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- license: odc-by
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+ license: odc-by
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+ ---
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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.