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license: odc-by

A cleaned, deduplicated, and decontaminated version of C4 (noblocklist).

Cleaning

Documents with non-English content, advertisements, large chunks of repetitions, and other low-quality content are heuristically removed.

Deduplication

This dataset has been glabally deduplicated based on exact matches, and cross-deduplicated with OpenWebText2 and CC-News.

Decontamination

More than 25K documents are removed during decontamination with respect to the following benchmarks based on n-gram overlap:

  • GLUE (dev set of SST-2, CoLA, QQP, WNLI, RTE, QNLI, MNLI; test set of MPRC)
  • SIQA, PIQA, QASC, CSQA, HellaSWAG (all dev set)
  • CONLL 2003
  • BLIMP
  • MAIN
  • BoolQ (dev set)
  • WinoGrande (dev set)
  • ANLI (test set)
  • ARC easy and challenge (test set)
  • RACE middle and high (test set)
  • MMLU (dev, val, and test sets)
  • MATH, GSM8K (test set)
  • HumanEval (test set)
  • MBPP (all 974 questions)
  • GPQA (diamond)

Dataset Statistics

Number of samples: 301,031,364.

Size of downloaded parquet files: 484G.