Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning

10 October 2023

Papers citing "Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning"

45 / 45 papers shown

Title
Efficient Shapley Value-based Non-Uniform Pruning of Large Language Models Chuan Sun Han Yu Lizhen Cui Xiaoxiao Li 28 0 0 03 May 2025
FineScope : Precision Pruning for Domain-Specialized Large Language Models Using SAE-Guided Self-Data Cultivation Chaitali Bhattacharyya Yeseong Kim 43 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 33 0 0 29 Apr 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey Muskan Garg Shaina Raza Shebuti Rayana Xingyi Liu Sunghwan Sohn LM&MA AILaw 87 0 0 23 Apr 2025
From Large to Super-Tiny: End-to-End Optimization for Cost-Efficient LLMs Jiliang Ni Jiachen Pu Zhongyi Yang Kun Zhou Hui Wang Xiaoliang Xiao Dakui Wang Xin Li Jingfeng Luo Conggang Hu 29 0 0 18 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
Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale Fan Zhou Zengzhi Wang Qian Liu Junlong Li Pengfei Liu ALM 88 14 0 17 Feb 2025
EfficientLLM: Scalable Pruning-Aware Pretraining for Architecture-Agnostic Edge Language Models Xingrun Xing Zheng Liu Shitao Xiao Boyan Gao Yiming Liang Wanpeng Zhang Haokun Lin Guoqi Li Jiajun Zhang LRM 49 1 0 10 Feb 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 73 11 0 31 Dec 2024
GQSA: Group Quantization and Sparsity for Accelerating Large Language Model Inference Chao Zeng Songwei Liu Shu Yang Fangmin Chen Xing Mei Lean Fu MQ 38 0 0 23 Dec 2024
Sneaking Syntax into Transformer Language Models with Tree Regularization Ananjan Nandi Christopher D. Manning Shikhar Murty 64 0 0 28 Nov 2024
Puzzle: Distillation-Based NAS for Inference-Optimized LLMs Akhiad Bercovich Tomer Ronen Talor Abramovich Nir Ailon Nave Assaf ... Ido Shahaf Oren Tropp Omer Ullman Argov Ran Zilberstein Ran El-Yaniv 75 1 0 28 Nov 2024
Sparsing Law: Towards Large Language Models with Greater Activation Sparsity Yuqi Luo Chenyang Song Xu Han Y. Chen Chaojun Xiao Zhiyuan Liu Maosong Sun 44 3 0 04 Nov 2024
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 41 2 0 23 Oct 2024
MiniPLM: Knowledge Distillation for Pre-Training Language Models Yuxian Gu Hao Zhou Fandong Meng Jie Zhou Minlie Huang 56 5 0 22 Oct 2024
Self-Data Distillation for Recovering Quality in Pruned Large Language Models Vithursan Thangarasa Ganesh Venkatesh Mike Lasby Nish Sinnadurai Sean Lie SyDa 33 0 0 13 Oct 2024
Data Selection via Optimal Control for Language Models Yuxian Gu Li Dong Hongning Wang Y. Hao Qingxiu Dong Furu Wei Minlie Huang AI4CE 40 4 0 09 Oct 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
Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models Aviv Bick Kevin Y. Li Eric P. Xing J. Zico Kolter Albert Gu Mamba 43 24 0 19 Aug 2024
A deeper look at depth pruning of LLMs Shoaib Ahmed Siddiqui Xin Dong Greg Heinrich Thomas Breuel Jan Kautz David M. Krueger Pavlo Molchanov 26 7 0 23 Jul 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
Beyond Perplexity: Multi-dimensional Safety Evaluation of LLM Compression Zhichao Xu Ashim Gupta Tao Li Oliver Bentham Vivek Srikumar 35 8 0 06 Jul 2024
On the Transformations across Reward Model, Parameter Update, and In-Context Prompt Deng Cai Huayang Li Tingchen Fu Siheng Li Weiwen Xu ... Leyang Cui Yan Wang Lemao Liu Taro Watanabe Shuming Shi KELM 26 2 0 24 Jun 2024
Finding Transformer Circuits with Edge Pruning Adithya Bhaskar Alexander Wettig Dan Friedman Danqi Chen 49 14 0 24 Jun 2024
Crosslingual Capabilities and Knowledge Barriers in Multilingual Large Language Models Lynn Chua Badih Ghazi Yangsibo Huang Pritish Kamath Ravi Kumar Pasin Manurangsi Amer Sinha Chulin Xie Chiyuan Zhang 38 1 0 23 Jun 2024
BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction Yinhao Bai Yalan Xie Xiaoyi Liu Yuhua Zhao Zhixin Han Mengting Hu Hang Gao Renhong Cheng 18 3 0 11 Jun 2024
Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning Naibin Gu Peng Fu Xiyu Liu Bowen Shen Zheng-Shen Lin Weiping Wang 17 6 0 06 Jun 2024
Pruning as a Domain-specific LLM Extractor Nan Zhang Yanchi Liu Xujiang Zhao Wei Cheng Runxue Bao Rui Zhang Prasenjit Mitra Haifeng Chen 14 9 0 10 May 2024
Prospect Personalized Recommendation on Large Language Model-based Agent Platform Jizhi Zhang Keqin Bao Wenjie Wang Yang Zhang Wentao Shi Wanhong Xu Fuli Feng Tat-Seng Chua LLMAG 33 16 0 28 Feb 2024
Data-free Weight Compress and Denoise for Large Language Models Runyu Peng Yunhua Zhou Qipeng Guo Yang Gao Hang Yan Xipeng Qiu Dahua Lin 26 1 0 26 Feb 2024
Balanced Data Sampling for Language Model Training with Clustering Yunfan Shao Linyang Li Zhaoye Fei Hang Yan Dahua Lin Xipeng Qiu 21 8 0 22 Feb 2024
Why Lift so Heavy? Slimming Large Language Models by Cutting Off the Layers Shuzhou Yuan Ercong Nie Bolei Ma Michael Farber 29 2 0 18 Feb 2024
On the Efficacy of Eviction Policy for Key-Value Constrained Generative Language Model Inference Siyu Ren Kenny Q. Zhu 13 27 0 09 Feb 2024
WebLINX: Real-World Website Navigation with Multi-Turn Dialogue Xing Han Lù Zdeněk Kasner Siva Reddy 19 59 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 29 27 0 08 Feb 2024
Decoding Speculative Decoding Minghao Yan Saurabh Agarwal Shivaram Venkataraman LRM 19 5 0 02 Feb 2024
Institutional Platform for Secure Self-Service Large Language Model Exploration V. Bumgardner Mitchell A. Klusty W. V. Logan Samuel E. Armstrong Caylin D. Hickey Jeff Talbert Caylin Hickey Jeff Talbert 35 1 0 01 Feb 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 53 15 0 27 Dec 2023
VinaLLaMA: LLaMA-based Vietnamese Foundation Model Quan Van Nguyen Huy Quang Pham Dung Dao ALM 8 8 0 18 Dec 2023
Initializing Models with Larger Ones Zhiqiu Xu Yanjie Chen Kirill Vishniakov Yida Yin Zhiqiang Shen Trevor Darrell Lingjie Liu Zhuang Liu 22 17 0 30 Nov 2023
Reduce, Reuse, Recycle: Improving Training Efficiency with Distillation Cody Blakeney Jessica Zosa Forde Jonathan Frankle Ziliang Zong Matthew L. Leavitt VLM 17 4 0 01 Nov 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
Deduplicating Training Data Makes Language Models Better Katherine Lee Daphne Ippolito A. Nystrom Chiyuan Zhang Douglas Eck Chris Callison-Burch Nicholas Carlini SyDa 234 447 0 14 Jul 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 236 1,508 0 31 Dec 2020
The Lottery Ticket Hypothesis for Pre-trained BERT Networks Tianlong Chen Jonathan Frankle Shiyu Chang Sijia Liu Yang Zhang Zhangyang Wang Michael Carbin 145 345 0 23 Jul 2020