Efficient Online Data Mixing For Language Model Pre-Training

Efficient Online Data Mixing For Language Model Pre-Training

5 December 2023

Papers citing "Efficient Online Data Mixing For Language Model Pre-Training"

14 / 14 papers shown

Title
OVERLORD: Ultimate Scaling of DataLoader for Multi-Source Large Foundation Model Training Juntao Zhao Qi Lu Wei Jia Borui Wan Lei Zuo ... Size Zheng Yanghua Peng H. Lin Xin Liu Chuan Wu AI4CE 92 0 0 14 Apr 2025
ToReMi: Topic-Aware Data Reweighting for Dynamic Pre-Training Data Selection Xiaoxuan Zhu Zhouhong Gu Baiqian Wu Suhang Zheng Tao Wang Tianyu Li Hongwei Feng Yanghua Xiao 135 0 0 01 Apr 2025
Not-Just-Scaling Laws: Towards a Better Understanding of the Downstream Impact of Language Model Design Decisions Emmy Liu Amanda Bertsch Lintang Sutawika Lindia Tjuatja Patrick Fernandes ... Siyang Song Carolin (Haas) Lawrence Aditi Raghunathan Kiril Gashteovski Graham Neubig 163 0 0 05 Mar 2025
Mixtera: A Data Plane for Foundation Model Training Maximilian Böther Xiaozhe Yao Tolga Kerimoglu Ana Klimovic Viktor Gsteiger Ana Klimovic MoE 134 0 0 27 Feb 2025
Big-Math: A Large-Scale, High-Quality Math Dataset for Reinforcement Learning in Language Models Alon Albalak Duy Phung Nathan Lile Rafael Rafailov Kanishk Gandhi ... Anikait Singh Chase Blagden Violet Xiang Dakota Mahan Nick Haber OffRL LRM 72 11 0 24 Feb 2025
MixMin: Finding Data Mixtures via Convex Minimization Anvith Thudi Evianne Rovers Yangjun Ruan Tristan Thrush Chris J. Maddison 67 0 0 14 Feb 2025
Mastering the Craft of Data Synthesis for CodeLLMs Meng Chen Philip Arthur Qianyu Feng Cong Duy Vu Hoang Yu-Heng Hong ... Mark Johnson Kemal Kurniawan Don Dharmasiri Long Duong Yuan-Fang Li SyDa 83 1 0 16 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 85 6 0 09 Oct 2024
Upsample or Upweight? Balanced Training on Heavily Imbalanced Datasets Tianjian Li Haoran Xu Weiting Tan Kenton Murray Daniel Khashabi 70 1 0 06 Oct 2024
RegMix: Data Mixture as Regression for Language Model Pre-training Qian Liu Xiaosen Zheng Niklas Muennighoff Guangtao Zeng Longxu Dou Tianyu Pang Jing Jiang Min Lin MoE 104 49 1 01 Jul 2024
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance Jiasheng Ye Peiju Liu Tianxiang Sun Yunhua Zhou Jun Zhan Xipeng Qiu 82 73 0 25 Mar 2024
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 127 820 0 14 Apr 2022
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 394 2,051 0 31 Dec 2020
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 429 1,664 0 18 Sep 2019

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