A Survey on Data Selection for LLM Instruction Tuning
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2402.05123
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LLM Data
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Data-Juicer Sandbox: A Comprehensive Suite for Multimodal Data-Model Co-development
Paper • 2407.11784 • Published • 4
Data Management For Large Language Models: A Survey
Paper • 2312.01700 • PublishedNote 综述
Datasets for Large Language Models: A Comprehensive Survey
Paper • 2402.18041 • Published • 2Note 其他相关文章： The Art of Data Selection: A Survey on Data Selection for Fine-Tuning Large Language Models https://openreview.net/pdf?id=hTBD3LYoqd A Survey on Data Quality Dimensions and Tools for Machine Learning https://arxiv.org/abs/2406.19614
Beyond Scale: the Diversity Coefficient as a Data Quality Metric Demonstrates LLMs are Pre-trained on Formally Diverse Data
Paper • 2306.13840 • Published • 11Note Stanford. 数据多样性
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From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models
Paper • 2406.16838 • Published • 2 -
Understanding and Mitigating the Label Noise in Pre-training on Downstream Tasks
Paper • 2309.17002 • Published • 1 -
A Survey on Data Selection for Language Models
Paper • 2402.16827 • Published • 4 -
BaichuanSEED: Sharing the Potential of ExtensivE Data Collection and Deduplication by Introducing a Competitive Large Language Model Baseline
Paper • 2408.15079 • Published • 53 -
LLM360/TxT360
Preview • Updated • 163k • 219
HuggingFaceFW/fineweb-edu
Viewer • Updated • 3.24B • 254k • 602Note https://huggingface.co./datasets/HuggingFaceFW/fineweb-edu-score-2 https://huggingface.co./HuggingFaceFW/fineweb-edu-classifier
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D4: Improving LLM Pretraining via Document De-Duplication and Diversification
Paper • 2308.12284 • Published