2025 "language model pre-training" Papers

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Conference

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Paper Type

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

Thomson Yen, Andrew Siah, Haozhe Chen et al.

NEURIPS 2025posterarXiv:2503.21023
1
citations

DEPT: Decoupled Embeddings for Pre-training Language Models

Alex Iacob, Lorenzo Sani, Meghdad Kurmanji et al.

ICLR 2025posterarXiv:2410.05021
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
19
citations

PolyPythias: Stability and Outliers across Fifty Language Model Pre-Training Runs

Oskar van der Wal, Pietro Lesci, Max Müller-Eberstein et al.

ICLR 2025posterarXiv:2503.09543
14
citations

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

Qian Liu, Xiaosen Zheng, Niklas Muennighoff et al.

ICLR 2025posterarXiv:2407.01492
99
citations

When Attention Sink Emerges in Language Models: An Empirical View

Xiangming Gu, Tianyu Pang, Chao Du et al.

ICLR 2025posterarXiv:2410.10781
90
citations