A Pretrainer's Guide to Training Data: Measuring the Effects of Data Age, Domain Coverage, Quality, & Toxicity
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A Survey on Data Selection for Language Models
Paper • 2402.16827 • Published • 4 -
HuggingFaceFW/fineweb-edu
Viewer • Updated • 3.24B • 211k • 585 -
allenai/MADLAD-400
Updated • 29k • 132 -
uonlp/CulturaX
Viewer • Updated • 7.18B • 10.6k • 491 -
Best Practices and Lessons Learned on Synthetic Data for Language Models
Paper • 2404.07503 • Published • 29 -
Scaling Synthetic Data Creation with 1,000,000,000 Personas
Paper • 2406.20094 • Published • 96 -
DDK: Distilling Domain Knowledge for Efficient Large Language Models
Paper • 2407.16154 • Published • 21 -
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models
Paper • 2408.02085 • Published • 17 -
Better Alignment with Instruction Back-and-Forth Translation
Paper • 2408.04614 • Published • 14 -
The ShareLM Collection and Plugin: Contributing Human-Model Chats for the Benefit of the Community
Paper • 2408.08291 • Published • 11