RegMix: Data Mixture as Regression for Language Model Pre-training

1 July 2024

Qian Liu

Niklas Muennighoff

Papers citing "RegMix: Data Mixture as Regression for Language Model Pre-training"

43 / 43 papers shown

Title
Qwen3 Technical Report A. Yang A. Li Baosong Yang Beichen Zhang Binyuan Hui ... Zekun Wang Zeyu Cui Z. Zhang Zhenhong Zhou Zihan Qiu LLMAG OSLM LRM 42 0 0 14 May 2025
Guiding Data Collection via Factored Scaling Curves Lihan Zha Apurva Badithela Michael Zhang Justin Lidard Jeremy Bao Emily Zhou David Snyder Allen Z. Ren Dhruv Shah Anirudha Majumdar OffRL 34 0 0 12 May 2025
AttentionInfluence: Adopting Attention Head Influence for Weak-to-Strong Pretraining Data Selection Kai Hua Steven Wu Ge Zhang Ke Shen LRM 28 0 0 12 May 2025
Learning Dynamics in Continual Pre-Training for Large Language Models Xingjin Wang Howe Tissue Lu Wang Linjing Li D. Zeng CLL 29 0 0 12 May 2025
R&B: Domain Regrouping and Data Mixture Balancing for Efficient Foundation Model Training Albert Ge Tzu-Heng Huang John Cooper Avi Trost Ziyi Chu Satya Sai Srinath Namburi GNVV Ziyang Cai Kendall Park Nicholas Roberts Frederic Sala 53 0 0 01 May 2025
QuaDMix: Quality-Diversity Balanced Data Selection for Efficient LLM Pretraining Fengze Liu Weidong Zhou Binbin Liu Zhimiao Yu Yifan Zhang ... Yifeng Yu Bingni Zhang Xiaohuan Zhou Taifeng Wang Yong Cao 66 1 0 23 Apr 2025
Phoenix: A Motion-based Self-Reflection Framework for Fine-grained Robotic Action Correction Wenke Xia Ruoxuan Feng Dong Wang Di Hu 32 0 0 20 Apr 2025
Meta-rater: A Multi-dimensional Data Selection Method for Pre-training Language Models Xinlin Zhuang Jiahui Peng Ren Ma Y. Wang Tianyi Bai Xingjian Wei Jiantao Qiu Chi Zhang Ying Qian Conghui He 50 0 0 19 Apr 2025
CLIMB: CLustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training Shizhe Diao Yu Yang Y. Fu Xin Dong Dan Su ... Hongxu Yin M. Patwary Yingyan Jan Kautz Pavlo Molchanov 38 0 0 17 Apr 2025
ZClip: Adaptive Spike Mitigation for LLM Pre-Training Abhay Kumar Louis Owen Nilabhra Roy Chowdhury Fabian Güra VLM 40 1 0 03 Apr 2025
Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian Framework Thomson Yen Andrew Siah Haozhe Chen Tianyi Peng Daniel Guetta Hongseok Namkoong 48 0 0 26 Mar 2025
Teaching LMMs for Image Quality Scoring and Interpreting Zicheng Zhang H. Wu Ziheng Jia Weisi Lin Guangtao Zhai 62 1 0 12 Mar 2025
Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions E. Liu Amanda Bertsch Lintang Sutawika Lindia Tjuatja Patrick Fernandes ... Shri Kiran Srinivasan Carolin (Haas) Lawrence Aditi Raghunathan Kiril Gashteovski Graham Neubig 90 0 0 05 Mar 2025
SampleMix: A Sample-wise Pre-training Data Mixing Strategey by Coordinating Data Quality and Diversity Xiangyu Xi Deyang Kong Jian Yang Jiawei Yang Z. Chen Wei Wang J. T. Wang Xunliang Cai Shikun Zhang Wei Ye 65 0 0 03 Mar 2025
Unsupervised Topic Models are Data Mixers for Pre-training Language Models Jiahui Peng Xinlin Zhuang Qiu Jiantao Ren Ma Jing Yu Tianyi Bai Conghui He 38 0 0 24 Feb 2025
Sailor2: Sailing in South-East Asia with Inclusive Multilingual LLMs Longxu Dou Qian Liu Fan Zhou Changyu Chen Zili Wang ... Tianyu Pang Chao Du Xinyi Wan Wei Lu Min Lin 106 1 0 18 Feb 2025
Programming Every Example: Lifting Pre-training Data Quality Like Experts at Scale Fan Zhou Zengzhi Wang Qian Liu Junlong Li Pengfei Liu ALM 102 15 0 17 Feb 2025
How to Upscale Neural Networks with Scaling Law? A Survey and Practical Guidelines Ayan Sengupta Yash Goel Tanmoy Chakraborty 50 0 0 17 Feb 2025
Bag of Tricks for Inference-time Computation of LLM Reasoning Fan Liu Wenshuo Chao Naiqiang Tan Hao Liu OffRL LRM 79 3 0 11 Feb 2025
PiKE: Adaptive Data Mixing for Multi-Task Learning Under Low Gradient Conflicts Zeman Li Yuan Deng Peilin Zhong Meisam Razaviyayn Vahab Mirrokni MoMe 75 1 0 10 Feb 2025
Hybrid Preferences: Learning to Route Instances for Human vs. AI Feedback Lester James Validad Miranda Yizhong Wang Yanai Elazar Sachin Kumar Valentina Pyatkin Faeze Brahman Noah A. Smith Hannaneh Hajishirzi Pradeep Dasigi 47 8 0 08 Jan 2025
Scaling Laws for Precision Tanishq Kumar Zachary Ankner Benjamin Spector Blake Bordelon Niklas Muennighoff Mansheej Paul C. Pehlevan Christopher Ré Aditi Raghunathan AIFin MoMe 46 13 0 07 Nov 2024
ControlMM: Controllable Masked Motion Generation Ekkasit Pinyoanuntapong Muhammad Usama Saleem Korrawe Karunratanakul Pu Wang Hongfei Xue Cheng Chen Chuan Guo Junli Cao J. Ren Sergey Tulyakov VGen 37 4 0 14 Oct 2024
Scaling Laws for Predicting Downstream Performance in LLMs Yangyi Chen Binxuan Huang Yifan Gao Zhengyang Wang Jingfeng Yang Heng Ji LRM 47 8 0 11 Oct 2024
Multi-Agent Collaborative Data Selection for Efficient LLM Pretraining Tianyi Bai Ling Yang Zhen Hao Wong Jiahui Peng Xinlin Zhuang ... Lijun Wu Jiantao Qiu Wentao Zhang Binhang Yuan Conghui He LLMAG 23 4 0 10 Oct 2024
Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets Tianjian Li Haoran Xu Weiting Tan Kenton Murray Daniel Khashabi 35 1 0 06 Oct 2024
Dynamic Gradient Alignment for Online Data Mixing Simin Fan David Grangier Pierre Ablin 31 3 0 03 Oct 2024
Improving Pretraining Data Using Perplexity Correlations Tristan Thrush Christopher Potts Tatsunori Hashimoto 32 17 0 09 Sep 2024
A Survey of Multimodal Large Language Model from A Data-centric Perspective Tianyi Bai Hao Liang Binwang Wan Yanran Xu Xi Li ... Ping-Chia Huang Jiulong Shan Conghui He Binhang Yuan Wentao Zhang 49 36 0 26 May 2024
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs Feiyang Kang H. Just Yifan Sun Himanshu Jahagirdar Yuanzhi Zhang Rongxing Du Anit Kumar Sahu Ruoxi Jia 56 17 0 05 May 2024
Text Quality-Based Pruning for Efficient Training of Language Models Vasu Sharma Karthik Padthe Newsha Ardalani Kushal Tirumala Russell Howes ... Po-Yao Huang Shang-Wen Li Armen Aghajanyan Gargi Ghosh Luke Zettlemoyer 46 6 0 26 Apr 2024
OpenELM: An Efficient Language Model Family with Open Training and Inference Framework Sachin Mehta Mohammad Hossein Sekhavat Qingqing Cao Maxwell Horton Yanzi Jin ... Iman Mirzadeh Mahyar Najibi Dmitry Belenko Peter Zatloukal Mohammad Rastegari OSLM AIFin 38 50 0 22 Apr 2024
Compression Represents Intelligence Linearly Yuzhen Huang Jinghan Zhang Zifei Shan Junxian He 50 26 0 15 Apr 2024
Sailor: Open Language Models for South-East Asia Longxu Dou Qian Liu Guangtao Zeng Jia Guo Jiahui Zhou Wei Lu Min-Bin Lin LRM 32 7 0 04 Apr 2024
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance Jiasheng Ye Peiju Liu Tianxiang Sun Yunhua Zhou Jun Zhan Xipeng Qiu 49 62 0 25 Mar 2024
Language models scale reliably with over-training and on downstream tasks S. Gadre Georgios Smyrnis Vaishaal Shankar Suchin Gururangan Mitchell Wortsman ... Y. Carmon Achal Dave Reinhard Heckel Niklas Muennighoff Ludwig Schmidt ALM ELM LRM 108 40 0 13 Mar 2024
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models Yu Yang Siddhartha Mishra Jeffrey N Chiang Baharan Mirzasoleiman 40 17 0 12 Mar 2024
Take the Bull by the Horns: Hard Sample-Reweighted Continual Training Improves LLM Generalization Xuxi Chen Zhendong Wang Daouda Sow Junjie Yang Tianlong Chen Yingbin Liang Mingyuan Zhou Zhangyang Wang 34 5 0 22 Feb 2024
LESS: Selecting Influential Data for Targeted Instruction Tuning Mengzhou Xia Sadhika Malladi Suchin Gururangan Sanjeev Arora Danqi Chen 80 186 0 06 Feb 2024
Paloma: A Benchmark for Evaluating Language Model Fit Ian H. Magnusson Akshita Bhagia Valentin Hofmann Luca Soldaini A. Jha ... Iz Beltagy Hanna Hajishirzi Noah A. Smith Kyle Richardson Jesse Dodge 132 21 0 16 Dec 2023
Data Diversity Matters for Robust Instruction Tuning Alexander Bukharin Tuo Zhao 79 35 0 21 Nov 2023
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 256 1,996 0 31 Dec 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018