Preparing Fineweb - A Finely Cleaned Common Crawl Dataset for Language Models

Preparing Fineweb - A Finely Cleaned Common Crawl Dataset for Language Models

Trelis Research via YouTube Direct link

Dataset Comparisons: C4, RefinedWeb, Fineweb, Llama 3, Phi-3

5 of 12

5 of 12

Dataset Comparisons: C4, RefinedWeb, Fineweb, Llama 3, Phi-3

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Preparing Fineweb - A Finely Cleaned Common Crawl Dataset for Language Models

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  1. 1 Common Crawl Data Processing Pipeline
  2. 2 Video Overview
  3. 3 Common Crawl Raw Dataset
  4. 4 Common Crawl improves over time?
  5. 5 Dataset Comparisons: C4, RefinedWeb, Fineweb, Llama 3, Phi-3
  6. 6 Data Processing Pipeline and Datatrove
  7. 7 Quality filters: Gopher, C4, Fineweb
  8. 8 Deduplication strategies
  9. 9 Fineweb edu: LLM assisted dataset filtering
  10. 10 Training a classifier for dataset filtering
  11. 11 My recommendation: Fineweb Edu Latest Crawl
  12. 12 Why is Llama 3 better than Llama 2?

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