Model Compression and Efficient Inference for Large Language Models: A Survey

15 February 2024

Papers citing "Model Compression and Efficient Inference for Large Language Models: A Survey"

48 / 48 papers shown

Title
Taming the Titans: A Survey of Efficient LLM Inference Serving Ranran Zhen J. Li Yixin Ji Z. Yang Tong Liu Qingrong Xia Xinyu Duan Z. Wang Baoxing Huai M. Zhang LLMAG 77 0 0 28 Apr 2025
Probe Pruning: Accelerating LLMs through Dynamic Pruning via Model-Probing Qi Le Enmao Diao Ziyan Wang Xinran Wang Jie Ding Li Yang Ali Anwar 67 1 0 24 Feb 2025
Benchmarking Post-Training Quantization in LLMs: Comprehensive Taxonomy, Unified Evaluation, and Comparative Analysis J. Zhao M. Wang Miao Zhang Yuzhang Shang Xuebo Liu Yaowei Wang Min Zhang Liqiang Nie MQ 53 1 0 18 Feb 2025
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 36 6 0 30 Sep 2024
Compact Language Models via Pruning and Knowledge Distillation Saurav Muralidharan Sharath Turuvekere Sreenivas Raviraj Joshi Marcin Chochowski M. Patwary M. Shoeybi Bryan Catanzaro Jan Kautz Pavlo Molchanov SyDa MQ 27 36 0 19 Jul 2024
BiSup: Bidirectional Quantization Error Suppression for Large Language Models Minghui Zou Ronghui Guo Sai Zhang Xiaowang Zhang Zhiyong Feng MQ 18 0 0 24 May 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 122 143 0 26 Jan 2024
Fast and Optimal Weight Update for Pruned Large Language Models Vladimír Boza 27 5 0 01 Jan 2024
PanGu- $π$ : Enhancing Language Model Architectures via Nonlinearity Compensation Yunhe Wang Hanting Chen Yehui Tang Tianyu Guo Kai Han ... Qinghua Xu Qun Liu Jun Yao Chao Xu Dacheng Tao 56 15 0 27 Dec 2023
PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs Max Zimmer Megi Andoni Christoph Spiegel S. Pokutta VLM 48 10 0 23 Dec 2023
Mini-GPTs: Efficient Large Language Models through Contextual Pruning Tim Valicenti Justice Vidal Ritik Patnaik 36 8 0 20 Dec 2023
SPT: Fine-Tuning Transformer-based Language Models Efficiently with Sparsification Yuntao Gui Xiao Yan Peiqi Yin Han Yang James Cheng 27 2 0 16 Dec 2023
PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU Yixin Song Zeyu Mi Haotong Xie Haibo Chen BDL 112 114 0 16 Dec 2023
PromptMix: A Class Boundary Augmentation Method for Large Language Model Distillation Gaurav Sahu Olga Vechtomova Dzmitry Bahdanau I. Laradji VLM 47 14 0 22 Oct 2023
Democratizing Reasoning Ability: Tailored Learning from Large Language Model Zhaoyang Wang Shaohan Huang Yuxuan Liu Jiahai Wang Minghui Song ... Haizhen Huang Furu Wei Weiwei Deng Feng Sun Qi Zhang LRM 27 11 0 20 Oct 2023
One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models Hang Shao Bei Liu Bo Xiao Ke Zeng Guanglu Wan Yanmin Qian 42 17 0 14 Oct 2023
Can pruning make Large Language Models more efficient? Sia Gholami Marwan Omar 19 12 0 06 Oct 2023
Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery Tickets from Large Models A. Jaiswal Shiwei Liu Tianlong Chen Ying Ding Zhangyang Wang VLM 32 22 0 18 Jun 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 201 283 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 121 115 0 27 Apr 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
Task-oriented Memory-efficient Pruning-Adapter Guorun Wang Jun Yang Yaoru Sun 28 4 0 26 Mar 2023
PanGu-Σ: Towards Trillion Parameter Language Model with Sparse Heterogeneous Computing Xiaozhe Ren Pingyi Zhou Xinfan Meng Xinjing Huang Yadao Wang ... Jiansheng Wei Xin Jiang Teng Su Qun Liu Jun Yao ALM MoE 53 59 0 20 Mar 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
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU Ying Sheng Lianmin Zheng Binhang Yuan Zhuohan Li Max Ryabinin ... Joseph E. Gonzalez Percy Liang Christopher Ré Ion Stoica Ce Zhang 138 208 0 13 Mar 2023
Empirical Evaluation of Post-Training Quantization Methods for Language Tasks Ting Hu Christoph Meinel Haojin Yang MQ 26 3 0 29 Oct 2022
ByteTransformer: A High-Performance Transformer Boosted for Variable-Length Inputs Yujia Zhai Chengquan Jiang Leyuan Wang Xiaoying Jia Shang Zhang Zizhong Chen Xin Liu Yibo Zhu 44 42 0 06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 240 1,070 0 05 Oct 2022
Sparse Mixers: Combining MoE and Mixing to build a more efficient BERT James Lee-Thorp Joshua Ainslie MoE 27 11 0 24 May 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
Transformer Quality in Linear Time Weizhe Hua Zihang Dai Hanxiao Liu Quoc V. Le 71 220 0 21 Feb 2022
Mixture-of-Experts with Expert Choice Routing Yan-Quan Zhou Tao Lei Han-Chu Liu Nan Du Yanping Huang Vincent Zhao Andrew M. Dai Zhifeng Chen Quoc V. Le James Laudon MoE 145 323 0 18 Feb 2022
A Short Study on Compressing Decoder-Based Language Models Tianda Li Yassir El Mesbahi I. Kobyzev Ahmad Rashid A. Mahmud Nithin Anchuri Habib Hajimolahoseini Yang Liu Mehdi Rezagholizadeh 70 25 0 16 Oct 2021
Scalable and Efficient MoE Training for Multitask Multilingual Models Young Jin Kim A. A. Awan Alexandre Muzio Andres Felipe Cruz Salinas Liyang Lu Amr Hendy Samyam Rajbhandari Yuxiong He Hany Awadalla MoE 88 82 0 22 Sep 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 83 149 0 17 Sep 2021
Combiner: Full Attention Transformer with Sparse Computation Cost Hongyu Ren H. Dai Zihang Dai Mengjiao Yang J. Leskovec Dale Schuurmans Bo Dai 73 66 0 12 Jul 2021
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,554 0 04 May 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 86 332 0 05 Jan 2021
BinaryBERT: Pushing the Limit of BERT Quantization Haoli Bai Wei Zhang Lu Hou Lifeng Shang Jing Jin Xin Jiang Qun Liu Michael Lyu Irwin King MQ 138 183 0 31 Dec 2020
A Survey on Evolutionary Neural Architecture Search Yuqiao Liu Y. Sun Bing Xue Mengjie Zhang Gary G. Yen Kay Chen Tan 112 401 0 25 Aug 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 249 1,982 0 28 Jul 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 148 345 0 23 Jul 2020
Efficient Content-Based Sparse Attention with Routing Transformers Aurko Roy M. Saffar Ashish Vaswani David Grangier MoE 228 502 0 12 Mar 2020
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 3,054 0 23 Jan 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 243 1,791 0 17 Sep 2019
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sheng Shen Zhen Dong Jiayu Ye Linjian Ma Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 214 571 0 12 Sep 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,290 0 05 Nov 2016