-03-10 cs.NE cs.AI cs.LG physics.chem-ph 88%

Efficient Evolutionary Search Over Chemical Space with Large Language Models

Haorui Wang, Marta Skreta, Cher-Tian Ser, Wenhao Gao, Lingkai Kong, Felix Strieth-Kalthoff, Chenru Duan, Yuchen Zhuang, Yue Yu, Yanqiao Zhu, Yuanqi Du, Alán Aspuru-Guzik, Kirill Neklyudov, Chao Zhang

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

Comments Published in ICLR 2025

2503.01542 2025-03-04 cs.CL cs.AI 88%

Revisiting Large Language Model Pruning using Neuron Semantic Attribution

Yizhuo Ding, Xinwei Sun, Yanwei Fu, Guosheng Hu

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

2408.14690 2025-02-27 cs.CL cs.AI 88%

Training-Free Activation Sparsity in Large Language Models

James Liu, Pragaash Ponnusamy, Tianle Cai, Han Guo, Yoon Kim, Ben Athiwaratkun

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

Comments Rev. 2: ICLR 2025 Acceptance (Spotlight)

2406.07212 2025-02-27 cs.CL cs.AI cs.HC 88%

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

Joshua Strong, Qianhui Men, Alison Noble

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

Comments AAAI-AISI 2025

2502.15763 2025-02-26 cs.DC cs.AI cs.AR cs.LG 88%

Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization

Bowen Pang, Kai Li, Ruifeng She, Feifan Wang

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

2405.10616 2025-02-25 cs.CL cs.LG 88%

Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization

Yixin Ji, Yang Xiang, Juntao Li, Qingrong Xia, Zi Ye, Xinyu Duan, Zhefeng Wang, Kehai Chen, Min Zhang

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

Comments Published as a conference paper at 2024 EMNLP findings

2402.00913 2025-02-25 cs.CR cs.AI cs.CL 88%

Institutional Platform for Secure Self-Service Large Language Model Exploration

V. K. Cody Bumgardner, Mitchell A. Klusty, W. Vaiden Logan, Samuel E. Armstrong, Caroline N. Leach, Kenneth L. Calvert, Caylin Hickey, Jeff Talbert

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

Comments 10 pages 5 figures, 1 table

2502.10419 2025-02-19 cs.NE cs.AI cs.LG 88%

A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments

Gaith Rjouba, Hanae Elmekki, Saidul Islam, Jamal Bentahar, Rachida Dssouli

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

2502.05825 2025-02-19 cs.CL cs.AI 88%

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

Cheng Peng Huang, Hao-Yuan Chen

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

2310.00833 2025-02-18 cs.CL cs.LG 88%

Necessary and Sufficient Watermark for Large Language Models

Yuki Takezawa, Ryoma Sato, Han Bao, Kenta Niwa, Makoto Yamada

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

Comments TMLR 2025

2405.20973 2025-02-11 cs.LG cs.CL 88%

LCQ: Low-Rank Codebook based Quantization for Large Language Models

Wen-Pu Cai, Ming-Yang Li, Wu-Jun Li

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

Comments 10 pages, 4 figures

2502.04353 2025-02-10 cs.CL cs.AI cs.CV 88%

CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements

Afshin Khadangi, Amir Sartipi, Igor Tchappi, Gilbert Fridgen

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

2501.14713 2025-02-03 cs.CL cs.LG 88%

FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing

James Seale Smith, Chi-Heng Lin, Shikhar Tuli, Haris Jeelani, Shangqian Gao, Yilin Shen, Hongxia Jin, Yen-Chang Hsu

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

Comments Accepted to NAACL 2025 - Main Conference

2501.10054 2025-01-31 cs.LG cs.AI 88%

Accelerating Large Language Models through Partially Linear Feed-Forward Network

Gansen Hu, Zhaoguo Wang, Jinglin Wei, Wei Huang, Haibo Chen

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

2501.17459 2025-01-30 cs.AI cs.CL 88%

Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction

Kaiwei Luo, Jiliu Zhou

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

Comments 9 pages, 7 figures

2501.15355 2025-01-28 cs.CL cs.AI 88%

Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection

Bo Yang, Jiaxian Guo, Yusuke Iwasawa, Yutaka Matsuo

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

2410.05265 2025-01-28 cs.LG cs.CL 88%

PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization

Mengzhao Chen, Yi Liu, Jiahao Wang, Yi Bin, Wenqi Shao, Ping Luo

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

Comments PrefixQuant improves quantization accuracy across various precision and quantization settings

2501.12465 2025-01-23 cs.LG cs.AI cs.CR 88%

Adaptive PII Mitigation Framework for Large Language Models

Shubhi Asthana, Ruchi Mahindru, Bing Zhang, Jorge Sanz

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

Comments This paper has been accepted at PPAI-25, the 6th AAAI Workshop on Privacy-Preserving Artificial Intelligence

2501.12231 2025-01-22 cs.CV cs.AI cs.CL 88%

InsTALL: Context-aware Instructional Task Assistance with Multi-modal Large Language Models

Pha Nguyen, Sailik Sengupta, Girik Malik, Arshit Gupta, Bonan Min

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

2403.00894 2025-01-22 cs.SE cs.AI cs.CL cs.PL 88%

Comparing large language models and human programmers for generating programming code

Wenpin Hou, Zhicheng Ji

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

Journal ref Adv Sci (Weinh). 2024 Dec 30:e2412279. Epub ahead of print. PMID: 39736107

2501.08145 2025-01-15 cs.CL cs.AI 88%

Refusal Behavior in Large Language Models: A Nonlinear Perspective

Fabian Hildebrandt, Andreas Maier, Patrick Krauss, Achim Schilling

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

2412.00090 2025-01-15 cs.LG cs.CL cs.DC 88%

Energy-Efficient Split Learning for Fine-Tuning Large Language Models in Edge Networks

Zuguang Li, Shaohua Wu, Liang Li, Songge Zhang

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

Comments 5 pages, 6 figures

2410.05315 2025-01-10 cs.LG cs.AI 88%

PalmBench: A Comprehensive Benchmark of Compressed Large Language Models on Mobile Platforms

Yilong Li, Jingyu Liu, Hao Zhang, M Badri Narayanan, Utkarsh Sharma, Shuai Zhang, Pan Hu, Yijing Zeng, Jayaram Raghuram, Suman Banerjee

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

Comments 10 pages

2404.14795 2025-01-09 cs.CL cs.CR cs.LG 88%

Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models

Jiaming He, Wenbo Jiang, Guanyu Hou, Wenshu Fan, Rui Zhang, Hongwei Li

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

Comments The paper has been accepted to AAAI 2025

2501.00999 2025-01-07 cs.CL cs.AI 88%

Exploring Information Processing in Large Language Models: Insights from Information Bottleneck Theory

Zhou Yang, Zhengyu Qi, Zhaochun Ren, Zhikai Jia, Haizhou Sun, Xiaofei Zhu, Xiangwen Liao

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

Comments 9 pages, 9 figures, 3 tables

2401.02974 2025-01-07 cs.CL cs.AI cs.IR 88%

Efficacy of Utilizing Large Language Models to Detect Public Threat Posted Online

Taeksoo Kwon, Connor Kim

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

Comments 10 pages, 4 figures (1 image figure saved in PNG)

2501.01830 2025-01-06 cs.CR cs.AI cs.CL 88%

Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models

Yanjiang Liu, Shuhen Zhou, Yaojie Lu, Huijia Zhu, Weiqiang Wang, Hongyu Lin, Ben He, Xianpei Han, Le Sun

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

2412.19821 2024-12-31 cs.AR cs.AI cs.DC cs.LG 88%

Nanoscaling Floating-Point (NxFP): NanoMantissa, Adaptive Microexponents, and Code Recycling for Direct-Cast Compression of Large Language Models

Yun-Chen Lo, Gu-Yeon Wei, David Brooks

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

Comments 12 pages, 12 figures

2412.16719 2024-12-31 cs.LG cs.AI 88%

Lillama: Large Language Models Compression via Low-Rank Feature Distillation

Yaya Sy, Christophe Cerisara, Irina Illina

专题命中效率与部署：large language model(title)；language model(title)；LLM(abstract)；pretraining(abstract)

Comments 20 pages, 8 figures

1. 效率与部署 22280 篇

Leveraging Large Language Models For Optimized Item Categorization using UNSPSC Taxonomy

Efficient Evolutionary Search Over Chemical Space with Large Language Models

Revisiting Large Language Model Pruning using Neuron Semantic Attribution

Training-Free Activation Sparsity in Large Language Models

Trustworthy and Practical AI for Healthcare: A Guided Deferral System with Large Language Models

Hybrid Offline-online Scheduling Method for Large Language Model Inference Optimization

Adaptive Feature-based Low-Rank Compression of Large Language Models via Bayesian Optimization

Institutional Platform for Secure Self-Service Large Language Model Exploration

A Hybrid Swarm Intelligence Approach for Optimizing Multimodal Large Language Models Deployment in Edge-Cloud-based Federated Learning Environments

Delta -- Contrastive Decoding Mitigates Text Hallucinations in Large Language Models

Necessary and Sufficient Watermark for Large Language Models

LCQ: Low-Rank Codebook based Quantization for Large Language Models

CognArtive: Large Language Models for Automating Art Analysis and Decoding Aesthetic Elements

FlexiGPT: Pruning and Extending Large Language Models with Low-Rank Weight Sharing

Accelerating Large Language Models through Partially Linear Feed-Forward Network

Large Language Models for Single-Step and Multi-Step Flight Trajectory Prediction

Large Language Models as Theory of Mind Aware Generative Agents with Counterfactual Reflection

PrefixQuant: Eliminating Outliers by Prefixed Tokens for Large Language Models Quantization

Adaptive PII Mitigation Framework for Large Language Models

InsTALL: Context-aware Instructional Task Assistance with Multi-modal Large Language Models

Comparing large language models and human programmers for generating programming code

Refusal Behavior in Large Language Models: A Nonlinear Perspective

Energy-Efficient Split Learning for Fine-Tuning Large Language Models in Edge Networks

PalmBench: A Comprehensive Benchmark of Compressed Large Language Models on Mobile Platforms

Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models

Exploring Information Processing in Large Language Models: Insights from Information Bottleneck Theory

Efficacy of Utilizing Large Language Models to Detect Public Threat Posted Online

Auto-RT: Automatic Jailbreak Strategy Exploration for Red-Teaming Large Language Models

Nanoscaling Floating-Point (NxFP): NanoMantissa, Adaptive Microexponents, and Code Recycling for Direct-Cast Compression of Large Language Models

Lillama: Large Language Models Compression via Low-Rank Feature Distillation