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license: odc-by
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license: odc-by
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A cleaned, deduplicated, and decontaminated version of [C4](https://huggingface.co/datasets/allenai/c4) (noblocklist).
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### Cleaning
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Documents with non-English content, advertisements, large chunks of repetitions, and other low-quality content are heuristically removed.
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### Deduplication
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This dataset has been glabally deduplicated based on exact matches, and cross-deduplicated with [OpenWebText2](https://huggingface.co/datasets/Geralt-Targaryen/openwebtext2) and [CC-News](https://huggingface.co/datasets/Geralt-Targaryen/CC-News).
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### Decontamination
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More than 25K documents are removed during decontamination with respect to the following benchmarks based on n-gram overlap:
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- GLUE (dev set of SST-2, CoLA, QQP, WNLI, RTE, QNLI, MNLI; test set of MPRC)
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- SIQA, PIQA, QASC, CSQA, HellaSWAG (all dev set)
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- CONLL 2003
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- BLIMP
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- [MAIN](https://main.leibniz-zas.de/en/main-materials/main-materials/)
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- BoolQ (dev set)
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- WinoGrande (dev set)
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- ANLI (test set)
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- ARC easy and challenge (test set)
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- RACE middle and high (test set)
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- MMLU (dev, val, and test sets)
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- MATH, GSM8K (test set)
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- HumanEval (test set)
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- MBPP (all 974 questions)
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- GPQA (diamond)
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### Dataset Statistics
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Number of samples: 301,031,364.
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Size of downloaded parquet files: 484G.
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