"data curation" Papers

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Analyzing Similarity Metrics for Data Selection for Language Model Pretraining

Dylan Sam, Ayan Chakrabarti, Afshin Rostamizadeh et al.

NEURIPS 2025arXiv:2502.02494
1
citations

A Sober Look at Progress in Language Model Reasoning: Pitfalls and Paths to Reproducibility

Andreas Hochlehnert, Hardik Bhatnagar, Vishaal Udandarao et al.

COLM 2025paperarXiv:2504.07086
71
citations

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

Thomson Yen, Andrew Siah, Haozhe Chen et al.

NEURIPS 2025arXiv:2503.21023
2
citations

Understanding the Gain from Data Filtering in Multimodal Contrastive Learning

Divyansh Pareek, Sewoong Oh, Simon Du

NEURIPS 2025arXiv:2512.14230

Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes

Nabeel Seedat, Nicolas Huynh, Boris van Breugel et al.

ICML 2024arXiv:2312.12112
51
citations

Data Filtering Networks

Alex Fang, Albin Madappally Jose, Amit Jain et al.

ICLR 2024arXiv:2309.17425
222
citations

Scaling Laws for Data Filtering— Data Curation cannot be Compute Agnostic

Sachin Goyal, Pratyush Maini, Zachary Lipton et al.

CVPR 2024arXiv:2404.07177
68
citations