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Meet FineFineWeb: An Open-Sourced Automatic Classification System for Fine-Grained Web Data

  • Researchers have introduced FineFineWeb, an open-source automatic classification system for fine-grained web data.
  • The system decomposes Fineweb into 67 unique categories, conducts correlation analysis, and provides specialized test sets for evaluation.
  • The data construction process involves deduplication, URL labeling, FastText and BERT training, and domain-domain similarity analysis.
  • Domain-benchmark relationships, duplication analysis, and domain-specific performance correlations are also studied.

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