QLoRA: Efficient Finetuning of Quantized LLMs

23 May 2023

Tim Dettmers

Luke Zettlemoyer

Papers citing "QLoRA: Efficient Finetuning of Quantized LLMs"

50 / 407 papers shown

Title
Decentralized Low-Rank Fine-Tuning of Large Language Models Sajjad Ghiasvand Mahnoosh Alizadeh Ramtin Pedarsani ALM 66 0 0 26 Jan 2025
The Karp Dataset Mason DiCicco Eamon Worden Conner Olsen Nikhil Gangaram Daniel Reichman Neil T. Heffernan ReLM LRM 56 0 0 24 Jan 2025
Enhancing Biomedical Relation Extraction with Directionality Po-Ting Lai Chih-Hsuan Wei Shubo Tian Robert Leaman Zhiyong Lu 39 0 0 23 Jan 2025
Fast Matrix Multiplications for Lookup Table-Quantized LLMs Han Guo William Brandon Radostin Cholakov Jonathan Ragan-Kelley Eric P. Xing Yoon Kim MQ 91 12 0 20 Jan 2025
Optimization Strategies for Enhancing Resource Efficiency in Transformers & Large Language Models Tom Wallace Naser Ezzati-Jivan Beatrice Ombuki-Berman MQ 38 1 0 16 Jan 2025
Merging Feed-Forward Sublayers for Compressed Transformers Neha Verma Kenton W. Murray Kevin Duh AI4CE 50 0 0 10 Jan 2025
iServe: An Intent-based Serving System for LLMs Dimitrios Liakopoulos Tianrui Hu Prasoon Sinha N. Yadwadkar VLM 205 0 0 08 Jan 2025
When LLMs Struggle: Reference-less Translation Evaluation for Low-resource Languages Archchana Sindhujan Diptesh Kanojia Constantin Orasan Shenbin Qian 38 2 0 08 Jan 2025
Information Extraction from Clinical Notes: Are We Ready to Switch to Large Language Models? Yan Hu X. Zuo Yujia Zhou Xueqing Peng J. Huang ... Ruey-Ling Weng Qingyu Chen Xiaoqian Jiang Kirk Roberts Hua Xu LM&MA 31 4 0 08 Jan 2025
Quantization Meets Reasoning: Exploring LLM Low-Bit Quantization Degradation for Mathematical Reasoning Zhen Li Yupeng Su Runming Yang C. Xie Zehua Wang Zhongwei Xie Ngai Wong Hongxia Yang MQ LRM 51 3 0 06 Jan 2025
Scaling Laws for Floating Point Quantization Training Xingchen Sun Shuaipeng Li Ruobing Xie Weidong Han Kan Wu ... Yangyu Tao Zhanhui Kang C. Xu Di Wang Jie Jiang MQ AIFin 62 0 0 05 Jan 2025
Evaluating Concurrent Robustness of Language Models Across Diverse Challenge Sets Vatsal Gupta Pranshu Pandya Tushar Kataria Vivek Gupta Dan Roth AAML 60 1 0 03 Jan 2025
PRD: Peer Rank and Discussion Improve Large Language Model based Evaluations Ruosen Li Teerth Patel Xinya Du LLMAG ALM 70 96 0 03 Jan 2025
WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct Haipeng Luo Qingfeng Sun Can Xu Pu Zhao Jian-Guang Lou ... Xiubo Geng Qingwei Lin Shifeng Chen Yansong Tang Dongmei Zhang OSLM LRM 110 412 0 03 Jan 2025
GaLore $+$ : Boosting Low-Rank Adaptation for LLMs with Cross-Head Projection Xutao Liao Shaohui Li Yuhui Xu Zhi Li Y. Liu You He VLM 59 3 0 31 Dec 2024
Investigating Length Issues in Document-level Machine Translation Ziqian Peng Rachel Bawden François Yvon 69 1 0 23 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 42 0 0 23 Dec 2024
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference Siyuan Wang Dianyi Wang Chengxing Zhou Zejun Li Zhihao Fan Xuanjing Huang Zhongyu Wei VLM 209 0 0 17 Dec 2024
Empowering LLMs to Understand and Generate Complex Vector Graphics Ximing Xing Juncheng Hu Guotao Liang Jing Zhang Dong Xu Qian Yu 94 7 0 15 Dec 2024
Taming Sensitive Weights : Noise Perturbation Fine-tuning for Robust LLM Quantization Dongwei Wang Huanrui Yang MQ 90 1 0 08 Dec 2024
KaSA: Knowledge-Aware Singular-Value Adaptation of Large Language Models Fan Wang Juyong Jiang Chansung Park Sunghun Kim Jing Tang 94 1 0 08 Dec 2024
Reinforcement Learning Enhanced LLMs: A Survey Shuhe Wang Shengyu Zhang Jun Zhang Runyi Hu Xiaoya Li Tianwei Zhang Jiwei Li Fei Wu G. Wang Eduard H. Hovy OffRL 134 7 0 05 Dec 2024
Unified Parameter-Efficient Unlearning for LLMs Chenlu Ding Jiancan Wu Yancheng Yuan Jinda Lu Kai Zhang Alex Su Xiang Wang Xiangnan He MU KELM 100 6 0 30 Nov 2024
Initialization using Update Approximation is a Silver Bullet for Extremely Efficient Low-Rank Fine-Tuning Kaustubh Ponkshe Raghav Singhal Eduard A. Gorbunov Alexey Tumanov Samuel Horváth Praneeth Vepakomma 71 2 0 29 Nov 2024
On the Impact of Fine-Tuning on Chain-of-Thought Reasoning Elita Lobo Chirag Agarwal Himabindu Lakkaraju LRM 72 5 0 22 Nov 2024
Parameter Efficient Mamba Tuning via Projector-targeted Diagonal-centric Linear Transformation Seokil Ham H. Kim Sangmin Woo Changick Kim Mamba 210 0 0 21 Nov 2024
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 76 0 0 20 Nov 2024
When Backdoors Speak: Understanding LLM Backdoor Attacks Through Model-Generated Explanations Huaizhi Ge Yiming Li Qifan Wang Yongfeng Zhang Ruixiang Tang AAML SILM 86 0 0 19 Nov 2024
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration Yuzong Chen Ahmed F. AbouElhamayed Xilai Dai Yang Wang Marta Andronic George A. Constantinides Mohamed S. Abdelfattah MQ 108 1 0 18 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 78 0 0 12 Nov 2024
Neural Precision Polarization: Simplifying Neural Network Inference with Dual-Level Precision Dinithi Jayasuriya Nastaran Darabi Maeesha Binte Hashem A. R. Trivedi MQ 34 1 0 06 Nov 2024
On the Loss of Context-awareness in General Instruction Fine-tuning Yihan Wang Andrew Bai Nanyun Peng Cho-Jui Hsieh 121 1 0 05 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 77 2 0 01 Nov 2024
IntLoRA: Integral Low-rank Adaptation of Quantized Diffusion Models Hang Guo Yawei Li Tao Dai Shu-Tao Xia Luca Benini MQ 39 1 0 29 Oct 2024
EoRA: Training-free Compensation for Compressed LLM with Eigenspace Low-Rank Approximation Shih-yang Liu Huck Yang Nai Chit Fung Nai Chit Fung Hongxu Yin ... Jan Kautz Yu-Chun Wang Pavlo Molchanov Min-Hung Chen Min-Hung Chen MQ 31 0 0 28 Oct 2024
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric Assessments M. Domnich Julius Valja Rasmus Moorits Veski Giacomo Magnifico Kadi Tulver Eduard Barbu Raul Vicente LRM ELM 48 2 0 28 Oct 2024
Parameter-Efficient Fine-Tuning in Large Models: A Survey of Methodologies Liwen Wang Sheng Chen Linnan Jiang Shu Pan Runze Cai Sen Yang Fei Yang 49 3 0 24 Oct 2024
Iterative Self-Tuning LLMs for Enhanced Jailbreaking Capabilities Chung-En Sun Xiaodong Liu Weiwei Yang Tsui-Wei Weng Hao Cheng Aidan San Michel Galley Jianfeng Gao 46 2 0 24 Oct 2024
Cross-lingual Transfer of Reward Models in Multilingual Alignment Jiwoo Hong Noah Lee Rodrigo Martínez-Castaño César Rodríguez James Thorne 48 4 0 23 Oct 2024
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 58 2 0 23 Oct 2024
LlamaLens: Specialized Multilingual LLM for Analyzing News and Social Media Content Mohamed Bayan Kmainasi Ali Ezzat Shahroor Maram Hasanain Sahinur Rahman Laskar Naeemul Hassan Firoj Alam 31 1 0 20 Oct 2024
CompAct: Compressed Activations for Memory-Efficient LLM Training Yara Shamshoum Nitzan Hodos Yuval Sieradzki Assaf Schuster MQ VLM 52 0 0 20 Oct 2024
Grammatical Error Correction for Low-Resource Languages: The Case of Zarma Mamadou K. Keita Christopher Homan Sofiane Abdoulaye Hamani Adwoa Bremang Marcos Zampieri Habibatou Abdoulaye Alfari Elysabhete Amadou Ibrahim 33 0 0 20 Oct 2024
Teaching Models to Balance Resisting and Accepting Persuasion Elias Stengel-Eskin Peter Hase Joey Tianyi Zhou MU 31 4 0 18 Oct 2024
GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models Aditya Sharma Aman Dalmia Mehran Kazemi Amal Zouaq Christopher J. Pal LRM 31 0 0 17 Oct 2024
LLM-Human Pipeline for Cultural Context Grounding of Conversations Rajkumar Pujari Dan Goldwasser 38 1 0 17 Oct 2024
Modeling Future Conversation Turns to Teach LLMs to Ask Clarifying Questions Michael J.Q. Zhang W. Bradley Knox Eunsol Choi 50 4 0 17 Oct 2024
DAQ: Density-Aware Post-Training Weight-Only Quantization For LLMs Yingsong Luo Ling Chen MQ 23 0 0 16 Oct 2024
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation S. Gorti Ilan Gofman Zhaoyan Liu Jiapeng Wu Noël Vouitsis Guangwei Yu Jesse C. Cresswell Rasa Hosseinzadeh SyDa 58 6 0 16 Oct 2024
Scaling laws for post-training quantized large language models Zifei Xu Alexander Lan W. Yazar T. Webb Sayeh Sharify Xin Wang MQ 33 0 0 15 Oct 2024