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Mike Young @mikeyoung44

AI Training Data Filter Boosts Quality 3x With GneissWeb

GneissWeb boosts AI training data quality 3x by processing 6.5 trillion web tokens with automated filtering & quality assessment

This is a Plain English Papers summary of a research paper called GneissWeb: AI Training Data Filter Boosts Quality 3x by Processing 6.5 Trillion Web Tokens. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

  
  
  Overview

GneissWeb introduces a novel approach for creating high-quality training data for large language models
Filters and processes web content using multiple quality checks
Achieves 2-3x better quality than existing datasets
Processes 6.5 trillion tokens into 650 billion high-quality tokens
Implements automated content filtering and qu...