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"

43 / 143 papers shown

Title
SliceGPT: Compress Large Language Models by Deleting Rows and Columns Saleh Ashkboos Maximilian L. Croci Marcelo Gennari do Nascimento Torsten Hoefler James Hensman VLM 132 145 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 Shuaiwen Leon Song MQ 35 14 0 25 Jan 2024
Distilling Mathematical Reasoning Capabilities into Small Language Models Xunyu Zhu Jian Li Yong Liu Can Ma Weiping Wang LRM 32 9 0 22 Jan 2024
IoT in the Era of Generative AI: Vision and Challenges Xin Wang Zhongwei Wan Arvin Hekmati M. Zong Samiul Alam Mi Zhang Bhaskar Krishnamachari 32 15 0 03 Jan 2024
LLMs with User-defined Prompts as Generic Data Operators for Reliable Data Processing Luyi Ma Nikhil Thakurdesai Jiaoayan Chen Jianpeng Xu Evren Körpeoglu Sushant Kumar Kannan Achan AI4CE 19 0 0 26 Dec 2023
Towards Message Brokers for Generative AI: Survey, Challenges, and Opportunities Alaa Saleh Roberto Morabito Sasu Tarkoma Susanna Pirttikangas Lauri Lovén 58 3 0 22 Dec 2023
A Performance Evaluation of a Quantized Large Language Model on Various Smartphones Tolga Çöplü Marc Loedi Arto Bendiken Mykhailo Makohin Joshua J. Bouw Stephen Cobb MQ 16 5 0 19 Dec 2023
Large Language Models Empowered Agent-based Modeling and Simulation: A Survey and Perspectives Chen Gao Xiaochong Lan Nian Li Yuan Yuan Jingtao Ding Zhilun Zhou Fengli Xu Yong Li LLMAG AI4CE LM&Ro 41 103 0 19 Dec 2023
Urban Generative Intelligence (UGI): A Foundational Platform for Agents in Embodied City Environment Fengli Xu Jun Zhang Chen Gao J. Feng Yong Li AI4CE LLMAG 24 28 0 19 Dec 2023
ASVD: Activation-aware Singular Value Decomposition for Compressing Large Language Models Zhihang Yuan Yuzhang Shang Yue Song Qiang Wu Yan Yan Guangyu Sun MQ 32 42 0 10 Dec 2023
Green Edge AI: A Contemporary Survey Yuyi Mao X. Yu Kaibin Huang Ying-Jun Angela Zhang Jun Zhang 33 17 0 01 Dec 2023
Robot Learning in the Era of Foundation Models: A Survey Xuan Xiao Jiahang Liu Zhipeng Wang Yanmin Zhou Yong Qi Qian Cheng Bin He Shuo Jiang AI4CE LM&Ro 23 26 0 24 Nov 2023
Applications of Large Scale Foundation Models for Autonomous Driving Yu Huang Yue Chen Zhu Li ELM AI4CE LRM ALM LM&Ro 61 15 0 20 Nov 2023
A Speed Odyssey for Deployable Quantization of LLMs Qingyuan Li Ran Meng Yiduo Li Bo-Wen Zhang Liang Li Yifan Lu Xiangxiang Chu Yerui Sun Yuchen Xie MQ 56 7 0 16 Nov 2023
Sequencing Matters: A Generate-Retrieve-Generate Model for Building Conversational Agents Quinn Patwardhan Grace Hui Yang 13 0 0 16 Nov 2023
Towards the Law of Capacity Gap in Distilling Language Models Chen Zhang Dawei Song Zheyu Ye Yan Gao ELM 30 20 0 13 Nov 2023
Attribution Patching Outperforms Automated Circuit Discovery Aaquib Syed Can Rager Arthur Conmy 68 56 0 16 Oct 2023
ReLU Strikes Back: Exploiting Activation Sparsity in Large Language Models Iman Mirzadeh Keivan Alizadeh-Vahid Sachin Mehta C. C. D. Mundo Oncel Tuzel Golnoosh Samei Mohammad Rastegari Mehrdad Farajtabar 123 60 0 06 Oct 2023
PB-LLM: Partially Binarized Large Language Models Yuzhang Shang Zhihang Yuan Qiang Wu Zhen Dong MQ 13 43 0 29 Sep 2023
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models Yuhui Xu Lingxi Xie Xiaotao Gu Xin Chen Heng Chang Hengheng Zhang Zhensu Chen Xiaopeng Zhang Qi Tian MQ 13 89 0 26 Sep 2023
LORD: Low Rank Decomposition Of Monolingual Code LLMs For One-Shot Compression Ayush Kaushal Tejas Vaidhya Irina Rish 52 15 0 25 Sep 2023
A Survey on Image-text Multimodal Models Ruifeng Guo Jingxuan Wei Linzhuang Sun Khai Le-Duc Guiyong Chang Dawei Liu Sibo Zhang Zhengbing Yao Mingjun Xu Liping Bu VLM 31 5 0 23 Sep 2023
Sorted LLaMA: Unlocking the Potential of Intermediate Layers of Large Language Models for Dynamic Inference Parsa Kavehzadeh Mojtaba Valipour Marzieh S. Tahaei Ali Ghodsi Boxing Chen Mehdi Rezagholizadeh 33 6 0 16 Sep 2023
MixBCT: Towards Self-Adapting Backward-Compatible Training Yuefeng Liang Yufeng Zhang Shiliang Zhang Yaowei Wang Shengze Xiao KenLi Li Xiaoyu Wang 24 1 0 14 Aug 2023
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 36 3 0 13 Aug 2023
A Comprehensive Overview of Large Language Models Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Ajmal Saeed Mian OffRL 70 525 0 12 Jul 2023
Structural Pruning for Diffusion Models Gongfan Fang Xinyin Ma Xinchao Wang 25 127 0 18 May 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 220 499 0 03 May 2023
SCOTT: Self-Consistent Chain-of-Thought Distillation Jamie Yap Zhengyang Wang Zheng Li K. Lynch Bing Yin Xiang Ren LRM 61 93 0 03 May 2023
Towards Automated Circuit Discovery for Mechanistic Interpretability Arthur Conmy Augustine N. Mavor-Parker Aengus Lynch Stefan Heimersheim Adrià Garriga-Alonso 23 279 0 28 Apr 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 132 119 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 57 0 15 Mar 2023
DepGraph: Towards Any Structural Pruning Gongfan Fang Xinyin Ma Mingli Song Michael Bi Mi Xinchao Wang GNN 91 257 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 172 327 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 314 3,248 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 313 11,953 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 367 8,495 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 235 1,489 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 250 673 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 243 4,469 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 415 2,586 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 297 6,959 0 20 Apr 2018
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 271 5,329 0 05 Nov 2016