A Simple and Effective Pruning Approach for Large Language Models

20 June 2023

J. Zico Kolter

Papers citing "A Simple and Effective Pruning Approach for Large Language Models"

50 / 271 papers shown

Title
Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural Networks Using the Marginal Likelihood Rayen Dhahri Alexander Immer Bertrand Charpentier Stephan Günnemann Vincent Fortuin BDL UQCV 22 4 0 25 Feb 2024
How Do Nonlinear Transformers Learn and Generalize in In-Context Learning? Hongkang Li Meng Wang Songtao Lu Xiaodong Cui Pin-Yu Chen MLT 32 14 0 23 Feb 2024
MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases Zechun Liu Changsheng Zhao Forrest N. Iandola Chen Lai Yuandong Tian ... Ernie Chang Yangyang Shi Raghuraman Krishnamoorthi Liangzhen Lai Vikas Chandra ALM 38 68 0 22 Feb 2024
ProSparse: Introducing and Enhancing Intrinsic Activation Sparsity within Large Language Models Chenyang Song Xu Han Zhengyan Zhang Shengding Hu Xiyu Shi ... Chen Chen Zhiyuan Liu Guanglin Li Tao Yang Maosong Sun 48 24 0 21 Feb 2024
Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding Zhuoming Chen Avner May Ruslan Svirschevski Yuhsun Huang Max Ryabinin Zhihao Jia Beidi Chen 29 37 0 19 Feb 2024
BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity Allocation Peng-Tao Xu Wenqi Shao Mengzhao Chen Shitao Tang Kai-Chuang Zhang Peng Gao Fengwei An Yu Qiao Ping Luo MoE 19 27 0 18 Feb 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
Speculative Streaming: Fast LLM Inference without Auxiliary Models Nikhil Bhendawade Irina Belousova Qichen Fu Henry Mason Mohammad Rastegari Mahyar Najibi LRM 32 27 0 16 Feb 2024
Model Compression and Efficient Inference for Large Language Models: A Survey Wenxiao Wang Wei Chen Yicong Luo Yongliu Long Zhengkai Lin Liye Zhang Binbin Lin Deng Cai Xiaofei He MQ 36 46 0 15 Feb 2024
SLEB: Streamlining LLMs through Redundancy Verification and Elimination of Transformer Blocks Jiwon Song Kyungseok Oh Taesu Kim Hyungjun Kim Yulhwa Kim Jae-Joon Kim 64 20 0 14 Feb 2024
Learn To be Efficient: Build Structured Sparsity in Large Language Models Haizhong Zheng Xiaoyan Bai Xueshen Liu Z. Morley Mao Beidi Chen Fan Lai Atul Prakash 32 11 0 09 Feb 2024
Accurate LoRA-Finetuning Quantization of LLMs via Information Retention Haotong Qin Xudong Ma Xingyu Zheng Xiaoyang Li Yang Zhang Shouda Liu Jie Luo Xianglong Liu Michele Magno MQ 23 36 0 08 Feb 2024
Everybody Prune Now: Structured Pruning of LLMs with only Forward Passes Lucio Dery Steven Kolawole Jean-Francois Kagey Virginia Smith Graham Neubig Ameet Talwalkar 39 27 0 08 Feb 2024
Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications Boyi Wei Kaixuan Huang Yangsibo Huang Tinghao Xie Xiangyu Qi Mengzhou Xia Prateek Mittal Mengdi Wang Peter Henderson AAML 55 79 0 07 Feb 2024
QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks Albert Tseng Jerry Chee Qingyao Sun Volodymyr Kuleshov Christopher De Sa MQ 126 91 0 06 Feb 2024
A Survey on Transformer Compression Yehui Tang Yunhe Wang Jianyuan Guo Zhijun Tu Kai Han Hailin Hu Dacheng Tao 29 27 0 05 Feb 2024
Shortened LLaMA: Depth Pruning for Large Language Models with Comparison of Retraining Methods Bo-Kyeong Kim Geonmin Kim Tae-Ho Kim Thibault Castells Shinkook Choi Junho Shin Hyoung-Kyu Song 54 30 0 05 Feb 2024
Beyond the Limits: A Survey of Techniques to Extend the Context Length in Large Language Models Xindi Wang Mahsa Salmani Parsa Omidi Xiangyu Ren Mehdi Rezagholizadeh A. Eshaghi LRM 29 35 0 03 Feb 2024
From PEFT to DEFT: Parameter Efficient Finetuning for Reducing Activation Density in Transformers Bharat Runwal Tejaswini Pedapati Pin-Yu Chen MoE 47 4 0 02 Feb 2024
Faster and Lighter LLMs: A Survey on Current Challenges and Way Forward Arnav Chavan Raghav Magazine Shubham Kushwaha M. Debbah Deepak Gupta 16 18 0 02 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 125 145 0 26 Jan 2024
Dynamic Layer Tying for Parameter-Efficient Transformers Tamir David Hay Lior Wolf 8 3 0 23 Jan 2024
APT: Adaptive Pruning and Tuning Pretrained Language Models for Efficient Training and Inference Bowen Zhao Hannaneh Hajishirzi Qingqing Cao 13 17 0 22 Jan 2024
Pruning for Protection: Increasing Jailbreak Resistance in Aligned LLMs Without Fine-Tuning Adib Hasan Ileana Rugina Alex Wang AAML 47 22 0 19 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 24 15 0 03 Jan 2024
Fast and Optimal Weight Update for Pruned Large Language Models Vladimír Boza 27 5 0 01 Jan 2024
The LLM Surgeon Tycho F. A. van der Ouderaa Markus Nagel M. V. Baalen Yuki Markus Asano Tijmen Blankevoort 19 14 0 28 Dec 2023
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices Xiangxiang Chu Limeng Qiao Xinyang Lin Shuang Xu Yang Yang ... Fei Wei Xinyu Zhang Bo-Wen Zhang Xiaolin Wei Chunhua Shen MLLM 26 32 0 28 Dec 2023
PERP: Rethinking the Prune-Retrain Paradigm in the Era of LLMs Max Zimmer Megi Andoni Christoph Spiegel S. Pokutta VLM 50 10 0 23 Dec 2023
PowerInfer: Fast Large Language Model Serving with a Consumer-grade GPU Yixin Song Zeyu Mi Haotong Xie Haibo Chen BDL 120 120 0 16 Dec 2023
Rethinking Compression: Reduced Order Modelling of Latent Features in Large Language Models Arnav Chavan Nahush Lele Deepak Gupta 12 1 0 12 Dec 2023
Mutual Enhancement of Large and Small Language Models with Cross-Silo Knowledge Transfer Yongheng Deng Ziqing Qiao Ju Ren Yang Liu Yaoxue Zhang 23 11 0 10 Dec 2023
Visual Prompting Upgrades Neural Network Sparsification: A Data-Model Perspective Can Jin Tianjin Huang Yihua Zhang Mykola Pechenizkiy Sijia Liu Shiwei Liu Tianlong Chen VLM 13 26 0 03 Dec 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
Investigating Hallucinations in Pruned Large Language Models for Abstractive Summarization G. Chrysostomou Zhixue Zhao Miles Williams Nikolaos Aletras HILM 19 10 0 15 Nov 2023
Towards the Law of Capacity Gap in Distilling Language Models Chen Zhang Dawei Song Zheyu Ye Yan Gao ELM 18 20 0 13 Nov 2023
Beyond Size: How Gradients Shape Pruning Decisions in Large Language Models Rocktim Jyoti Das Mingjie Sun Liqun Ma Zhiqiang Shen VLM 10 13 0 08 Nov 2023
SiDA-MoE: Sparsity-Inspired Data-Aware Serving for Efficient and Scalable Large Mixture-of-Experts Models Zhixu Du Shiyu Li Yuhao Wu Xiangyu Jiang Jingwei Sun Qilin Zheng Yongkai Wu Ang Li Hai Helen Li Yiran Chen MoE 18 12 0 29 Oct 2023
LoRAShear: Efficient Large Language Model Structured Pruning and Knowledge Recovery Tianyi Chen Tianyu Ding Badal Yadav Ilya Zharkov Luming Liang 11 26 0 24 Oct 2023
Dynamic Sparse No Training: Training-Free Fine-tuning for Sparse LLMs Yu-xin Zhang Lirui Zhao Mingbao Lin Yunyun Sun Yiwu Yao Xingjia Han Jared Tanner Shiwei Liu Rongrong Ji SyDa 29 40 0 13 Oct 2023
QLLM: Accurate and Efficient Low-Bitwidth Quantization for Large Language Models Jing Liu Ruihao Gong Xiuying Wei Zhiwei Dong Jianfei Cai Bohan Zhuang MQ 20 49 0 12 Oct 2023
Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning Mengzhou Xia Tianyu Gao Zhiyuan Zeng Danqi Chen 24 262 0 10 Oct 2023
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity Lu Yin You Wu Zhenyu (Allen) Zhang Cheng-Yu Hsieh Yaqing Wang ... Mykola Pechenizkiy Yi Liang Michael Bendersky Zhangyang Wang Shiwei Liu 17 78 0 08 Oct 2023
Compresso: Structured Pruning with Collaborative Prompting Learns Compact Large Language Models Song Guo Jiahang Xu Li Lyna Zhang Mao Yang 17 14 0 08 Oct 2023
The Cost of Down-Scaling Language Models: Fact Recall Deteriorates before In-Context Learning Tian Jin Nolan Clement Xin Dong Vaishnavh Nagarajan Michael Carbin Jonathan Ragan-Kelley Gintare Karolina Dziugaite LRM 30 5 0 07 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 118 59 0 06 Oct 2023
ECoFLaP: Efficient Coarse-to-Fine Layer-Wise Pruning for Vision-Language Models Yi-Lin Sung Jaehong Yoon Mohit Bansal VLM 15 14 0 04 Oct 2023
Compressing LLMs: The Truth is Rarely Pure and Never Simple Ajay Jaiswal Zhe Gan Xianzhi Du Bowen Zhang Zhangyang Wang Yinfei Yang MQ 31 45 0 02 Oct 2023
GrowLength: Accelerating LLMs Pretraining by Progressively Growing Training Length Hongye Jin Xiaotian Han Jingfeng Yang Zhimeng Jiang Chia-Yuan Chang Xia Hu 33 11 0 01 Oct 2023
Pruning Small Pre-Trained Weights Irreversibly and Monotonically Impairs "Difficult" Downstream Tasks in LLMs Lu Yin Ajay Jaiswal Shiwei Liu Souvik Kundu Zhangyang Wang 17 7 0 29 Sep 2023