"data mixture optimization" Papers

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Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian Framework

Thomson Yen, Andrew Siah, Haozhe Chen et al.

NEURIPS 2025arXiv:2503.21023
2
citations

Nemotron-CLIMB: Clustering-based Iterative Data Mixture Bootstrapping for Language Model Pre-training

Shizhe Diao, Yu Yang, Yonggan Fu et al.

NEURIPS 2025spotlightarXiv:2504.13161
24
citations

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

Qian Liu, Xiaosen Zheng, Niklas Muennighoff et al.

ICLR 2025arXiv:2407.01492
105
citations

TANDEM: Bi-Level Data Mixture Optimization with Twin Networks

Jiaxing Wang, Deping Xiang, Jin Xu et al.

NEURIPS 2025

Data Engineering for Scaling Language Models to 128K Context

Yao Fu, Rameswar Panda, Xinyao Niu et al.

ICML 2024arXiv:2402.10171
186
citations