A Survey on Model Compression for Large Language Models

15 August 2023

Jian Li

Papers citing "A Survey on Model Compression for Large Language Models"

48 / 48 papers shown

Title
Stability in Single-Peaked Strategic Resource Selection Games Henri Zeiler 21 3 0 09 May 2025
SPAP: Structured Pruning via Alternating Optimization and Penalty Methods Hanyu Hu Xiaoming Yuan 44 0 0 06 May 2025
Optimizing LLMs for Resource-Constrained Environments: A Survey of Model Compression Techniques Sanjay Surendranath Girija Shashank Kapoor Lakshit Arora Dipen Pradhan Aman Raj Ankit Shetgaonkar 47 0 0 05 May 2025
Task-Oriented Semantic Communication in Large Multimodal Models-based Vehicle Networks Baoxia Du H. Du Dusit Niyato Ruidong Li 51 0 0 05 May 2025
A Survey on Privacy Risks and Protection in Large Language Models Kang Chen Xiuze Zhou Yuanguo Lin Shibo Feng Li Shen Pengcheng Wu AILaw PILM 57 0 0 04 May 2025
ICQuant: Index Coding enables Low-bit LLM Quantization Xinlin Li Osama A. Hanna Christina Fragouli Suhas Diggavi MQ 50 0 0 01 May 2025
Efficient LLMs with AMP: Attention Heads and MLP Pruning Leandro Giusti Mugnaini Bruno Yamamoto Lucas Lauton de Alcantara Victor Zacarias Edson Bollis Lucas Pellicer A. H. R. Costa Artur Jordao 37 0 0 29 Apr 2025
ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs Fahmida Liza Piya Rahmatollah Beheshti 39 0 0 23 Apr 2025
When Reasoning Meets Compression: Benchmarking Compressed Large Reasoning Models on Complex Reasoning Tasks Nan Zhang Yusen Zhang Prasenjit Mitra Rui Zhang MQ LRM 44 2 0 02 Apr 2025
Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study Eric Aubinais Philippe Formont Pablo Piantanida Elisabeth Gassiat 38 0 0 10 Feb 2025
Symmetric Pruning of Large Language Models Kai Yi Peter Richtárik AAML VLM 57 0 0 31 Jan 2025
An Invitation to Neuroalgebraic Geometry G. Marchetti V. Shahverdi Stefano Mereta Matthew Trager Kathlén Kohn 107 2 0 31 Jan 2025
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation Shih-yang Liu Huck Yang Nai Chit Fung Nai Chit Fung Hongxu Yin ... Jan Kautz Yu-Chun Wang Pavlo Molchanov Min-Hung Chen Min-Hung Chen MQ 29 0 0 28 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 17 3 0 19 Oct 2024
Mixture Compressor for Mixture-of-Experts LLMs Gains More Wei Huang Yue Liao Jianhui Liu Ruifei He Haoru Tan Shiming Zhang Hongsheng Li Si Liu Xiaojuan Qi MoE 36 3 0 08 Oct 2024
Large Language Model Inference Acceleration: A Comprehensive Hardware Perspective Jinhao Li Jiaming Xu Shan Huang Yonghua Chen Wen Li ... Jiayi Pan Li Ding Hao Zhou Yu Wang Guohao Dai 52 13 0 06 Oct 2024
The Early Bird Catches the Leak: Unveiling Timing Side Channels in LLM Serving Systems Linke Song Zixuan Pang Wenhao Wang Zihao Wang XiaoFeng Wang Hongbo Chen Wei Song Yier Jin Dan Meng Rui Hou 38 6 0 30 Sep 2024
Hyper-Compression: Model Compression via Hyperfunction Fenglei Fan Juntong Fan Dayang Wang Jingbo Zhang Zelin Dong Shijun Zhang Ge Wang Tieyong Zeng 18 0 0 01 Sep 2024
MoDeGPT: Modular Decomposition for Large Language Model Compression Chi-Heng Lin Shangqian Gao James Seale Smith Abhishek Patel Shikhar Tuli Yilin Shen Hongxia Jin Yen-Chang Hsu 68 6 0 19 Aug 2024
PEARL: Parallel Speculative Decoding with Adaptive Draft Length Tianyu Liu Yun Li Qitan Lv Kai Liu Jianchen Zhu Winston Hu X. Sun 39 10 0 13 Aug 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey Guanqiao Qu Qiyuan Chen Wei Wei Zheng Lin Xianhao Chen Kaibin Huang 31 37 0 09 Jul 2024
Composable Interventions for Language Models Arinbjorn Kolbeinsson Kyle O'Brien Tianjin Huang Shanghua Gao Shiwei Liu ... Anurag J. Vaidya Faisal Mahmood Marinka Zitnik Tianlong Chen Thomas Hartvigsen KELM MU 75 5 0 09 Jul 2024
Leveraging Large Language Models for Integrated Satellite-Aerial-Terrestrial Networks: Recent Advances and Future Directions Shumaila Javaid R. A. Khalil Nasir Saeed Bin He Mohamed-Slim Alouini 32 8 0 05 Jul 2024
On the Workflows and Smells of Leaderboard Operations (LBOps): An Exploratory Study of Foundation Model Leaderboards Zhimin Zhao A. A. Bangash F. Côgo Bram Adams Ahmed E. Hassan 52 0 0 04 Jul 2024
DistilDoc: Knowledge Distillation for Visually-Rich Document Applications Jordy Van Landeghem Subhajit Maity Ayan Banerjee Matthew Blaschko Marie-Francine Moens Josep Lladós Sanket Biswas 41 2 0 12 Jun 2024
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 22 0 0 29 Mar 2024
SVD-LLM: Truncation-aware Singular Value Decomposition for Large Language Model Compression Xin Wang Yu Zheng Zhongwei Wan Mi Zhang MQ 55 43 0 12 Mar 2024
OneBit: Towards Extremely Low-bit Large Language Models Yuzhuang Xu Xu Han Zonghan Yang Shuo Wang Qingfu Zhu Zhiyuan Liu Weidong Liu Wanxiang Che MQ 51 36 0 17 Feb 2024
BitDistiller: Unleashing the Potential of Sub-4-Bit LLMs via Self-Distillation Dayou Du Yijia Zhang Shijie Cao Jiaqi Guo Ting Cao Xiaowen Chu Ningyi Xu MQ 41 28 0 16 Feb 2024
RepQuant: Towards Accurate Post-Training Quantization of Large Transformer Models via Scale Reparameterization Zhikai Li Xuewen Liu Jing Zhang Qingyi Gu MQ 27 7 0 08 Feb 2024
SliceGPT: Compress Large Language Models by Deleting Rows and Columns Saleh Ashkboos Maximilian L. Croci Marcelo Gennari do Nascimento Torsten Hoefler James Hensman VLM 125 143 0 26 Jan 2024
FP6-LLM: Efficiently Serving Large Language Models Through FP6-Centric Algorithm-System Co-Design Haojun Xia Zhen Zheng Xiaoxia Wu Shiyang Chen Zhewei Yao ... Donglin Zhuang Zhongzhu Zhou Olatunji Ruwase Yuxiong He S. Song MQ 25 14 0 25 Jan 2024
Large Language Models and Foundation Models in Smart Agriculture: Basics, Opportunities, and Challenges Jiajia Li Mingle Xu Lirong Xiang Dong Chen Weichao Zhuang Xunyuan Yin Zhao Li 25 3 0 13 Aug 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 204 498 0 03 May 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 57 91 0 03 May 2023
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale Instructions Minghao Wu Abdul Waheed Chiyu Zhang Muhammad Abdul-Mageed Alham Fikri Aji ALM 124 115 0 27 Apr 2023
ZeroQuant-V2: Exploring Post-training Quantization in LLMs from Comprehensive Study to Low Rank Compensation Z. Yao Xiaoxia Wu Cheng-rong Li Stephen Youn Yuxiong He MQ 63 56 0 15 Mar 2023
DepGraph: Towards Any Structural Pruning Gongfan Fang Xinyin Ma Mingli Song Michael Bi Mi Xinchao Wang GNN 79 245 0 30 Jan 2023
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 165 320 0 06 Oct 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 297 3,163 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation Yue Wang Weishi Wang Shafiq R. Joty S. Hoi 204 1,451 0 02 Sep 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 245 671 0 06 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 220 4,424 0 23 Jan 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 396 2,576 0 03 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 294 6,927 0 20 Apr 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016