Memory-Efficient Fine-Tuning of Compressed Large Language Models via
sub-4-bit Integer Quantization

Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization

23 May 2023

Papers citing "Memory-Efficient Fine-Tuning of Compressed Large Language Models via sub-4-bit Integer Quantization"

14 / 14 papers shown

Title
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies L. Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 44 3 0 24 Oct 2024
Mitigating Forgetting in LLM Supervised Fine-Tuning and Preference Learning H. Fernando Han Shen Parikshit Ram Yi Zhou Horst Samulowitz Nathalie Baracaldo Tianyi Chen CLL 50 2 0 20 Oct 2024
LRQ: Optimizing Post-Training Quantization for Large Language Models by Learning Low-Rank Weight-Scaling Matrices Jung Hyun Lee Jeonghoon Kim J. Yang S. Kwon Eunho Yang Kang Min Yoo Dongsoo Lee MQ 33 2 0 16 Jul 2024
Light-PEFT: Lightening Parameter-Efficient Fine-Tuning via Early Pruning Naibin Gu Peng Fu Xiyu Liu Bowen Shen Zheng-Shen Lin Weiping Wang 30 6 0 06 Jun 2024
OAC: Output-adaptive Calibration for Accurate Post-training Quantization Ali Edalati Alireza Ghaffari M. Asgharian Lu Hou Boxing Chen Vahid Partovi Nia V. Nia MQ 78 0 0 23 May 2024
HoneyBee: A Scalable Modular Framework for Creating Multimodal Oncology Datasets with Foundational Embedding Models Aakash Tripathi Asim Waqas Yasin Yilmaz Ghulam Rasool 29 5 0 13 May 2024
DropBP: Accelerating Fine-Tuning of Large Language Models by Dropping Backward Propagation Sunghyeon Woo Baeseong Park Byeongwook Kim Minjung Jo S. Kwon Dongsuk Jeon Dongsoo Lee 52 2 0 27 Feb 2024
Rethinking E-Commerce Search Haixun Wang Taesik Na 22 5 0 06 Dec 2023
Rethinking Channel Dimensions to Isolate Outliers for Low-bit Weight Quantization of Large Language Models Jung Hwan Heo Jeonghoon Kim Beomseok Kwon Byeongwook Kim Se Jung Kwon Dongsoo Lee MQ 38 9 0 27 Sep 2023
Fine-tuned Language Models are Continual Learners Thomas Scialom Tuhin Chakrabarty Smaranda Muresan CLL LRM 134 116 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
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 203 1,651 0 15 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 253 1,584 0 21 Jan 2020