Balanced Data Sampling for Language Model Training with Clustering

Balanced Data Sampling for Language Model Training with Clustering

22 February 2024

Dahua Lin

Xipeng Qiu

Papers citing "Balanced Data Sampling for Language Model Training with Clustering"

8 / 8 papers shown

Title
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 55 0 0 23 Apr 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 60 0 0 03 Mar 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
Maximize Your Data's Potential: Enhancing LLM Accuracy with Two-Phase Pretraining Steven Feng Shrimai Prabhumoye Kezhi Kong Dan Su M. Patwary M. Shoeybi Bryan Catanzaro 62 2 0 18 Dec 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-Bin Lin MoE 53 34 1 01 Jul 2024
VersiCode: Towards Version-controllable Code Generation Tongtong Wu Weigang Wu Xingyu Wang Kang Xu Suyu Ma Bo Jiang Ping Yang Zhenchang Xing Yuan-Fang Li Gholamreza Haffari 26 4 0 11 Jun 2024
Data Mixing Laws: Optimizing Data Mixtures by Predicting Language Modeling Performance Jiasheng Ye Peiju Liu Tianxiang Sun Yunhua Zhou Jun Zhan Xipeng Qiu 35 58 0 25 Mar 2024
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